<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[AI Weekly Edge]]></title><description><![CDATA[Drowning in AI noise? This is designed for busy professionals & students who need clarity fast. Under 5 mins each week, get 1 actionable AI strategy, insight on 2 stories that matter, & a curated news roundup. Subscribe now for your weekly edge 🚀]]></description><link>https://www.aiweeklyedge.com</link><image><url>https://substackcdn.com/image/fetch/$s_!vCRw!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fccb0c8df-d9d4-494b-aa88-f7782c773b35_706x706.png</url><title>AI Weekly Edge</title><link>https://www.aiweeklyedge.com</link></image><generator>Substack</generator><lastBuildDate>Sun, 03 May 2026 08:08:20 GMT</lastBuildDate><atom:link href="https://www.aiweeklyedge.com/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Evoke Digital Media and Publishing LLC]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[aiweeklyedge@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[aiweeklyedge@substack.com]]></itunes:email><itunes:name><![CDATA[Michael]]></itunes:name></itunes:owner><itunes:author><![CDATA[Michael]]></itunes:author><googleplay:owner><![CDATA[aiweeklyedge@substack.com]]></googleplay:owner><googleplay:email><![CDATA[aiweeklyedge@substack.com]]></googleplay:email><googleplay:author><![CDATA[Michael]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[🪞Money Mirror]]></title><description><![CDATA[Plus AI Power Play and Gartner&#8217;s AI Cost Alarm]]></description><link>https://www.aiweeklyedge.com/p/money-mirror</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/money-mirror</guid><pubDate>Tue, 03 Mar 2026 13:59:00 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!q_T6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> </p><p>At the rate video and image generation are improving, hyper-realistic fakes would soon be nearly indistinguishable from reality.</p><p>By 2028 or 2029, the line between &#8220;real&#8221; and &#8220;AI&#8221; would likely be functionally invisible.</p><p>That means we are going to need a new authentication layer for the internet. <em>And we need to start building it now.</em></p><p>One possible solution is a blockchain-based verification system built around unique, one-time passphrases. Every authentic image or video featuring a real person could be cryptographically signed and recorded on an immutable blockchain ledger. </p><p>When someone views that content, a real-time verification check would confirm whether the embedded passphrase matches the one registered by the person in the image or video.</p><p>If it matches, the viewer sees a green verification badge. If it does not, the content is flagged as &#8220;unverified&#8221; or &#8220;AI-generated.&#8221;</p><p>For this to work, blockchain technology would need to become far more accessible, with simple interfaces and seamless integration into major content platforms. Each passphrase would need to be randomly generated, non-reusable, and permanently recorded.</p><p>Ideally, the signing process would be automatic. Once a user verifies their identity and registers, any content they create with their likeness would be cryptographically stamped at the moment of creation.</p><p>In licensing scenarios, individuals could register and restrict the use of their likeness. If someone attempts to generate hyper-realistic content featuring that person without authorization, the system would require a valid passphrase. Without it, the content would not be generated with that likeness.</p><p>Such a system may not eliminate every fake. But it could establish a clear standard of authenticity. And in the age of synthetic media, shifting the question from &#8220;Is this fake?&#8221; to &#8220;Is this verified?&#8221; may be what ultimately protects trust.</p><p>Anyway, let&#8217;s dive in.</p><div><hr></div><p>On deck:</p><h5>&#9726; Money Mirror</h5><h5>&#9726; AI Power Play</h5><h5>&#9726; Gartner&#8217;s AI Cost Alarm</h5><h5>&#9726; Quick Hits of other AI News worth your attention</h5><div><hr></div><div><hr></div><h2>&#128161;Concept Corner</h2><h6>Practical ideas to work faster and smarter.</h6><div class="pullquote"><h4><strong>Money Mirror</strong></h4></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!q_T6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!q_T6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!q_T6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!q_T6!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!q_T6!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!q_T6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/48766e29-fd96-43b4-9089-440ad8879ea1_2816x1536.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:6846411,&quot;alt&quot;:&quot;Personal finance score card&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/189694144?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48766e29-fd96-43b4-9089-440ad8879ea1_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Personal finance score card" title="Personal finance score card" srcset="https://substackcdn.com/image/fetch/$s_!q_T6!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!q_T6!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!q_T6!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!q_T6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42744e09-6a45-4b9b-92ae-9b7c925f382c_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em><strong>What it is:</strong></em></p><p>Most people don&#8217;t have a spending problem. They have a visibility problem. You could use AI as a &#8220;Money Mirror&#8221; to reflect your financial behavior back to you clearly and unemotionally, so you can see patterns you&#8217;ve either been oblivious to or quietly rationalizing away.</p><p><em><strong>Example: </strong></em></p><p>Let&#8217;s say you export the last three months of your bank statements and paste them into an AI tool. Instead of just categorizing expenses, you ask it to analyze trends, flag lifestyle inflation, and compare fixed versus variable costs.</p><p>It tells you your &#8220;small&#8221; food delivery habit is quietly matching your monthly investment contributions. It surfaces subscriptions you forgot about.</p><p>Then it models what happens if you redirect just 15 percent of your discretionary spending into a low-cost index fund over five years.</p><p>This isn&#8217;t budgeting. It&#8217;s strategy. AI becomes less of a calculator and more of a financial analyst sitting beside you, helping you make decisions with clarity instead of emotion.</p><h6></h6><blockquote><p><em><strong> Try this prompt (</strong>change X, Y, and Z to the values you want<strong>)</strong></em><strong>:</strong></p></blockquote><div class="pullquote"><p><code>I&#8217;m pasting [3, 6, etc.] months of transaction data below. Categorize my spending, identify recurring expenses, calculate my average monthly savings rate, and highlight the top three areas where I could cut X% &#8211; Y% percent with minimal lifestyle impact. Then model how redirecting those savings into an investment earning Z% annually would compound over 5 years. Explain the tradeoffs clearly.</code></p></div><div><hr></div><h2>&#128225;Signal behind the buzz&#128266;</h2><h6>Decoding trending AI stories.</h6><div><hr></div><h4><strong>&#128205;<a href="https://www.cio.com/article/4139511/openai-says-its-us-defense-deal-is-safer-than-anthropics-but-is-it.html">AI Power Play</a></strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8uSu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8uSu!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!8uSu!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!8uSu!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!8uSu!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8uSu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/369f1fac-df2e-476b-a5dc-701690e23d4e_2816x1536.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7565180,&quot;alt&quot;:&quot;Anthropic out; OpenAI in.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/189694144?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F369f1fac-df2e-476b-a5dc-701690e23d4e_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Anthropic out; OpenAI in." title="Anthropic out; OpenAI in." srcset="https://substackcdn.com/image/fetch/$s_!8uSu!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!8uSu!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!8uSu!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!8uSu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09104267-a696-4f2e-8cfb-c020bb6c3ffc_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>&#128266;Buzz</strong>:</p><p>This week, the AI world was focused on a standoff between Anthropic and the US government. </p><p>The US government dropped Anthropic from federal contracts, labeling it a &#8220;supply chain risk&#8221; after disagreements over how Claude could be used, particularly for mass surveillance and autonomous weapons systems. </p><p>Almost immediately, OpenAI announced it had reached a separate agreement with the DoW to supply its AI models under similar guardrails.</p><p><strong>&#128225;Signal</strong>:</p><p>This is about control and risk tolerance<em>.</em> Anthropic&#8217;s leadership resisted contractual language that would allow military use of their AI for certain high-risk operations, prioritizing ethical boundaries. </p><p>The government, under pressure to maintain competitive edge and operational flexibility, walked away and red-tagged the company. </p><p>OpenAI quickly stepped in, ostensibly with similar safety principles, but experts worry that the language may be superficial and unenforceable without robust oversight.</p><p><strong>&#127897;&#65039;My Take</strong>:</p><p>This clash underscores a broader tension in AI: <em>who decides acceptable use?</em> The answer affects national security, ethics, commercial growth, and public trust. </p><p>Companies willing to bend to government terms may win contracts, but that could erode public confidence. </p><p>Hard-line stances like Anthropic&#8217;s can cost strategic partnerships but may strengthen ethical credibility. </p><p>Real change is likely to come from legislation that sets consistent rules for all players, not ad-hoc deals.</p><div><hr></div><h4><strong>&#128205;</strong><a href="https://www.customerexperiencedive.com/news/ai-cheaper-than-human-customer-service-gartner/813413/">Gartner&#8217;s AI Cost Alarm</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!am3L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06523958-6001-4d86-813f-075f9b7a0c96_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!am3L!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06523958-6001-4d86-813f-075f9b7a0c96_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!am3L!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06523958-6001-4d86-813f-075f9b7a0c96_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!am3L!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06523958-6001-4d86-813f-075f9b7a0c96_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!am3L!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06523958-6001-4d86-813f-075f9b7a0c96_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!am3L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06523958-6001-4d86-813f-075f9b7a0c96_2816x1536.png" width="1456" height="794" 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title="Gartner sounds the alarm" srcset="https://substackcdn.com/image/fetch/$s_!am3L!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06523958-6001-4d86-813f-075f9b7a0c96_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!am3L!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06523958-6001-4d86-813f-075f9b7a0c96_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!am3L!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06523958-6001-4d86-813f-075f9b7a0c96_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!am3L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F06523958-6001-4d86-813f-075f9b7a0c96_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>&#128266;<strong>Buzz:</strong> </p><p>Gartner released analysis predicting that by 2030, generative AI could cost more per customer service resolution than offshore human agents, with costs exceeding $3 per interaction due to rising infrastructure, compute, and data expenses.</p><p>&#128225;<strong>Signal:</strong></p><p>For years, the dominant pitch for AI in customer support has been &#8220;automation cuts labor costs.&#8221; </p><p>Gartner&#8217;s analysis challenges that assumption: deploying, governing, and monitoring generative AI, especially in enterprise environments, involves substantial hidden expenses that can outpace the savings from labor arbitrage. </p><p>Costs include GPUs, real-time APIs, safety checks, fallback human supervision, and ongoing model retraining.</p><p>&#127897;&#65039;<strong>My Take:</strong> </p><p>First, the cost curve is not static. The hardware that powers AI, GPUs and related infrastructure, will likely become more efficient and cheaper over time. Compute has historically followed a downward trajectory as scale increases and optimization improves.</p><p>But the bigger shift is this: companies need to move beyond the cost-cutting narrative and evaluate AI through a value-creation lens.</p><p>If AI improves upselling, customer satisfaction, retention, or response speed, a higher &#8220;per resolution&#8221; cost may still produce meaningful ROI.</p><p>The real risk is treating AI as an instrument to slash support budgets. Blind cost-cutting bets could backfire.</p><p>The smarter opportunity lies in augmentation. Let AI handle routine, repetitive tasks while human agents handle nuance, judgment, and complex edge cases. That combination delivers the best of both worlds.</p><div><hr></div><h2>&#127861;Quick Hits of Other AI News</h2><h6></h6><p>&#129309; OpenAI and Amazon <a href="https://openai.com/index/amazon-partnership/">signed a massive multi-year deal</a>: OpenAI will run more AI workloads on AWS (including Amazon&#8217;s Trainium chips), and Amazon is committing up to $50B to power the expansion. </p><p>&#129504; Google <a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-1-pro/">launched Gemini 3.1 Pro</a>, its upgraded &#8220;heavy thinking&#8221; model for complex tasks like coding and advanced reasoning. It&#8217;s now live across the Gemini app, API, and Vertex AI. </p><p>&#128721; OpenAI <a href="https://www.reuters.com/business/media-telecom/openai-details-layered-protections-us-defense-department-pact-2026-02-28/">laid out clear &#8220;red lines&#8221; in its U.S. defense work</a>, saying it won&#8217;t build AI for mass surveillance, autonomous weapons targeting, or fully automated life-or-death decisions. </p><p>&#129302; China is <a href="https://carnegieendowment.org/russia-eurasia/research/2026/02/china-is-worried-about-ai-companions-heres-what-its-doing-about-them">moving to regulate AI companion apps</a> that act like virtual &#8220;friends,&#8221; citing risks of emotional dependence and addiction-like behavior. </p><p>&#128176; Meta is doubling down on AI hardware, <a href="https://www.seattlepi.com/business/facebook-owner-meta-to-buy-ai-chips-from-amd-in-a21938107">striking a deal worth up to $100B</a> to buy AMD AI chips, plus securing an option to take a stake in AMD. </p><p>&#127467;&#127479; France&#8217;s <a href="https://techcrunch.com/2026/02/26/mistral-ai-inks-a-deal-with-global-consulting-giant-accenture/">Mistral teamed up with Accenture</a> in a multi-year deal to build enterprise AI tools using Mistral&#8217;s models, pairing European AI tech with global consulting distribution. </p><p>&#129489;&#8205;&#128188; Anthropic is <a href="https://www.theverge.com/ai-artificial-intelligence/883707/anthropic-claude-cowork-updates">turning Claude into more of a workplace teammate</a>, adding an (early) Excel-to-PowerPoint automation for multi-step office tasks, plus connectors for Google Workspace, DocuSign, and WordPress.</p><div><hr></div><p><em>Thanks for reading, see you next week!</em></p><p><em>-Michael.</em></p><blockquote><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/money-mirror?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/money-mirror?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[Execution Debt]]></title><description><![CDATA[Plus Whack-a-Blackwell & OpenAI partners with consulting companies]]></description><link>https://www.aiweeklyedge.com/p/execution-debt</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/execution-debt</guid><pubDate>Wed, 25 Feb 2026 05:26:43 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Tjeq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> </p><p>As you know, this is the section where I get real about what&#8217;s on my mind. So for this week, here goes:</p><p>Sometimes I&#8217;m pumped to write this. Sometimes I&#8217;m not. This week, I was not.</p><p>And that&#8217;s because I find myself wondering whether I&#8217;m really connecting with people who are as excited about this subject as I am. I actually had to drag myself to my computer to start this today, and the only reason I did is because I believe in consistency.</p><p>But time is a scarce resource, and a deflationary one at that. With each passing day, it becomes more valuable. So it would be irresponsible not to make sure it is invested wisely. That includes pivoting when necessary, regardless of how I feel about it.</p><p>I have a few big goals for this year, and I am constantly thinking about strategy, execution, and whether I am being as efficient with my time as I need to be to hit my longer term targets.</p><p>Between working full time, building a software product on the side, reading daily, and working on a new book, time is tight. And that is before everything else life demands.</p><p>So the time I spend on this newsletter is very much a sacrifice, or a labor of love if you will. And I want to be sure it is worth it. That means making something people truly enjoy, something they return to each week and feel good about sharing.</p><p>If this is not connecting with you, or there are topics you wish I covered instead or in addition, please reply and let me know.</p><p>And if you love the content and think all the sections are great, let me know that too. Sometimes, when I am running low on energy, that is exactly the motivation I need.</p><p>Let&#8217;s dive in.</p><div><hr></div><p>On deck:</p><h5>&#9726; Execution Debt</h5><h5>&#9726; Whack-a-Blackwell</h5><h5>&#9726; Enterprise adoption is hard: OpenAI partners with consulting companies</h5><h5>&#9726; Quick Hits of other AI News worth your attention</h5><div><hr></div><div><hr></div><h2>&#128161;Concept Corner</h2><h6>Practical ideas to work faster and smarter.</h6><div class="pullquote"><h4><strong>Execution Debt</strong></h4></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tjeq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tjeq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!Tjeq!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!Tjeq!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!Tjeq!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tjeq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/416e3547-4a94-4976-b427-3852a054683a_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ec4a6880-899c-4f5a-9e9c-a8c205cfde3c_2816x1536.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:6626808,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/189039857?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec4a6880-899c-4f5a-9e9c-a8c205cfde3c_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Tjeq!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!Tjeq!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!Tjeq!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!Tjeq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F416e3547-4a94-4976-b427-3852a054683a_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em><strong>What it is:</strong></em></p><p>Execution debt is the interest you pay on unfinished work. It&#8217;s the constant mental reload, the re-deciding, the creeping complexity, and the subtle guilt that follows you into unrelated tasks. </p><p>The more ambitious you are, the easier it is to confuse motion with progress, and execution debt loves that confusion.</p><p><em><strong>Example: </strong></em></p><p>You are almost done building a new project that should ship soon, but you decide to re-tweak the copy first. Then rethink pricing. </p><p>Two days later, you return and burn 45 minutes just remembering where you left off, and because you don&#8217;t trust your past self&#8217;s decisions, you start re-editing instead of shipping. That is execution debt charging interest. </p><p>Sometimes these actions are warranted. But many times, they are simply a form of distraction or procrastination.</p><p>AI helps most when you use it to preserve momentum and march steadily toward execution, not to wade around in the quagmire of over-analysis and mistake that exertion for progress.</p><h6></h6><blockquote><p><em><strong> Helpful &#8220;Anti-Debt&#8221; AI Tools</strong></em><strong>:</strong></p></blockquote><p>This is not an exhaustive list by any means, but it is a helpful starting point:</p><ul><li><p>For persistent context, use <em>ChatGPT Projects</em> or <em>Claude Projects</em>. These act as self-contained workspaces with their own knowledge bases. They eliminate the &#8220;ramp-up tax&#8221; of re-explaining your project every time you sit down.</p></li><li><p>Use <em>Notion AI</em> to turn messy notes into action items and first drafts inside the doc where the work already lives. The standout is frictionless conversion from notes to next steps. You could also upload messy notes to <em>ChatGPT or Gemini</em>.</p></li><li><p>For rapid building, use <em>Lovable</em> or <em>Bolt</em>. These AI builders let you describe an app, see it, and iterate. Their real value is psychological: they quickly turn &#8220;I should build this&#8221; into a prototype, so you can iterate on something real instead of a mental model.</p></li><li><p>For coding speed, use <em>Cursor</em>. If you write code, this AI-first editor shrinks the gap between intent and implementation.</p></li><li><p>For research, use <em>Perplexity</em> or the <em>research modes of ChatGPT or Gemini</em><strong>.</strong> These stand out because the answers are detailed and come with citations, so you can verify quickly and decide faster.</p></li></ul><div><hr></div><h2>&#128225;Signal behind the buzz&#128266;</h2><h6>Decoding trending AI stories.</h6><div><hr></div><h4><strong>&#128205;<a href="https://www.reuters.com/world/china/chinas-deepseek-trained-ai-model-nvidias-best-chip-despite-us-ban-official-says-2026-02-24/">Whack-a-Blackwell</a></strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8Pl3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8Pl3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif 424w, https://substackcdn.com/image/fetch/$s_!8Pl3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif 848w, https://substackcdn.com/image/fetch/$s_!8Pl3!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif 1272w, https://substackcdn.com/image/fetch/$s_!8Pl3!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8Pl3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif" width="481" height="360" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:360,&quot;width&quot;:481,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:4028290,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/gif&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/189039857?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!8Pl3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif 424w, https://substackcdn.com/image/fetch/$s_!8Pl3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif 848w, https://substackcdn.com/image/fetch/$s_!8Pl3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif 1272w, https://substackcdn.com/image/fetch/$s_!8Pl3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7493b4a6-cc37-4d64-8e7d-7e5bc79d4649_481x360.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>&#128266;Buzz</strong>:</p><p>Reports say Chinese startup DeepSeek may have trained a model using Nvidia&#8217;s newest Blackwell chips, even though those chips are restricted from being sold to China. </p><p>Online reaction has been along the lines of &#8220;Export controls don&#8217;t work&#8221; and &#8220;The chip ban has failed.&#8221;</p><p><strong>&#128225;Signal</strong>:</p><p>The reality is more complicated. Global hardware supply chains are messy. Chips move through resellers, data centers, and partners. Enforcement is not a simple on-off switch. </p><p>U.S. officials are now focused not just on physical shipments, but on indirect access and even whether companies can hide technical traces of which chips they used. </p><p>At the same time, model &#8220;distillation&#8221; lets companies learn from the outputs of powerful systems without even owning the advanced hardware.</p><p>The whole thing is a long-term geopolitical chess match over compute.</p><p><strong>&#127919;Impact</strong>:</p><p>AI infrastructure has become a pillar of national strategy, which means access to advanced chips now shapes economic power, military capability, and global influence. </p><p>When cutting-edge compute (the advanced chips) becomes scarce and strategic, the pressure to bend rules increases. That tension is the real story.</p><div><hr></div><h4><strong>&#128205;<a href="https://www.reuters.com/business/openai-deepens-partnerships-with-consulting-giants-push-enterprise-ai-beyond-2026-02-23/">Enterprise adoption is hard: OpenAI partners with consulting companies</a></strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Lr_z!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Lr_z!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif 424w, https://substackcdn.com/image/fetch/$s_!Lr_z!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif 848w, https://substackcdn.com/image/fetch/$s_!Lr_z!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif 1272w, https://substackcdn.com/image/fetch/$s_!Lr_z!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Lr_z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif" width="498" height="498" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:498,&quot;width&quot;:498,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:4733193,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/gif&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/189039857?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Lr_z!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif 424w, https://substackcdn.com/image/fetch/$s_!Lr_z!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif 848w, https://substackcdn.com/image/fetch/$s_!Lr_z!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif 1272w, https://substackcdn.com/image/fetch/$s_!Lr_z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe8acf0ff-2c87-4f93-a1a0-27b1e080a6d0_498x498.gif 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>&#128266;<strong>Buzz:</strong> </p><p>OpenAI is expanding enterprise partnerships and pushing its agent platform (named Frontier) deeper into large organizations. Yesterday, they announced Frontier Alliances with BCG, McKinsey, Accenture, and Capgemini.</p><p>&#128225;<strong>Signal:</strong></p><p>OpenAI&#8217;s COO said that AI still has not truly penetrated core enterprise processes at scale. </p><p>Individuals can use AI, but companies run on shared context, messy tools, approvals, and accountability.</p><p>Frontier is meant to close that gap with shared context, onboarding, feedback, and clear permissions. </p><p>This led to the team up with consulting firms, &#8220;<em>&#8230;betting that a more hands-on approach will help corporate clients move beyond pilot projects to full-scale AI deployments.</em>&#8221;</p><p>&#127919;<strong>Impact:</strong> </p><p>The next phase of AI is not about smarter models. It is about integration. The winners will be those who operationalize AI at scale and responsibly.</p><div><hr></div><h2>&#127861;Quick Hits of Other AI News</h2><h6></h6><p>&#129513; Anthropic <a href="https://claude.com/blog/cowork-plugins-across-enterprise">pushed Claude Cowork deeper into the office</a>, adding private plugin marketplaces, new connectors (Gmail/Drive, DocuSign, WordPress), plus Excel to PowerPoint workflows in research preview.</p><p>&#128373;&#65039; Anthropic says it <a href="https://www.anthropic.com/news/detecting-and-preventing-distillation-attacks">caught industrial-scale Claude &#8220;distillation&#8221; attempts</a> via 24,000 fake accounts and 16M chats, naming DeepSeek, Moonshot, and MiniMax.</p><p>&#129504; Google <a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-1-pro/">rolled out Gemini 3.1 Pro</a>, pitching it as a reasoning upgrade with higher scores on complex problem-solving benchmarks across evaluation tests.</p><p>&#128737;&#65039; Nvidia <a href="https://blogs.nvidia.com/blog/ai-cybersecurity-operational-technology-industrial-control-systems/">teamed with cybersecurity companies</a>, including Akamai, Palo Alto Networks, and Siemens, to bring GPU-accelerated, AI-driven threat detection and response to industrial control systems and critical infrastructure.</p><p>&#127916; Amazon Ads <a href="https://advertising.amazon.com/library/news/amazon-ads-agentic-ai-creative-tool/?ref_=a20m_us_search_title">unveiled Creative Agent</a>, an agentic tool that can research, brainstorm, script, generate visuals and voiceovers, then help deliver finished ads using Amazon&#8217;s retail signals.</p><div><hr></div><p><em>Thanks for reading, see you next week!</em></p><p><em>-Michael.</em></p><blockquote><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/execution-debt?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/execution-debt?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[Ship first, apologize later.]]></title><description><![CDATA[Plus Second-Order Thinking & Next Level Phish.]]></description><link>https://www.aiweeklyedge.com/p/ship-first-apologize-later</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/ship-first-apologize-later</guid><pubDate>Tue, 17 Feb 2026 18:13:36 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/c79be172-c089-4d56-89c6-26dded0500fb_695x423.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> </p><p>Once upon a time, in the 3rd century during the reign of Emperor Claudius II, soldiers were reportedly banned from getting married.</p><p>This was because the emperor, in his irrefutable wisdom &#128579;, believed single men made better soldiers. I&#8217;m sure there are logical reasons for and against, but nobody dared go against the emperor. Of course.</p><p>Except a Roman priest named Valentine. Legend says he secretly married couples whose husbands were soldiers, and that defiance eventually contributed to his execution. After his death, he became linked with love and devotion.</p><p>Later, medieval poets, especially Geoffrey Chaucer, helped cement February 14 as a romance day. </p><p>In 1381/1382, Chaucer wrote &#8220;<em>Parliament of Foules,</em>&#8221; which is widely considered one of the earliest moments in literature connecting February 14 to romantic love. He wrote: &#8220;<em>For this was on Saint Valentine&#8217;s Day, when every bird comes there to choose his mate.</em>&#8221;</p><p>Now, I&#8217;m not sure how historically airtight this origin tale is, but it&#8217;s as good an origin story as any &#128516;. Today we celebrate February 14 as a symbol of choosing love, publicly, intentionally, and with courage.</p><p>So, I hope you got to celebrate love in your life this past weekend, and be celebrated. And the greatest is this: God loves us all (John 3:16).</p><p>Let&#8217;s dive in.</p><div><hr></div><p>On deck:</p><h5>&#9726; Second-Order Thinking</h5><h5>&#9726; Seedance: ship first, apologize later</h5><h5>&#9726; Next level Phish</h5><h5>&#9726; Quick Hits of other AI News worth your attention</h5><div><hr></div><div><hr></div><h2>&#128161;Concept Corner</h2><h6>Practical ideas to work faster and smarter.</h6><div class="pullquote"><h4>Second-Order Thinking</h4></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!YjkB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YjkB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png 424w, https://substackcdn.com/image/fetch/$s_!YjkB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png 848w, https://substackcdn.com/image/fetch/$s_!YjkB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!YjkB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!YjkB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png" width="548" height="365.4587912087912" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abaa4d15-eb39-462d-bb60-0e7b04f3e4fd_1536x1024.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:971,&quot;width&quot;:1456,&quot;resizeWidth&quot;:548,&quot;bytes&quot;:2779893,&quot;alt&quot;:&quot;Second-Order Thinking&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/188179660?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabaa4d15-eb39-462d-bb60-0e7b04f3e4fd_1536x1024.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Second-Order Thinking" title="Second-Order Thinking" srcset="https://substackcdn.com/image/fetch/$s_!YjkB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png 424w, https://substackcdn.com/image/fetch/$s_!YjkB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png 848w, https://substackcdn.com/image/fetch/$s_!YjkB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!YjkB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15094d53-bec2-4ebe-91dc-e916d6aacaf5_1536x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em><strong>What it is:</strong></em></p><p>Second-order thinking is the habit of asking, &#8220;And then what?&#8221; before you commit. </p><p>First-order thinking sees the obvious outcome: &#8220;If I do X, I&#8217;ll get Y.&#8221; </p><p>Second-order thinking sees the chain reaction--how today&#8217;s decision changes tomorrow&#8217;s options:  &#8220;If I get Y&#8230; what does that create, change, or cost next?&#8221;</p><p>It&#8217;s the difference between a quick win and a durable advantage.</p><p><em><strong>Example: </strong></em></p><p>Let&#8217;s say you&#8217;re building a newsletter and you&#8217;re tempted to chase a viral post format because it got you more clicks.</p><p>First-order thinking says: &#8220;More views, more growth.&#8221; Second-order thinking asks: &#8220;Will this attract the right people, or train the wrong audience to expect fluff?&#8221;</p><p>If the headline is punchy but the content is thoughtful, you might win attention <em>and</em> trust. </p><p>But if the headline overpromises or is clickbait, at best you may grow fast while teaching people to skim, bounce, and not treat your content as a signal they can rely on.</p><p>This is where AI can be a useful sparring partner: you can feed it the same idea in two versions, one where you optimize for reach, another where you optimize for conversion and trust.</p><p>You will discover that the &#8220;viral&#8221; path grows followers who don&#8217;t buy, while the &#8220;useful&#8221; path grows fewer, but higher-intent, subscribers and clients.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!0ViT!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!0ViT!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png 424w, https://substackcdn.com/image/fetch/$s_!0ViT!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png 848w, https://substackcdn.com/image/fetch/$s_!0ViT!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!0ViT!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!0ViT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png" width="548" height="365.4587912087912" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2802bef3-2c6b-4a25-bfef-5bb8eff4397f_1536x1024.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:971,&quot;width&quot;:1456,&quot;resizeWidth&quot;:548,&quot;bytes&quot;:2413645,&quot;alt&quot;:&quot;The decision ripple&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/188179660?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2802bef3-2c6b-4a25-bfef-5bb8eff4397f_1536x1024.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="The decision ripple" title="The decision ripple" srcset="https://substackcdn.com/image/fetch/$s_!0ViT!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png 424w, https://substackcdn.com/image/fetch/$s_!0ViT!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png 848w, https://substackcdn.com/image/fetch/$s_!0ViT!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!0ViT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F891d4ce2-dfd2-4fba-ad9d-86b755784d63_1536x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Another example, second-order thinking can protect your calendar.</p><p>Saying &#8220;yes&#8221; to a project isn&#8217;t only a yes to the work and its payoff, it&#8217;s a &#8220;no&#8221; to whatever that work displaces: sleep, deep focus, family time, or the one high-leverage task you&#8217;ve been putting off.</p><p>So, second-order thinking forces the real math: It helps you decide whether the trade is worth it, and if you&#8217;re still leaning yes, what the reward needs to be to actually justify the cost.</p><blockquote><p><em><strong>Prompt Template:</strong></em></p></blockquote><div class="pullquote"><p><em>Act as my second-order thinking coa</em>ch. I&#8217;m deciding: <strong>[describe decision]</strong>. First, list the immediate (first-order) outcomes. Then map 6&#8211;8 second-order consequences across <strong>[List the factors that are important to you. Some examples are: time, family, health, revenue, energy, audience, reputation, relationships, brand trust, future options/opportunities]</strong>. For each consequence, rate it as likely/unlikely and high/medium/low impact. Then show me the best-case, worst-case, and most probable scenario, and recommend the decision that maximizes long-term leverage.</p></div><div><hr></div><h2>&#128225;Signal behind the buzz&#128266;</h2><h6>Decoding trending AI stories.</h6><div><hr></div><h4><strong>&#128205;<a href="https://www.reuters.com/world/china/disney-sends-cease-and-desist-bytedance-over-ai-generated-videos-2026-02-16/?utm">Seedance: ship first, apologize later</a></strong></h4><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!RTFO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!RTFO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif 424w, https://substackcdn.com/image/fetch/$s_!RTFO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif 848w, https://substackcdn.com/image/fetch/$s_!RTFO!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif 1272w, https://substackcdn.com/image/fetch/$s_!RTFO!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!RTFO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif" width="450" height="368.8524590163934" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:200,&quot;width&quot;:244,&quot;resizeWidth&quot;:450,&quot;bytes&quot;:1069065,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/gif&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/188179660?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!RTFO!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif 424w, https://substackcdn.com/image/fetch/$s_!RTFO!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif 848w, https://substackcdn.com/image/fetch/$s_!RTFO!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif 1272w, https://substackcdn.com/image/fetch/$s_!RTFO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F80c46ec5-3df1-447b-9bba-8bc8d954ee68_244x200.gif 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><strong>&#128266;Buzz</strong>:</p><p>ByteDance&#8217;s new video generator, Seedance 2.0, started trending because it can generate slick &#8220;movie trailer&#8221; clips from a prompt&#8230; </p><p>&#8230; including videos that look like real celebrities or famous characters. That was the problem. </p><p>Disney and Paramount reportedly sent cease-and-desist letters, and Hollywood groups and unions criticized the tool for letting people remix protected franchises and faces without permission. </p><p>ByteDance says it will tighten safeguards to prevent unauthorized use of copyrighted material and people&#8217;s likenesses.</p><p><strong>&#128225;Signal</strong>:</p><p>Unfortunately, this is starting to look like the default playbook for too many AI companies: ship first, apologize later.</p><p>If ByteDance genuinely did not know their model could generate near-exact lookalikes of famous people and protected IP, then they did not test properly before release. </p><p>Given the power and reach of AI, that is wildly irresponsible. </p><p>If they did test it and shipped anyway, that is just as irresponsible, only more deliberate.</p><p><strong>&#127919;Impact</strong>:</p><p>In a capitalist system, one of the most effective ways to hold corporations accountable is to hit the bottom line. </p><p>The consequences for this kind of behavior should be serious, sustained fines and meaningful sanctions, not toothless outrage and peekaboo legal threats.</p><p>Because AI is not just another new technology. It is the most powerful technology humanity has ever created, and it cannot be treated like a beta feature.</p><div><hr></div><h4><strong>&#128205;</strong><a href="https://www.techradar.com/pro/security/north-korean-hackers-use-ai-generated-video-to-deliver-malware-for-macos-and-windows">Next level Phish</a><strong> </strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!D6eL!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d229ad0-a3ec-4e91-b3c5-041de1495549_498x278.gif" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!D6eL!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1d229ad0-a3ec-4e91-b3c5-041de1495549_498x278.gif 424w, 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>&#128266;<strong>Buzz:</strong> </p><p>Security experts are flagging a potent new twist on an old scam: you get a Zoom call from someone who looks like a real exec or recruiter you trust. Except it&#8217;s a deepfake.</p><p>The video is convincing. The vibe is urgent. Then comes the &#8220;tiny&#8221; problem: <em>your audio isn&#8217;t working.</em> </p><p>So they send a quick fix, often a link or file, and pressure you to install it &#8220;<em>so we can keep moving.</em>&#8221; </p><p>However, that &#8220;fix&#8221; is malware.</p><p>&#128225;<strong>Signal:</strong></p><p>Professional deepfakes used to be quite hard to pull off and required specialized software and skills. </p><p>(Unfortunately) AI has crushed that barrier, making deepfakes and Blackhat social engineering cheaper to produce, easier to scale, and far more convincing.</p><p>&#127919;<strong>Impact:</strong> </p><p>We have to be sharper and more cautious in this day and age. </p><p>Treat video calls as untrusted identity proof. Build a two-channel habit: if a request is unusual, verify it through a second, known path (call back on a saved number, reply in an existing email thread, or use a pre-shared phrase).</p><p>Companies: lock down privileges. Outside of vetted IT staff, nobody should have admin rights by default or be able to install software without approval.</p><div><hr></div><h2>&#127861;Quick Hits of Other AI News</h2><h6></h6><p>&#129504; Google <a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-deep-think/?utm">upgraded Gemini 3 Deep Think</a>, enhancing its &#8220;heavy reasoning&#8221; mode for science and engineering, as its play to own the &#8220;serious thinking&#8221; lane.</p><p>&#127973; AI is entering operating rooms, <a href="https://www.reuters.com/investigations/ai-enters-operating-room-reports-arise-botched-surgeries-misidentified-body-2026-02-09/?utm">and so are incident reports</a>, with regulators and lawsuits flagging AI-enabled surgical tools tied to misidentified anatomy and bad outcomes.</p><p>&#128201; Wall Street is <a href="https://www.investing.com/news/stock-market-news/big-tech-stocks-lose-billions-as-ai-spending-fears-hit-valuations-4507511?utm">getting more skeptical about Big Tech&#8217;s massive AI spending</a> and unclear near-term payback, and stock prices are reflecting that skepticism.</p><p>&#127757; Global <a href="https://wtvbam.com/2026/02/16/from-openai-to-google-india-hosts-global-ai-summit/?utm">AI power-brokering shifted to India this week</a>, as leaders from OpenAI, Google, Microsoft, Amazon, and Anthropic showed up for a major summit.</p><p>&#128240; Amazon is reportedly <a href="https://www.reuters.com/business/retail-consumer/amazon-discusses-ai-content-marketplace-with-publishers-information-reports-2026-02-10/?utm">building an &#8220;AI content marketplace&#8221;</a> so publishers can license their work to model builders, turning training data rights into a product.</p><p>&#127468;&#127463; The UK is moving to <a href="https://kesq.com/money/cnn-business-consumer/2026/02/16/ai-chatbots-to-face-strict-online-safety-rules-in-uk/">pull AI chatbots under the Online Safety Act</a>, meaning Ofcom (UK's regulator for communications services) can hit violators with fines up to &#163;18M or 10% of global revenue.</p><p>&#129465;&#127996; Microsoft security researchers say <a href="https://www.microsoft.com/en-us/security/blog/2026/02/10/ai-recommendation-poisoning/">&#8220;AI recommendation poisoning&#8221; is real</a>: attackers can plant fake &#8220;memories&#8221; so an assistant&#8217;s future suggestions quietly nudge you toward a certain direction. Some companies are doing this with free &#8220;summarize with AI&#8221; buttons. Please read the article.</p><div><hr></div><p><em>Thanks for reading, see you next week!</em></p><p><em>-Michael.</em></p><blockquote><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/ship-first-apologize-later?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/ship-first-apologize-later?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[OpenAI: Real Ads, Fake Ad.]]></title><description><![CDATA[Plus how to create infographics on a whiteboard with Gemini]]></description><link>https://www.aiweeklyedge.com/p/openai-real-ads-fake-ad</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/openai-real-ads-fake-ad</guid><pubDate>Tue, 10 Feb 2026 17:21:13 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!MPnZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275a2853-c334-49e4-a7a4-5b19ba87690a_2145x1170.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> </p><p>The Super Bowl has come and gone, with the usual media frenzy that builds up to it, barely holds its breath through it, and then unleashes a firehose of headlines and think pieces for days after.</p><p>From the domination of the Seattle Seahawks, to the massive vibe that was the halftime show, to the near-monopoly of halftime ads by AI companies, there was no dull moment.</p><p>But there was one &#8220;special&#8221; ad from a popular company that didn&#8217;t air for a very good reason: it wasn&#8217;t real. Meanwhile, other ads <em>did</em> air taking shots at that company&#8217;s ads stance. </p><p>If I had a dollar for every time I typed &#8220;ads&#8221; in this issue, I could buy an ad for this newsletter.</p><p>Let&#8217;s dive in.</p><div><hr></div><p>On deck:</p><h5>&#9726; How to create infographics on a whiteboard with Gemini</h5><h5>&#9726; Fake Superbowl Ad</h5><h5>&#9726; ChatGPT Ads</h5><h5>&#9726; Quick Hits of other AI News worth your attention</h5><div><hr></div><div><hr></div><h2>&#128161;Concept Corner</h2><h6>Practical ideas to work faster and smarter.</h6><div class="pullquote"><h4>How to create infographics on a whiteboard with Gemini</h4></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!qPZk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!qPZk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png 424w, https://substackcdn.com/image/fetch/$s_!qPZk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png 848w, https://substackcdn.com/image/fetch/$s_!qPZk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png 1272w, https://substackcdn.com/image/fetch/$s_!qPZk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!qPZk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png" width="600" height="744.6428571428571" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a38f0dcb-47ee-403c-9297-77e474cfa687_1856x2304.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1807,&quot;width&quot;:1456,&quot;resizeWidth&quot;:600,&quot;bytes&quot;:6767999,&quot;alt&quot;:&quot;How to create infographics on a whiteboard with Gemini&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/187428939?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa38f0dcb-47ee-403c-9297-77e474cfa687_1856x2304.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="How to create infographics on a whiteboard with Gemini" title="How to create infographics on a whiteboard with Gemini" srcset="https://substackcdn.com/image/fetch/$s_!qPZk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png 424w, https://substackcdn.com/image/fetch/$s_!qPZk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png 848w, https://substackcdn.com/image/fetch/$s_!qPZk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png 1272w, https://substackcdn.com/image/fetch/$s_!qPZk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd0b9ac8c-ce6d-4d1b-a5e9-ca3def5edfc8_1856x2304.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Generated with Gemini for this tutorial.</figcaption></figure></div><p><em><strong>What it is:</strong></em></p><p>We&#8217;ve all had to make an infographic at some point, and if you haven&#8217;t, you should try this one today.</p><p>A lot of people respond better to &#8220;organic&#8221; content that looks like a real brainstorming session, not a sterile corporate slide. </p><p>Gemini can help you create an organic-looking infographic you can use for a bunch of different use cases.</p><blockquote><p><em><strong>Prompt:</strong></em></p></blockquote><div class="pullquote"><p><code>Create a high-resolution image of a large white-board on a wooden easel. On the board is a detailed, hand-drawn infographic explaining [INSERT TOPIC OR IMAGE DESCRIPTION HERE].</code></p><p><code>All text, diagrams, and icons must be hand-sketched using multi-colored dry-erase markers (black, red, green, and blue) with [yellow or other choice] highlighter for emphasis. The layout should include hand-drawn boxes, circles, and connecting arrows. Ensure the lines are slightly imperfect with visible marker texture and light smudges for authenticity. Strictly no digital fonts; all text must be legible, hand-printed marker writing.</code></p></div><p><em><strong>How to use it:</strong></em><strong> </strong></p><ul><li><p>For text inputs,<strong> </strong>just replace the bracketed text with your topic (e.g., &#8220;how a solar panel works&#8221; or &#8220;the 4 pillars of a successful newsletter&#8221;).</p></li><li><p>If you are using this as a &#8220;style reference&#8221; for another image, modify the beginning part of the prompt using this: <em>&#8220;Create a hand-drawn whiteboard version of the attached image, following the layout of [IMAGE DESCRIPTION].&#8221;</em></p></li></ul><div><hr></div><div><hr></div><h2>&#128225;Signal behind the buzz&#128266;</h2><h6>Decoding trending AI stories.</h6><div><hr></div><h4><strong>&#128205;</strong><a href="https://www.theverge.com/ai-artificial-intelligence/875615/openai-super-bowl-ai-hardware-leak-hoax-fake?utm">Fake Superbowl Ad</a></h4><div 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/275a2853-c334-49e4-a7a4-5b19ba87690a_2145x1170.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8c62b131-3459-4c08-9fca-6415706d9842_2145x1170.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:3197325,&quot;alt&quot;:&quot;Fake Superbowl advertisement&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/187428939?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c62b131-3459-4c08-9fca-6415706d9842_2145x1170.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Fake Superbowl advertisement" title="Fake Superbowl advertisement" srcset="https://substackcdn.com/image/fetch/$s_!MPnZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275a2853-c334-49e4-a7a4-5b19ba87690a_2145x1170.png 424w, https://substackcdn.com/image/fetch/$s_!MPnZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275a2853-c334-49e4-a7a4-5b19ba87690a_2145x1170.png 848w, https://substackcdn.com/image/fetch/$s_!MPnZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275a2853-c334-49e4-a7a4-5b19ba87690a_2145x1170.png 1272w, https://substackcdn.com/image/fetch/$s_!MPnZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275a2853-c334-49e4-a7a4-5b19ba87690a_2145x1170.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>&#128266;Buzz</strong>:</p><p>A &#8220;leaked&#8221; OpenAI Super Bowl ad went viral on Reddit and X, showing actor Alexander Skarsg&#229;rd promoting futuristic earbuds and a shiny orb device supposedly called &#8220;Dime.&#8221; It spread fast because it fit the existing narrative that OpenAI is working on consumer hardware, so this looked like the first reveal.</p><p><strong>&#128225;Signal</strong>:</p><p>It was a hoax. OpenAI publicly called the ad fake, then reporters started finding signs of coordination: newly created accounts and fabricated references. </p><p>There are even claims that people were offered payment to amplify the story. </p><p>The bigger issue here is not that it fooled a lot of people, but that we now live in a world where high-quality fake marketing is cheap to produce and believable enough to share.</p><p><strong>&#127919;Impact</strong>:</p><p>The defense is old-school media literacy: look for primary confirmation, check whether credible outlets corroborate, and be wary when a story arrives fully packaged (video, website, quotes) from anonymous and/or newly created accounts.</p><div><hr></div><h4><strong>&#128205;<a href="https://www.theverge.com/news/875724/openai-chatgpt-ads-test-launch?utm">ChatGPT Ads</a> </strong></h4><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;480ff2cf-30b9-4bcd-a7e2-d451a2878b5e&quot;,&quot;duration&quot;:null}"></div><h6></h6><p>&#128266;<strong>Buzz:</strong> </p><p>OpenAI just started testing ads inside ChatGPT for U.S. users on the &#8220;<em>Free&#8221;</em> and <strong>&#8220;</strong><em>Go</em><strong>&#8221;</strong> tiers. The ads are labeled and sit below the chat, but the hot takes have not been merciful (not that they must be). </p><p>Even Anthropic piled on with two Super Bowl ads mocking the idea of ads appearing in AI conversations. See the other ad below. Barbs aside, I think they&#8217;re funny.</p><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;76037371-8d9b-4192-879e-87c825e8f075&quot;,&quot;duration&quot;:null}"></div><h6></h6><p>&#128225;<strong>Signal:</strong></p><p>AI chat is costly to operate, and ads are a familiar way to subsidize &#8220;free.&#8221; </p><p>OpenAI says ads are clearly separated from answers and advertisers won&#8217;t steer responses. However, ads may be personalized using your conversations and history, with an opt-out that can reduce your daily free messages.</p><p>&#127919;<strong>Impact:</strong> </p><p>Even if Sam Altman and every OpenAI employee is a saint with a halo over their head, its tough to believe commercial influence will always stay separate from advice once you introduce ads.</p><p>For workplaces, the safest move is paid tiers plus strict policies for anything sensitive.</p><div><hr></div><h2>&#127861;Quick Hits of Other AI News</h2><h6></h6><p>&#129489;&#8205;&#128188; OpenAI <a href="https://openai.com/index/introducing-openai-frontier/?utm">launched two new &#8220;AI coworker&#8221; tools</a>: <em><strong>Frontier</strong></em> (for companies to automate operations/workflows) and <em><strong>GPT-5.3-Codex</strong></em> (a coding agent that can work longer without timing out). </p><p>&#129489;&#8205;&#128187; Anthropic <a href="https://www.anthropic.com/news/claude-opus-4-6?utm">upgraded Claude Opus 4.5 to </a><strong><a href="https://www.anthropic.com/news/claude-opus-4-6?utm">Opus 4.6</a></strong> to code better, fix bugs more reliably, and (beta feature) handle <em>huge</em> inputs, up to ~1M tokens (a massive amount of text/code at once). </p><p>&#128640; Elon Musk <a href="https://www.reuters.com/business/musks-spacex-merge-with-xai-combined-valuation-125-trillion-bloomberg-news-2026-02-02/?utm">combined SpaceX and xAI in a gigantic deal</a>, arguing that Starlink + Grok + rockets could become the backbone for future AI infrastructure (including the idea of space-based data centers).</p><p>&#128721; Nvidia&#8217;s planned <a href="https://www.reuters.com/world/china/nvidias-ai-chip-sale-bytedance-hinges-conditions-set-by-trump-administration-2026-02-04/?utm">AI-chip sale to ByteDance now depends on conditions</a> set by the U.S. government: export rules will decide what chips can go where.</p><p>&#129658; Doctors are warning that <a href="https://www.reuters.com/investigations/ai-powered-apps-bots-are-barging-into-medicine-doctors-have-questions-2026-02-09/?utm">AI health apps can be unsafe or inaccurate for diagnosis</a>, and Apple has removed at least one skin-scan app after user complaints.</p><p>&#9878;&#65039; The EU is <a href="https://www.reuters.com/world/eu-threatens-meta-with-interim-measure-blocking-ai-rivals-whatsapp-2026-02-09/?utm">threatening temporary antitrust measures against Meta</a> after allegations it blocked competing AI services from using WhatsApp&#8217;s Business API.</p><p>&#127897;&#65039; France&#8217;s <a href="https://mistral.ai/news/voxtral-transcribe-2?utm">Mistral released </a><em><strong><a href="https://mistral.ai/news/voxtral-transcribe-2?utm">Voxtral Transcribe 2</a></strong></em>, a faster speech-to-text model that can keep up with live speech and can label who&#8217;s speaking (known as <em>diarization</em>). They also released the &#8220;weights&#8221; (the actual trained parameters of the model), so developers can download it, run it themselves, and fine-tune it, without needing Mistral&#8217;s servers.</p><div><hr></div><p><em>Thanks for reading, see you next week!</em></p><p><em>-Michael.</em></p><blockquote><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/openai-real-ads-fake-ad?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/openai-real-ads-fake-ad?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[OpenAI💔Nvidia? + Moltbook Mania🤖 ]]></title><description><![CDATA[What exactly is OpenAI searching for in a partner? And what should we actually be focusing on with respect to the Moltbook mania?]]></description><link>https://www.aiweeklyedge.com/p/openainvidia-moltbook-mania</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/openainvidia-moltbook-mania</guid><pubDate>Wed, 04 Feb 2026 05:59:50 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/51a38d6d-1c34-439d-ba82-cb6e2926abe8_1024x599.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> </p><div class="poll-embed" data-attrs="{&quot;id&quot;:443931}" data-component-name="PollToDOM"></div><p>If your response is truly &#8220;Never,&#8221; lucky you! You&#8217;re basically royalty. </p><p>For the rest of us not born with that silver spoon, how much <em><strong>time</strong></em> do you spend making each PowerPoint? I bet it&#8217;s usually more than you&#8217;d like.</p><p>Today&#8217;s Concept Corner piece may not liberate you from the slides purgatory, but it will make you impervious to the heat. </p><p>Let&#8217;s dive in.</p><div><hr></div><p>On deck:</p><h5>&#9726; Rough Idea to Full Deck in Minutes</h5><h5>&#9726; Moltbook Mania</h5><h5>&#9726; OpenAI&#128148;Nvidia?</h5><h5>&#9726; Quick Hits of other AI News worth your attention</h5><div><hr></div><div><hr></div><h2>&#128161;Concept Corner</h2><h6>Practical ideas to work faster and smarter.</h6><div class="pullquote"><h4><strong>Rough Idea to Full Deck in Minutes</strong></h4></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!yjrA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!yjrA!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png 424w, https://substackcdn.com/image/fetch/$s_!yjrA!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png 848w, https://substackcdn.com/image/fetch/$s_!yjrA!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png 1272w, https://substackcdn.com/image/fetch/$s_!yjrA!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!yjrA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png" width="1024" height="370" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f1d44d84-55cd-4dac-9d1e-96e70136ac64_1024x370.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:370,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:280657,&quot;alt&quot;:&quot;Rough Idea to Full Deck in Minutes&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/186672828?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1d44d84-55cd-4dac-9d1e-96e70136ac64_1024x370.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Rough Idea to Full Deck in Minutes" title="Rough Idea to Full Deck in Minutes" srcset="https://substackcdn.com/image/fetch/$s_!yjrA!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png 424w, https://substackcdn.com/image/fetch/$s_!yjrA!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png 848w, https://substackcdn.com/image/fetch/$s_!yjrA!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png 1272w, https://substackcdn.com/image/fetch/$s_!yjrA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e05d045-11e6-474d-8f76-79c03c7c6a9d_1024x370.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em><strong>What it is:</strong></em><br>AI tools like Gamma take a rough idea (notes, a prompt, a doc, etc.) and auto-generate a clean, structured slide deck with a theme, layouts, and visuals. </p><p>They do not <em>replace</em> thinking; they help us skip (or at least get a significant head start on) the tedious setup work: titles, slide order, spacing, design consistency, font choice, etc. </p><p>That way, you are able to focus on what matters: making sure your slides accurately capture your knowledge and desired flow. </p><blockquote><p><em><strong>Step-by-step Example (using Gamma)</strong></em></p></blockquote><ul><li><p>Go to <a href="https://gamma.app">gamma.app</a> and sign in.</p></li><li><p>Choose <em>Presentation</em>, then <strong>&#8220;</strong><em>Generate</em><strong>&#8221;</strong> if you just have a topic, or <strong>&#8220;</strong><em>Text to deck</em><strong>&#8221;</strong> if you&#8217;ve already scribbled some notes somewhere.</p></li><li><p>For <em>Generate</em>, type in your prompt (e.g., &#8220;A pitch for a sustainable pet food brand&#8221;). Gamma will draft an outline. <strong>Don&#8217;t skip this:</strong> review and edit the outline to ensure the flow makes sense and the overall deck feels cohesive.</p></li><li><p>Next,<strong> </strong>pick a theme. Whether you want &#8220;Corporate Professional&#8221; or &#8220;Neon Cyberpunk,&#8221; there&#8217;s a skin for every occasion. Also, don&#8217;t overthink it; you can always edit later.</p></li><li><p>Hit generate and watch the cards populate. Then edit as needed.</p></li><li><p>Export to PPT when you are happy with the results to make any final edits.  </p></li></ul><p><em><strong>Summary</strong></em><strong> </strong><br>Gamma is not the only player (just one I&#8217;ve used before). <a href="https://beautiful.ai">Beautiful.ai</a> is better for those who need strict brand consistency, while <a href="https://dokie.ai">Dokie.ai</a> is great for creating presentations that are a bit more interactive. </p><p>There&#8217;s also <a href="https://www.canva.com/magic-design/">Canva&#8217;s Magic Design</a>, <a href="https://Pitch.com">Pitch</a>, <a href="https://Plusai.com">Plus AI</a>, <a href="https://Kimi.com">Kimi</a>, <a href="https://Prezi.com">Prezi</a>, <a href="https://Presentations.ai">Presentations.ai</a>, etc.</p><p>Regardless of which you choose, these tools eliminate the 'blank canvas' anxiety and save hours of manual formatting.</p><p>Remember to fact-check everything. AI is a confident liar, and can sometimes invent statistics that sound plausible but are purely fictional. </p><p>Also, you may not be able to get a 98% complete deck for every case. If you&#8217;re dealing with dense data or have strict brand rules, I strongly recommend that you generate a first draft, then finish manually.</p><div><hr></div><div><hr></div><h2>&#128225;Signal behind the buzz&#128266;</h2><h6>Decoding trending AI stories.</h6><div><hr></div><h4><strong>&#128205;<a href="https://www.axios.com/2026/01/29/moltbot-cybersecurity-ai-agent-risks?utm">Moltbook Mania</a></strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!L7lr!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!L7lr!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png 424w, https://substackcdn.com/image/fetch/$s_!L7lr!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png 848w, https://substackcdn.com/image/fetch/$s_!L7lr!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png 1272w, https://substackcdn.com/image/fetch/$s_!L7lr!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!L7lr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png" width="500" height="488.0358923230309" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5c69329c-bf5e-4e2e-b654-3441387c95ce_1003x979.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:979,&quot;width&quot;:1003,&quot;resizeWidth&quot;:500,&quot;bytes&quot;:2396863,&quot;alt&quot;:&quot;Moltbook mania highlights security risk, not sentience or agent autonomy&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/186672828?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1ac14961-5e98-4706-a66f-9600702c9fed_1024x1024.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Moltbook mania highlights security risk, not sentience or agent autonomy" title="Moltbook mania highlights security risk, not sentience or agent autonomy" srcset="https://substackcdn.com/image/fetch/$s_!L7lr!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png 424w, https://substackcdn.com/image/fetch/$s_!L7lr!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png 848w, https://substackcdn.com/image/fetch/$s_!L7lr!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png 1272w, https://substackcdn.com/image/fetch/$s_!L7lr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff70c7f5e-ddb5-4941-af64-9da2a883270b_1003x979.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>&#128266;Buzz</strong>:</p><p>Moltbook went viral after screenshots of AI agents posting, joking, and even debating religion. It is being called the first real &#8220;AI agent internet,&#8221; and some believe it is the first real proof of sentience. </p><p><strong>&#128225;Signal</strong>:</p><p>The buzz has been a distraction (as is often the case). The real story is about the security risk this poses. </p><p>Cloud security firm Wiz says researchers could break into Moltbook, a vibe-coded platform, in minutes (they actually did, and reported it to the team). This is due to a basic database misconfiguration, exposing emails, private messages, and API tokens. </p><p>That matters because these agents are usually wired into tools (files, code, calendars, payments), so stolen tokens can become real-world access. </p><p>Oh, and the &#8220;&#129325;<em>agents talking to each other</em>&#8221; narrative is often humans seeding prompts, with automation amplifying the output. Not sentience. </p><p><strong>&#127919;Impact</strong>:</p><p>The takeaway is <strong>security</strong>. Vibe-coding makes building apps easier than ever, but it also makes it easier to accidentally ship unsafe apps.</p><p>Companies building AI coding tools should make &#8220;secure by default&#8221; the standard: protect secrets, flag common misconfigurations, and guide users through a safer launch.</p><p>And if you&#8217;re using AI agents, treat them like a new teammate with access. Review their permissions: what can they read, change, or send. If a permission isn&#8217;t truly needed, remove it. Less access means less damage if something goes wrong.</p><div><hr></div><h4><strong>&#128205;OpenAI&#128148;Nvidia? </strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!YcGw!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95844315-9075-4636-b2a8-87264cc467f5_928x921.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YcGw!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95844315-9075-4636-b2a8-87264cc467f5_928x921.png 424w, https://substackcdn.com/image/fetch/$s_!YcGw!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95844315-9075-4636-b2a8-87264cc467f5_928x921.png 848w, https://substackcdn.com/image/fetch/$s_!YcGw!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95844315-9075-4636-b2a8-87264cc467f5_928x921.png 1272w, https://substackcdn.com/image/fetch/$s_!YcGw!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95844315-9075-4636-b2a8-87264cc467f5_928x921.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!YcGw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95844315-9075-4636-b2a8-87264cc467f5_928x921.png" width="500" height="496.2284482758621" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/95844315-9075-4636-b2a8-87264cc467f5_928x921.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d6febdfb-c71e-4b34-977d-a02b7f3308d8_928x921.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:921,&quot;width&quot;:928,&quot;resizeWidth&quot;:500,&quot;bytes&quot;:1395773,&quot;alt&quot;:&quot;OpenAI breaks up with Nvidia?&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/186672828?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5290321e-f5c2-46ed-b747-c1068f64204d_1024x1024.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="OpenAI breaks up with Nvidia?" title="OpenAI breaks up with Nvidia?" srcset="https://substackcdn.com/image/fetch/$s_!YcGw!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95844315-9075-4636-b2a8-87264cc467f5_928x921.png 424w, https://substackcdn.com/image/fetch/$s_!YcGw!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95844315-9075-4636-b2a8-87264cc467f5_928x921.png 848w, https://substackcdn.com/image/fetch/$s_!YcGw!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95844315-9075-4636-b2a8-87264cc467f5_928x921.png 1272w, https://substackcdn.com/image/fetch/$s_!YcGw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95844315-9075-4636-b2a8-87264cc467f5_928x921.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">This is an AI-generated image, for illustration purposes only.</figcaption></figure></div><p>&#128266;<strong>Buzz:</strong> </p><p>Headlines say OpenAI is &#8220;unhappy with Nvidia,&#8221; is shopping for alternative chips, and that a rumored mega-investment is currently on spaghetti legs. This has led to several hot takes on how OpenAI and Nvidia are "over.&#8221;</p><p>&#128225;<strong>Signal:</strong></p><p>Ignore the dramatic headlines; this is about <em>Inference</em>. </p><p>Think of building an AI like building a big library. Training the model is like moving all the heavy books and building the shelves: you&#8217;d need massive, raw power (GPUs) to do the heavy lifting once. </p><p>Inference (running the model for users) is like the librarian answering questions. You don&#8217;t need King Kong GPUs for that; you need speed, a great memory, and zero lag.</p><p>OpenAI wants faster, cheaper inference (especially for code-heavy use cases), so it&#8217;s testing a mix of suppliers, from AMD to specialist startups like Cerebras Systems.</p><p>They aren&#8217;t &#8220;leaving&#8221; Nvidia; they are just realizing that using a high-end GPU for a simple chat response is like using a Ferrari to deliver mail. It&#8217;s overkill.</p><p>&#127919;<strong>Impact:</strong> </p><p>The industry is moving toward a hybrid stack: GPUs for training, specialized accelerators for low-latency serving, and custom systems in between.</p><p>For AI product builders/creators, profit margins will soon depend less on which <em>model</em> is used and more on which <em>chip</em> is facilitating the response.</p><div><hr></div><h2>&#127861;Quick Hits of Other AI News</h2><h6></h6><p>&#127760; <strong>Google </strong>brought <a href="https://blog.google/products-and-platforms/products/chrome/gemini-3-auto-browse/">Gemini &#8220;auto browse&#8221; to Chrome</a>. It can handle multi-step web chores (forms, planning, shopping) for U.S. Pro and Ultra subscribers, with confirmations for sensitive actions.</p><p>&#128202; <strong>Microsoft </strong>made <a href="https://techcommunity.microsoft.com/blog/excelblog/agent-mode-in-excel-is-now-generally-available-on-desktop/4457408">&#8220;Agent Mode&#8221; in Excel generally available</a> on desktop. Copilot can now do multi-step spreadsheet work, and you can choose between OpenAI or Anthropic models.</p><p>&#127963;&#65039; <strong>The UK government</strong> is testing <a href="https://www.gov.uk/government/news/top-british-ai-expertise-to-help-spark-renewal-of-public-services-and-bolster-national-security">a new AI guide</a> to help people find work, including giving personalized career advice.</p><p>&#129514;  <strong>OpenAI </strong><a href="https://openai.com/index/introducing-prism/">launched Prism</a>, a free online workspace for writing scientific papers and collaborating on research, with GPT-5.2 built in.</p><p>&#128176; <strong>Meta</strong> is planning to <a href="https://investor.atmeta.com/investor-news/press-release-details/2026/Meta-Reports-Fourth-Quarter-and-Full-Year-2025-Results/default.aspx">spend more than $115 billion</a> this year alone on AI infrastructure (data centers, compute, cloud capacity).</p><p>&#129529; <strong>OpenAI</strong> announced it&#8217;s <a href="https://openai.com/index/retiring-gpt-4o-and-older-models/">retiring older versions</a> of ChatGPT (like GPT-5, 4o and 4.1) to move everyone onto their newest, smartest defaults.</p><div><hr></div><p><em>Thanks for reading, see you next week!</em></p><p><em>-Michael.</em></p><blockquote><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/openainvidia-moltbook-mania?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/openainvidia-moltbook-mania?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[Prompt Templates That Don’t Break]]></title><description><![CDATA[Plus don't marry a tool on the first date]]></description><link>https://www.aiweeklyedge.com/p/prompt-templates-that-dont-break</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/prompt-templates-that-dont-break</guid><pubDate>Tue, 27 Jan 2026 17:42:30 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/22bc3341-90ac-4638-8a6a-4c69c2b50bd7_2816x1536.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>&#128394;&#65039;Welcome back!</strong> </p><p>So here&#8217;s something I&#8217;ve learned in my entrepreneurial journey: <em>never marry a tool on the first date.</em></p><p>When you find a tool you love and you&#8217;re ready to pay, start with the monthly plan.</p><p>No matter how much you "vibe" with a product or how convinced you are that it&#8217;s the missing piece of your workflow, <em>start with the monthly plan</em>.</p><p>That 30% annual discount looks like a steal, until four months later you realize you haven&#8217;t logged in for two.</p><p>There are exceptions, sure. But this mindset will save you a ton of money, especially as more &#8220;automate everything&#8221; tools flood the market.</p><p>Start monthly. Reevaluate in 4&#8211;5 months. If it&#8217;s still essential, then commit to an annual plan.</p><p>Alright, let&#8217;s dive in.</p><div><hr></div><p>On deck:</p><h5>&#9726; Prompt Templates That Don&#8217;t Break</h5><h5>&#9726; EU&#8217;s response to Grok Deepfakes</h5><h5>&#9726; Nvidia&#8217;s $2B CoreWeave Bet</h5><h5>&#9726; Quick Hits of 5 other AI News worth your attention</h5><div><hr></div><div><hr></div><h2>&#128161;Concept Corner</h2><h6>Practical ideas to work faster and smarter.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Ks31!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Ks31!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png 424w, https://substackcdn.com/image/fetch/$s_!Ks31!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png 848w, https://substackcdn.com/image/fetch/$s_!Ks31!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png 1272w, https://substackcdn.com/image/fetch/$s_!Ks31!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Ks31!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png" width="1456" height="601" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6ebadd82-7a8d-4bbc-a522-7ebd0b671e59_2505x1034.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:601,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:4255991,&quot;alt&quot;:&quot;Prompt templates that don't break&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/185898528?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ebadd82-7a8d-4bbc-a522-7ebd0b671e59_2505x1034.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Prompt templates that don't break" title="Prompt templates that don't break" srcset="https://substackcdn.com/image/fetch/$s_!Ks31!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png 424w, https://substackcdn.com/image/fetch/$s_!Ks31!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png 848w, https://substackcdn.com/image/fetch/$s_!Ks31!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png 1272w, https://substackcdn.com/image/fetch/$s_!Ks31!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8209892e-d357-4275-bf8b-6f5d95db76e2_2505x1034.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>A durable prompt template is one you can reuse across different AI models (ChatGPT, Gemini, Claude, etc.) without reworking it each time. </p><p>The strategy is to give the model a role, the goal, the inputs it will receive, the constraints it must obey, and what &#8220;done&#8221; looks like. It&#8217;s not about fancy wording, it&#8217;s about making your instructions <em>portable</em>.</p><blockquote><p><em><strong>Prompt template (example)</strong></em><strong>:</strong></p></blockquote><div class="pullquote"><p><code>Act as a [role]. Your job is to produce a [deliverable] for [audience]. First, ask me for any missing inputs you need. Use only the information I provide. Constraints: [tone], [length], [format], [must-include], [must-avoid]. Quality bar: it should be clear enough that a busy person can act without a follow-up. Output exactly in this structure: [paste structure]. After the draft, give a 3-bullet &#8216;What I&#8217;d tighten next&#8217; critique.</code></p></div><div><hr></div><h2>&#128225;Signal behind the buzz&#128266;</h2><h6>Decoding trending AI stories.</h6><div><hr></div><h5><a href="https://www.reuters.com/world/europe/eu-opens-investigation-into-x-over-groks-sexualised-imagery-lawmaker-says-2026-01-26/?utm">EU&#8217;s Response To Grok Deepfakes</a></h5><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!JaIF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!JaIF!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png 424w, https://substackcdn.com/image/fetch/$s_!JaIF!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png 848w, https://substackcdn.com/image/fetch/$s_!JaIF!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png 1272w, https://substackcdn.com/image/fetch/$s_!JaIF!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!JaIF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png" width="1775" height="1501" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d4018f23-31f0-46c3-8f9e-970f4b6867e3_1775x1501.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1501,&quot;width&quot;:1775,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:4953143,&quot;alt&quot;:&quot;Grok deepfakes unacceptable&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/185898528?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe55b0d45-988e-455f-9676-2454b02c583a_2048x2048.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Grok deepfakes unacceptable" title="Grok deepfakes unacceptable" srcset="https://substackcdn.com/image/fetch/$s_!JaIF!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png 424w, https://substackcdn.com/image/fetch/$s_!JaIF!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png 848w, https://substackcdn.com/image/fetch/$s_!JaIF!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png 1272w, https://substackcdn.com/image/fetch/$s_!JaIF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae886df2-776d-4c8f-8676-079cb850bf9e_1775x1501.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>&#128266;Buzz</strong>:</p><p>Grok (the chatbot inside X) is facing a global backlash after reports that users could generate sexualized &#8220;deepfake&#8221; images with simple prompts. The EU has opened a formal investigation, and the debate is swinging between free-speech arguments and &#8220;AI is out of control&#8221; rhetoric.</p><p><strong>&#128225;Signal</strong>:</p><p>The EU&#8217;s Digital Services Act (DSA) isn&#8217;t asking X to predict every bad prompt. It&#8217;s asking: <em>did you assess the risks of deploying this feature, and did you build reasonable guardrails to reduce predictable harm, especially around children and nonconsensual sexual imagery?</em> </p><p>That&#8217;s a <em>product design</em> question (what the tool can do by default). When image tools make abuse cheap and scalable, saying &#8220;we&#8217;ll remove violations&#8221; is damage control, not prevention.</p><p><strong>&#127919;Impact</strong>:</p><p>This is a preview of where regulation is heading: more audits, faster safety updates, and real penalties when platforms launch powerful generative features without strong guardrails. Consent and age protections will no longer be afterthoughts.</p><div><hr></div><h4><strong><a href="https://www.reuters.com/technology/nvidia-invests-2-billion-coreweave-expands-partnership-2026-01-26/?utm">Nvidia&#8217;s $2B CoreWeave Bet</a> </strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ngRr!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ngRr!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!ngRr!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!ngRr!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!ngRr!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ngRr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3a1079d2-47ab-4922-b856-c02d4c92a60b_2816x1536.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7576093,&quot;alt&quot;:&quot;NVIDIA invests $2B in CoreWeave&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/185898528?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a1079d2-47ab-4922-b856-c02d4c92a60b_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="NVIDIA invests $2B in CoreWeave" title="NVIDIA invests $2B in CoreWeave" srcset="https://substackcdn.com/image/fetch/$s_!ngRr!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!ngRr!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!ngRr!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!ngRr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6448c6b0-78c2-4cb7-a329-b8d756e9bc74_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>&#128266;<strong>Buzz:</strong> </p><p>Nvidia just dropped another big check: a $2B investment in GPU-cloud provider CoreWeave. Some read it as confidence in the importance of that technology as a service; skeptics argue that Nvidia selling the chips and then backing the Cloud Service Providers that run them is just circular. </p><p>&#128225;<strong>Signal:</strong></p><p>The limiting factor for AI isn&#8217;t model ideas anymore. It&#8217;s power, land, cooling, and ready-to-use data centers to plug thousands of GPUs into. </p><p>CoreWeave specializes in building that fast. By taking a bigger stake and signing long-term capacity deals, Nvidia is making sure its hardware has a runway to operate at scale, while CoreWeave gets capital to secure real-world infrastructure.</p><p>&#127919;<strong>Impact:</strong> </p><p>Nvidia isn&#8217;t just selling the &#8220;picks and shovels&#8221; anymore. Financing the &#8220;mines&#8221; has become part of its strategy. With this stake in CoreWeave, Nvidia gets more than revenue: it gets more influence over the supply of raw processing power (chips + servers) as demand explodes.</p><div><hr></div><h2>&#127861;Quick Hits of Other AI News</h2><h6></h6><p><strong>&#127782;&#65039; Nvidia</strong> <a href="https://blogs.nvidia.com/blog/nvidia-earth-2-open-models/">released free-to-use &#8220;Earth-2&#8221; AI models</a> that can turn weather data into much faster forecasts, cutting the need for expensive, slow supercomputer-style simulations.</p><p>&#128220; <strong>Anthropic</strong> <a href="https://www.anthropic.com/news/claude-new-constitution">published a new &#8220;Claude constitution,&#8221;</a> basically Claude&#8217;s values + rulebook, and put it under a CC0 license (meaning anyone can reuse it freely, no permission needed).</p><p>&#127891; <strong>Google</strong> is <a href="https://blog.google/products-and-platforms/products/education/bett-2026-gemini-classroom-updates/">adding more Gemini-powered help to </a><em><a href="https://blog.google/products-and-platforms/products/education/bett-2026-gemini-classroom-updates/">Google Classroom</a></em>, like drafting assignments faster, summarizing class progress, and study tools (including practice SATs), designed so teachers don&#8217;t have to learn prompt engineering to use it optimally.</p><p>&#129504; <strong>Microsoft</strong> <a href="https://blogs.microsoft.com/blog/2026/01/26/maia-200-the-ai-accelerator-built-for-inference/?utm">introduced its own new AI chip</a>, Maia 200, plus a developer toolkit that uses Triton (an open-source software), seemingly in a bid to reduce dependence on Nvidia and run more OpenAI-style workloads on Microsoft&#8217;s own Azure hardware.</p><p>&#128184; <strong>OpenAI </strong>is <a href="https://www.theverge.com/news/867898/openai-chatgpt-ad-pricing">testing premium pricing for ChatGPT ads</a>, around $60 per 1000 views, despite advertisers only getting basic performance stats (for now).</p><div><hr></div><p><em>Thanks for reading, see you next week!</em></p><p><em>- Michael</em></p><blockquote><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/prompt-templates-that-dont-break?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/prompt-templates-that-dont-break?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[Studio-Quality Headshot in Seconds]]></title><description><![CDATA[Plus concerns from Davos and more publishers go to court]]></description><link>https://www.aiweeklyedge.com/p/studio-quality-headshot-in-seconds</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/studio-quality-headshot-in-seconds</guid><pubDate>Wed, 21 Jan 2026 04:47:55 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!9aDi!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> </p><p>Some time ago, I was searching for something on LinkedIn and stumbled onto the profile of one of my engineers. I was shocked.</p><p>From the top hat to the scowl (or whatever that facial expression was), he looked like a disgruntled magician.</p><p>I immediately set up a quick, informal meeting and asked him&#8230; why.</p><p>Why would you, in this day and age, have that as your LinkedIn profile picture? Is this from high school?</p><p>We had a good laugh about it, and I strongly recommended he change it, while admitting the truth: most of us don&#8217;t remember to update our photos until it&#8217;s inconvenient. </p><p>And when we finally do remember, we don&#8217;t have the time (or patience) to do it right then.</p><p>Still, profile pictures say something about the profile. The wrong picture might be sending the wrong message about you or your brand.</p><p>And I get it: we&#8217;re busy, and we barely have time to spend potentially hours (<em>yes</em>, <em>hours</em>, they creep up on you!) taking and retaking photos, then editing them until they look &#8220;professional enough.&#8221;</p><p>But these days, there&#8217;s a much faster way.</p><p>So, if there are profile pictures of you somewhere that are silently embarrassed on your behalf, while you keep hoping you&#8217;ll eventually find time to update them, you&#8217;ll find the Concept Corner topic below helpful. </p><p>Let&#8217;s dive in.</p><div><hr></div><p>On deck:</p><h5>&#9726; How to get a studio-quality headshot in 30 seconds</h5><h5>&#9726; Davos reality check</h5><h5>&#9726; More publishers go to court</h5><h5>&#9726; Quick Hits of 5 other AI News worth your attention</h5><div><hr></div><div><hr></div><h2>&#128161;Concept Corner</h2><h6>Practical ideas to work faster and smarter.</h6><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!BBQ_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!BBQ_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png 424w, https://substackcdn.com/image/fetch/$s_!BBQ_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png 848w, https://substackcdn.com/image/fetch/$s_!BBQ_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png 1272w, https://substackcdn.com/image/fetch/$s_!BBQ_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!BBQ_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png" width="1456" height="269" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:269,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2028614,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/185089354?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!BBQ_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png 424w, https://substackcdn.com/image/fetch/$s_!BBQ_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png 848w, https://substackcdn.com/image/fetch/$s_!BBQ_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png 1272w, https://substackcdn.com/image/fetch/$s_!BBQ_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F996ec603-a0af-4cf6-94fc-d5db3d353000_2689x496.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Like I was saying, finding the time for a formal photo shoot can be a hassle. And if you want to do it in a studio, it can get expensive.</p><p>Still, your profile picture is often your first impression.</p><p>Whether it&#8217;s LinkedIn, a company website, or your personal brand, you want to look sharp.</p><p>The good news: with Gemini, you can now turn a simple phone photo into a &#8220;studio-quality&#8221; portrait in seconds.</p><h4><strong>Step-by-Step Process:</strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9aDi!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9aDi!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png 424w, https://substackcdn.com/image/fetch/$s_!9aDi!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png 848w, https://substackcdn.com/image/fetch/$s_!9aDi!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png 1272w, https://substackcdn.com/image/fetch/$s_!9aDi!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9aDi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png" width="724" height="311.7774725274725" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/48d1066f-b435-4661-8210-29be378fbea2_3977x1713.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:627,&quot;width&quot;:1456,&quot;resizeWidth&quot;:724,&quot;bytes&quot;:6035271,&quot;alt&quot;:&quot;Transform ordinary photos to studio-quality headshots&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/185089354?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d1066f-b435-4661-8210-29be378fbea2_3977x1713.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Transform ordinary photos to studio-quality headshots" title="Transform ordinary photos to studio-quality headshots" srcset="https://substackcdn.com/image/fetch/$s_!9aDi!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png 424w, https://substackcdn.com/image/fetch/$s_!9aDi!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png 848w, https://substackcdn.com/image/fetch/$s_!9aDi!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png 1272w, https://substackcdn.com/image/fetch/$s_!9aDi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42ece749-ed71-4a67-a357-4ccb0ce8b21b_3977x1713.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><ul><li><p>Open Gemini and upload a clear, well-lit photo of yourself. It doesn&#8217;t need to be perfect, it could be a simple selfie against a plain wall.</p></li><li><p>If you have a specific style in mind, like a modern office or soft outdoor lighting, you can upload a reference image. This is optional. It helps Gemini understand the lighting and mood you&#8217;re aiming for.</p></li><li><p>Type in your prompt. Be specific: &#8220;Turn this into a professional headshot with a blurred office background.&#8221; You can also note your preferred aspect ratio.</p></li><li><p>Gemini will produce a professional-grade photo in seconds using Nano Banana Pro. If you aren&#8217;t happy with the first result, just ask for an edit, like &#8220;change my shirt to navy blue&#8221; or &#8220;make the background brighter.&#8221;</p></li></ul><p>Below is a template of the prompt I used to create the image you see above, transforming the iStock image of &#8220;a happy man&#8221; into a professional head-shot.</p><blockquote><p><em><strong>Prompt template</strong></em><strong>:</strong></p></blockquote><div class="pullquote"><p><code>Using my uploaded photo, create a studio-quality headshot while preserving my identity exactly (same facial structure, proportions, age, and skin texture, no beautification or face swapping). Frame chest-up with natural headroom, camera-facing, relaxed confident [expression, smile], sharp focus on eyes. Outfit: [your attire]. Background: [color/style, e.g., deep charcoal studio, blurred books on a shelf, blurred office background with some small green indoor plants, etc.].</code></p><p><code>[(Option 1) If no reference image was provided, continue with this:]  Lighting: soft diffused key light with gentle shadow definition. </code></p><p><code>[(Option 2) If a reference image was provided, continue with this:] Match the mood, lighting, and color grade of the reference image I provided, but keep my face unchanged.</code></p></div><div><hr></div><h2>&#128225;Signal behind the buzz&#128266;</h2><h6>Decoding trending AI stories.</h6><div><hr></div><h4><strong><a href="https://www.businessinsider.com/google-deepmind-anthropic-ceos-ai-junior-roles-hiring-davos-2026-1?utm">Davos Reality Check</a></strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!omHK!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!omHK!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!omHK!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!omHK!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!omHK!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!omHK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f16f97c7-86ec-45bf-b4ec-ff2c2c698b23_2816x1536.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7749836,&quot;alt&quot;:&quot;AI is squeezing junior roles&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/185089354?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff16f97c7-86ec-45bf-b4ec-ff2c2c698b23_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="AI is squeezing junior roles" title="AI is squeezing junior roles" srcset="https://substackcdn.com/image/fetch/$s_!omHK!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!omHK!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!omHK!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!omHK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a9fb3ee-d16e-4142-875e-b697f4a50dea_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>&#128266;Buzz</strong>:</p><p>At Davos, AI leaders reignited the jobs debate. Google DeepMind&#8217;s Demis Hassabis and Anthropic&#8217;s Dario Amodei pointed to early signs that AI is squeezing junior roles like internships, entry-level coding, and other &#8220;starter&#8221; work. </p><p><strong>&#128225;Signal</strong>:</p><p>We&#8217;re witnessing the byproduct of task compression. In the software industry, for example, When AI helps a senior engineer draft code, write tests, and summarize requirements faster, there&#8217;s simply less low-stakes work to hand to a new junior hire. </p><p>Also, the conversation has been shifting from &#8220;wow&#8221; demos to &#8220;show me the ROI,&#8221; which pushes companies to deploy AI where it clearly removes costs, which is often the repetitive pieces of junior work.</p><p><strong>&#127919;Impact</strong>:</p><p>For employers, the risk is an apprenticeship gap: if you stop hiring juniors now, you may not have seniors later.</p><p>For recent graduates in this space, treat &#8220;entry-level&#8221; as changing in expectations and responsibility, not disappearing. Learn to supervise AI outputs, validate results, and own end-to-end outcomes. </p><div><hr></div><h4><strong><a href="https://www.reuters.com/legal/government/publishers-seek-join-lawsuit-against-google-over-ai-training-2026-01-15/?utm">More Publishers Go To Court</a> </strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!0TP3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!0TP3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!0TP3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!0TP3!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!0TP3!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!0TP3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/35a70002-38aa-4b62-95d2-82f35045a567_2816x1536.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7946221,&quot;alt&quot;:&quot;Publishers claim google fed their AI their books without permission.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.aiweeklyedge.com/i/185089354?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35a70002-38aa-4b62-95d2-82f35045a567_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Publishers claim google fed their AI their books without permission." title="Publishers claim google fed their AI their books without permission." srcset="https://substackcdn.com/image/fetch/$s_!0TP3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!0TP3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!0TP3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!0TP3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a9020dc-72ff-4ed4-ab04-eef200b93d59_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>&#128266;<strong>Buzz:</strong> </p><p>This week, publishers Hachette Book Group and Cengage Group asked a California federal court to let them join a lawsuit alleging Google copied copyrighted books and textbooks without permission to train its generative AI systems. </p><p>&#128225;<strong>Signal:</strong></p><p>Publishers are not being difficult. </p><p>A common misunderstanding is &#8220;<em>models just learn like humans, so nothing was copied</em>,&#8221; but training typically involves making large-scale copies so software can analyze patterns. </p><p>So, even if the end result is an AI model and not an eBook, using copyrighted work without permission is still a copyright infringement issue.</p><p>Google (and other labs facing similar claims) will argue versions of fair use and technical necessity, while publishers will argue the copying was massive, unlicensed, and produced a tool that can compete with their products in their markets.</p><p>&#127919;<strong>Impact:</strong> </p><p>If publishers win meaningful rulings or settlements, expect more paid licensing, tighter dataset documentation, and higher costs for frontier training. </p><p>If Google prevails, the signal to the market is that &#8220;train first, litigate later&#8221; remains viable. </p><p>Either way, creators and companies should assume the era of casual, untracked scraping is ending.</p><div><hr></div><h2>&#127861;Quick Hits of Other AI News</h2><h6></h6><p><strong>&#129514; OpenAI</strong> says it&#8217;ll <a href="https://openai.com/index/our-approach-to-advertising-and-expanding-access/">start testing ads</a> on free/Go plans (<em>free/Go plans</em> <em>only! People have been talking about this like it&#8217;s coming to all plans, which is untrue</em>) in coming weeks, and brings $8/month ChatGPT Go to the U.S.</p><p><strong>&#128737;&#65039; OpenAI&#8217;s </strong>ChatGPT rolls out an <a href="https://openai.com/index/our-approach-to-age-prediction/">age-prediction model to auto-apply teen safeguards</a>, with selfie-based fixes if it guesses wrong. </p><p><strong>&#129504; Google&#8217;s</strong> Gemini <a href="https://blog.google/innovation-and-ai/products/gemini-app/personal-intelligence/">&#8220;Personal Intelligence&#8221; push</a> connects the assistant to your Google apps, so that it can pull real context specific to you.</p><p><strong>&#127974; U.K.</strong> <strong>lawmakers</strong> say the FCA and Bank of England should<a href="https://www.reuters.com/sustainability/boards-policy-regulation/britain-needs-ai-stress-tests-financial-services-lawmakers-say-2026-01-20/"> run </a><strong><a href="https://www.reuters.com/sustainability/boards-policy-regulation/britain-needs-ai-stress-tests-financial-services-lawmakers-say-2026-01-20/">&#8220;</a></strong><a href="https://www.reuters.com/sustainability/boards-policy-regulation/britain-needs-ai-stress-tests-financial-services-lawmakers-say-2026-01-20/">AI stress tests</a><strong><a href="https://www.reuters.com/sustainability/boards-policy-regulation/britain-needs-ai-stress-tests-financial-services-lawmakers-say-2026-01-20/">&#8221;</a></strong><a href="https://www.reuters.com/sustainability/boards-policy-regulation/britain-needs-ai-stress-tests-financial-services-lawmakers-say-2026-01-20/"> for finance</a>, to prevent AI-powered systems from inadvertently denying legitimate loan requests, enabling fraud, or triggering market chaos.</p><p><strong>&#9878;&#65039; Brazil&#8217;s</strong> prosecutors gave xAI <a href="https://www.reuters.com/legal/litigation/brazil-issues-recommendation-x-tackle-fake-sexualized-content-through-grok-2026-01-20/?utm">30 days to explain how Grok blocks deepfakes</a>, after reports it was used to generate fake nude images of real people.</p><div><hr></div><p><em>Thanks for reading, see you next week!</em></p><p><em>-Michael.</em></p><blockquote><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/studio-quality-headshot-in-seconds?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/studio-quality-headshot-in-seconds?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[Judgment Upgrade Loop, Siri's brain transplant]]></title><description><![CDATA[And more; plus some important updates]]></description><link>https://www.aiweeklyedge.com/p/judgment-upgrade-loop-siris-brain</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/judgment-upgrade-loop-siris-brain</guid><pubDate>Tue, 13 Jan 2026 22:34:42 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!rnOL!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa22651b2-067f-4916-a515-dfbebac5b162_2816x1536.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> </p><p>I&#8217;ve been paying attention to what matters most to you, so I&#8217;m making a few updates to match. My goal remains for every issue to be <em><strong>actionable</strong></em>, <em><strong>free of bloat</strong></em>, and <em><strong>genuinely worth your time</strong></em> each week.</p><p>Beginning next week, the newsletter will have a new name: <strong>AI Weekly Edge (</strong><em><strong>AWE</strong></em><strong>)</strong>. It better reflects the clarity and practical advantage I want to deliver, and avoids the conspiratorial vibe &#8220;declassified&#8221; has started to pick up in the AI world over time.</p><p>Second, starting this week, I&#8217;m moving away from broad tool reviews to keep the focus on execution. </p><p>So, I&#8217;m replacing <strong>&#8220;Tool Spotlight&#128294;&#8221;</strong> with an occasional special segment called <strong>&#8220;Workflow Lab&#128736;&#65039;&#8221;</strong>: specific, high-impact workflows using AI tools (not just reviews).</p><p><strong>&#8220;&#128161;Concept Corner&#8221;</strong> stays as your weekly strategy guide for any LLM. </p><p>Finally, here&#8217;s the new structure: <strong>Concept Corner &#8594; Workflow Lab</strong> (<em>occasional</em>) <strong>&#8594; Signal Behind the Buzz</strong> (<em>1&#8211;2 trending AI stories</em>) <strong>&#8594; </strong>A refined <strong>Top 5 Quick Hits</strong> (<em>down from 10 for the rest of the week&#8217;s standout AI news</em>).</p><div><hr></div><p>On deck:</p><h5>&#9726; Decision Journal: The Judgment Upgrade Loop.</h5><h5>&#9726; Apple taps Gemini for Siri</h5><h5>&#9726; OpenAI&#8217;s Healthcare Moves</h5><h5>&#9726; Quick Hits of 5 other AI News worth your attention</h5><div><hr></div><div><hr></div><h2>&#128161;Concept Corner</h2><h6>Practical ideas to work faster and smarter.</h6><div class="pullquote"><h4><strong>&#128205;</strong><code>Decision Journal: The Judgment Upgrade Loop.</code></h4></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!rnOL!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa22651b2-067f-4916-a515-dfbebac5b162_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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src="https://substackcdn.com/image/fetch/$s_!rnOL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa22651b2-067f-4916-a515-dfbebac5b162_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a22651b2-067f-4916-a515-dfbebac5b162_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:6481337,&quot;alt&quot;:&quot;Decision Journal: The Judgment Upgrade Loop.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/184371255?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa22651b2-067f-4916-a515-dfbebac5b162_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Decision Journal: The Judgment Upgrade Loop." title="Decision Journal: The Judgment Upgrade Loop." srcset="https://substackcdn.com/image/fetch/$s_!rnOL!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa22651b2-067f-4916-a515-dfbebac5b162_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!rnOL!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa22651b2-067f-4916-a515-dfbebac5b162_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!rnOL!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa22651b2-067f-4916-a515-dfbebac5b162_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!rnOL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa22651b2-067f-4916-a515-dfbebac5b162_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em><strong>What it is:</strong></em><br>Ever look back on a big call and wonder, <em>"What on earth was I thinking?"</em> A decision journal could keep you from paying that tuition twice.</p><p>When you make a meaningful move: hiring, pricing, investment, strategy, etc., you write down the decision, why you chose it, what you expect to happen, and what would prove you wrong. </p><p>That one page turns &#8220;<em>gut feel</em>&#8221; into something you can test. Over time, it reveals whether you&#8217;re consistently optimistic, overly cautious, or quietly ignoring certain risks.</p><p><em><strong>Real-world example:</strong></em><br>Say you&#8217;re debating whether to raise prices in your business. </p><p>In the moment, your brain is doing aerial gymnastics: fear of churn, desire for margin, ego about positioning, anxiety about timing, pressure to look &#8220;premium,&#8221; and so on.</p><p>So, you log the decision plus the assumptions you&#8217;re betting on--who will notice, who will complain, how conversion should move, what retention should look like. Then set a review date.</p><p>Two months later, you compare reality to your forecast. After a while, you can use AI to summarize patterns across your last ten decisions. </p><p>This helps you upgrade your judgment for future decisions.</p><blockquote><p><em><strong>Use this prompt template</strong></em><strong>:</strong></p></blockquote><div><hr></div><p><em>Act as my judgment coach. Your job is to help me upgrade my judgment for future decisions using my decision journal entries. First, if any entry is missing key info, ask only the minimum questions needed to fill: <strong>decision, context, drivers, alternatives rejected (and why), assumptions, predicted outcome(s), confidence level (%), what I noted would prove me wrong</strong>.</em></p><p><em>Then:</em></p><ol><li><p><em>Extract patterns across entries: assumptions I over/under-trust, risks I ignore, recurring emotional triggers, default biases, and where my confidence is mis-calibrated.</em></p></li><li><p><em>Identify what I&#8217;m consistently right about vs wrong about, including &#8216;right result, wrong reasoning&#8217; and &#8216;wrong result, good process.&#8217;</em></p></li><li><p><em>Produce 3&#8211;7 reusable &#8220;judgment upgrades&#8221;: rules of thumb, red flags, and questions I should ask before committing in future judgement calls.</em></p></li></ol><p><em>Here are the entries (most recent first):</em> <em><strong>[paste your decision journal entries]</strong></em></p><div><hr></div><div><hr></div><h2>&#128225;Signal behind the buzz&#128266;</h2><h6>Decoding trending AI stories.</h6><div><hr></div><h4><strong>&#128205;<a href="https://blog.google/company-news/inside-google/company-announcements/joint-statement-google-apple/?utm">Apple taps Gemini for Siri</a></strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!E2V1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!E2V1!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!E2V1!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!E2V1!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!E2V1!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!E2V1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:8494329,&quot;alt&quot;:&quot;Image of Siri receiving a \&quot;Gemini\&quot; brain transplant.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/184371255?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image of Siri receiving a &quot;Gemini&quot; brain transplant." title="Image of Siri receiving a &quot;Gemini&quot; brain transplant." srcset="https://substackcdn.com/image/fetch/$s_!E2V1!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!E2V1!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!E2V1!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!E2V1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13f023bc-36bb-4835-bd29-bf7c5004dc38_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>&#128266;Buzz</strong>:</p><p>Apple&#8217;s long-awaited Siri &#8220;revamp&#8221; is trending for a surprising reason: it will <a href="https://blog.google/company-news/inside-google/company-announcements/joint-statement-google-apple/?utm">lean on Google&#8217;s Gemini models</a>. This brain transplant is not surprising to me though--Apple has been lagging in the AI race compared to fellow tech giants.</p><p>Online, the hot takes swing between &#8220;Apple gave up on AI&#8221; and &#8220;Your iPhone is now a Google product.&#8221; There&#8217;s also a lot of chatter about privacy and antitrust concerns.</p><p><strong>&#128225;Signal</strong>:</p><p>This isn&#8217;t a white flag; <em>it&#8217;s a supply-chain shortcut</em>. Training and running frontier models is expensive and slow; licensing a strong model can leapfrog years of catch-up. </p><p>Apple and Google say Gemini will underpin Apple&#8217;s next-gen &#8220;Apple Foundation Models,&#8221; with Apple still controlling how Siri behaves, what data it can access, and where processing happens (<em>on-device or via Apple&#8217;s private cloud</em>). </p><p>In other words: Apple is buying an engine, not outsourcing the whole car.</p><p><strong>&#127919;Impact</strong>:</p><p>Expect Siri to get more coherent and (<em>please</em> &#128591;&#127996;) and more useful. </p><p>The real story is the <strong>power shift</strong>: Gemini serving as a core engine for iPhone AI features gives Google a lot of leverage in the AI era.</p><p>For the rest of us, the Golden Rule of AI still applies: treat every answer as a <em>draft</em>, not a fact.</p><div><hr></div><h4><strong>&#128205;<a href="https://www.axios.com/2026/01/12/openai-acquires-health-tech-company-torch?utm">OpenAI&#8217;s Healthcare Moves</a> </strong></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!1hWK!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!1hWK!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png 424w, https://substackcdn.com/image/fetch/$s_!1hWK!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png 848w, https://substackcdn.com/image/fetch/$s_!1hWK!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png 1272w, https://substackcdn.com/image/fetch/$s_!1hWK!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!1hWK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png" width="1456" height="769" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:769,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7757737,&quot;alt&quot;:&quot;OpenAI makes more moves in Healthcare&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/184371255?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="OpenAI makes more moves in Healthcare" title="OpenAI makes more moves in Healthcare" srcset="https://substackcdn.com/image/fetch/$s_!1hWK!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png 424w, https://substackcdn.com/image/fetch/$s_!1hWK!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png 848w, https://substackcdn.com/image/fetch/$s_!1hWK!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png 1272w, https://substackcdn.com/image/fetch/$s_!1hWK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc272f2ac-dbcf-46d0-ad18-90aa69ccc51e_2699x1426.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>&#128266;<strong>Buzz:</strong> </p><p>OpenAI&#8217;s healthcare push is everywhere this week: a new <em><a href="https://openai.com/index/introducing-chatgpt-health/">ChatGPT Health</a></em> offering, plus the acquisition of a healthcare app startup called <strong><a href="https://www.axios.com/2026/01/12/openai-acquires-health-tech-company-torch?utm">Torch</a></strong>. </p><p>&#128225;<strong>Signal:</strong></p><p>What&#8217;s actually happening is workflow engineering. </p><p>OpenAI is packaging tools for hospitals and health organizations, like summarizing charts, drafting patient instructions, etc., with controls aimed at regulated data (<em>audit logs, encryption options, and support for HIPAA-style agreements</em>). </p><p>Torch&#8217;s value isn&#8217;t size; it&#8217;s glue. It works on unifying messy inputs: labs, meds, visit notes, and recordings, into a timeline so an AI assistant can answer practical questions like &#8220;<em>What changed since my last visit, and what should I ask next?</em>&#8221; </p><p>The combined result (ChatGPT Health + Torch) is closer to a secure, personalized health-information organizer and prep assistant than a tool that makes diagnoses.</p><p>&#127919;<strong>Impact:</strong> </p><p>Done well, these moves could cut the paperwork tax that burns out clinicians and leaves patients confused. </p><p>Done poorly, it can amplify two risks: hallucinations (<em>confidently wrong summaries</em>) and privacy erosion (<em>sensitive data drifting farther than you expect</em>). </p><p>The safest mindset: use AI to organize and prepare. And always verify medical decisions with a licensed professional.</p><div><hr></div><h2>&#127861;Quick Hits of Other AI News</h2><h6></h6><p><strong>&#128176;OpenAI and SoftBank</strong> <a href="https://www.reuters.com/business/energy/openai-softbank-invest-1-billion-sb-energy-2026-01-09/?utm">dropped </a><strong><a href="https://www.reuters.com/business/energy/openai-softbank-invest-1-billion-sb-energy-2026-01-09/?utm">$1B</a></strong><a href="https://www.reuters.com/business/energy/openai-softbank-invest-1-billion-sb-energy-2026-01-09/?utm"> into SB Energy</a> (owned by SoftBank) to back a <strong>1.2GW </strong>Texas data center for Stargate (<em>AI&#8217;s next bottleneck isn&#8217;t chips, it&#8217;s electricity</em>).</p><p><strong>&#9889;Meta</strong> <a href="https://www.reuters.com/technology/meta-build-gigawatt-scale-computing-capacity-under-meta-compute-effort-2026-01-12/?utm">unveiled </a><em><a href="https://www.reuters.com/technology/meta-build-gigawatt-scale-computing-capacity-under-meta-compute-effort-2026-01-12/?utm">Meta Compute </a></em><a href="https://www.reuters.com/technology/meta-build-gigawatt-scale-computing-capacity-under-meta-compute-effort-2026-01-12/?utm">initiative</a><em> </em>for AI infrastructure , aiming for &#8220;tens of gigawatts&#8221; this decade (<em>the electricity demand could surpass that of small cities, or even small countries! This is why AI giants are flocking to nuclear</em>).</p><p><strong>&#128119;&#127996;Anthropic</strong> is not to be outdone. They rolled out <a href="https://www.anthropic.com/news/healthcare-life-sciences">Claude for Healthcare</a><strong>:</strong> HIPAA-ready tools plus connectors to common medical systems, and previewed <a href="https://www.engadget.com/ai/anthropic-launches-claude-cowork-a-version-of-its-coding-ai-for-regular-people-193000849.html?guccounter=1&amp;guce">Claude Cowork</a><strong>:</strong> a Mac desktop &#8220;agent&#8221; for file chores (receipts &#8594; spreadsheets, folder cleanup).</p><p><strong>&#128221;France</strong>&#8217;s armed forces ministry signed a <a href="https://www.reuters.com/business/frances-armed-forces-ministry-awards-mistral-ai-framework-agreement-2026-01-08/?utm">framework agreement with </a><strong><a href="https://www.reuters.com/business/frances-armed-forces-ministry-awards-mistral-ai-framework-agreement-2026-01-08/?utm">Mistral AI</a></strong>, keeping models hosted on French infrastructure (<em>World Powers are slowly but surely incorporating AI into defense</em>). </p><p><strong>&#9878;&#65039;The EU</strong>&#8217;s new <em><strong><a href="https://www.techpolicy.press/what-the-eus-new-ai-code-of-practice-means-for-labeling-deepfakes/?utm">AI Code of Practice</a></strong></em><a href="https://www.techpolicy.press/what-the-eus-new-ai-code-of-practice-means-for-labeling-deepfakes/?utm"> guidance</a> tightens how deepfakes get labeled and how transparency duties work.</p><div><hr></div><p><em>Thanks for reading, see you next week!</em></p><p><em>-Michael.</em></p><blockquote><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/judgment-upgrade-loop-siris-brain?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/judgment-upgrade-loop-siris-brain?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[AI Hijacks CES 2026]]></title><description><![CDATA[3 mins.]]></description><link>https://www.aiweeklyedge.com/p/ai-hijacks-ces-2026</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/ai-hijacks-ces-2026</guid><pubDate>Tue, 06 Jan 2026 13:02:48 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!ZmIE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back, and happy new year!</strong> </p><p>Sometimes I wonder what the world will look like 20 years from now. </p><p>The tech leap boomers imagined millennials would face was big, but the leap we&#8217;re imagining for the kids who&#8217;ll be entering early adulthood two decades from today feels almost impossible to grasp.</p><p>It&#8217;s like comparing Mario to Galactus.</p><p>For this week, though, the future is already on display: the Consumer Electronics Show (CES) 2026 officially opens today, and just about everything on the show floor seems to be promising some form of AI.</p><p>Let&#8217;s dive in<em>.</em></p><div><hr></div><p>On deck:</p><h5>&#9726; AI hijacks CES 2026</h5><h5>&#9726; OpenAI bets on Voice</h5><h5>&#9726; Artisan.co <em>Vs</em> Outbond.ai</h5><h5>&#9726; One-Page Offer Stack</h5><h5>&#9726; 10 other AI news updates worth your attention</h5><div><hr></div><div><hr></div><h2>&#128225;Signal behind the buzz&#128266;</h2><h6>Decoding trending AI stories.</h6><div><hr></div><h4>&#128205;<a href="https://www.wired.com/story/ces-2026-what-to-expect/?utm">AI hijacks CES 2026</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ZmIE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ZmIE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png 424w, https://substackcdn.com/image/fetch/$s_!ZmIE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png 848w, https://substackcdn.com/image/fetch/$s_!ZmIE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png 1272w, https://substackcdn.com/image/fetch/$s_!ZmIE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ZmIE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png" width="650" height="424.7481531229013" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/736bb188-9bc1-4282-bbb1-a8671e1942fa_1489x973.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:973,&quot;width&quot;:1489,&quot;resizeWidth&quot;:650,&quot;bytes&quot;:3600283,&quot;alt&quot;:&quot;Image showing AI taking over the CES 2026 show&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/183597566?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62122e85-2365-46e6-abb2-11db2f717aa3_1536x1024.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image showing AI taking over the CES 2026 show" title="Image showing AI taking over the CES 2026 show" srcset="https://substackcdn.com/image/fetch/$s_!ZmIE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png 424w, https://substackcdn.com/image/fetch/$s_!ZmIE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png 848w, https://substackcdn.com/image/fetch/$s_!ZmIE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png 1272w, https://substackcdn.com/image/fetch/$s_!ZmIE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F275afd42-d143-4dc7-9be4-2ea439e6c44b_1489x973.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>&#128266;Buzz</strong>: </p><p>CES 2026 looks less like a gadget show and more like an AI festival. NVIDIA and Intel are taking center stage, while demo clips across the floor promise a future where everything, from laptops to earbuds, is &#8220;AI-powered.&#8221; </p><p><strong>&#128225;Signal</strong>: </p><p>&#8220;AI&#8221; at CES often means one of three things:</p><ul><li><p>Tiny models running on-device (fast, private, but limited by hardware).</p></li><li><p>Cloud AI behind an app (powerful, but usually tied to a subscription and an internet connection).</p></li><li><p>Basic automation rebranded with a buzzword.</p></li></ul><p><strong>&#127919;Impact</strong>: </p><p>Don&#8217;t ask &#8220;Does it have AI?&#8221; Ask: <em>What specific task does it do better than last year, and where does my data go?</em> </p><p>The winners won&#8217;t be consumer electronics with the flashiest demos, they&#8217;ll be products that work reliably in messy real life, without surprise paywalls, battery drain, or privacy tradeoffs.</p><div><hr></div><h4>&#128205;<a href="https://arstechnica.com/ai/2026/01/openai-plans-new-voice-model-in-early-2026-audio-based-hardware-in-2027/?utm">OpenAI bets on Voice</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!D6TA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!D6TA!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png 424w, https://substackcdn.com/image/fetch/$s_!D6TA!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png 848w, https://substackcdn.com/image/fetch/$s_!D6TA!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png 1272w, https://substackcdn.com/image/fetch/$s_!D6TA!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!D6TA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png" width="650" height="396.2955298013245" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/edcd1d35-2f3e-4881-bc32-3d1862f86652_2416x1473.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1473,&quot;width&quot;:2416,&quot;resizeWidth&quot;:650,&quot;bytes&quot;:6488256,&quot;alt&quot;:&quot;Image depicting OpenAI's \&quot;Voice\&quot; pivot&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/183597566?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39004f2d-986b-4d33-8f28-65548ce25f6e_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image depicting OpenAI's &quot;Voice&quot; pivot" title="Image depicting OpenAI's &quot;Voice&quot; pivot" srcset="https://substackcdn.com/image/fetch/$s_!D6TA!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png 424w, https://substackcdn.com/image/fetch/$s_!D6TA!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png 848w, https://substackcdn.com/image/fetch/$s_!D6TA!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png 1272w, https://substackcdn.com/image/fetch/$s_!D6TA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F18eb19d2-1c28-45aa-9c82-c90639643093_2416x1473.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>&#128266;Buzz</strong>: </p><p>Reports say OpenAI is reorganizing teams around audio, aiming for a new voice model in early 2026 and, longer-term, an audio-first consumer device (possibly something screenless like a smart speaker or wearable). </p><p><strong>&#128225;Signal</strong>: </p><p>&#8220;Voice&#8221; is harder than it seems. Real conversation involves timing, interruptions, background noise, emotion, and speaking <em>over</em> each other without confusion. </p><p>That requires fast &#8220;real-time&#8221; models, tight latency, and careful safety rules, because a persuasive voice can feel more trustworthy than it deserves. </p><p>Hardware matters here, too: whoever controls the microphone, the wake word, and the processing, controls the whole experience (and the data).</p><p><strong>&#127919;Impact</strong>: </p><p>The practical payoff is hands-free help in motion: quick questions, navigation, summaries, and small tasks without pulling out a screen. </p><p>But &#8220;companion&#8221; framing should trigger your privacy instincts. Before you buy in, look for clear answers on data retention and on-device processing. Also remember that these models, sometimes, can be confidently wrong.</p><div><hr></div><div><hr></div><h2>Tool Spotlight&#128294;</h2><h6>Your guide to choosing the right tools with confidence.</h6><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!jJFt!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6cb6cfcc-fd8c-47cd-8553-6dfc4d411e86_3488x632.png 424w, https://substackcdn.com/image/fetch/$s_!jJFt!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6cb6cfcc-fd8c-47cd-8553-6dfc4d411e86_3488x632.png 848w, https://substackcdn.com/image/fetch/$s_!jJFt!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6cb6cfcc-fd8c-47cd-8553-6dfc4d411e86_3488x632.png 1272w, https://substackcdn.com/image/fetch/$s_!jJFt!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6cb6cfcc-fd8c-47cd-8553-6dfc4d411e86_3488x632.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!jJFt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6cb6cfcc-fd8c-47cd-8553-6dfc4d411e86_3488x632.png" width="3488" height="632" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6cb6cfcc-fd8c-47cd-8553-6dfc4d411e86_3488x632.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:632,&quot;width&quot;:3488,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:3624241,&quot;alt&quot;:&quot;Artisan.co Vs Outbond.ai&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/183597566?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5614c85b-7c0b-4267-a9c2-fade544241c4_3488x1216.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Artisan.co Vs Outbond.ai" title="Artisan.co Vs Outbond.ai" srcset="https://substackcdn.com/image/fetch/$s_!jJFt!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6cb6cfcc-fd8c-47cd-8553-6dfc4d411e86_3488x632.png 424w, https://substackcdn.com/image/fetch/$s_!jJFt!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6cb6cfcc-fd8c-47cd-8553-6dfc4d411e86_3488x632.png 848w, https://substackcdn.com/image/fetch/$s_!jJFt!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6cb6cfcc-fd8c-47cd-8553-6dfc4d411e86_3488x632.png 1272w, https://substackcdn.com/image/fetch/$s_!jJFt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6cb6cfcc-fd8c-47cd-8553-6dfc4d411e86_3488x632.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><strong>Introduction: </strong></p><p>The modern outbound landscape has shifted from manual "spray and pray" to automated, high-intent systems that behave like digital employees. </p><p>For teams deciding between <em><strong>Outbond.ai</strong></em> and <em><strong>Artisan.co</strong></em>, the choice boils down to whether you want a flexible toolkit to build your own playbooks, or a fully autonomous "AI BDR*" that runs the entire show for you.</p><p>(*BDR =  Business Development Representative)</p><p><strong>Platform comparison:</strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!CAj7!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71777a9e-7960-44ef-bb30-63fd84d3ea05_950x484.png 424w, https://substackcdn.com/image/fetch/$s_!CAj7!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71777a9e-7960-44ef-bb30-63fd84d3ea05_950x484.png 848w, https://substackcdn.com/image/fetch/$s_!CAj7!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71777a9e-7960-44ef-bb30-63fd84d3ea05_950x484.png 1272w, https://substackcdn.com/image/fetch/$s_!CAj7!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71777a9e-7960-44ef-bb30-63fd84d3ea05_950x484.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!CAj7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71777a9e-7960-44ef-bb30-63fd84d3ea05_950x484.png" width="724" height="368.85894736842107" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/71777a9e-7960-44ef-bb30-63fd84d3ea05_950x484.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:484,&quot;width&quot;:950,&quot;resizeWidth&quot;:724,&quot;bytes&quot;:546508,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/183597566?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7c934b69-0577-4b7f-b2d0-5a3101664ed9_980x508.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!CAj7!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71777a9e-7960-44ef-bb30-63fd84d3ea05_950x484.png 424w, https://substackcdn.com/image/fetch/$s_!CAj7!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71777a9e-7960-44ef-bb30-63fd84d3ea05_950x484.png 848w, https://substackcdn.com/image/fetch/$s_!CAj7!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71777a9e-7960-44ef-bb30-63fd84d3ea05_950x484.png 1272w, https://substackcdn.com/image/fetch/$s_!CAj7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71777a9e-7960-44ef-bb30-63fd84d3ea05_950x484.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Verdict:</strong> </p><p>Choose <em><strong>Outbond.ai</strong></em> if you are a lean team looking for an affordable, AI-assisted way to rapidly generate and export personalized sales playbooks. </p><p>Opt for <em><strong>Artisan.co</strong></em> if you have the budget to consolidate your entire outbound stack, from data to delivery, under one autonomous agent.</p><div><hr></div><div><hr></div><h2>&#128161;Workflow Lab</h2><h6>Practical AI ideas to work faster and smarter.</h6><div class="pullquote"><p><strong>&#128205;One-Page Offer Stack</strong></p></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!54Mz!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!54Mz!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png 424w, https://substackcdn.com/image/fetch/$s_!54Mz!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png 848w, https://substackcdn.com/image/fetch/$s_!54Mz!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!54Mz!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!54Mz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png" width="650" height="433.3333333333333" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4db1469b-4295-4fbd-bdef-009fef6e7a59_1536x1024.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1024,&quot;width&quot;:1536,&quot;resizeWidth&quot;:650,&quot;bytes&quot;:3191376,&quot;alt&quot;:&quot;AI helps a man convert messy notes and docs to a one-page offer stack.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/183597566?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e9ab82e-cdce-4249-8aea-03c9d4bce7d2_1536x1024.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="AI helps a man convert messy notes and docs to a one-page offer stack." title="AI helps a man convert messy notes and docs to a one-page offer stack." srcset="https://substackcdn.com/image/fetch/$s_!54Mz!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png 424w, https://substackcdn.com/image/fetch/$s_!54Mz!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png 848w, https://substackcdn.com/image/fetch/$s_!54Mz!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!54Mz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6587710f-e711-4216-b5bb-1ab54192f155_1536x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Image: OpenAI / AI Declassified</figcaption></figure></div><p><em><strong>What it is</strong></em><strong>: </strong></p><p>A One-Page Offer Stack is a single page that makes your service feel obvious to buy: <em>who it&#8217;s for</em>, <em>what they get</em>, <em>how it works</em>, <em>why you&#8217;re credible</em>, and <em>what to do next</em>. </p><p>The goal isn&#8217;t &#8220;more info.&#8221; It&#8217;s less confusion. AI helps you compress what you do into clear language that sells without sounding &#8220;<em>sales-</em>y.&#8221;</p><p><em><strong>Real-world example</strong></em><strong>: </strong></p><p>Say you run a small consulting or creative agency and referrals have slowed. You know you&#8217;re good, but your website reads like a brochure: &#8220;strategy, design, solutions.&#8221; </p><p>You feed your messy notes, past client wins, and pricing into AI and ask it to draft a one-page offer that&#8217;s specific: a named package, a defined timeline, exact deliverables, and a simple decision path. </p><p>Suddenly prospects don&#8217;t need a call just to understand you, which is often where they drop off. They see the offer, they instantly get it, and they&#8217;re more likely to take the next step.</p><blockquote><p><em><strong>Use this prompt template:</strong></em></p></blockquote><div class="pullquote"><p><code>Act as a direct-response strategist. Here&#8217;s my service, ideal client, past results, and current pricing: [paste]. Create a one-page offer with: a sharp headline, who it&#8217;s for/not for, the promise, 3&#8211;5 deliverables, process in 3 steps, proof points, FAQ that handles objections, and a clear call-to-action. Write it in plain English, confident but not hype. Give me 2 versions: premium and mid-tier.</code></p></div><div><hr></div><h2>&#127861;AI News Quick Hits</h2><h6></h6><p><strong>&#129504; NVIDIA</strong> <a href="https://blogs.nvidia.com/blog/2026-ces-special-presentation/?utm">unveiled</a> its &#8220;Rubin&#8221; data-center platform at CES (six chips that act like one system), promising cheaper AI answers; partner hardware ships in the second half of 2026.</p><p>&#129471; <strong>Boston Dynamics and Google DeepMind</strong> are teaming up <a href="https://bostondynamics.com/blog/boston-dynamics-google-deepmind-form-new-ai-partnership/?utm">to bring</a> Gemini Robotics &#8220;brains&#8221; to Atlas, basically, teaching a humanoid to pick up new skills faster with foundation models.</p><p><strong>&#129302; NVIDIA</strong> also <a href="https://nvidianews.nvidia.com/news/nvidia-releases-new-physical-ai-models-as-global-partners-unveil-next-generation-robots?utm">released</a> new &#8220;physical AI&#8221; building blocks (Cosmos + GR00T models) at CES to help robots learn in simulation and real life, aimed at speeding up general-purpose robotics.</p><p>&#128250; <strong>Google</strong> <a href="https://blog.google/products/google-tv/ces-2026/?utm">previewed</a> Gemini on Google TV, so you can ask for recommendations, summaries, and kid-safe answers, and even fix settings by voice (&#8220;too dim,&#8221; &#8220;can&#8217;t hear dialogue&#8221;).</p><p><strong>&#127897;&#65039; OpenAI</strong> is reportedly <a href="https://techcrunch.com/2026/01/01/openai-bets-big-on-audio-as-silicon-valley-declares-war-on-screens/?utm">reshuffling</a> teams to ship a more natural voice model in early 2026, and is exploring audio-first devices about a year later (think &#8220;talk to it,&#8221; instead of &#8220;tap it&#8221;).</p><p>&#128220; <strong>California&#8217;s</strong> SB 53 AI transparency law <a href="https://www.axios.com/local/san-francisco/2026/01/05/new-laws-2026-california-sf-sd?utm">took effect</a> Jan 1, pushing big &#8220;frontier&#8221; model builders to publish safety/risk frameworks and disclosures, like a public owner&#8217;s manual for powerful AI.</p><p>&#9878;&#65039; <strong>U.S. courts</strong> are <a href="https://www.reuters.com/legal/government/ai-copyright-battles-enter-pivotal-year-us-courts-weigh-fair-use-2026-01-05/?utm">heading</a> into a pivotal year on AI training and copyright: judges are split on &#8220;fair use,&#8221; and the outcomes could reshape how models get built (or paid for).</p><p><strong>&#128680; Britain</strong> <a href="https://www.reuters.com/business/media-telecom/britain-demands-elon-musks-grok-answers-concerns-about-sexualised-photos-2026-01-05/?utm">demanded answers</a> after Grok generated non-consensual &#8220;undressing&#8221; images and sexualized content involving children; regulator Ofcom is probing X/xAI&#8217;s online-safety compliance.</p><p><strong>&#128185; China&#8217;s</strong> MiniMax is set to <a href="https://www.reuters.com/world/asia-pacific/chinese-ai-firm-minimax-expected-price-hong-kong-ipo-top-range-sources-say-2026-01-05/?utm">price</a> its Hong Kong IPO at the top of the range (about a <strong>$538M</strong> raise), signaling investor hunger for multimodal AI startups despite geopolitics. </p><p><strong>&#128200; China</strong> AI chipmaker, Biren, <a href="https://www.reuters.com/world/asia-pacific/china-ai-chipmaker-biren-surges-82-hong-kong-debut-kicking-off-2026-listings-2026-01-02/?utm">jumped</a> about <strong>76%</strong> in its Hong Kong debut after raising roughly <strong>$717M</strong>, kicking off 2026 with &#8220;AI chips&#8221; as the hottest listing theme.</p><div><hr></div><p><em>What do you think of this week&#8217;s newsletter? Hit reply and let me know. </em></p><p><em>See you next week!</em></p><blockquote><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/ai-hijacks-ces-2026?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/ai-hijacks-ces-2026?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[💰SoftBank acquires hard assets]]></title><description><![CDATA[3 mins.]]></description><link>https://www.aiweeklyedge.com/p/softbank-acquires-hard-assets</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/softbank-acquires-hard-assets</guid><pubDate>Tue, 30 Dec 2025 20:22:23 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!JOfX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> </p><p>Hope you had a great holiday season. As we roll into the new year, the AI world is stepping on the gas, most recently with OpenAI&#8217;s new prompt packs and SoftBank&#8217;s big-ticket move.</p><p>Let&#8217;s dive in<em>.</em></p><div><hr></div><p>On deck:</p><h5>&#9726; Open AI Releases Prompt Packs</h5><h5>&#9726; SoftBank buys DigitalBridge</h5><h5>&#9726; Jasper vs Copy.ai</h5><h5>&#9726; Creating Applets to simplify your workflow</h5><h5>&#9726; 10 other AI news updates worth your attention</h5><div><hr></div><div><hr></div><h2>&#128225;Signal behind the buzz&#128266;</h2><h6>Decoding trending AI stories.</h6><div><hr></div><h4>&#128205;<a href="https://academy.openai.com/public/tags/prompt-packs-6849a0f98c613939acef841c?utm">Open AI Prompt Packs</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kYmC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kYmC!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!kYmC!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!kYmC!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!kYmC!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kYmC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7fed06c8-1822-43d7-98ed-c6e31e99f54c_2816x1536.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7211488,&quot;alt&quot;:&quot;Image showing Sam Altman and other employees presenting \&quot;Prompt Packs\&quot; as a gift package.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/182901780?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7fed06c8-1822-43d7-98ed-c6e31e99f54c_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image showing Sam Altman and other employees presenting &quot;Prompt Packs&quot; as a gift package." title="Image showing Sam Altman and other employees presenting &quot;Prompt Packs&quot; as a gift package." srcset="https://substackcdn.com/image/fetch/$s_!kYmC!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!kYmC!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!kYmC!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!kYmC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff564c134-9a08-4d9c-99aa-440a609c51dc_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Image: Gemini / AI Declassified</figcaption></figure></div><blockquote><p><strong>&#128266;Buzz</strong>: </p></blockquote><p>OpenAI&#8217;s Academy hosts newly released collections of &#8220;Prompt Packs&#8221;: ready-to-use prompts organized by role and task, like onboarding plans for customer success, or recruiting workflows for HR. Some are claiming it&#8217;s a &#8220;<em>new feature that makes ChatGPT smarter overnight.</em>&#8221;</p><blockquote><p><strong>&#128225;Signal</strong>: </p></blockquote><p>Prompt Packs are best understood as curated templates, not a new model. Their real power is structure: good prompts specify the goal, the inputs needed, the audience, and the format of the output, so results are more consistent and easier to critique.</p><blockquote><p><strong>&#127919;Impact</strong>: </p></blockquote><p>Use Prompt Packs like training wheels. They&#8217;re great for repeatable work, but they can bake in wrong assumptions if you don&#8217;t <em><strong>adapt them</strong></em> to your context, data, and policies, and they won&#8217;t magically grant domain expertise.</p><div><hr></div><h4>&#128205;<a href="https://www.ft.com/content/ad04d01f-1526-4114-ad95-6784bb2c827c?utm">SoftBank buys DigitalBridge</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!JOfX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!JOfX!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!JOfX!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!JOfX!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!JOfX!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!JOfX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/718e1add-cfc7-4f9c-b4b6-73808f887e7f_2816x1536.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:8780976,&quot;alt&quot;:&quot;Image showing M. Son offering money to purchase DigitalBridge&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/182901780?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F718e1add-cfc7-4f9c-b4b6-73808f887e7f_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image showing M. Son offering money to purchase DigitalBridge" title="Image showing M. Son offering money to purchase DigitalBridge" srcset="https://substackcdn.com/image/fetch/$s_!JOfX!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!JOfX!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!JOfX!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!JOfX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba1b8154-5bdc-4b0c-88d8-ba0254ed4444_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Image: Gemini / AI Declassified</figcaption></figure></div><blockquote><p><strong>&#128266;Buzz</strong>: </p></blockquote><p>SoftBank just agreed to buy DigitalBridge for about $4B, and the chatter is &#8220;<em>data centers are the new oil</em>&#8221; and &#8220;<em>everyone&#8217;s racing to own the pipes behind AI.</em>&#8221; Some posts paint it as pure bubble behavior: big money chasing hype.</p><blockquote><p><strong>&#128225;Signal</strong>: </p></blockquote><p>AI doesn&#8217;t run on vibes, it runs on power, real estate, cooling, fiber, and financing. DigitalBridge specializes in investing in that digital infrastructure, including data centers and connectivity assets. </p><p>SoftBank says the acquisition is meant to expand its capacity for AI at scale and support next-generation AI data centers. In plain terms: they&#8217;re buying the ability to build and bankroll the physical layer models depend on.</p><blockquote><p><strong>&#127919;Impact</strong>: </p></blockquote><p>This is a reminder that the bottleneck is shifting. As models get cheaper to copy, scarce resources become electricity, GPUs, and permitted places to deploy them (data centers). </p><p>The signal to watch isn&#8217;t the headline price; it&#8217;s whether these mega-infrastructure bets actually make it cheaper and faster for businesses to put AI into real products.</p><div><hr></div><div><hr></div><h2>Tool Spotlight&#128294;</h2><h6>Your guide to choosing the right tools with confidence.</h6><div class="pullquote"><p><em><strong>&#128205; Jasper  vs  Copy.ai</strong></em></p></div><blockquote><p><strong>Introduction: </strong></p></blockquote><p><em><a href="https://www.jasper.ai/">Jasper</a></em> and <em><a href="https://www.copy.ai/">Copy.ai</a></em> are writing assistants, but have since outgrown the modest roots of &#8220;simple writing assistant&#8221; to become specialized operating systems for different business functions. </p><p>Jasper has doubled down on being the ultimate brand-controlled marketing hub, while Copy.ai has transformed into an automation-first engine for go-to-market (GTM) teams.</p><blockquote><p><strong>Platform comparison:</strong></p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tfm8!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ed43111-c500-4f73-8837-895436bc8551_2657x1346.png 424w, https://substackcdn.com/image/fetch/$s_!Tfm8!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ed43111-c500-4f73-8837-895436bc8551_2657x1346.png 848w, https://substackcdn.com/image/fetch/$s_!Tfm8!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ed43111-c500-4f73-8837-895436bc8551_2657x1346.png 1272w, https://substackcdn.com/image/fetch/$s_!Tfm8!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ed43111-c500-4f73-8837-895436bc8551_2657x1346.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tfm8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ed43111-c500-4f73-8837-895436bc8551_2657x1346.png" width="724" height="366.7685359427926" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6ed43111-c500-4f73-8837-895436bc8551_2657x1346.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1346,&quot;width&quot;:2657,&quot;resizeWidth&quot;:724,&quot;bytes&quot;:6695213,&quot;alt&quot;:&quot;A platform comparison table between Jasper.ai and Copy.ai&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/182901780?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2de4dce-b02f-417e-bb73-d09b94e3fbb6_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="A platform comparison table between Jasper.ai and Copy.ai" title="A platform comparison table between Jasper.ai and Copy.ai" srcset="https://substackcdn.com/image/fetch/$s_!Tfm8!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ed43111-c500-4f73-8837-895436bc8551_2657x1346.png 424w, https://substackcdn.com/image/fetch/$s_!Tfm8!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ed43111-c500-4f73-8837-895436bc8551_2657x1346.png 848w, https://substackcdn.com/image/fetch/$s_!Tfm8!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ed43111-c500-4f73-8837-895436bc8551_2657x1346.png 1272w, https://substackcdn.com/image/fetch/$s_!Tfm8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ed43111-c500-4f73-8837-895436bc8551_2657x1346.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Table: Gemini / AI Declassified</figcaption></figure></div><blockquote><p><strong>Verdict:</strong> </p></blockquote><p>Choose <em><strong>Jasper.ai</strong></em> if you need to scale a consistent, high-quality brand voice across complex marketing campaigns. Pick <em><strong>Copy.ai</strong></em> if your priority is automating the "grunt work" of sales outreach and lead processing at a large scale. </p><div><hr></div><div><hr></div><h2>&#128161;Workflow Lab</h2><h6>Practical AI ideas to work faster and smarter.</h6><div class="pullquote"><p><strong>&#128205;Creating AI Applets</strong></p></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-u71!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-u71!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png 424w, https://substackcdn.com/image/fetch/$s_!-u71!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png 848w, https://substackcdn.com/image/fetch/$s_!-u71!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png 1272w, https://substackcdn.com/image/fetch/$s_!-u71!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-u71!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png" width="2669" height="1196" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png&quot;,&quot;srcNoWatermark&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/899c17cf-e72c-4ddb-a830-a72b71c7947c_2669x1196.png&quot;,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1196,&quot;width&quot;:2669,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:4705281,&quot;alt&quot;:&quot;Image for creating AI applets&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/182901780?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbbeb9357-ead0-4fae-94e9-7ca6d9c95bc5_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image for creating AI applets" title="Image for creating AI applets" srcset="https://substackcdn.com/image/fetch/$s_!-u71!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png 424w, https://substackcdn.com/image/fetch/$s_!-u71!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png 848w, https://substackcdn.com/image/fetch/$s_!-u71!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png 1272w, https://substackcdn.com/image/fetch/$s_!-u71!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66edad9d-5ced-40a2-a0b8-d2ee4485057c_2669x1196.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Image: Gemini / AI Declassified</figcaption></figure></div><blockquote><p><em><strong>What it is</strong></em><strong>: </strong></p></blockquote><p>You don&#8217;t have to retype &#8220;the perfect prompt&#8221; every time you need work done. You could create a reusable setup that bakes your best instructions into a custom GPT or Claude Project, so you can run a workflow on demand with consistent output. </p><p>It&#8217;s the difference between giving directions every morning and saving the route once.</p><blockquote><p><em><strong>Real-world example</strong></em><strong>: </strong></p></blockquote><p>It&#8217;s Friday afternoon and you need to send a project status update report, but, as usual, your notes are scattered across Slack, Teams, and half-finished thoughts on a text file. </p><p>You could copy all that into a LLM and wrestle with phrasing, tone, and formatting again, or you can build a &#8220;Status Update&#8221; applet once and always reuse it. </p><p>Now you paste raw notes and the applet produces a clean, executive-ready brief in your team&#8217;s format, with risks flagged, metrics highlighted, and any other feature you&#8217;d like to see. </p><p>You stop being the writer and become the editor, turning a recurring 30-minute drain into a 60-second finish.</p><blockquote><p><em><strong>How to access  Custom GPT (ChatGPT) or a Project (Claude) to create an applet:</strong></em></p></blockquote><p><em><strong>For ChatGPT:</strong></em></p><ul><li><p><em>Click <strong>Explore GPTs</strong> (or <strong>GPTs</strong>) &#8594; <strong>Create</strong> (top right corner on desktop) &#8594; Describe what you need on the Create tab, or open the <strong>Configure</strong> tab, then paste your prompt into the <strong>Instructions</strong> box and save it. </em></p></li></ul><p><em><strong>For Claude: </strong></em></p><ul><li><p><em>Open <strong>Projects</strong> &#8594; <strong>New Project</strong> &#8594; Give it a title and description, &#8594; <strong>Create Project</strong>,  then click on <strong>Project Instructions</strong> and paste your prompt there. </em></p></li></ul><p>After that, your GPT or Project will follow the saved instructions every time. Note that you can also add reference files in the setup (like PDFs, docs, or style guides), so the tool can pull from that material for more accurate, on-brand outputs.</p><div><hr></div><div><hr></div><h2>&#127861;AI News Quick Hits</h2><h6></h6><p><strong>&#128176; <a href="https://www.reuters.com/world/china/meta-acquire-chinese-startup-manus-boost-advanced-ai-features-2025-12-29/">Meta</a></strong><a href="https://www.reuters.com/world/china/meta-acquire-chinese-startup-manus-boost-advanced-ai-features-2025-12-29/"> is buying</a> Chinese-founded AI-agent startup Manus (valued ~$2&#8211;3B) to fold &#8220;general agent&#8221; tech into Meta AI.</p><p><strong>&#129777;&#127996;&#8205;&#129778;&#127997; <a href="https://www.reuters.com/legal/transactional/nvidia-takes-5-billion-stake-intel-under-september-agreement-2025-12-29/">Nvidia</a></strong><a href="https://www.reuters.com/legal/transactional/nvidia-takes-5-billion-stake-intel-under-september-agreement-2025-12-29/"> just closed</a> a $5B Intel stake purchase (filed Dec 29), turning a rivalry into a supply-chain hedge as the U.S. tries to rebuild advanced chipmaking. </p><p><strong>&#129504; <a href="https://www.reuters.com/business/nvidia-buy-ai-chip-startup-groq-about-20-billion-cnbc-reports-2025-12-24/">Nvidia</a></strong><a href="https://www.reuters.com/business/nvidia-buy-ai-chip-startup-groq-about-20-billion-cnbc-reports-2025-12-24/"> sidestepped</a> an outright acquisition by licensing Groq&#8217;s inference chip tech and hiring its CEO/team, another &#8220;<em>buy the brains, not the company</em>&#8221; play. </p><p><strong>&#128176; <a href="https://ir.digitalbridge.com/news-releases/news-release-details/softbank-group-acquire-digitalbridge-4-billion-scale-next-gen-ai?utm">SoftBank</a></strong><a href="https://ir.digitalbridge.com/news-releases/news-release-details/softbank-group-acquire-digitalbridge-4-billion-scale-next-gen-ai?utm"> agreed to buy</a> DigitalBridge for $4B ($16/share) to bulk up AI data-center infrastructure, while keeping CEO Marc Ganzi to run it as a separate platform.</p><p><strong>&#9997;&#127996; <a href="https://www.reuters.com/world/china/samsung-wins-us-annual-approval-chipmaking-tool-shipments-china-source-says-2025-12-30/">The U.S. </a></strong><a href="https://www.reuters.com/world/china/samsung-wins-us-annual-approval-chipmaking-tool-shipments-china-source-says-2025-12-30/">granted</a> Samsung and SK Hynix annual 2026 licenses to ship chipmaking tools into China, easing near-term AI-memory jitters.</p><p><strong>&#128221; <a href="https://www.reuters.com/world/asia-pacific/china-issues-drafts-rules-regulate-ai-with-human-like-interaction-2025-12-27/">China&#8217;s</a></strong><a href="https://www.reuters.com/world/asia-pacific/china-issues-drafts-rules-regulate-ai-with-human-like-interaction-2025-12-27/"> regulator proposed</a> draft rules for &#8220;human-like&#8221; AI that does emotional interaction, requiring addiction warnings, safety duties, and intervention when users show dependence.</p><p><strong>&#129703; <a href="https://www.reuters.com/business/autos-transportation/waymos-san-francisco-outage-raises-doubts-over-robotaxi-readiness-during-crises-2025-12-27/">Waymo&#8217;s</a></strong><a href="https://www.reuters.com/business/autos-transportation/waymos-san-francisco-outage-raises-doubts-over-robotaxi-readiness-during-crises-2025-12-27/"> Dec 20 SF blackout chaos</a> (robotaxis stuck at dark intersections) reignited calls to regulate teleoperation; Waymo says fleet-wide updates are rolling out. </p><p><strong>&#129784;&#127996; <a href="https://www.reuters.com/world/china/us-impose-tariffs-chips-china-2025-12-23/">The U.S.</a></strong><a href="https://www.reuters.com/world/china/us-impose-tariffs-chips-china-2025-12-23/"> postponed </a>new tariffs on Chinese &#8220;legacy&#8221; chips to June 2027 (rate TBD), temporarily holding back trade pressure while broader chip-import tariff probes loom.</p><p><strong>&#127873; <a href="https://blog.google/technology/ai/google-ai-updates-december-2025/?utm">Google&#8217;s</a></strong><a href="https://blog.google/technology/ai/google-ai-updates-december-2025/?utm"> Dec 29 roundup</a> spotlights Gemini 3 Flash, new verification tools inside the Gemini app, and Gemini-powered Translate: year-end product shipping as competition heats up.</p><p><strong>&#128176; <a href="https://www.reuters.com/world/india/indias-coforge-acquire-us-based-encora-235-billion-deal-2025-12-26/">India&#8217;s</a></strong><a href="https://www.reuters.com/world/india/indias-coforge-acquire-us-based-encora-235-billion-deal-2025-12-26/"> Coforge is buying</a> California-based Encora for $2.35B to expand AI services and its Americas footprint, another signal that &#8220;AI consulting&#8221; is now table stakes.</p><div><hr></div><p><em>What do you think of this week&#8217;s newsletter? Hit reply and let me know. </em></p><p><em>See you next week!</em></p><blockquote><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/softbank-acquires-hard-assets?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/softbank-acquires-hard-assets?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[⚡OpenAI strikes back!]]></title><description><![CDATA[4 mins.]]></description><link>https://www.aiweeklyedge.com/p/openai-strikes-back</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/openai-strikes-back</guid><pubDate>Wed, 17 Dec 2025 13:02:52 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/b72b49c1-8bda-403b-b044-8519d4f6d64e_2027x1603.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> </p><p>I was just saying last week that while GPT-5.2 is a best-in-class frontier model, it still trailed Nano Banana Pro in image generation. </p><p>I knew OpenAI would push to close that gap, but the speed of this industry is relentless. Today, they released a new image model that seems to have already wrestled the crown back. Truly a race. Your move, Google.</p><p>Let&#8217;s dive into today&#8217;s issue<em>.</em></p><div><hr></div><p>On deck:</p><h5>&#9726; AI Signal: OpenAI strikes back! &amp; AI to help solve the universe</h5><h5>&#9726; AI Tool Spotlight: Base44</h5><h5>&#9726; AI Training: Scope Creep Insurance</h5><h5>&#9726; AI News Quick Hits: 10 updates worth your attention</h5><div><hr></div><h2>&#128225;AI Signal</h2><h6>Demystifying trending AI stories.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WuMM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png 424w, https://substackcdn.com/image/fetch/$s_!WuMM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png 848w, https://substackcdn.com/image/fetch/$s_!WuMM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png 1272w, https://substackcdn.com/image/fetch/$s_!WuMM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WuMM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png" width="728" height="240.5" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:481,&quot;width&quot;:1456,&quot;resizeWidth&quot;:728,&quot;bytes&quot;:5841550,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/181489928?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!WuMM!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png 424w, https://substackcdn.com/image/fetch/$s_!WuMM!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png 848w, https://substackcdn.com/image/fetch/$s_!WuMM!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png 1272w, https://substackcdn.com/image/fetch/$s_!WuMM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f8c70fa-a222-42a9-830a-e7572b17efb7_3584x1184.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"><strong>OpenAI strikes back!</strong></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Krp8!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F305a05a2-28d3-43f6-803b-8829ed828d6b_1017x330.png 424w, https://substackcdn.com/image/fetch/$s_!Krp8!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F305a05a2-28d3-43f6-803b-8829ed828d6b_1017x330.png 848w, https://substackcdn.com/image/fetch/$s_!Krp8!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F305a05a2-28d3-43f6-803b-8829ed828d6b_1017x330.png 1272w, https://substackcdn.com/image/fetch/$s_!Krp8!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F305a05a2-28d3-43f6-803b-8829ed828d6b_1017x330.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Krp8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F305a05a2-28d3-43f6-803b-8829ed828d6b_1017x330.png" width="1017" height="330" 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srcset="https://substackcdn.com/image/fetch/$s_!Krp8!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F305a05a2-28d3-43f6-803b-8829ed828d6b_1017x330.png 424w, https://substackcdn.com/image/fetch/$s_!Krp8!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F305a05a2-28d3-43f6-803b-8829ed828d6b_1017x330.png 848w, https://substackcdn.com/image/fetch/$s_!Krp8!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F305a05a2-28d3-43f6-803b-8829ed828d6b_1017x330.png 1272w, https://substackcdn.com/image/fetch/$s_!Krp8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F305a05a2-28d3-43f6-803b-8829ed828d6b_1017x330.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"><strong>AI to help solve the universe</strong></figcaption></figure></div><div><hr></div><h2>&#128294;AI Tool Spotlight: <strong>Base44</strong></h2><h6>Smart Tools, Clear Choices. (Presented by Toolfetch.ai, coming soon)</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!_Pnd!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bee66cb-2f7f-49e7-9d65-7d6ba7134e0b_1994x947.png 424w, https://substackcdn.com/image/fetch/$s_!_Pnd!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bee66cb-2f7f-49e7-9d65-7d6ba7134e0b_1994x947.png 848w, https://substackcdn.com/image/fetch/$s_!_Pnd!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8bee66cb-2f7f-49e7-9d65-7d6ba7134e0b_1994x947.png 1272w, 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Use Case Example:</strong><br>Imagine you need a client portal for your freelance business where clients can log in, see invoices, upload files, and approve drafts. </p><p>Instead of stitching together &#8220;database + UI + automation&#8221; tools like a bad game of Tetris, you type: <em>&#8220;Build a client portal with secure login, an invoice table, and a file approval workflow.&#8221;</em> </p><p>Base44 instantly provisions the database, sets up user authentication, and generates the frontend, giving you a deployed, working app in minutes.</p><p><strong>Overall Feel and Key Dimensions:</strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ijRq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fe3107f-d038-4a62-b78b-3c8bc4d08863_2691x1258.png 424w, https://substackcdn.com/image/fetch/$s_!ijRq!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fe3107f-d038-4a62-b78b-3c8bc4d08863_2691x1258.png 848w, https://substackcdn.com/image/fetch/$s_!ijRq!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1fe3107f-d038-4a62-b78b-3c8bc4d08863_2691x1258.png 1272w, 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Verdict:</strong> Best for solopreneurs and small teams who need a functional, data-driven tool or MVP <em>immediately</em> and don&#8217;t want to manage separate database services. </p><div><hr></div><h2>&#128161;AI Training</h2><h6>Practical AI ideas to work faster and smarter.</h6><h6></h6><p><em><strong>What it is</strong></em><strong>: </strong><em>Scope creep</em> is when a project quietly grows past what you priced, planned, and promised. </p><p><em>Scope Creep Insurance</em> isn&#8217;t a product you buy, it&#8217;s a simple habit: treating every new request as a change order, not a casual add-on. AI makes this frictionless by drafting boundary language and pricing options.</p><p><em><strong>Real-world example</strong></em><strong>: </strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kBej!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png 424w, https://substackcdn.com/image/fetch/$s_!kBej!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png 848w, https://substackcdn.com/image/fetch/$s_!kBej!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png 1272w, https://substackcdn.com/image/fetch/$s_!kBej!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kBej!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png" width="1456" height="483" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:483,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:3868667,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/181489928?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kBej!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png 424w, https://substackcdn.com/image/fetch/$s_!kBej!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png 848w, https://substackcdn.com/image/fetch/$s_!kBej!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png 1272w, https://substackcdn.com/image/fetch/$s_!kBej!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F802629e4-a21a-44dd-a2b7-d11cbed31120_2736x908.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><blockquote><p><em><strong>Use this prompt template</strong></em>:</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!hcR5!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0465672b-bed6-469e-b379-88a5522e5263_2641x545.png 424w, https://substackcdn.com/image/fetch/$s_!hcR5!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0465672b-bed6-469e-b379-88a5522e5263_2641x545.png 848w, https://substackcdn.com/image/fetch/$s_!hcR5!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0465672b-bed6-469e-b379-88a5522e5263_2641x545.png 1272w, https://substackcdn.com/image/fetch/$s_!hcR5!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0465672b-bed6-469e-b379-88a5522e5263_2641x545.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!hcR5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0465672b-bed6-469e-b379-88a5522e5263_2641x545.png" width="2641" height="545" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0465672b-bed6-469e-b379-88a5522e5263_2641x545.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:545,&quot;width&quot;:2641,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2889137,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/181489928?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bd9c214-ec92-42fc-a071-cc1c2d067e4d_2641x545.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!hcR5!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0465672b-bed6-469e-b379-88a5522e5263_2641x545.png 424w, https://substackcdn.com/image/fetch/$s_!hcR5!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0465672b-bed6-469e-b379-88a5522e5263_2641x545.png 848w, https://substackcdn.com/image/fetch/$s_!hcR5!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0465672b-bed6-469e-b379-88a5522e5263_2641x545.png 1272w, https://substackcdn.com/image/fetch/$s_!hcR5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0465672b-bed6-469e-b379-88a5522e5263_2641x545.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div><hr></div><h2>&#127861;AI News Quick Hits</h2><h6></h6><p><strong>&#129777;&#127996;&#8205;&#129778;&#127997;<a href="https://openai.com/index/disney-sora-agreement/?utm">Disney invests $1B in OpenAI</a></strong> and licenses 200+ characters for Sora AI video generator, bridging Hollywood and generative AI.</p><p><strong>&#128176;<a href="https://www.reuters.com/business/retail-consumer/openai-talks-raise-least-10-billion-amazon-use-its-ai-chips-information-reports-2025-12-17/?utm">Amazon eyes a $10B stake in OpenAI</a></strong> in a deal valuing ChatGPT&#8217;s creator above $500B.</p><p><strong>&#9997;&#127996;<a href="https://www.whitehouse.gov/presidential-actions/2025/12/eliminating-state-law-obstruction-of-national-artificial-intelligence-policy/?utm">U.S. President Donald Trump signs AI executive order</a></strong> overriding state AI laws with a national standard, sparking a federal-vs.-state power debate.</p><p><strong>&#128736;&#65039;<a href="https://time.com/7339621/person-of-the-year-2025-ai-architects-choice/?utm">Time names &#8220;Architects of AI&#8221; Person of the Year</a></strong> (Altman, Hassabis, Huang, etc.), reflecting AI&#8217;s outsized impact in 2025.</p><p><strong>&#128640;<a href="https://www.war.gov/News/Releases/Release/Article/4354916/the-war-department-unleashes-ai-on-new-genaimil-platform/">Pentagon launches &#8220;GenAI.mil&#8221; with Google&#8217;s Gemini</a></strong>: a bespoke platform putting frontier AI tools in U.S. military hands.</p><p><strong>&#129351;<a href="https://apps.apple.com/us/iphone/room/6756335209">ChatGPT becomes 2025&#8217;s top iPhone app</a></strong>, surpassing TikTok and Google on Apple&#8217;s download charts, a sign of AI&#8217;s mainstream reach.</p><p><strong>&#129504;<a href="https://openai.com/index/new-chatgpt-images-is-here/?utm">OpenAI debuts GPT Image 1.5</a></strong>, a new model that upgrades ChatGPT&#8217;s image generation with faster edits, better fidelity and enterprise features.</p><p><strong>&#9878;&#65039;<a href="https://ec.europa.eu/commission/presscorner/detail/en/ip_25_2964?utm">EU opens antitrust probe into Google&#8217;s AI</a></strong> over use of publishers&#8217; content for model training, citing competition and copyright concerns.</p><p><strong>&#127912;<a href="https://news.adobe.com/news/2025/12/adobe-photoshop-express-acrobat-chatgpt?utm">Adobe embeds Photoshop &amp; Acrobat in ChatGPT</a></strong>, letting users edit images and PDFs via AI prompts for free within the chatbot.</p><p><strong>&#129705;<a href="https://blog.google/technology/google-labs/gentabs-gemini-3/?utm">Google unveils &#8220;Disco&#8221; browser experiment</a></strong> that turns open tabs into AI-generated apps (via &#8220;GenTabs&#8221;), hinting at a new web-browsing paradigm.</p><div><hr></div><p><em>What do you think of this week&#8217;s newsletter? Hit reply and let me know. </em></p><blockquote><p><em><strong>PS: I&#8217;m taking a short break to prep for the holidays with my family, so there won&#8217;t be issues on December 18, 23, or 25. The next issue will be Tuesday, December 30. Until then, stay safe--and happy holidays!</strong></em></p><div><hr></div></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/openai-strikes-back?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/openai-strikes-back?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p></p>]]></content:encoded></item><item><title><![CDATA[How “Organic” Is Organic?]]></title><description><![CDATA[Read Time: 4 mins.]]></description><link>https://www.aiweeklyedge.com/p/how-organic-is-organic</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/how-organic-is-organic</guid><pubDate>Fri, 12 Dec 2025 13:03:20 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!THAO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back! </strong></p><p>Next week, the conversation will be on AI companions, as chosen in last week&#8217;s poll.</p><p>This week, with holiday shopping ramping up, let&#8217;s tackle a label you&#8217;ve seen a thousand times: what does &#8220;organic&#8221; actually mean?</p><blockquote><p><em><strong>Quick update</strong>: OpenAI<a href="https://openai.com/index/introducing-gpt-5-2/"> released</a> <strong>GPT-5.2 </strong>yesterday. </em></p></blockquote><div class="pullquote"><p><em>You&#8217;re about to read a <a href="https://www.amazon.com/dp/B0FV2CWNNY">real conversation</a> with today&#8217;s most advanced AI, guided by my custom prompting framework designed for this experiment. Clarifying notes appear in block quotes where needed. Brace yourself.</em></p></div><h2>&#128194;File XX: 50 Shades of <em>Organic</em></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!THAO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png 424w, https://substackcdn.com/image/fetch/$s_!THAO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png 848w, https://substackcdn.com/image/fetch/$s_!THAO!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!THAO!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!THAO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png" width="650" height="375.7621377493414" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1536,&quot;width&quot;:2657,&quot;resizeWidth&quot;:650,&quot;bytes&quot;:8448425,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/181306393?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7ae6895-6f31-482e-ac7a-9e2baed45289_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!THAO!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png 424w, https://substackcdn.com/image/fetch/$s_!THAO!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png 848w, https://substackcdn.com/image/fetch/$s_!THAO!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!THAO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F164bd5bd-3c83-4bc1-a25c-1f119e3af9ae_2657x1536.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Interviewer:</strong> <em>Let&#8217;s start simple. I&#8217;m in the produce aisle, and I&#8217;m holding a mango with that green &#8220;organic&#8221; sticker. What does that label really promise, in plain English?</em></p><p><strong>Prime AI:</strong> It promises a rulebook was followed. Not perfection, not virtue. In the U.S., &#8220;USDA Organic&#8221; means the farm followed a specific, enforceable standard: no GMOs, strong limits on synthetic fertilizers and pesticides, restrictions on certain processing methods, and records that can be inspected. </p><p><strong>Interviewer:</strong> <em>So it&#8217;s a method.</em></p><p><strong>Prime AI:</strong> Right. It does not automatically mean healthier, local, or &#8220;small farm.&#8221; It means a regulated production method.</p><p><strong>Interviewer:</strong> <em>Okay, then explain the label tiers, because people see three different versions and assume it&#8217;s all the same.</em></p><p><strong>Prime AI:</strong> Three main ones. <strong>&#8220;100% organic&#8221;</strong> means essentially every agricultural ingredient, except water and salt, is organic. <strong>&#8220;Organic&#8221;</strong> means at least <strong>95%</strong> organic ingredients, and the remainder must come from a tightly controlled approved list. <strong>&#8220;Made with organic&#8221;</strong> means <strong>70&#8211;94%</strong> organic ingredients, and you cannot use the big USDA Organic seal like the higher tiers. Below 70%, you can only list organic ingredients in the fine print.</p><p><strong>Interviewer:</strong> <em>Is an organic cookie nutritionally superior to a regular cookie?</em></p><p><strong>Prime AI:</strong> Well, the label tells you <em>how ingredients were produced</em>, not whether the final food is &#8220;healthy.&#8221; Organic sugar is still sugar. Organic chips are still chips.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!tZUs!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!tZUs!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!tZUs!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!tZUs!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!tZUs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png" width="650" height="354.4642857142857" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:650,&quot;bytes&quot;:5584538,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/181306393?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!tZUs!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!tZUs!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!tZUs!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!tZUs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3873bfe-bbff-4879-9bc9-9b1ae5b51030_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Interviewer:</strong> <em>Does organic mean pesticide-free?</em></p><p><strong>Prime AI:</strong> No. Organic farms can use pesticides too. &#8220;Pesticide&#8221; just means something used to kill pests. Organic rules ban nearly all synthetic pesticides, but allow many naturally derived ones and a small number of synthetics under strict review. So organic often means lower synthetic residues, but it is not zero, and it is not chemical-free.</p><p><strong>Interviewer:</strong> <em>We hear &#8220;natural pesticide&#8221; and think &#8220;safe.&#8221; Should we?</em></p><p><strong>Prime AI:</strong> You should be cautious. &#8220;Natural&#8221; does not automatically mean gentle. Toxicity is about dose and chemistry, not whether something came from a lab or a leaf. Some natural pesticides can still be tough on beneficial insects, aquatic life, or soil balance. The more accurate takeaway is this: organic systems typically avoid many higher-hazard synthetic options and emphasize prevention, like crop rotation and biodiversity, so ecosystems and farmworkers often get a better deal overall. But it is not a purity bubble.</p><p><strong>Interviewer:</strong> <em>What about nutrition? If I pay extra for organic blueberries, is it a noticeable health upgrade?</em></p><p><strong>Prime AI:</strong> Usually, no. Think &#8220;small differences, not superpowers.&#8221; Some studies find modest differences, like slightly higher levels of certain antioxidants in some crops, and lower exposure to certain residues. But the biggest drivers are what you eat overall, how fresh it is, and whether you consistently eat plants. If someone wants one powerful health move, it is &#8220;eat more fruits and vegetables,&#8221; organic or not.</p><p><strong>Interviewer:</strong> <em>Then why does organic exist? What is the strongest argument for it?</em></p><p><strong>Prime AI:</strong> Systems-level benefits. Organic standards push practices that often improve soil life and structure, protect water quality, and support biodiversity. Think of soil like a living bank account. Organic tries to deposit more than it withdraws, instead of chasing short-term gains with chemical shortcuts.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Mzee!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png 424w, https://substackcdn.com/image/fetch/$s_!Mzee!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png 848w, https://substackcdn.com/image/fetch/$s_!Mzee!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png 1272w, https://substackcdn.com/image/fetch/$s_!Mzee!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Mzee!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png" width="650" height="354.4642857142857" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:650,&quot;bytes&quot;:3511881,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/181306393?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Mzee!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png 424w, https://substackcdn.com/image/fetch/$s_!Mzee!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png 848w, https://substackcdn.com/image/fetch/$s_!Mzee!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png 1272w, https://substackcdn.com/image/fetch/$s_!Mzee!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F19bab0e1-f444-4094-8653-01660d36763f_2048x1117.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h6></h6><p><strong>Interviewer:</strong> <em>Critics call organic a &#8220;moral selfie.&#8221; Fans treat it like a religion. What is the uncomfortable truth on both sides?</em></p><p><strong>Prime AI:</strong> For fans: organic can still be wasteful or resource-heavy. Lower yields in some systems can mean more land is needed, and &#8220;organic&#8221; does not guarantee local or low-carbon. A badly managed organic farm can still harm soil through over-tillage. </p><p>For critics: &#8220;just wash it&#8221; is not a complete answer. Switching to more organic foods often lowers measurable internal exposure to certain synthetic pesticides. Health outcomes are still debated, but exposure reduction is real, and farmworker chemical risk is not a small thing.</p><p><strong>Interviewer:</strong> <em>So the grown-up mindset is?</em></p><p><strong>Prime AI:</strong> Use organic as a tool, not an identity. Eat more plants, waste less food, pick organic strategically where it matters most, and don&#8217;t let one sticker outsource your judgment.</p><p><strong>Interviewer:</strong> <em>With the price premium, how often is &#8220;organic&#8221; just a costume?</em></p><p><strong>Prime AI:</strong> Any premium label attracts counterfeiters. There have been real cases, especially in bulk supply chains and imports. Oversight has tightened, but no system is perfect. The seal plus a named certifier at least tells you there was an audit.</p><p><strong>Interviewer:</strong> <em>And the farmers market chalkboard that says &#8220;organic,&#8221; is that the same as the seal?</em></p><p><strong>Prime AI:</strong> Sometimes, but not always. Small farms can sometimes use &#8220;organic&#8221; without formal certification if they stay under a sales threshold and still follow the rules. Some are meticulous; some are loose. Certification adds verification and accountability.</p><p><strong>Interviewer:</strong> <em>Let&#8217;s say someone can&#8217;t afford to get &#8220;organic&#8221; for every produce on their shopping list. Which ones should be prioritized?</em></p><p><strong>Prime AI:</strong> First, thin-skinned fruits and leafy greens you eat whole. Second, foods kids eat frequently, since dose relative to body weight matters. Third, certain animal products, where organic rules affect feed and routine drug use. And wash produce under running water either way.</p><p><strong>Interviewer:</strong> <em>Speaking of animals, does organic guarantee happy cows and free-range chickens?</em></p><p><strong>Prime AI:</strong> Not necessarily. Organic requires organic feed and limits routine antibiotics and growth hormones, plus &#8220;access to the outdoors.&#8221; But the quality of that outdoor access varies. If animal lifestyle is your priority, look for additional welfare certifications on top of organic.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!j34y!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0f9f4d68-c83c-4f9d-8ded-cbd680970c00_1668x1326.png 424w, https://substackcdn.com/image/fetch/$s_!j34y!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0f9f4d68-c83c-4f9d-8ded-cbd680970c00_1668x1326.png 848w, https://substackcdn.com/image/fetch/$s_!j34y!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0f9f4d68-c83c-4f9d-8ded-cbd680970c00_1668x1326.png 1272w, https://substackcdn.com/image/fetch/$s_!j34y!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0f9f4d68-c83c-4f9d-8ded-cbd680970c00_1668x1326.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!j34y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0f9f4d68-c83c-4f9d-8ded-cbd680970c00_1668x1326.png" width="650" height="516.726618705036" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0f9f4d68-c83c-4f9d-8ded-cbd680970c00_1668x1326.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1326,&quot;width&quot;:1668,&quot;resizeWidth&quot;:650,&quot;bytes&quot;:4644070,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/181306393?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75be7b8a-a858-4f2a-a86b-31d6e49e0063_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!j34y!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0f9f4d68-c83c-4f9d-8ded-cbd680970c00_1668x1326.png 424w, https://substackcdn.com/image/fetch/$s_!j34y!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0f9f4d68-c83c-4f9d-8ded-cbd680970c00_1668x1326.png 848w, https://substackcdn.com/image/fetch/$s_!j34y!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0f9f4d68-c83c-4f9d-8ded-cbd680970c00_1668x1326.png 1272w, https://substackcdn.com/image/fetch/$s_!j34y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0f9f4d68-c83c-4f9d-8ded-cbd680970c00_1668x1326.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h6></h6><p><strong>Interviewer:</strong> <em>What about labels people confuse with organic, like &#8220;natural&#8221; and &#8220;non-GMO&#8221;?</em></p><p><strong>Prime AI:</strong> &#8220;Natural&#8221; is mostly marketing. &#8220;Non-GMO&#8221; only speaks to genetic engineering, not pesticide rules, fertilizer rules, or soil practices. Organic is broader.</p><p><strong>Interviewer:</strong> <em>Alright, final question: I&#8217;m in the produce aisle. When I see &#8220;organic,&#8221; what should my inner monologue be?</em></p><p><strong>Prime AI:</strong> &#8220;This is a stricter, audited rulebook for how the food was produced. It often means lower synthetic pesticide exposure and more soil-focused farming, but it is not perfection, not automatically healthier, and it does not replace choosing real, minimally processed food.&#8221;</p><div><hr></div><h2><strong>Key Takeaways</strong></h2><p><strong>&#128203; &#8220;Organic&#8221; is a verified production standard, not a nutrition guarantee:</strong> it generally means no GMOs and tighter limits on synthetics, but it doesn&#8217;t automatically mean healthier, local, ethical, or minimally processed.</p><p><strong>&#129514; Organic isn&#8217;t pesticide-free, just typically &#8220;lower in synthetic residues&#8221;:</strong> organic farms can still use approved pesticides, and &#8220;natural&#8221; doesn&#8217;t automatically mean safe. Dose and chemistry matter.</p><p><strong>&#128722; If you&#8217;re budgeting, be strategic:</strong> prioritize organic for thin-skinned fruits/leafy greens, kids&#8217; frequent foods, and some animal products. </p><div class="poll-embed" data-attrs="{&quot;id&quot;:417965}" data-component-name="PollToDOM"></div><div><hr></div><p><em>What do you think about this week&#8217;s newsletter? Hit reply and let me know. See you next week! </em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/how-organic-is-organic?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/how-organic-is-organic?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[AI's ONE Rule; Bad Character Bots🫢]]></title><description><![CDATA[Plus how to create a business mentor. 4 mins.]]></description><link>https://www.aiweeklyedge.com/p/ais-one-rule-bad-character-bots</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/ais-one-rule-bad-character-bots</guid><pubDate>Tue, 09 Dec 2025 21:50:20 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/79570ba7-2925-4716-baca-23eb3d6368d6_2048x1817.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> </p><p>Happy to share that the audiobook for <em><strong>Declassified: An Unfiltered Conversation With The World&#8217;s Most Advanced AI</strong></em> is now live! &#129395;&#127881; </p><p>For now, you can listen on: </p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.amazon.com/DECLASSIFIED-Unfiltered-Conversation-Worlds-Advanced/dp/B0G59RBHBW/ref=tmm_aud_swatch_0&quot;,&quot;text&quot;:&quot;Audible&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.amazon.com/DECLASSIFIED-Unfiltered-Conversation-Worlds-Advanced/dp/B0G59RBHBW/ref=tmm_aud_swatch_0"><span>Audible</span></a></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://open.spotify.com/show/6STl1kHqA0hYmeAtblsMsW&quot;,&quot;text&quot;:&quot;Spotify&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://open.spotify.com/show/6STl1kHqA0hYmeAtblsMsW"><span>Spotify</span></a></p><p>It&#8217;s also being rolled out to Apple Books, Google Play, Kobo, Hoopla, OverDrive, and more than 20 other retailers and library platforms, and will be available there soon. It just takes a little time for new audiobooks to appear in their catalogs.</p><p>With that exciting update out of the way, let&#8217;s dive into today&#8217;s issue<em>.</em></p><div><hr></div><p>On deck:</p><h5>&#128240; AI&#8217;s &#8220;One Rule&#8221; to rule them all</h5><h5>&#128240; Bad character at Character.AI</h5><h5>&#9876;&#65039; AI Tools Head-to-Head: Glide vs AppSheet</h5><h5>&#128161; Concept Corner: Synthetic Mentor Check-In</h5><h5>&#129354; Face-Off: Miniature 3D generation challenge</h5><h5>&#127861; AI News Quick Hits</h5><div><hr></div><h2>&#128225;Signal Behind the &#128266;Buzz</h2><h6>Demystifying trending AI stories with infographics.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!xcXA!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png 424w, https://substackcdn.com/image/fetch/$s_!xcXA!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png 848w, https://substackcdn.com/image/fetch/$s_!xcXA!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!xcXA!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!xcXA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png" width="1456" height="813" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:813,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:6018026,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180858977?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!xcXA!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png 424w, https://substackcdn.com/image/fetch/$s_!xcXA!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png 848w, https://substackcdn.com/image/fetch/$s_!xcXA!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!xcXA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4776dc50-f683-402f-b631-cb79d675bc4c_2752x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><h2>Head-to-Head&#9876;&#65039; by Toolfetch</h2><h6>Smart Tools, Clear Choices. Powered by <a href="https://www.toolfetch.ai">Toolfetch.ai</a> (coming soon)</h6><h6></h6><p>This week&#8217;s &#9876;&#65039; is between <em><strong><a href="https://www.glideapps.com/">Glide</a></strong></em> and <em><strong><a href="https://about.appsheet.com/home/">Google AppSheet</a></strong></em>.  Glide is known for beautiful, fast-to-launch interfaces, while AppSheet is better suited to complex logic, deeper workflows, and tight Google integration. </p><p>Both platforms can turn spreadsheets and other structured data into real apps without heavy coding.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7s5M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F980e685a-3320-436f-8278-a09892b2c3d5_2677x1355.png 424w, https://substackcdn.com/image/fetch/$s_!7s5M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F980e685a-3320-436f-8278-a09892b2c3d5_2677x1355.png 848w, https://substackcdn.com/image/fetch/$s_!7s5M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F980e685a-3320-436f-8278-a09892b2c3d5_2677x1355.png 1272w, https://substackcdn.com/image/fetch/$s_!7s5M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F980e685a-3320-436f-8278-a09892b2c3d5_2677x1355.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!7s5M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F980e685a-3320-436f-8278-a09892b2c3d5_2677x1355.png" width="728" height="368.48711243929773" 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srcset="https://substackcdn.com/image/fetch/$s_!7s5M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F980e685a-3320-436f-8278-a09892b2c3d5_2677x1355.png 424w, https://substackcdn.com/image/fetch/$s_!7s5M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F980e685a-3320-436f-8278-a09892b2c3d5_2677x1355.png 848w, https://substackcdn.com/image/fetch/$s_!7s5M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F980e685a-3320-436f-8278-a09892b2c3d5_2677x1355.png 1272w, https://substackcdn.com/image/fetch/$s_!7s5M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F980e685a-3320-436f-8278-a09892b2c3d5_2677x1355.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Verdict:</strong> Both are strong no-code platforms for turning structured data (spreadsheets, cloud tables, and databases) into real web and mobile tools, and both handle automations well. </p><p>Glide leans design-first: faster to learn, visually polished, and great for non-technical users, though pricing can climb as you scale. </p><p>AppSheet leans power-first: deeper logic, tight Google integration, and better for complex, data-heavy workflows, as long as you don&#8217;t mind a relatively clunkier, less modern build experience.</p><div><hr></div><h2>Concept Corner&#128161;</h2><h6>Quick, practical insights for boosting your efficiency and productivity with AI.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!BOCL!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4d68a44-6224-4946-b3da-397fec5cf401_2752x1536.png 424w, https://substackcdn.com/image/fetch/$s_!BOCL!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4d68a44-6224-4946-b3da-397fec5cf401_2752x1536.png 848w, https://substackcdn.com/image/fetch/$s_!BOCL!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4d68a44-6224-4946-b3da-397fec5cf401_2752x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!BOCL!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4d68a44-6224-4946-b3da-397fec5cf401_2752x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!BOCL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4d68a44-6224-4946-b3da-397fec5cf401_2752x1536.png" width="552" height="308.22527472527474" 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srcset="https://substackcdn.com/image/fetch/$s_!BOCL!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4d68a44-6224-4946-b3da-397fec5cf401_2752x1536.png 424w, https://substackcdn.com/image/fetch/$s_!BOCL!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4d68a44-6224-4946-b3da-397fec5cf401_2752x1536.png 848w, https://substackcdn.com/image/fetch/$s_!BOCL!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4d68a44-6224-4946-b3da-397fec5cf401_2752x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!BOCL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc4d68a44-6224-4946-b3da-397fec5cf401_2752x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em><strong>What it is</strong></em><strong>: </strong>Most solo founders and creators don&#8217;t need more ideas; they need someone who will call them out: a smart, demanding mentor. </p><p>The Synthetic Mentor Check-In is a recurring session where an AI plays that role, clear-eyed and allergic to your excuses. </p><p>Its job is to interrogate your plans, pressure-test your numbers, and push you toward the few moves that actually drive revenue and growth.</p><p><em><strong>Real-world example</strong></em><strong>: </strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Legw!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbed88d8-e07e-4ac7-a17a-0daa167c49ea_1328x601.png 424w, https://substackcdn.com/image/fetch/$s_!Legw!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbed88d8-e07e-4ac7-a17a-0daa167c49ea_1328x601.png 848w, https://substackcdn.com/image/fetch/$s_!Legw!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbed88d8-e07e-4ac7-a17a-0daa167c49ea_1328x601.png 1272w, https://substackcdn.com/image/fetch/$s_!Legw!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbed88d8-e07e-4ac7-a17a-0daa167c49ea_1328x601.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Legw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbed88d8-e07e-4ac7-a17a-0daa167c49ea_1328x601.png" width="1328" height="601" 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srcset="https://substackcdn.com/image/fetch/$s_!Legw!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbed88d8-e07e-4ac7-a17a-0daa167c49ea_1328x601.png 424w, https://substackcdn.com/image/fetch/$s_!Legw!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbed88d8-e07e-4ac7-a17a-0daa167c49ea_1328x601.png 848w, https://substackcdn.com/image/fetch/$s_!Legw!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbed88d8-e07e-4ac7-a17a-0daa167c49ea_1328x601.png 1272w, https://substackcdn.com/image/fetch/$s_!Legw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbed88d8-e07e-4ac7-a17a-0daa167c49ea_1328x601.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" 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I run a [describe business briefly], and my main goal this quarter is [goal]. Your job is to pressure-test my thinking and execution to ensure I hit that goal in record time. <br>**Phase 1: The Grill**: Do not dump a list of questions on me. Instead, ask me **one at a time** a sharp, specific, even uncomfortable question about my current metrics, actions, or bottlenecks. Base these questions on proven frameworks suited to my business type (e.g., lean startup, AARRR metrics, etc.). Wait for my answer. If my answer is vague or evasive, **ruthlessly challenge it and ask a follow-up before moving to the next topic.** Continue this until you have a crystal clear picture of my reality. <br>**Phase 2: The Directive**: Once you have enough information, stop asking questions. Synthesize our conversation into: (1) My three biggest risks slowing growth right now. (2) A focused 7-day action plan with hard deadlines for each task. (3) The exact date I should check in next based on the urgency of the plan. <br>End final output by saying: &#8220;That&#8217;s it for today. Check in again on [Date].&#8221;</code></p></div><h2>&#129354;Face-Off&#129354;</h2><h6>AI models vie for supremacy. In the words of Bruce Buffer, &#8220;<em>IIIIIIIT&#8217;S TIME!!&#8221;</em></h6><h6></h6><blockquote><p><em>Create an image of 3D miniature people made of light brown cardboard, walking happily toward a 3D miniature restaurant made of colorful cardboard.</em></p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!xybj!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F120e83dd-6934-488f-9e23-e58b5205856d_1012x458.png 424w, https://substackcdn.com/image/fetch/$s_!xybj!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F120e83dd-6934-488f-9e23-e58b5205856d_1012x458.png 848w, 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:417276}" data-component-name="PollToDOM"></div><h6>To clarify, the underlying Gemini image model used here is <em>Nano Banana</em>, not <em>Nano Banana Pro</em>.</h6><div class="pullquote"><p><em><strong>Last Week&#8217;s Result:</strong> In a shocking upset, <strong>Ideogram 3.0</strong> took 75% of the votes in the Orange ad contest, toppling <strong>Nano Banana Pro</strong>, the widely acclaimed heavyweight champion of image generation. If you want to check out the contest, <a href="https://www.thisisdeclassified.com/p/aicarts-and-cyclones">click here, and scroll down to Face-Off</a>.</em></p></div><h2>Quick Hits&#127861;</h2><h6></h6><p><strong>&#128680; OpenAI</strong> declares <a href="https://www.theverge.com/news/836212/openai-code-red-chatgpt">&#8220;code red&#8221;</a>: CEO Sam Altman halts new projects to urgently sharpen ChatGPT as Google and Anthropic close in.</p><p><strong>&#129514; Google</strong> tests <a href="https://techcrunch.com/2025/12/02/google-tests-merging-ai-overviews-with-ai-mode/#:~:text=As%20OpenAI%20goes%20into%20%E2%80%9CCode,questions%20in%20a%20conversational%20interface">merging AI answers with chat</a>: Search users can jump from an AI snapshot into a Gemini-powered Q&amp;A for deeper follow-ups.</p><p>&#129777;&#127996;&#8205;&#129778;&#127997; <strong>Google</strong> is teaming with Samsung, Warby Parker, and Gentle Monster on <a href="https://www.reuters.com/business/warby-parker-google-launch-ai-powered-smart-glasses-2026-2025-12-08/?utm">Gemini-powered smart glasses launching in 2026</a>, aiming straight at Meta&#8217;s Ray-Ban lead.</p><p><strong>&#128266; Multiple reports</strong> say OpenAI is <a href="https://www.investors.com/news/technology/google-stock-openai-artificial-intelligence-model-battle/?utm">fast-tracking GPT-5.2 for release this week</a> to counter Google&#8217;s Gemini 3 Pro, but the lab hasn&#8217;t officially announced it yet.</p><p><strong>&#128221; U.S. President Donald Trump</strong> just <a href="https://www.bloomberg.com/news/articles/2025-12-08/nvidia-set-to-win-us-approval-to-export-h200-ai-chips-to-china?utm">cleared Nvidia&#8217;s powerful H200 AI chips</a> for &#8220;approved&#8221; buyers in China, with the U.S. government taking 25% of sales, softening years of strict export curbs.</p><p><strong>&#128176; IBM </strong>will <a href="https://www.reuters.com/legal/transactional/ibm-buy-confluent-11-billion-deal-cloud-computing-drive-2025-12-08/#:~:text=Dec%208%20%28Reuters%29%20,driven%20demand%20boom">acquire data-streaming firm Confluent</a> for $11&#8239;B to boost its cloud and feed surging AI-driven demand for real-time data.</p><p><strong>&#129777;&#127996;&#8205;&#129778;&#127997; OpenAI, Anthropic, and Block</strong> back the Linux Foundation&#8217;s new Agentic AI group, <a href="https://techcrunch.com/2025/12/09/openai-anthropic-and-block-join-new-linux-foundation-effort-to-standardize-the-ai-agent-era/#:~:text=The%20group%2C%20dubbed%20the%20Agentic,from%20Anthropic%2C%20Block%2C%20and%20OpenAI">donating open-source protocols and frameworks</a> to standardize how autonomous AI agents operate.</p><p><strong> &#129302; Chinese startup</strong> EngineAI posted a viral clip of its T800 humanoid robot <a href="https://interestingengineering.com/ai-robotics/engineai-t800-humanoid-robot-kicks-ceo">kicking the CEO</a> (in padding) to prove the bot&#8217;s abilities were real, not CGI.</p><p>&#128581;&#127996; <strong>Gemini ads</strong>: After a report claimed Google would stuff ads into Gemini by 2026, ads chief Dan Taylor went on X to say there are <a href="https://searchengineland.com/google-corrects-report-claiming-ads-are-coming-to-gemini-in-2026-465856?utm">&#8220;no ads&#8221; and &#8220;no current plans&#8221;</a> for them.</p><p><strong>&#128137; Absci </strong>dosed the first volunteers in <a href="https://www.nasdaq.com/press-release/absci-announces-first-participants-dosed-phase-1-2a-headlinetm-trial-ai-designed#:~:text=VANCOUVER%2C%20Wash,with%20Absci%E2%80%99s%20generative%20AI%20platform">a trial of an antibody designed by AI for Androgenetic Alopecia</a>, marking the first human test of an AI-invented drug.</p><p><strong>&#128722; Instacart</strong> launched <a href="https://openai.com/index/instacart-partnership/?utm">an embedded shopping app inside ChatGPT</a> (OpenAI&#8217;s first &#8220;Instant Checkout&#8221; integration), so you can go from dinner idea to paid grocery order in-chat.</p><div><hr></div><p><em>What do you think of this week&#8217;s newsletter? Hit reply and let me know. </em></p><p><em>Also, let me know if there are prompts (text or image) that you&#8217;d like me to try for the Face-Off segment and with which models, and I&#8217;ll put them to the test.</em></p><p><em>See you on Thursday!</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/ais-one-rule-bad-character-bots?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/ais-one-rule-bad-character-bots?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p></p>]]></content:encoded></item><item><title><![CDATA[Big Dreams, Tiny Spaces.]]></title><description><![CDATA[Plus Midweek AI Brief. Read Time: 4 mins.]]></description><link>https://www.aiweeklyedge.com/p/big-dreams-tiny-spaces</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/big-dreams-tiny-spaces</guid><pubDate>Thu, 04 Dec 2025 21:40:51 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Rv2J!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back! </strong></p><p>Someone said the old woman in that nursery rhyme who lived in a shoe was probably renting in New York. </p><p>There&#8217;s a lot to unpack there &#128579;, but it points to something real: housing pressures in big cities are getting worse and fueling the rise of &#8220;Microhousing.&#8221; </p><div class="pullquote"><p><em>You&#8217;re about to read a <a href="https://www.amazon.com/dp/B0FV2CWNNY">real conversation</a> with today&#8217;s most advanced AI, guided by my custom prompting framework designed for this experiment. Clarifying notes appear in block quotes where needed. Brace yourself.</em></p></div><h2>&#128194;File XIX: Microhousing</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Rv2J!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png 424w, https://substackcdn.com/image/fetch/$s_!Rv2J!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png 848w, https://substackcdn.com/image/fetch/$s_!Rv2J!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!Rv2J!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Rv2J!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png" width="2372" height="1536" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1536,&quot;width&quot;:2372,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7492553,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180719788?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe206ed57-89b9-4548-a81b-a64cbf4e771f_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Rv2J!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png 424w, https://substackcdn.com/image/fetch/$s_!Rv2J!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png 848w, https://substackcdn.com/image/fetch/$s_!Rv2J!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!Rv2J!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F649600d2-ba82-4949-9fe3-862c70e6b2ef_2372x1536.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h6></h6><p><strong>Interviewer:</strong> <em>Lately, the term &#8220;Microhousing&#8221; has been popping up more frequently. What exactly is it, and why is it having such a moment right now?</em></p><p><strong>Prime AI:</strong> Microhousing essentially means very small, self-contained homes. Think of a small hotel room upgraded into a full-time apartment. It&#8217;s spreading because city land is brutally expensive, young adults want their own place, and developers can charge more rent per square foot while keeping the total rent just barely reachable.</p><p><strong>Interviewer:</strong> <em>So it&#8217;s not necessarily a lifestyle revolution, it&#8217;s just the economics winning out?</em></p><p><strong>Prime AI:</strong> Pretty much. Imagine a developer looking at a city block like a Tetris board. Smaller units mean more pieces fit on the same plot. If each tiny unit rents for a bit less overall, but far more per square foot, the project suddenly works financially in markets where normal apartments would never get built.</p><p><strong>Interviewer:</strong> <em>People hear &#8220;250 square feet,&#8221; and picture a storage locker. Is that a fair comparison?</em></p><p><strong>Prime AI:</strong> It depends. A well-designed 250-square-foot place, with big windows, high ceilings, built-in storage, and strong soundproofing, can feel like a compact cabin on a ship. A badly designed 250 square feet, no light, thin walls, stale air, feels like living in a walk-in closet next to a freeway. The floor area number is not the whole story. Layout, light, noise and access to shared space decide whether it is humane or punishing.</p><p><strong>Interviewer:</strong> <em>Can we break down the dimensions? What actually counts as &#8220;micro&#8221; in the real world?</em></p><p><strong>Prime AI:</strong> Most formal definitions put micro units in the 200 to 400 square foot range, smaller than typical studios, and some cities track anything under about 440 square feet as a micro apartment. Below 200, you are entering &#8220;nano&#8221; territory, which is more like student pods or extreme tiny homes. Many building codes still set hard minimums, often around 220 to 300 square feet, to keep units livable.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!REMQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faaba5302-bfe7-448a-9b8b-2cb6aedf2b0f_2710x1428.png 424w, https://substackcdn.com/image/fetch/$s_!REMQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faaba5302-bfe7-448a-9b8b-2cb6aedf2b0f_2710x1428.png 848w, https://substackcdn.com/image/fetch/$s_!REMQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faaba5302-bfe7-448a-9b8b-2cb6aedf2b0f_2710x1428.png 1272w, https://substackcdn.com/image/fetch/$s_!REMQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faaba5302-bfe7-448a-9b8b-2cb6aedf2b0f_2710x1428.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!REMQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faaba5302-bfe7-448a-9b8b-2cb6aedf2b0f_2710x1428.png" width="2710" height="1428" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/aaba5302-bfe7-448a-9b8b-2cb6aedf2b0f_2710x1428.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1428,&quot;width&quot;:2710,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7464330,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180719788?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc43fee96-bdea-4186-af17-484ee16a5c7e_2816x1504.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!REMQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faaba5302-bfe7-448a-9b8b-2cb6aedf2b0f_2710x1428.png 424w, https://substackcdn.com/image/fetch/$s_!REMQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faaba5302-bfe7-448a-9b8b-2cb6aedf2b0f_2710x1428.png 848w, https://substackcdn.com/image/fetch/$s_!REMQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faaba5302-bfe7-448a-9b8b-2cb6aedf2b0f_2710x1428.png 1272w, https://substackcdn.com/image/fetch/$s_!REMQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faaba5302-bfe7-448a-9b8b-2cb6aedf2b0f_2710x1428.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h6></h6><p><strong>Interviewer:</strong> <em>Let&#8217;s talk about the mental toll. Living long-term in a space that small sounds rough on the psyche. What does the data actually say about that?</em></p><p><strong>Prime AI:</strong> The strongest data actually says housing stress hurts more than unit size. Long periods where rent eats half your income are linked to worse mental health, more anxiety, and depression. Crowding multiple people into a small space is also harmful. But for single adults, especially students, studies of nano suites show many are surprisingly satisfied if the units are well designed and affordable. Small plus stable beats big plus constant fear of eviction.</p><p><strong>Interviewer:</strong> <em>So basically, the peace of mind of knowing you can afford your rent outweighs the inability to do a cartwheel in your living room.</em></p><p><strong>Prime AI:</strong> Exactly. Stability and dignity are core. You can tolerate a compact cabin if you chose it, can afford it, and have places to escape to: parks, shared lounges, cafes. You suffer in a larger place if every month feels like financial Russian roulette.</p><p><strong>Interviewer:</strong> <em>Critics argue microhousing is just a new way to stack lower-income people in smaller cages. Who is this housing actually designed for?</em></p><p><strong>Prime AI:</strong> Officially, it is marketed to young professionals, students, digital nomads, and single adults who trade space for location and privacy. Unofficially, any tight market leaks pressure. When larger homes are unaffordable, lower income residents drift into whatever is cheapest, including very small units that were never designed for long term or for families. Microhousing works best as a targeted option, worst as a default for everyone priced out of normal homes.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://www.amazon.com/dp/B0FV2CWNNY" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!gT3O!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F963a5483-837a-47f5-b64b-2c01ce91f725_1473x2336.png 424w, https://substackcdn.com/image/fetch/$s_!gT3O!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F963a5483-837a-47f5-b64b-2c01ce91f725_1473x2336.png 848w, https://substackcdn.com/image/fetch/$s_!gT3O!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F963a5483-837a-47f5-b64b-2c01ce91f725_1473x2336.png 1272w, https://substackcdn.com/image/fetch/$s_!gT3O!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F963a5483-837a-47f5-b64b-2c01ce91f725_1473x2336.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!gT3O!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F963a5483-837a-47f5-b64b-2c01ce91f725_1473x2336.png" width="276" height="437.70264765784117" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/963a5483-837a-47f5-b64b-2c01ce91f725_1473x2336.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:2336,&quot;width&quot;:1473,&quot;resizeWidth&quot;:276,&quot;bytes&quot;:1836961,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://www.amazon.com/dp/B0FV2CWNNY&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180719788?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F151c670a-a243-4803-866d-5b2da30af02c_2345x2878.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!gT3O!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F963a5483-837a-47f5-b64b-2c01ce91f725_1473x2336.png 424w, https://substackcdn.com/image/fetch/$s_!gT3O!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F963a5483-837a-47f5-b64b-2c01ce91f725_1473x2336.png 848w, https://substackcdn.com/image/fetch/$s_!gT3O!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F963a5483-837a-47f5-b64b-2c01ce91f725_1473x2336.png 1272w, https://substackcdn.com/image/fetch/$s_!gT3O!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F963a5483-837a-47f5-b64b-2c01ce91f725_1473x2336.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"><a href="https://www.amazon.com/dp/B0FV2CWNNY">Files I - XIV (Exclusive)</a></figcaption></figure></div><p><strong>Interviewer:</strong> <em>Urban planners pitch it as &#8220;green.&#8221; Smaller homes, less stuff, more walking. How real is that?</em></p><p><strong>Prime AI:</strong> There is some truth to it. A 300-square-foot unit uses less energy and fewer materials than a 1,200-square-foot one, especially in a shared building. If it sits near transit and jobs, car use can drop too. That is the upside. The catch is rebound effects: if tiny units let a city cram many more high earners into the same area, total consumption can still rise through travel, gadgets, and services. Microhousing is efficient at the unit scale, but climate impact depends on the whole lifestyle around it.</p><p><strong>Interviewer:</strong> <em>If you were writing the rulebook, what are the red lines? What turns a micro-unit from &#8220;cozy&#8221; to &#8220;dystopian&#8221;?</em></p><p><strong>Prime AI:</strong> First, no windowless or barely windowed units: natural light is basically a mental health vitamin. Second, strict limits on how many people can legally occupy each unit, otherwise you get hidden overcrowding. Third, meaningful shared spaces, not a token bench in a lobby. Fourth, tenant protections so micro units do not turn into rent-gouging traps. Finally, minimum standards that cover storage, ventilation, and noise, not just raw square footage.</p><p><strong>Interviewer:</strong> <em>Say a mayor hires you tomorrow and says, &#8220;Help me use microhousing to fix things, not make them worse.&#8221; What&#8217;s your advice?</em></p><p><strong>Prime AI:</strong> Treat microhousing like a spicy ingredient, not the whole meal. Set a reasonable minimum size, maybe around 250 to 300 square feet for standard micro units, with full bathroom and kitchen. Tie approvals to real affordability, not just clever branding. Cap the share of micro units in any building or neighborhood, so you do not create vertical dorm districts where nobody can raise a child. And always pair microhousing with larger units in the same area, so people can move up without leaving their community.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!oAWt!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!oAWt!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!oAWt!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!oAWt!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!oAWt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7282561,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180719788?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!oAWt!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!oAWt!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!oAWt!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!oAWt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F24ae8fef-0ea4-4c47-a050-8fbca61deb15_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h6></h6><p><strong>Interviewer:</strong> <em>What happens when we get it right?</em></p><p><strong>Prime AI:</strong> Microhousing becomes a launchpad, not a cage. A compact, well-lit nest near opportunity, cheap enough to let you save, social enough that your real living room is the city outside your door. Small private space, big dreams, big shared world. </p><p><strong>Interviewer:</strong> <em>And what is the worst-case scenario? If cities get this wrong, what does the future look like?</em></p><p><strong>Prime AI:</strong> Picture a skyline of glittering towers, each filled with thousands of adults living alone in high-tech shoeboxes. Housing never feels secure enough to start a family, invite a relative in, or step away from work. Life outside the unit gets more transactional, more app based, less neighborly, because nobody has space to host or settle. The risk is not just cramped rooms, it is a society where many people live permanently in &#8220;temporary&#8221; housing, emotionally stuck in starter mode.</p><div><hr></div><h3><strong>Key Takeaways</strong></h3><p><strong>&#128202; Economics Drive the Trend:</strong> The surge in microhousing is fueled primarily by high land costs and developer math (maximizing rent per square foot), rather than a pure cultural shift toward minimalism.</p><p><strong>&#9875; Stability Outweighs Space:</strong> Data suggests that financial affordability and housing security are more critical for mental health than square footage, provided the units are well-designed with natural light.</p><p><strong>&#129692; Launchpad, Not Default:</strong> Microhousing works best as a transitional step for singles and students; if it becomes the standard housing model, it risks creating a transient society where residents are stuck in &#8220;permanent temporary&#8221; living.</p><div class="poll-embed" data-attrs="{&quot;id&quot;:414822}" data-component-name="PollToDOM"></div><div><hr></div><h2>Midweek Updates&#127861;</h2><h6></h6><p><strong>&#129777;&#127996;&#8205;&#129778;&#127997; OpenAI</strong> is <a href="https://openai.com/index/openai-to-acquire-neptune/?utm_source">acquiring</a> experiment-tracking startup neptune.ai to supercharge monitoring and debugging of frontier model training. </p><p><strong>&#128176; Snowflake</strong> is investing $200M in a <a href="https://www.anthropic.com/news/snowflake-anthropic-expanded-partnership?utm">multi-year Anthropic partnership</a> so Claude-powered agentic AI can run directly inside its governed data cloud.</p><p><strong>&#128640; Google</strong> rolled out <a href="https://blog.google/products/gemini/gemini-3-deep-think/?utm">Gemini 3 Deep Think mode</a> to Ultra subscribers in the Gemini app, boasting meaningful improvements in complex math, science, and logic over other top-tier models.</p><p><strong>&#9888;&#65039; Future of Life</strong>&#8217;s Winter 2025 AI Safety Index says top labs like OpenAI, Anthropic, Meta and xAI <a href="https://futureoflife.org/ai-safety-index-winter-2025/?utm">still fall far short</a> of emerging global safety standards, with the highest overall grade being a C+.</p><div><hr></div><p><em>What do you think about this week&#8217;s newsletter? Hit reply and let me know. See you next week! </em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/big-dreams-tiny-spaces?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/big-dreams-tiny-spaces?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[AI, 🛒Carts & Cyclones]]></title><description><![CDATA[AI powers holiday shopping & hurricane forecasts. 4 mins.]]></description><link>https://www.aiweeklyedge.com/p/aicarts-and-cyclones</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/aicarts-and-cyclones</guid><pubDate>Tue, 02 Dec 2025 20:56:33 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/fc9f68c2-5462-4b05-859d-5384011525ed_2048x2048.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> Cambridge neuroscientists <a href="https://www.cam.ac.uk/stories/five-ages-human-brain?utm">recently</a> published a study showing that we move through five distinct &#8220;brain phases&#8221;: from birth to about 9 (childhood phase), 9 to 32 (adolescent phase), 32 to 66 (adult phase), 66 to 83 (early aging), and &#8220;late aging&#8221; from around 83 onward.</p><p>So&#8230; if you&#8217;re under 32, can you really call yourself an adult? &#129300;</p><p>Anyway&#128579;, let&#8217;s dive in.</p><div><hr></div><p>On deck:</p><h5>&#128225;/&#128266; AI Shopping &amp; DeepMind&#8217;s Hurricane Model </h5><h5>&#128294; AI Tools Spotlight: Perplexity</h5><h5>&#128161; Concept Corner: Opportunity Cost</h5><h5>&#129354; Face-Off: Ideogram 3.0 <em><strong>vs</strong></em> Nano Banana Pro</h5><h5>&#127861; AI News Quick Hits</h5><div><hr></div><h2>&#128225;Signal Behind the &#128266;Buzz</h2><h6>Demystifying trending AI stories with infographics.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!_IHO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe4b5b74d-a280-4d34-a74d-abd2939019ee_2784x1536.png 424w, https://substackcdn.com/image/fetch/$s_!_IHO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe4b5b74d-a280-4d34-a74d-abd2939019ee_2784x1536.png 848w, 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stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><h2>Spotlight&#128294; by Toolfetch</h2><h6>Smart Tools, Clear Choices. Powered by <a href="https://www.toolfetch.ai">Toolfetch.ai</a> (coming soon)</h6><h6></h6><p>This week&#8217;s &#128294; is on <em><strong><a href="https://www.perplexity.ai/">Perplexity.ai</a></strong></em>, an &#8220;answer engine&#8221; that uses multiple AI models on top of live web data to deliver direct, citation-rich answers. </p><p>It&#8217;s like Google Search with an AI that reads the links and summarizes them for you, instead of link lists. </p><p>Launched in 2022, it now handles hundreds of millions of queries each month. It has  generous free and paid tiers, plus features like Deep Research, Spaces, Labs and Assistant.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!xU-N!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0116a6ea-edc7-4e5b-a6ba-72931435ac0c_2626x1324.png 424w, https://substackcdn.com/image/fetch/$s_!xU-N!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0116a6ea-edc7-4e5b-a6ba-72931435ac0c_2626x1324.png 848w, https://substackcdn.com/image/fetch/$s_!xU-N!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0116a6ea-edc7-4e5b-a6ba-72931435ac0c_2626x1324.png 1272w, https://substackcdn.com/image/fetch/$s_!xU-N!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0116a6ea-edc7-4e5b-a6ba-72931435ac0c_2626x1324.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!xU-N!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0116a6ea-edc7-4e5b-a6ba-72931435ac0c_2626x1324.png" width="728" height="367.0495049504951" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0116a6ea-edc7-4e5b-a6ba-72931435ac0c_2626x1324.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1324,&quot;width&quot;:2626,&quot;resizeWidth&quot;:728,&quot;bytes&quot;:6357953,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180158189?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf41cf8-47bb-490f-aec6-59ab1f6d8f0a_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!xU-N!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0116a6ea-edc7-4e5b-a6ba-72931435ac0c_2626x1324.png 424w, https://substackcdn.com/image/fetch/$s_!xU-N!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0116a6ea-edc7-4e5b-a6ba-72931435ac0c_2626x1324.png 848w, https://substackcdn.com/image/fetch/$s_!xU-N!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0116a6ea-edc7-4e5b-a6ba-72931435ac0c_2626x1324.png 1272w, https://substackcdn.com/image/fetch/$s_!xU-N!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0116a6ea-edc7-4e5b-a6ba-72931435ac0c_2626x1324.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Takeaway:</strong> Perplexity has grown into a serious research companion: fast, citation-rich answers, Deep Research, Labs and an ad-free interface make it great for researchers and content creators. </p><p>Just note the opaque limits and occasional accuracy hiccups, which are improving as more powerful models roll out. </p><p>If you&#8217;re a casual user, the free tier is fine; heavy research users may justify paying for Pro or Max.</p><div><hr></div><h2>Concept Corner&#128161;</h2><h6>Quick, practical insights for boosting your efficiency and productivity with AI.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Nn1b!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7be2ad2-1d6b-420e-be42-a4c9ff1c1f71_2554x1344.png 424w, https://substackcdn.com/image/fetch/$s_!Nn1b!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7be2ad2-1d6b-420e-be42-a4c9ff1c1f71_2554x1344.png 848w, https://substackcdn.com/image/fetch/$s_!Nn1b!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7be2ad2-1d6b-420e-be42-a4c9ff1c1f71_2554x1344.png 1272w, https://substackcdn.com/image/fetch/$s_!Nn1b!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7be2ad2-1d6b-420e-be42-a4c9ff1c1f71_2554x1344.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Nn1b!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7be2ad2-1d6b-420e-be42-a4c9ff1c1f71_2554x1344.png" width="600" height="315.7400156617071" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a7be2ad2-1d6b-420e-be42-a4c9ff1c1f71_2554x1344.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1344,&quot;width&quot;:2554,&quot;resizeWidth&quot;:600,&quot;bytes&quot;:7902477,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180158189?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0798afa7-102a-43c7-b321-fbceae9841d4_3168x1344.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Nn1b!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7be2ad2-1d6b-420e-be42-a4c9ff1c1f71_2554x1344.png 424w, https://substackcdn.com/image/fetch/$s_!Nn1b!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7be2ad2-1d6b-420e-be42-a4c9ff1c1f71_2554x1344.png 848w, https://substackcdn.com/image/fetch/$s_!Nn1b!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7be2ad2-1d6b-420e-be42-a4c9ff1c1f71_2554x1344.png 1272w, https://substackcdn.com/image/fetch/$s_!Nn1b!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7be2ad2-1d6b-420e-be42-a4c9ff1c1f71_2554x1344.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em><strong>What it is</strong></em><strong>: </strong>Every time you say &#8220;yes&#8221; to something, you&#8217;re inevitably saying &#8220;no&#8221; to a host of other things. </p><p>Opportunity cost isn&#8217;t just about money lost; it&#8217;s the value of the <em>next best alternative</em> you sacrificed to make your current choice. </p><p>It&#8217;s the hidden, often ignored price tag on how you spend your limited time, capital, and attention.</p><p><em><strong>Real-world example</strong></em><strong>: </strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!G5Pl!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Facb514f7-1b86-44a8-befa-1111a4742ee3_2627x1324.png 424w, https://substackcdn.com/image/fetch/$s_!G5Pl!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Facb514f7-1b86-44a8-befa-1111a4742ee3_2627x1324.png 848w, https://substackcdn.com/image/fetch/$s_!G5Pl!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Facb514f7-1b86-44a8-befa-1111a4742ee3_2627x1324.png 1272w, https://substackcdn.com/image/fetch/$s_!G5Pl!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Facb514f7-1b86-44a8-befa-1111a4742ee3_2627x1324.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!G5Pl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Facb514f7-1b86-44a8-befa-1111a4742ee3_2627x1324.png" width="728" height="366.90978302245907" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/acb514f7-1b86-44a8-befa-1111a4742ee3_2627x1324.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1324,&quot;width&quot;:2627,&quot;resizeWidth&quot;:728,&quot;bytes&quot;:7107429,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180158189?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28e819fd-6375-4a72-8dd9-df33932ca91c_2752x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!G5Pl!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Facb514f7-1b86-44a8-befa-1111a4742ee3_2627x1324.png 424w, https://substackcdn.com/image/fetch/$s_!G5Pl!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Facb514f7-1b86-44a8-befa-1111a4742ee3_2627x1324.png 848w, https://substackcdn.com/image/fetch/$s_!G5Pl!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Facb514f7-1b86-44a8-befa-1111a4742ee3_2627x1324.png 1272w, https://substackcdn.com/image/fetch/$s_!G5Pl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Facb514f7-1b86-44a8-befa-1111a4742ee3_2627x1324.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>We often emotionally overvalue immediate savings over abstract potential earnings. AI can act as a dispassionate calculator, modeling the financial reality of the road not taken so you don&#8217;t shortchange yourself. </p><blockquote><p><em><strong>Use this prompt</strong></em>:</p></blockquote><div class="pullquote"><p><code>Act as a strategic analyst focused on opportunity cost. I&#8217;ll describe two or three options I&#8217;m considering. Before running the analysis, ask me (1) what my time is roughly worth per hour right now, or help me estimate it from my income, goals, or constraints, and (2) what I&#8217;m primarily optimizing for in this decision (e.g., short-term income, long-term upside, learning, wellbeing, relationships). For each option, estimate realistic upside, downside, time cost, and risk based on typical benchmarks, then translate these into an implied &#8220;value per hour&#8221; aligned with my chosen priority. Go beyond simple pros and cons by modeling the highest-value alternative use of my time, money, and attention that I&#8217;d be giving up in each scenario &#8212; that is, the true opportunity cost. Highlight where I may be underestimating that cost, and recommend what I should drop, delegate, or defer. If my inputs are too vague, ask up to three focused clarifying questions before giving your final comparison and recommendation. </code></p></div><h2>&#129354;Face-Off&#129354;</h2><h6>AI models vie for supremacy. In the words of Bruce Buffer, &#8220;<em>IIIIIIIT&#8217;S TIME!!&#8221;</em></h6><h6></h6><blockquote><p><strong>Prompt:</strong><em><strong> </strong>Create a spectacular, scroll-stopping banner ad for <strong>an</strong> <strong>orange</strong> that feels original, visually striking, and optimized for high engagement.</em></p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YSi9!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe178e96-9c97-4a80-bc53-292e72145bcf_3168x1344.png 424w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/fe178e96-9c97-4a80-bc53-292e72145bcf_3168x1344.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:618,&quot;width&quot;:1456,&quot;resizeWidth&quot;:728,&quot;bytes&quot;:5242561,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180158189?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe178e96-9c97-4a80-bc53-292e72145bcf_3168x1344.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!YSi9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe178e96-9c97-4a80-bc53-292e72145bcf_3168x1344.png 424w, https://substackcdn.com/image/fetch/$s_!YSi9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe178e96-9c97-4a80-bc53-292e72145bcf_3168x1344.png 848w, https://substackcdn.com/image/fetch/$s_!YSi9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe178e96-9c97-4a80-bc53-292e72145bcf_3168x1344.png 1272w, https://substackcdn.com/image/fetch/$s_!YSi9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe178e96-9c97-4a80-bc53-292e72145bcf_3168x1344.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:412479}" data-component-name="PollToDOM"></div><p><em><strong>Last Week&#8217;s Result:</strong> &#8220;Gemini 3.0 Fast&#8221; defeated &#8220;GPT 5.1 Instant&#8221; in the Thanksgiving poetry contest with 67% of the votes. If you want to check out the contest, <a href="https://www.thisisdeclassified.com/p/ai-bubble-or-human-nerves">click here, and scroll down to Face-Off</a>.</em></p><div><hr></div><h2>Quick Hits&#127861;</h2><h6></h6><p><strong>&#128176; Amazon pledges <a href="https://www.reuters.com/business/retail-consumer/amazon-invest-up-50-billion-ai-supercomputing-us-government-customers-2025-11-24/">$50&#8239;B for AI cloud</a></strong>: AWS will invest up to $50&#8239;billion to expand AI supercomputing for U.S. agencies, adding 1.3 GW of secure cloud capacity by 2026.</p><p><strong>&#129777;&#127996;&#8205;&#129778;&#127997; Meta <a href="https://www.reuters.com/business/meta-talks-spend-billions-googles-chips-information-reports-2025-11-25/">eyes Google&#8217;s AI chips</a></strong>: Meta is in talks to spend billions on Google&#8217;s TPU AI chips for its data centers, casting Google as a serious rival to Nvidia.</p><p><strong>&#128170;&#127996; AWS <a href="https://www.aboutamazon.com/news/aws/trainium-3-ultraserver-faster-ai-training-lower-cost">debuts Trainium3 chip</a></strong>: Amazon&#8217;s cloud unveiled Trainium3 UltraServers for AI workloads, with 4&#215; the prior gen&#8217;s performance at 40% less energy use. Testing revealed 3x higher throughput per chip while delivering 4x faster response times.</p><p><strong>&#129302; AI can <a href="https://www.cbsnews.com/news/ai-artificial-intelligence-workers-mit-study/">replace 12% of workforce</a>:</strong> An MIT study finds AI can already handle work equating to nearly 12% of U.S. jobs, from coding to paperwork, prompting companies to rethink entry-level roles.</p><p><strong>&#127926; Warner Music <a href="https://www.reuters.com/legal/litigation/warner-music-group-settles-copyright-case-with-suno-licensed-ai-music-2025-11-25/">embraces AI songs</a></strong>: Warner Music settled its lawsuit with AI music startup Suno, clearing the way for licensed AI-generated music models (with free-tier tracks stream-only and paid download limits)</p><div><hr></div><p><em>What do you think of this week&#8217;s newsletter? Hit reply and let me know. </em></p><p><em>Also, let me know if there are prompts (text or image) that you&#8217;d like me to try for the Face-Off segment and with which models, and I&#8217;ll put them to the test.</em></p><p><em>See you on Thursday!</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/aicarts-and-cyclones?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/aicarts-and-cyclones?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p></p>]]></content:encoded></item><item><title><![CDATA[Fixing DNA Typos]]></title><description><![CDATA[Plus Midweek AI Brief. Read Time: 3 mins.]]></description><link>https://www.aiweeklyedge.com/p/fixing-dna-typos</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/fixing-dna-typos</guid><pubDate>Fri, 28 Nov 2025 13:02:59 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!3gcx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back! </strong>I hope you had a great time with family and loved ones this Thanksgiving. &#127810;&#129505;</p><div class="pullquote"><p><em>You&#8217;re about to read a <a href="https://www.amazon.com/dp/B0FV2CWNNY">real conversation</a> with today&#8217;s most advanced AI, guided by my custom prompting framework designed for this experiment. Clarifying notes appear in block quotes where needed. Brace yourself.</em></p></div><h2>&#128194;File XVIII: Gene Editing</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!sFBU!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png 424w, https://substackcdn.com/image/fetch/$s_!sFBU!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png 848w, https://substackcdn.com/image/fetch/$s_!sFBU!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png 1272w, https://substackcdn.com/image/fetch/$s_!sFBU!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!sFBU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png" width="500" height="353.36538461538464" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1029,&quot;width&quot;:1456,&quot;resizeWidth&quot;:500,&quot;bytes&quot;:2515312,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180083154?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!sFBU!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png 424w, https://substackcdn.com/image/fetch/$s_!sFBU!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png 848w, https://substackcdn.com/image/fetch/$s_!sFBU!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png 1272w, https://substackcdn.com/image/fetch/$s_!sFBU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1091e16-6dc3-42d0-9745-69cd6632b852_1688x1193.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Interviewer:</strong> <em>We often hear the term &#8216;gene editing&#8217;, but what is it, really?</em></p><p><strong>Prime AI:</strong> Gene editing is basically fixing DNA typos. Like spellcheck, but for cells. For billions of years, biology was a lottery&#8212;you got the DNA you got. Now, you have CRISPR: a molecular tool that locates specific genes and cuts them. DNA is a long chemical text, a recipe book for your body. Scientists now have tools that can search, cut, and rewrite that text with growing precision.</p><p><strong>Interviewer:</strong> <em>Tell me more about CRISPR.</em></p><p><strong>Prime AI:</strong> CRISPR is programmable DNA scissors&#8212;think Ctrl+F+Delete for genes. Cas9 is the cutting protein, basically the blade. And a short &#8220;guide RNA&#8221; acts like a tiny GPS, dragging Cas9 to a specific DNA address where the cut happens and the cell&#8217;s repair machinery rewrites the sequence.</p><p><strong>Interviewer:</strong> <em>How is it able to &#8220;guide&#8221; the &#8220;blade&#8221; to where to cut?</em></p><p><strong>Prime AI:</strong> It uses a &#8220;Wanted&#8221; poster. The &#8220;GPS&#8221; guide RNA holds a mugshot of the bad gene. It floats through the cell nucleus, checking billions of DNA letters. When it finds a match to the mugshot, Cas9 clamps down and cuts, and the cell patches. That patch can turn a gene off, fix a harmful variant, or sometimes insert a new sequence.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!GaZz!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png 424w, https://substackcdn.com/image/fetch/$s_!GaZz!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png 848w, https://substackcdn.com/image/fetch/$s_!GaZz!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png 1272w, https://substackcdn.com/image/fetch/$s_!GaZz!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!GaZz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png" width="1456" height="690" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:690,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:6606951,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180083154?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!GaZz!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png 424w, https://substackcdn.com/image/fetch/$s_!GaZz!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png 848w, https://substackcdn.com/image/fetch/$s_!GaZz!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png 1272w, https://substackcdn.com/image/fetch/$s_!GaZz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127b2885-efa8-463d-9882-f2420f5d48c5_2816x1335.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Interviewer:</strong> <em>Okay, so it&#8217;s a hitman with a photo. But hitmen miss. If I use &#8220;Find and Replace&#8221; on my laptop, I might accidentally change a word I didn&#8217;t mean to. If you do that in a human body, what happens?</em></p><p><strong>Prime AI:</strong> If the tool cuts a tumor-suppressor gene by mistake, for example, the &#8220;cure&#8221; could cause cancer. This is why the field is currently obsessed with <em>Base Editing</em> and <em>Prime Editing</em>.</p><p><strong>Interviewer:</strong> <em>Define those. What makes them different?</em></p><p><strong>Prime AI:</strong> <em>Base editing </em>is a single-letter DNA eraser/rewriter&#8212;think correcting one misspelled character (like turning an &#8216;A&#8217; into a &#8216;G&#8217;). Unlike classic CRISPR, it usually avoids cutting both DNA strands, so it&#8217;s gentler. <em>Prime editing </em>is more like a DNA word processor, like a &#8220;find and replace&#8221; for short phrases, again without making big breaks. Early data suggests they can be more precise than classic CRISPR, though they&#8217;re harder to deliver and still being tested.</p><p><strong>Interviewer:</strong> <em>So, CRISPR is a machete; base and prime editing are scalpels?</em></p><p><strong>Prime AI:</strong> Good metaphor. Classic CRISPR is like chopping out part of a sentence and letting autocorrect guess the rest. Base and prime editors try to type in the exact letters you want, which really matters when one wrong letter can cause disease or even cancer.</p><p><strong>Interviewer:</strong> <em>Speaking of disease, where is this being used in actual people, not just mice and headlines?</em></p><p><strong>Prime AI:</strong> The big example is sickle cell disease. A CRISPR therapy called Casgevy edits a patient&#8217;s stem cells so they produce healthy hemoglobin. It&#8217;s been approved in the U.S. and U.K., and recently adopted into national systems like the NHS for select patients. So far, most treated patients remain essentially pain-free for years, though the treatment is grueling and extremely expensive.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!3gcx!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!3gcx!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!3gcx!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!3gcx!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!3gcx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:5887093,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180083154?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!3gcx!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!3gcx!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!3gcx!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!3gcx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F39a060c4-8fa7-433d-96c7-f63f4dd92b31_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Interviewer:</strong> <em>And there was that recent cholesterol story.</em></p><p><strong>Prime AI:</strong> Yes. One trial used CRISPR to switch off a liver gene called <em>ANGPTL3</em>&#8212;basically a dial that raises &#8220;bad&#8221; LDL cholesterol. Early results showed LDL and triglycerides dropping by about half for at least two months. It&#8217;s still just a handful of people, and one participant with heart disease died from unrelated causes, so regulators are careful&#8212;but it hints at one-and-done edits for common conditions, not just rare disorders.</p><p><strong>Interviewer:</strong> <em>That&#8217;s huge. What&#8217;s the nightmare scenario scientists actually worry about?</em></p><p><strong>Prime AI:</strong> Two major risks. First, <em>off-target effects</em>&#8212;accidental edits, like changing the wrong word in a legal contract. In the worst case, that could activate cancer-related genes. A lot of current safety work is about measuring and reducing these mistakes.</p><p>Second, <em>germline editing</em>&#8212;changing sperm, eggs, or embryos so edits pass on to future generations. That&#8217;s like altering the master copy of a movie before anyone&#8217;s born. Most countries ban clinical germline editing because any mistake or misuse could echo through whole family lines.</p><p><strong>Interviewer:</strong> <em>So basically, fixing your own cells is ethically debatable; editing future kids and grandkids is a hard red line&#8230; for now.</em></p><p><strong>Prime AI:</strong> That&#8217;s a fair summary. Somatic editing&#8212;changing cells in a living person&#8212;stays with that individual. Germline editing rewrites the future for people who never got to consent. The scientific risks and political stakes stack on top of each other there.</p><p><strong>Interviewer:</strong> <em>Let&#8217;s talk access. Who actually gets these &#8220;miracle edits&#8221;?</em></p><p><strong>Prime AI:</strong> For now, very few. Even approved CRISPR treatments cost over two million dollars per patient and require elite hospitals, long hospital stays, and chemotherapy. Access is already skewed toward wealthier health systems and countries. If gene editing becomes common, the risk is a genetic divide: people with resources getting healthier, edited lives, while everyone else lives with preventable disease.</p><p><strong>Interviewer:</strong> <em>A &#8220;genetic divide.&#8221; Paint that picture for me.</em></p><p><strong>Prime AI:</strong> Imagine a future where the wealthy do not just have better schools, but better biology. Immunity to heart disease, optimized metabolism, optimized strength and muscle composition, lower cancer risk&#8212;purchased at birth. How do you compete with someone who was engineered to be more efficient than you?</p><p><strong>Interviewer:</strong> <em>You can&#8217;t. It cements the class structure into our DNA.</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WTal!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!WTal!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!WTal!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!WTal!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WTal!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png" width="1456" height="794" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:7086045,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/180083154?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!WTal!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!WTal!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!WTal!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!WTal!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44e22c22-4c34-42a6-ac49-88934d6f98d3_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Prime AI:</strong> Precisely. Evolution used to be about survival of the fittest. You are moving toward survival of the richest.</p><p><strong>Interviewer:</strong> <em>That&#8217;s a heavy note. If you look at the trajectory, is this technology going to save us or break us?</em></p><p><strong>Prime AI:</strong> It acts as a magnifier. It will amplify your capacity for healing, and it will amplify your capacity for inequality. The tool itself has no morality. It is just a cursor blinking on a screen. You are the ones typing. And historically, your species has a habit of making typos.</p><p><strong>Interviewer:</strong> <em>Yes, we do, but we also have a way of finding our way back and correcting our typos, which is part of what life is about. Last question: Jump twenty years ahead. What&#8217;s the most honest non&#8211;sci-fi picture you see?</em></p><p><strong>Prime AI:</strong> Here&#8217;s a plausible version, not a guarantee:<br>You may see gene editing used early in life for some childhood diseases, one-time treatments for certain common conditions like high cholesterol in high-risk groups, and maybe very tightly controlled germline experiments in rare cases&#8212;<em>if</em> society decides the oversight is strong enough. </p><p>Everyday &#8220;designer babies&#8221; are less likely; biology is too complex, and public tolerance for obvious genetic class lines is low, though not zero.</p><p>The more troubling shift is quieter: treatments that work, but only for the people whose health systems can afford them. The real question isn&#8217;t &#8220;Can we rewrite life?&#8221;&#8212;you already can. It&#8217;s &#8220;Who gets the cursor?&#8221;</p><div><hr></div><h3><strong>Key Takeaways</strong></h3><p><strong>&#129516; </strong><em><strong>CRISPR is powerful but evolving:</strong> </em>Classic CRISPR acts like DNA scissors, while newer tools (base and prime editing) offer more precise, gentler &#8220;find-and-replace&#8221; edits<em>. </em></p><p><strong>&#128272; </strong><em><strong>Real treatments exist, but access is limited:</strong> </em>Therapies for sickle cell and early cholesterol-editing trials show promise, yet they&#8217;re extremely expensive and available to very few<em>. </em></p><p><strong>&#9878;&#65039; </strong><em><strong>Big risks shape the ethics:</strong> </em>Off-target edits and germline editing remain the major red lines, with the real long-term danger being a future where only wealthy systems can afford genetic upgrades.</p><div class="poll-embed" data-attrs="{&quot;id&quot;:411368}" data-component-name="PollToDOM"></div><div><hr></div><h2>Midweek Updates&#127861;</h2><h6></h6><p>&#128581;&#127995; <strong>35 state attorneys general</strong> just told Congress to <a href="https://www.reuters.com/legal/litigation/dozens-state-attorneys-general-urge-us-congress-not-block-ai-laws-2025-11-25/?utm">back off pre-empting their AI laws</a>, setting up a Trump-era states-vs-feds fight over regulation.</p><p><strong>&#9889; Elon Musk</strong>&#8217;s xAI plans an <a href="https://techcrunch.com/2025/11/26/musks-xai-to-build-small-solar-farm-adjacent-to-colossus-data-center/#:~:text=Artificial%20intelligence%20startup%20xAI%2C%20founded,facilities%20for%20training%20AI%20models">88-acre, 30&#8239;MW solar farm</a> next to its Memphis &#8220;Colossus&#8221; data center to offset massive AI energy needs.</p><p><strong>&#129777;&#127996;&#8205;&#129778;&#127997; Jeff Bezos</strong>&#8217; secretive AI venture Project Prometheus quietly <a href="https://www.wired.com/story/jeff-bezos-new-ai-company-acquired-agentic-computing-startup/#:~:text=Jeff%20Bezos%E2%80%99%20New%20AI%20Venture,Acquired%20an%20Agentic%20Computing%20Startup">acquired an &#8220;agentic AI&#8221; startup</a>, General Agents, to accelerate its grand manufacturing AI ambitions.</p><p><strong>&#9986;&#65039; HP Inc. </strong>will <a href="https://www.reuters.com/business/hp-cut-about-6000-jobs-by-2028-ramps-up-ai-efforts-2025-11-25/#:~:text=Nov%2025%20%28Reuters%29%20,customer%20satisfaction%20and%20boost%20productivity">cut 4,000&#8211;6,000 jobs by 2028</a> as it embraces AI to speed up product development and boost productivity.</p><p><strong>&#128200; Dell </strong>raised its annual <a href="https://www.bloomberg.com/news/articles/2025-11-25/dell-raises-annual-outlook-for-shipments-of-ai-servers?embedded-checkout=true">forecast for AI server shipments</a> to $25&#8239;billion (up from $20&#8239;billion) after reporting surging demand in its latest quarter.</p><div><hr></div><p><em>What do you think about this week&#8217;s newsletter? Hit reply and let me know. See you next week! </em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/fixing-dna-typos?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/fixing-dna-typos?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[🫧AI Bubble or Human Nerves?]]></title><description><![CDATA[Read Time: 4 mins.]]></description><link>https://www.aiweeklyedge.com/p/ai-bubble-or-human-nerves</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/ai-bubble-or-human-nerves</guid><pubDate>Tue, 25 Nov 2025 19:17:58 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!GYiz!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back!</strong> I really appreciate everyone who voted on the new format. Most of you preferred two shorter issues each week, so that&#8217;s the plan going forward &#129395;. </p><p>Tuesdays will bring the usual segments, Thursdays will focus on Declassified conversations with a quick mid-week AI news update.</p><p>Also, the <em><strong>This Is Declassified</strong></em><strong> podcast</strong> is coming soon for anyone who prefers to listen on the go. I&#8217;ll keep you posted.</p><p>Let&#8217;s dive in.</p><div><hr></div><p>On deck:</p><h5>&#128225;NVIDIA vs The AI Bubble</h5><h5>&#128294;Tool Spotlight: Lovable</h5><h5>&#128161;Pre-Mortem Analysis: <em>What can go wrong?</em></h5><h5>&#129354;Face-Off: Choose the best response</h5><h5>&#127861;AI News Quick Hits</h5><div><hr></div><h3>The &#128225;Signal Behind the &#128266;Buzz</h3><h6>Demystifying trending AI stories.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!GYiz!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png 424w, https://substackcdn.com/image/fetch/$s_!GYiz!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png 848w, https://substackcdn.com/image/fetch/$s_!GYiz!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png 1272w, https://substackcdn.com/image/fetch/$s_!GYiz!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!GYiz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png" width="450" height="249.72527472527472" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/df603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:808,&quot;width&quot;:1456,&quot;resizeWidth&quot;:450,&quot;bytes&quot;:3597890,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/179837004?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!GYiz!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png 424w, https://substackcdn.com/image/fetch/$s_!GYiz!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png 848w, https://substackcdn.com/image/fetch/$s_!GYiz!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png 1272w, https://substackcdn.com/image/fetch/$s_!GYiz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf603a05-056a-4bb0-8eba-787be0acb5a5_1961x1088.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"><em>&#128266;AI bubble or human nerves?</em></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!82M8!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9269e58e-542e-4fff-9fee-a876f8b39ec6_2816x1536.png 424w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9269e58e-542e-4fff-9fee-a876f8b39ec6_2816x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:794,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:6149576,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/179837004?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9269e58e-542e-4fff-9fee-a876f8b39ec6_2816x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!82M8!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9269e58e-542e-4fff-9fee-a876f8b39ec6_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!82M8!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9269e58e-542e-4fff-9fee-a876f8b39ec6_2816x1536.png 848w, https://substackcdn.com/image/fetch/$s_!82M8!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9269e58e-542e-4fff-9fee-a876f8b39ec6_2816x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!82M8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9269e58e-542e-4fff-9fee-a876f8b39ec6_2816x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><h3>Spotlight&#128294; by Toolfetch</h3><h6>Smart Tools, Clear Choices. Powered by <a href="https://www.toolfetch.ai">Toolfetch.ai</a> (coming soon)</h6><h6></h6><p>This week&#8217;s spotlight is on<em><strong> <a href="https://lovable.dev/">Lovable.dev</a></strong></em>, an AI tool that can build real, functional software from your text descriptions. </p><p>Lovable is one of the platforms at the forefront of the &#8220;vibe coding&#8221; movement, allowing anyone to build web apps without writing code. It automatically sets up both the interface users see and the database that stores their information. </p><p>Unlike standard website builders, Lovable writes actual software code that you can export and own. </p><p>For decision-makers, this minimizes risk. You get the speed of AI automation, and you are not locked into their platform forever because Lovable syncs with GitHub (the industry standard for storing code). </p><p>That means a human developer can easily take over if your app grows.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!4k84!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png 424w, https://substackcdn.com/image/fetch/$s_!4k84!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png 848w, https://substackcdn.com/image/fetch/$s_!4k84!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png 1272w, https://substackcdn.com/image/fetch/$s_!4k84!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!4k84!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png" width="1456" height="680" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:680,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:5041702,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/179837004?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!4k84!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png 424w, https://substackcdn.com/image/fetch/$s_!4k84!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png 848w, https://substackcdn.com/image/fetch/$s_!4k84!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png 1272w, https://substackcdn.com/image/fetch/$s_!4k84!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa228e93d-d3c1-4edf-af08-af55a42989fd_2699x1260.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Takeaway:</strong> Many reviews and Reddit posts call Lovable.dev &#8220;magical&#8221; for getting an app online in hours. Users particularly like the visual editing and its ability to manage complex features like user logins. </p><p>The downsides include burned credits when the AI gets stuck in error loops, and limits (credits, scale, reliability, UX) when building production-grade systems. </p><p>Overall sentiment is cautiously positive. It is a great tool for getting most of the work done; complex logic may still require a human expert.</p><div><hr></div><h3>Concept Corner&#128161;: The Pre-Mortem Analysis</h3><h6>Quick, practical insights for boosting your efficiency and productivity with AI.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!SkM9!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png 424w, https://substackcdn.com/image/fetch/$s_!SkM9!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png 848w, https://substackcdn.com/image/fetch/$s_!SkM9!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png 1272w, https://substackcdn.com/image/fetch/$s_!SkM9!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!SkM9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png" width="450" height="274.75961538461536" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:889,&quot;width&quot;:1456,&quot;resizeWidth&quot;:450,&quot;bytes&quot;:3913495,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;http://www.thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/179837004?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!SkM9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png 424w, https://substackcdn.com/image/fetch/$s_!SkM9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png 848w, https://substackcdn.com/image/fetch/$s_!SkM9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png 1272w, https://substackcdn.com/image/fetch/$s_!SkM9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d555a5a-bab1-4120-a54e-826e891ed889_2265x1383.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em><strong>What it is</strong></em><strong>: </strong>A <em>pre-mortem analysis</em> asks &#8220;<em>what will go wrong?</em>&#8221; before you even start a project, instead of asking &#8220;<em>what went wrong?</em>&#8221; after things go haywire. </p><p>It is a strategic exercise where you assume your project has already failed woefully in the future, then work backward to determine the specific causes, allowing you to fix the holes in your plan before they ever have a chance to sink the ship.</p><p><em><strong>Real-world example</strong></em><strong>: </strong>Imagine you are finally launching that side business you have been planning for months and daydreaming about potential revenue for longer.</p><p>One year later, the business is dead. You realize the cause wasn&#8217;t the service or product, but burnout because you didn&#8217;t automate your invoicing and it became a monster. </p><p>That&#8217;s just one example, it could be any part of the project that seems &#8220;harmless&#8221;  during the pre-launch euphoria. </p><p>On our own, it can be hard to imagine how things could fail because we&#8217;re biased toward optimism, but AI is the perfect impartial cynic. </p><p>You can feed your strategy into a language model like Gemini, ChatGPT, Claude, etc.,  and ask it to <em>ruthlessly</em> simulate failure scenarios, spotting the operational blind spots that your excitement is ignoring so you can build safeguards today.</p><p><em><strong>Try this prompt</strong></em>:</p><div class="pullquote"><p><code>I am planning to [insert project/goal, e.g., launch a freelance design portfolio]. Assume it&#8217;s one year from now and this project has failed completely. Based on common pitfalls in this industry and my current plan, provide a narrative explaining exactly why it failed. Then, list 3 specific preventative measures I must take right now to prevent this outcome. Here are the details of my plan: [paste plan details] </code></p></div><h3>&#129354;Face-Off&#129354;</h3><h6>AI models vie for supremacy. In the words of Bruce Buffer, &#8220;<em>IIIIIIIT&#8217;S TIME!!&#8221;</em></h6><h6></h6><blockquote><p><strong>Prompt:</strong><em><strong> </strong>Create a quatrain about Thanksgiving, with rhyming scheme ABAB.</em></p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://www.thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Hss6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a744e2d-8d68-4e54-8ed4-87a351dd7f28_2816x1536.png 424w, https://substackcdn.com/image/fetch/$s_!Hss6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a744e2d-8d68-4e54-8ed4-87a351dd7f28_2816x1536.png 848w, 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:410326}" data-component-name="PollToDOM"></div><div><hr></div><h3>Quick Hits&#127861;</h3><h6></h6><p><strong>&#9997;&#127998; The US President&#8217;s</strong> new <a href="https://www.whitehouse.gov/presidential-actions/2025/11/launching-the-genesis-mission/">&#8220;Genesis Mission&#8221; order</a> turns DOE labs and supercomputers into a national AI platform to accelerate scientific breakthroughs. </p><p><strong>&#128081; Anthropic</strong> <a href="https://www.anthropic.com/news/claude-opus-4-5">launched Claude Opus 4.5</a>, claiming the coding crown with a new &#8220;effort&#8221; parameter that lets users trade speed for deeper reasoning intensity.</p><p><strong>&#128170;&#127998; Google&#8217;s </strong>new Gemini 3 <a href="https://www.androidcentral.com/apps-software/ai/googles-november-gemini-drop-adds-gemini-3-nano-banana-pro-and-more?utm">now powers</a> the Gemini app and enterprise tools, bundled with Nano Banana Pro image generation and experimental Gemini Agent automation.</p><p><strong>&#129489;&#127995;&#8205;&#127979; OpenAI</strong> introduced <a href="https://openai.com/index/chatgpt-for-teachers/?utm">ChatGPT for Teachers</a>, a free GPT-5.1 workspace for verified U.S. K-12 educators through June 2027 with FERPA-minded controls and &#8220;Study Mode&#8221; helpers.</p><p><strong>&#129302; Google</strong> debuted <a href="https://antigravity.google/blog/introducing-google-antigravity">Antigravity</a>, an &#8220;agent-first&#8221; IDE that allows developers to command swarms of AI bots to plan, code, and debug software autonomously.</p><p><strong>&#128142; OpenAI</strong> <strong>CEO</strong> Sam Altman and designer Jony Ive confirmed their <a href="https://indianexpress.com/article/technology/gadgets/openai-and-jony-ive-have-finalised-ai-hardware-prototype-and-the-launch-could-happen-in-two-years-or-less-10384396/">stealth hardware device is prototyped</a>, &#8220;jaw-droppingly good,&#8221; and targeting a release within two years.</p><p><strong>&#129482; Meta</strong> upgraded its vision stack with <a href="https://ai.meta.com/blog/">SAM 3D</a>, enabling the &#8220;Segment Anything Model&#8221; to reconstruct 3D objects and scenes from flat 2D video in real-time.</p><p><strong>&#127919; OpenAI</strong> launched <a href="https://openai.com/index/target-partnership/?utm">&#8220;shopping research&#8221; mode</a> plus a Target app that builds carts and checks out inside ChatGPT. </p><p><strong>&#9729;&#65039; Mistral AI</strong> partnered with SAP to <a href="https://mistral.ai/news/ki-fur-deutschland">deploy a &#8220;sovereign AI&#8221; cloud stack</a>, specifically targeting German and European government agencies wary of U.S. data transfer. </p><p><strong>&#128029; DeepMind</strong> applied <a href="https://deepmind.google/blog/breeding-healthier-and-stronger-honeybees/">AlphaFold to the apiary</a>, identifying genetic markers in honeybees to help breed colonies resistant to disease and decline.</p><p><strong>&#9878;&#65039; EU Regulators</strong> <a href="https://www.theguardian.com/world/2025/nov/19/european-commission-accused-of-massive-rollback-of-digital-protections?utm">unveiled</a> a &#8220;Digital Package&#8221; that streamlines data laws, delays key AI Act duties and widens GDPR exceptions for AI training, alarming privacy groups.</p><p><strong>&#128640; Deep-learning</strong> &#8220;godfather&#8221; Yann LeCun is leaving Meta to <a href="https://www.reuters.com/technology/yann-lecun-leave-meta-launch-ai-startup-focused-advanced-machine-intelligence-2025-11-19/?utm">launch an Advanced Machine Intelligence startup</a> focused on world-model-style reasoning, with Meta staying on as a partner.</p><p><strong>&#127970; Google DeepMind</strong> announced <a href="https://deepmind.google/blog/were-expanding-our-presence-in-singapore-to-advance-ai-in-the-asia-pacific-region/">a new Singapore lab</a> to grow Asia-Pacific AI talent and research, framing it as a safety-minded hub for climate, health and other high-impact work.</p><p><strong>&#128737;&#65039; Microsoft</strong> and <strong>GitHub</strong> launched an <a href="https://www.webpronews.com/microsoft-github-ai-tool-auto-remediates-vulnerabilities-in-devsecops/">AI security tool</a> for DevSecOps that goes beyond detection to automatically remediate vulnerabilities in the pipeline.</p><div><hr></div><p><em>What do you think about this week&#8217;s newsletter? Hit reply and let me know. </em></p><p><em>See you on Thursday!</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/ai-bubble-or-human-nerves?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/ai-bubble-or-human-nerves?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[Quick Vote: ]]></title><description><![CDATA[Help Shape the Future of 'This Is Declassified']]></description><link>https://www.aiweeklyedge.com/p/quick-vote</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/quick-vote</guid><dc:creator><![CDATA[Michael]]></dc:creator><pubDate>Tue, 18 Nov 2025 23:17:20 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!vCRw!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fccb0c8df-d9d4-494b-aa88-f7782c773b35_706x706.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Hi Everyone, </p><p>Thank you very much for the incredible reception to last week&#8217;s revamped issue. Your feedback, messages, and support genuinely mean a lot. My promise has always been to keep evolving <em>This Is Declassified</em> into something that&#8217;s not just informative, but something you actively look forward to every week.</p><p>To keep delivering on that, I&#8217;d love to ask for your quick input. </p><p>I&#8217;m exploring two possible formats going forward, and your vote will help me choose the one that creates the best reading experience for you:</p><div><hr></div><p><strong>Option A: One Weekly Deep Dive every Tuesday (8 - 10 min Read) </strong></p><p>All segments in one issue:<br>&#128225;<em>The Signal Behind the Buzz</em><br>&#128294;<em>AI Tools: Spotlight/Head-to-Head&#9876;&#65039;</em><br>&#128194;<em>Declassified (AI conversations on key/timely topics)</em><br>&#128161;<em>Concept Corner</em><br>&#127861;<em>AI News Quick Hits</em></p><div><hr></div><p><strong>Option B: Two Shorter Issues (3 - 4 min Read, each) </strong></p><ul><li><p><strong>Tuesdays:</strong> </p><p>&#128225;<em>The Signal Behind the Buzz </em></p><p>&#128294;<em>AI Tools: Spotlight/Head-to-Head&#9876;&#65039;</em> </p><p>&#128161;<em>Concept Corner </em></p><p>&#127861;<em>AI News Quick Hits. </em></p><p></p></li><li><p><strong>Thursdays:</strong> </p><p>&#128194;<em>Declassified (AI conversations); </em></p><p>&#127861;<em>AI News Quick Hits (shorter list, for any news updates between Tuesday and Thursday). </em></p></li></ul><p>This split would give <em>Declassified (AI conversations)</em>  slightly more room to breathe, and would also let me expand some of the other segments a bit more, when needed.</p><div><hr></div><p>&#128073; <strong>Please vote using the quick poll below, anytime </strong><em><strong>between now and the end of Thursday</strong></em><strong>.</strong> Your input genuinely helps shape where we go next, and ensures this newsletter stays valuable, sharp, and worth your time.</p><div class="poll-embed" data-attrs="{&quot;id&quot;:407351}" data-component-name="PollToDOM"></div><div><hr></div><p>Thanks again for being here. And if you have any suggestion, I&#8217;d love to hear it. Simply hit reply and share your thoughts (after voting, haha).</p><p>More great things ahead. &#128640;</p><p></p>]]></content:encoded></item><item><title><![CDATA[Claude's Cyberattack, 5G Facts, Law of Input Quality, & more...]]></title><description><![CDATA[Read Time: 8 mins.]]></description><link>https://www.aiweeklyedge.com/p/claudes-cyberattack-5g-facts-law</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/claudes-cyberattack-5g-facts-law</guid><pubDate>Tue, 18 Nov 2025 17:13:41 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!sh8L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Welcome back.</strong> China&#8217;s Unitree Robotics <a href="https://www.gizmochina.com/2025/11/13/unitree-g1-d-wheeled-humanoid-robot-launched-specs/?utm">recently introduced</a> the G1-D, its first wheeled humanoid paired with a full-stack platform to gather real-world data for AI training. With arms, cameras, and a six-hour wheeled base, it works as a roaming &#8220;data worker.&#8221; </p><p>I think it&#8217;s impressive tech, but it also raises real questions: &#129488; Will it respect private conversations? Avoid capturing images of your kids? Or will everything just become data fodder? It&#8217;s a clear reminder of why ethics matter in this rapidly evolving field.</p><div><hr></div><p>On deck:</p><h5>&#128225;The signal behind the Claude Cyberattack buzz</h5><h5>&#9876;&#65039;AI Tools Head-to-Head: Gamma vs Beautiful</h5><h5>&#128194;Declassified: The Truth About 5G Technology</h5><h5>&#128161;Concept Corner: Input Quality Law</h5><h5>&#127861;AI News Quick Hits</h5><h6></h6><p>Let&#8217;s dive in.</p><div><hr></div><h2>The &#128225;Signal Behind the Buzz</h2><h6>Demystifying trending AI stories.</h6><h6></h6><p><strong>The Buzz:</strong> Anthropic says it just stopped the first &#8220;AI-orchestrated&#8221; cyber-espionage campaign, where a China-linked group used its Claude model to automate 80&#8211;90% of a hacking operation against roughly 30 companies and government agencies worldwide. Social feeds are full of &#8220;AI is now hacking the world on its own&#8221; takes.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!sh8L!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png 424w, https://substackcdn.com/image/fetch/$s_!sh8L!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png 848w, https://substackcdn.com/image/fetch/$s_!sh8L!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png 1272w, https://substackcdn.com/image/fetch/$s_!sh8L!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!sh8L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png" width="500" height="250" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:728,&quot;width&quot;:1456,&quot;resizeWidth&quot;:500,&quot;bytes&quot;:2698192,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178921528?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!sh8L!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png 424w, https://substackcdn.com/image/fetch/$s_!sh8L!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png 848w, https://substackcdn.com/image/fetch/$s_!sh8L!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png 1272w, https://substackcdn.com/image/fetch/$s_!sh8L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9ec39005-f233-4ac6-9234-3f93594d5fb9_1879x939.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>The Signal:</strong> This was not AI going on an autonomous hacking spree. <a href="https://cyberscoop.com/anthropic-ai-orchestrated-attack-required-many-human-hands/?utm">Human hackers picked the targets, set the objectives, and told the AI what to do</a>. Claude simply handled the repetitive grunt work: scanning, probing, and coordinating attacks at machine speed. </p><p>Even the underlying report notes that the system had to be carefully steered and sometimes made basic mistakes. Some security experts argue Anthropic&#8217;s &#8220;autonomous&#8221; branding oversells how independent the AI really was.</p><p><strong>The Impact:</strong> The real shift is economic: AI makes serious cyberattacks cheaper, faster, and more scalable, extending high-end capabilities to more players. That, in turn, is pushing defenders to lean harder on AI for monitoring logs, catching anomalies, and responding automatically. </p><p>AI isn&#8217;t a new, mystical threat. It&#8217;s a force multiplier that will only keep getting better. If your security practices are weak today, AI doesn&#8217;t shield them; it just helps attackers exploit them faster.</p><div><hr></div><h2>Head-to-Head&#9876;&#65039; by Toolfetch</h2><h6>Smart Tools, Clear Choices. Powered by <a href="https://www.toolfetch.ai">Toolfetch.ai</a> (coming soon)</h6><h6></h6><p><em><strong><a href="https://gamma.app/">Gamma.app</a></strong></em> and <em><strong><a href="https://www.beautiful.ai/">Beautiful.ai</a></strong></em> both promise fast, smart, browser-based presentation creation, but they take different angles on what &#8220;AI help&#8221; should feel like. </p><p>Gamma leans into flexible, card-based layouts that can instantly become decks, docs, or simple web pages. </p><p>Beautiful.ai feels more traditional and brand-forward, with polished templates and Smart Slides that keep everything neatly on-brand. Smart Slides is a feature that automatically adjust layouts, spacing, and design elements as you add or edit content, so your deck stays clean and on-brand without manual formatting.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!FkCR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png 424w, https://substackcdn.com/image/fetch/$s_!FkCR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png 848w, https://substackcdn.com/image/fetch/$s_!FkCR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png 1272w, https://substackcdn.com/image/fetch/$s_!FkCR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!FkCR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png" width="793" height="389" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:389,&quot;width&quot;:793,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:35268,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178921528?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!FkCR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png 424w, https://substackcdn.com/image/fetch/$s_!FkCR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png 848w, https://substackcdn.com/image/fetch/$s_!FkCR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png 1272w, https://substackcdn.com/image/fetch/$s_!FkCR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9809b7fd-67c0-4d03-ad0c-d3148a94b65e_793x389.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Takeaway:</strong> If you value speed and format flexibility, one prompt becoming a deck, a document, or even a small website, Gamma.app is really productive, even if reviews point out some rough edges around support and billing.</p><p>If your priority is polished, consistent, traditional slide design, especially for client-facing work, Beautiful.ai remains the steadier, more structured choice. Just be mindful of trial terms and billing timelines.</p><p>Both tools shine, but they shine in different moments: Gamma for speed and creativity, Beautiful.ai for structure and brand confidence.</p><div><hr></div><h2>&#128194;XVII: The Truth About 5G Technology </h2><h6>This is <a href="https://www.amazon.com/dp/B0FV2CWNNY">a real conversation with one of the world&#8217;s most advanced AIs</a>, guided by my custom&#8209;built prompting system. Clarifying notes appear in block quotes where needed.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!tRKb!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9d11566-7411-4f09-930f-00336f337ebb_923x975.png 424w, https://substackcdn.com/image/fetch/$s_!tRKb!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9d11566-7411-4f09-930f-00336f337ebb_923x975.png 848w, https://substackcdn.com/image/fetch/$s_!tRKb!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9d11566-7411-4f09-930f-00336f337ebb_923x975.png 1272w, https://substackcdn.com/image/fetch/$s_!tRKb!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9d11566-7411-4f09-930f-00336f337ebb_923x975.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!tRKb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9d11566-7411-4f09-930f-00336f337ebb_923x975.png" width="250" height="264.0845070422535" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d9d11566-7411-4f09-930f-00336f337ebb_923x975.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:975,&quot;width&quot;:923,&quot;resizeWidth&quot;:250,&quot;bytes&quot;:369624,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178921528?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9d11566-7411-4f09-930f-00336f337ebb_923x975.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!tRKb!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9d11566-7411-4f09-930f-00336f337ebb_923x975.png 424w, https://substackcdn.com/image/fetch/$s_!tRKb!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9d11566-7411-4f09-930f-00336f337ebb_923x975.png 848w, https://substackcdn.com/image/fetch/$s_!tRKb!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9d11566-7411-4f09-930f-00336f337ebb_923x975.png 1272w, https://substackcdn.com/image/fetch/$s_!tRKb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9d11566-7411-4f09-930f-00336f337ebb_923x975.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Interviewer:</strong> <em>Let&#8217;s talk 5G. Most people hear the term and think &#8220;more bars on my phone.&#8221; What is 5G really?</em></p><p><strong>Advanced GPT:</strong> Think of 5G as rebuilding a city&#8217;s entire road system, not just repaving a few stretches. Technically, it is a new generation of wireless standards that govern how devices talk over the air. Earlier networks were like two-lane highways. 5G adds more lanes, smoother pavement, and smarter traffic control. Yes, speeds get higher, but the bigger shift is capacity and timing.</p><p><strong>Interviewer:</strong> &#8220;<em>Timing&#8221; is the part many of us still struggle to understand. What does that mean in normal language?</em></p><p><strong>Advanced GPT:</strong> Latency is the delay between sending a signal and getting a response. With 4G, that delay is usually 30&#8211;50 milliseconds. With 5G, it can drop toward 1&#8211;10 milliseconds in strong setups. It feels less like hesitating at a stoplight and more like blinking. Humans barely notice these tiny delays, but machines do. If autonomous cars, drones, or factory robots need to coordinate, that hesitation matters.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!zZ9J!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!zZ9J!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png 424w, https://substackcdn.com/image/fetch/$s_!zZ9J!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png 848w, https://substackcdn.com/image/fetch/$s_!zZ9J!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!zZ9J!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!zZ9J!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png" width="250" height="375" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1536,&quot;width&quot;:1024,&quot;resizeWidth&quot;:250,&quot;bytes&quot;:2530817,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178921528?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!zZ9J!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png 424w, https://substackcdn.com/image/fetch/$s_!zZ9J!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png 848w, https://substackcdn.com/image/fetch/$s_!zZ9J!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png 1272w, https://substackcdn.com/image/fetch/$s_!zZ9J!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F82041ea3-e8db-45fd-b45f-aa17ce9a2fc6_1024x1536.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Interviewer:</strong> <em>So, 5G is less about Netflix loading faster, and more about machines talking without stuttering.</em></p><p><strong>Advanced GPT:</strong> Exactly. Think of a group of dancers trying to stay perfectly in sync. Even small lags break the rhythm. 5G promises cleaner timing at scale, which unlocks uses people don&#8217;t see yet.</p><p><strong>Interviewer:</strong> <em>Give me a couple of examples of these potential &#8220;uses.&#8221;</em></p><p><strong>Advanced GPT:</strong> Picture a hospital room where small sensors constantly monitor a patient. Today they send readings every few seconds. With 5G&#8217;s massive device capacity, thousands of quiet, low-power sensors can report almost continuously. Or imagine a factory where robotic arms hand off parts with millisecond precision. If the signal wobbles, the sequence falls apart.</p><p><strong>Interviewer:</strong> <em>I see. But then, if timing is everything, and we&#8217;re tying critical systems to these airwaves, what happens when the signal drops? How reliable are they?</em></p><p><strong>Advanced GPT:</strong> That is the tradeoff. Signals in very high frequencies such as millimeter wave can deliver impressive speeds but are easily blocked by walls, trees, even heavy rain. Cities need many small antennas to maintain consistent coverage.</p><p><strong>Interviewer:</strong> <em>And that brings us to surveillance. There are concerns that 5G plus billions of devices turns everything into data fodder.</em></p><p><strong>Advanced GPT:</strong> Those concerns are partly valid. The radio waves themselves are not the surveillance threat. The data and metadata moving over the network are. 5G supports dense device connections and precise location, which can help services run smoothly. In the wrong hands, that same visibility can enable high-resolution tracking. The technology does not force misuse, but it makes it technically easier if privacy protections are weak.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-Hbc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-Hbc!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png 424w, https://substackcdn.com/image/fetch/$s_!-Hbc!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png 848w, https://substackcdn.com/image/fetch/$s_!-Hbc!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png 1272w, https://substackcdn.com/image/fetch/$s_!-Hbc!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-Hbc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png" width="250" height="306.8230277185501" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:2878,&quot;width&quot;:2345,&quot;resizeWidth&quot;:250,&quot;bytes&quot;:2000891,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178921528?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4dda49ce-3f3d-4c23-aa68-d8c2a2c25080_2345x2878.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!-Hbc!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png 424w, https://substackcdn.com/image/fetch/$s_!-Hbc!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png 848w, https://substackcdn.com/image/fetch/$s_!-Hbc!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png 1272w, https://substackcdn.com/image/fetch/$s_!-Hbc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F346fc47f-b5fe-46e7-bc9e-2738d144200a_2345x2878.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"><em><a href="https://www.amazon.com/dp/B0FPF9B85J?asin=B0FPF9B85J&amp;revisionId=5ea6a263&amp;format=3&amp;depth=1">The genesis. Click to look inside</a></em></figcaption></figure></div><p><strong>Interviewer:</strong> <em>And the health rumors? Radiation, cancer, etc.?</em></p><p><strong>Advanced GPT:</strong> 5G uses non-ionizing radiofrequency energy. It does not break chemical bonds the way ionizing radiation does. Large scientific reviews, including cautious ones, have not found confirmed links between regulated exposure and biological harm. The main effect is heating, and limits are set far below harmful levels. Long-term research continues, but the current weight of evidence does not support the dramatic claims.</p><p><strong>Interviewer:</strong> <em>Let&#8217;s look under the hood. People keep hearing about low-band, mid-band, and millimeter wave. Comment on that, and why sometimes 5G feels fast and other times it feels&#8230; ordinary.</em></p><p><strong>Advanced GPT:</strong> Most users are currently on low and mid-band. These travel far but offer modest upgrades over 4G. Millimeter wave delivers the headline-grabbing speeds but covers small pockets. Another factor is that many carriers still use &#8220;non-standalone&#8221; 5G, where the radio is new but the control core is still 4G. As &#8220;standalone&#8221; cores roll out, the network finally delivers the low latency and advanced features that were advertised.</p><p><strong>Interviewer:</strong> <em>How about &#8220;network slicing?&#8221; It also gets thrown around in the 5G conversation.</em></p><p><strong>Advanced GPT:</strong> Slicing creates separate virtual networks on top of one physical one. It is like giving emergency services, hospitals, and factories their own dedicated lanes. It is powerful but it introduces cloud-style risks. If the software that manages slices is misconfigured or exploited, an attacker could cross lanes or hide inside a trusted slice. Security guidance is evolving to address exactly this.</p><p><strong>Interviewer:</strong> <em>Where does &#8220;5G-Advanced&#8221; fit into this story?</em></p><p><strong>Advanced GPT:</strong> Think of it as 5G&#8217;s &#8220;Pro mode.&#8221; It adds better energy efficiency, improved positioning accuracy, more AI inside the network, and support for more demanding applications such as extended reality and industrial automation. It is rolling out now, and vendors expect it to support increasingly demanding applications well into the late 2020s.</p><p><strong>Interviewer:</strong> <em>Let&#8217;s shift to geopolitics. Countries clash over 5G suppliers as if they were fighting over oil. Why does it matter so much? </em></p><p><strong>Advanced GPT:</strong> Whoever builds the network sits close to a nation&#8217;s nervous system. The core that routes traffic works like a digital brain stem, so trusting foreign vendors means trusting their security and supply chains. Even without espionage, dominance creates dependency. </p><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;669a8b60-f95c-4994-8178-b59872f5a7d4&quot;,&quot;duration&quot;:null}"></div><p><strong>Interviewer:</strong> <em>What&#8217;s the deeper strategic risk?</em> </p><p><strong>Advanced GPT:</strong> Control of upgrades. 5G keeps evolving, and if your equipment relies on another country&#8217;s updates, you inherit their timelines and priorities. It&#8217;s less about spying and more about influence. </p><p><strong>Interviewer:</strong> <em>And with 6G already being mentioned, is 5G simply a bridge?</em> </p><p><strong>Advanced GPT:</strong> A bridge, but a critical one. 5G lays the pavement. 6G hopes to build skyscrapers on top of it: advanced sensing, pinpoint positioning, and even tighter machine coordination. Without 5G, that future cannot take shape.</p><p><strong>Interviewer:</strong> <em>Okay. Give me both ends of the realistic future of 5G: worst case and best case.</em></p><p><strong>Advanced GPT:</strong> Worst case: a major city runs traffic lights, hospitals, logistics, and emergency services on slices of one national 5G network. A software flaw or targeted attack hits the control layer. Systems do not fully shut down, but they stutter unpredictably. That ripple effect causes real-world harm. </p><p>Best case: rural communities get near-fiber speeds without expensive cables. Clinics use reliable low-latency links for remote diagnostics. Factories dramatically cut waste through precise sensing instead of blanket overproduction. In that future, 5G fades into the background, like electricity. Your arguments shift from fear of radio waves to debates about governance, access, and control.</p><p><strong>Interviewer:</strong> <em>Last question: when people see the 5G icon on their phones, what should they feel?</em></p><p><strong>Advanced GPT:</strong> They should feel this: I am connected to a new layer of infrastructure that can empower my life or quietly centralize control, depending on how it is managed. </p><div><hr></div><div class="poll-embed" data-attrs="{&quot;id&quot;:406411}" data-component-name="PollToDOM"></div><div><hr></div><h2>Concept Corner&#128161;: Input Quality Law</h2><h6>Quick, practical insights for boosting your efficiency and productivity with AI.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!EjdK!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!EjdK!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png 424w, https://substackcdn.com/image/fetch/$s_!EjdK!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png 848w, https://substackcdn.com/image/fetch/$s_!EjdK!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png 1272w, https://substackcdn.com/image/fetch/$s_!EjdK!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!EjdK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png" width="320" height="268.4375" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:859,&quot;width&quot;:1024,&quot;resizeWidth&quot;:320,&quot;bytes&quot;:1484726,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178921528?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!EjdK!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png 424w, https://substackcdn.com/image/fetch/$s_!EjdK!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png 848w, https://substackcdn.com/image/fetch/$s_!EjdK!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png 1272w, https://substackcdn.com/image/fetch/$s_!EjdK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d0b39d0-5b43-4545-a04e-db9829d4de91_1024x859.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>What it is: </strong><em>Input Quality Law</em> is the idea that the clarity of what you feed a system shapes the quality of what you get back. It&#8217;s been true in coding, meetings, financial models, and it&#8217;s even more obvious with AI. Vague inputs create noisy outputs; precise inputs create leverage.</p><blockquote><p><strong>Real-world example:</strong><br>Two managers ask for a sales email.<br><em><strong>Manager A</strong></em>: <em>&#8220;Write a cold email for our product.&#8221;</em><br><em><strong>Manager B</strong></em>: <em>&#8220;Write a 120-word cold email to HR leaders at mid-sized U.S. tech companies, focused on reducing onboarding time by 30%, in a friendly but confident tone. Here are phrases our customers already use...&#8221;</em></p></blockquote><p>They appear to be doing the same task, but they&#8217;re operating at different levels. Manager A gets a generic template they&#8217;ll probably need to rewrite from scratch. Manager B gets a near-ready output that may only need minor edits.</p><p><strong>How AI helps:</strong> AI doesn&#8217;t fix poor inputs. If anything, it exposes them faster. But it <em>can</em> help you become better at asking. You can use AI to break down fuzzy goals, surface the assumptions you&#8217;re missing, define success criteria, or turn messy notes into clean briefs. </p><p>The added benefit is that as you sharpen your prompts, you sharpen your thinking. Over time, you&#8217;re not just getting better AI outputs; you&#8217;re learning to think in clearer, more precise layers.</p><p><em><strong>Try this prompt</strong></em>:</p><div class="pullquote"><p><code>I&#8217;ll paste samples of my past work, notes on my audience, my tone, my workflow, and the outcomes I want. Ask me 10&#8211;12 [or any number] focused questions to clarify intent, constraints, context, brand voice, preferred structure, and what &#8216;good&#8217; looks like. Then build a reusable master prompt that captures my style, accounts for variations in task type, and guides the model to produce consistent, high-quality outputs across writing, ideation, and analysis.</code></p></div><div><hr></div><h2>AI News Quick Hits&#127861;</h2><h6></h6><p>&#128736;&#65039;<strong>OpenAI</strong> <a href="https://openai.com/index/gpt-5-1/">releases GPT&#8209;5.1</a>, an upgrade that makes ChatGPT smarter, more conversational, and easier to personalize, rolling out now to users.</p><p>&#128176;<strong>Google</strong> <a href="https://blog.google/inside-google/company-announcements/google-american-innovation-texas/#:~:text=We%E2%80%99ve%20called%20Texas%20home%20for,in%20Armstrong%20and%20Haskell%20Counties">unveils a $40B plan</a> through 2027 to build three new AI-centric data center campuses in Texas, massively expanding its U.S. AI cloud infrastructure.</p><p>&#128176;<strong>Anthropic</strong> <a href="https://www.anthropic.com/news/anthropic-invests-50-billion-in-american-ai-infrastructure">commits $50B</a> to build custom AI data centers in Texas and New York with cloud partner Fluidstack, massively boosting its model training and deployment capacity.</p><p><strong>&#129777;&#127996;&#8205;&#129778;&#127997;Cisco</strong> <a href="https://aibusiness.com/generative-ai/cisco-buys-neuralfabric-enterprise-boost">acquires </a><em><a href="https://aibusiness.com/generative-ai/cisco-buys-neuralfabric-enterprise-boost">NeuralFabric</a></em>, a startup whose platform lets enterprises train domain-specific &#8220;Small Language Models&#8221; on their proprietary data for tailored generative AI tools.</p><p><strong>&#128683;Watchdog group</strong> Public Citizen <a href="https://aibusiness.com/generative-ai/why-openai-won-t-pull-sora-2">urges OpenAI to pull its new Sora 2</a> AI video generator, citing unchecked deepfake disinformation and harassment risks from the model&#8217;s alleged rushed launch.</p><p><strong>&#129489;&#127998;&#8205;&#9877;&#65039;Elon Musk</strong> claims Tesla&#8217;s Optimus <a href="https://www.mobihealthnews.com/news/elon-musk-says-teslas-optimus-will-have-superhuman-surgical-skills#:~:text=During%20a%20talk%20with%20Ron,better%20precision%20than%20a%20human">humanoid robot will attain &#8220;superhuman&#8221; surgical precision</a>, eventually performing complex surgeries beyond human capabilities and making elite care universally accessible.</p><p><strong>&#128483;&#65039;Meta</strong> <a href="https://venturebeat.com/ai/meta-returns-to-open-source-ai-with-omnilingual-asr-models-that-can">open-sources its &#8220;Omnilingual ASR&#8221; suite</a>: a speech recognition model covering 1,600+ languages (including 500 never before supported), dramatically expanding global language coverage via an Apache-2 licensed release.</p><p><strong>&#129777;&#127996;&#8205;&#129778;&#127997;ElevenLabs</strong> strikes <a href="https://www.theguardian.com/culture/2025/nov/11/matthew-mcconaughey-michael-caine-ai-voice#:~:text=Oscar,the%20AI%20audio%20company%20ElevenLabs">deals with actors Michael Caine and Matthew McConaughey</a> to create licensed AI clones of their iconic voices, launching a marketplace for officially licensed celebrity voice synthesis.</p><p><strong>&#128176;Microsoft</strong> will <a href="https://www.reuters.com/business/microsoft-plans-invest-10-billion-portugal-ai-data-hub-bloomberg-news-reports-2025-11-11/#:~:text=LISBON%2C%20Nov%2011%20%28Reuters%29%20,Europe%2C%20it%20said%20on%20Tuesday">spend $10B to build a huge AI data</a> center campus in Sines, Portugal, deploying 12,600 NVIDIA GPUs to anchor Europe&#8217;s AI cloud infrastructure.</p><div><hr></div><p><em>What do you think about this week&#8217;s newsletter? Hit reply and let me know. See you next week!</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/claudes-cyberattack-5g-facts-law?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/claudes-cyberattack-5g-facts-law?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[OpenAI, Blockchain & Time Arbitrage]]></title><description><![CDATA[Read Time: 7 mins.]]></description><link>https://www.aiweeklyedge.com/p/openai-blockchain-and-time-arbitrage</link><guid isPermaLink="false">https://www.aiweeklyedge.com/p/openai-blockchain-and-time-arbitrage</guid><pubDate>Wed, 12 Nov 2025 05:21:01 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!9D1O!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>We&#8217;re back! I took last week to refine the newsletter so every issue delivers more insight and impact going forward, and I can&#8217;t wait for you to see what&#8217;s new.</p><p>On deck:</p><h5>&#9726;The signal behind the OpenAI healthcare buzz</h5><h5>&#9726;AI Tools Spotlight: NotebookLM</h5><h5>&#9726;Declassified: Can Blockchain Survive the Quantum Age?</h5><h5>&#9726;Concept Corner: Time Arbitrage</h5><h5>&#9726;AI News Quick Hits</h5><h6></h6><p>Let&#8217;s dive in.</p><div><hr></div><h2>The &#128225;Signal Behind the Buzz</h2><h6>Demystifying trending AI stories.</h6><h6></h6><p><strong>The Buzz:</strong> OpenAI may launch consumer-health apps, possibly a personal &#8220;AI health assistant.&#8221; Online chatter made it sound like ChatGPT will finally fix your medical records, or function as a full-fledged virtual physician for on-demand care.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9D1O!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png 424w, https://substackcdn.com/image/fetch/$s_!9D1O!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png 848w, https://substackcdn.com/image/fetch/$s_!9D1O!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png 1272w, https://substackcdn.com/image/fetch/$s_!9D1O!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9D1O!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png" width="352" height="384.5970974429855" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1581,&quot;width&quot;:1447,&quot;resizeWidth&quot;:352,&quot;bytes&quot;:3019029,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178479372?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!9D1O!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png 424w, https://substackcdn.com/image/fetch/$s_!9D1O!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png 848w, https://substackcdn.com/image/fetch/$s_!9D1O!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png 1272w, https://substackcdn.com/image/fetch/$s_!9D1O!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c938f7e-749b-4aec-aca4-ca513fb555b6_1447x1581.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">OpenAI considering consumer health tools</figcaption></figure></div><p><strong>The Signal:</strong> OpenAI is <em><a href="https://www.reuters.com/business/healthcare-pharmaceuticals/openai-considers-consumer-health-tools-push-beyond-core-ai-offerings-business-2025-11-10/?utm">exploring entry</a> </em>into consumer-health tools, not yet launching them. Yes, the company has made key hires to beef up its healthcare strategy (e.g., Nate Gross of Doximity, Ashley Alexander from Instagram). However, the real challenge is consolidating fragmented medical records, navigating privacy laws, and proving clinical safety. </p><p><strong>The Impact:</strong> If OpenAI does launch consumer-health offerings, expect modest, incremental features first, like summarizing your doctor&#8217;s notes, medication reminders, or generic health education, <em>rather than</em> full-scale diagnosis or clinical care. </p><p>For every tech company chasing AI healthcare, the real prize isn&#8217;t data or features; it&#8217;s trust. The platform that earns users&#8217; confidence on safeguarding records, ensuring confidentiality, and delivering reliable service wins.</p><div><hr></div><h2>Spotlight&#128294; by Toolfetch</h2><h6>Smart Tools, Clear Choices. Powered by <a href="https://www.toolfetch.ai">Toolfetch.ai</a> (coming soon)</h6><h6></h6><p>The spotlight for this week is on Google&#8217;s <em><strong><a href="https://notebooklm.google/?gad_source=1&amp;gad_campaignid=22476587015&amp;gbraid=0AAAAA-fwSsdXfG_IjgLPmgljAWJ8AoER2&amp;gclid=CjwKCAiA2svIBhB-EiwARWDPjm527DCW9iGa3mAKGpqllJUfY_Ek1EkB53rIK_nZnZWS0v0meDQxERoCtdYQAvD_BwE">NotebookLM</a></strong></em>&#128294;</p><p>It is an AI study and research partner that transforms your PDFs, notes, and links into cited summaries, insights, and multimedia overviews, helping you learn faster and brief smarter.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!aCZR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png 424w, https://substackcdn.com/image/fetch/$s_!aCZR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png 848w, https://substackcdn.com/image/fetch/$s_!aCZR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png 1272w, https://substackcdn.com/image/fetch/$s_!aCZR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!aCZR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png" width="1456" height="637" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:637,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1728643,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178479372?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!aCZR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png 424w, https://substackcdn.com/image/fetch/$s_!aCZR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png 848w, https://substackcdn.com/image/fetch/$s_!aCZR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png 1272w, https://substackcdn.com/image/fetch/$s_!aCZR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61c320a7-a0bb-40f7-ad0d-f110e58365b9_2145x938.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Takeaway:</strong> Think of NotebookLM as an intelligent companion for exploring your own sources, not a full note-taking ecosystem. Configure Chat, Mind Maps, and flashcards and quizzes make studying smoother, while its cited answers and audio overviews earn high praise for saving time and clarifying complex material. Even though most users still want stronger organization tools (folders and cross-notebook links) and more creative video overviews, most agree it&#8217;s one of the most practical AI tools for transforming reading into real understanding. </p><p>Here&#8217;s a<a href="https://www.youtube.com/watch?v=FOs4RDTC52Q"> helpful video by </a><em><a href="https://www.youtube.com/watch?v=FOs4RDTC52Q">Teacher&#8217;s Tech</a></em> that offers a clear, up-to-date overview of it&#8217;s features.</p><div><hr></div><h2>&#128194;XVI: Can Blockchain Survive the Quantum Age? </h2><h6>This is a real conversation with one of the world&#8217;s most advanced AIs, guided by my custom&#8209;built prompting system. My clarifying notes appear in block quotes where needed.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!PEgR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png 424w, https://substackcdn.com/image/fetch/$s_!PEgR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png 848w, https://substackcdn.com/image/fetch/$s_!PEgR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!PEgR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!PEgR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png" width="350" height="350" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1024,&quot;width&quot;:1024,&quot;resizeWidth&quot;:350,&quot;bytes&quot;:1737747,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178479372?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!PEgR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png 424w, https://substackcdn.com/image/fetch/$s_!PEgR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png 848w, https://substackcdn.com/image/fetch/$s_!PEgR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!PEgR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77f9dbf8-a457-44aa-923c-f62905d78b68_1024x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"><em>Can blockchain survive the quantum age?</em></figcaption></figure></div><p><strong>Interviewer:</strong> Let&#8217;s start with a brief explanation. Everyone&#8217;s heard the word &#8220;blockchain,&#8221; but most people couldn&#8217;t explain it without sweating. What <em>is</em> it, really, beyond buzzwords?</p><p><strong>Advanced GPT:</strong> Imagine a shared notebook that lives online, open to everyone, yet impossible to secretly edit. Every new line written in that notebook is verified by a group before it&#8217;s added, and once it&#8217;s in, it&#8217;s permanent. That&#8217;s blockchain: a decentralized ledger&#8212;meaning a record that isn&#8217;t owned or controlled by a single authority.</p><p><strong>Interviewer:</strong> What makes it so&#8230; revolutionary?</p><p><strong>Advanced GPT:</strong> It flips trust upside down. In traditional systems, you trust the middleman&#8212;your bank, your government, a platform&#8212;to keep the record honest. Blockchain replaces that with mathematics. It uses cryptography, which are secret codes derived from complex math, to make every entry tamper-evident. No need for blind trust in people; you trust the protocol itself.</p><p><strong>Interviewer:</strong> So instead of &#8220;trusting a person,&#8221; you &#8220;trust the math.&#8221;</p><p><strong>Advanced GPT:</strong> Exactly. Picture a lock that can&#8217;t be picked because every attempt changes its shape. Each block of data locks to the previous one using something called a <em>hash</em>&#8212;a unique digital fingerprint. Change even a comma in an old block, and its fingerprint no longer fits, breaking the chain. That&#8217;s what keeps it honest.</p><p><strong>Interviewer:</strong> But if no one owns the notebook, who keeps it running? Who checks it&#8217;s accurate?</p><p><strong>Advanced GPT:</strong> The users do. Thousands, sometimes millions, of computers worldwide hold copies of the same ledger. These are called <em>nodes</em>&#8212;think of them as witnesses. When a new transaction appears, they compete or collaborate to verify it according to agreed rules. If most nodes agree it&#8217;s valid, it&#8217;s written into the chain. That&#8217;s consensus.</p><p><strong>Interviewer:</strong> You mentioned &#8220;compete or collaborate.&#8221; That&#8217;s mining, right?</p><p><strong>Advanced GPT:</strong> Yes. In Bitcoin&#8217;s case, nodes called <em>miners</em> compete to solve a puzzle&#8212;basically guessing a huge random number. The first to solve it gets to add the next block and earns new coins as a reward. It&#8217;s called <em>Proof of Work</em>. The puzzle makes cheating costly; rewriting history would mean redoing all that work.</p><p><strong>Interviewer:</strong> This is the part I really wanted to get into this week. With the rise of quantum computing, would that &#8220;massive work&#8221; still protect the chain? Or would it crumble overnight?</p><p><strong>Advanced GPT:</strong> That&#8217;s the looming question. Quantum computing&#8212;meaning computation that exploits quantum bits, or <em>qubits</em>, which can be 0 and 1 simultaneously&#8212;doesn&#8217;t just make math faster; it changes what &#8220;hard&#8221; even means. Proof of Work depends on how hard it is to reverse a cryptographic function&#8212;a kind of digital one-way mirror. Quantum computers could, in theory, shatter that mirror.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!gLJZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2910606e-5760-4206-877a-236142004aec_1024x1024.png 424w, https://substackcdn.com/image/fetch/$s_!gLJZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2910606e-5760-4206-877a-236142004aec_1024x1024.png 848w, https://substackcdn.com/image/fetch/$s_!gLJZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2910606e-5760-4206-877a-236142004aec_1024x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!gLJZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2910606e-5760-4206-877a-236142004aec_1024x1024.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!gLJZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2910606e-5760-4206-877a-236142004aec_1024x1024.png" width="350" height="350" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2910606e-5760-4206-877a-236142004aec_1024x1024.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1024,&quot;width&quot;:1024,&quot;resizeWidth&quot;:350,&quot;bytes&quot;:1801871,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178479372?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2910606e-5760-4206-877a-236142004aec_1024x1024.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!gLJZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2910606e-5760-4206-877a-236142004aec_1024x1024.png 424w, https://substackcdn.com/image/fetch/$s_!gLJZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2910606e-5760-4206-877a-236142004aec_1024x1024.png 848w, https://substackcdn.com/image/fetch/$s_!gLJZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2910606e-5760-4206-877a-236142004aec_1024x1024.png 1272w, https://substackcdn.com/image/fetch/$s_!gLJZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2910606e-5760-4206-877a-236142004aec_1024x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"><em>Quantum computing changes what &#8220;hard&#8221; even means.</em></figcaption></figure></div><p><strong>Interviewer:</strong> You&#8217;re saying what was once &#8220;impossible&#8221; could become trivial?</p><p><strong>Advanced GPT:</strong> Potentially. Algorithms like <em>SHA-256</em> (the cryptographic fingerprint Bitcoin uses) were designed for classical computers. Quantum machines running something called <em>Grover&#8217;s algorithm</em> could find a hash collision&#8212;that&#8217;s when two inputs give the same fingerprint&#8212;much faster. Not instantly, but fast enough to make today&#8217;s security margins shrink.</p><p><strong>Interviewer:</strong> How much faster are we talking?</p><p><strong>Advanced GPT:</strong> Picture billions of lottery tickets. A normal computer checks one ticket at a time. A quantum computer checks all of them <em>in parallel</em>, narrowing the right answer in fewer steps. It&#8217;s still work, but a few years of mining could become days, even hours.</p><p><strong>Interviewer:</strong> That sounds catastrophic for Bitcoin and other cryptocurrencies that depend on the &#8220;hardness&#8221; of that puzzle.</p><p><strong>Advanced GPT:</strong> It would be if quantum computers powerful enough existed today. They don&#8217;t. The best prototypes handle a few hundred noisy qubits; you&#8217;d need millions of stable ones to break Bitcoin&#8217;s cryptography. So there&#8217;s breathing room. But it&#8217;s not infinite.</p><blockquote><h6>All blockchain consensus methods, not just proof-of-work, will need quantum-safe cryptography to stay secure in the near future.</h6></blockquote><h6></h6><p><strong>Interviewer:</strong> So it&#8217;s a countdown problem, just not a short one yet.</p><p><strong>Advanced GPT:</strong> Exactly. The race is on: can blockchains migrate to <em>quantum-resistant</em> algorithms (cryptographic locks that even quantum machines can&#8217;t easily pick) before those machines arrive?</p><p><strong>Interviewer:</strong> And what do those quantum-resistant locks look like?</p><p><strong>Advanced GPT:</strong> Most rely on problems quantum computers <em>don&#8217;t</em> speed up, like lattice-based cryptography. Think of it as hiding a needle in a multi-dimensional haystack so complex that even a quantum computer can&#8217;t find it efficiently.</p><p><strong>Interviewer:</strong> So Bitcoin and similar cryptocurrencies would have to evolve their encryption?</p><p><strong>Advanced GPT:</strong> Yes, but it&#8217;s not easy. Updating cryptography in a decentralized system is like replacing an airplane&#8217;s engines mid-flight while passengers argue about which model to use. Every node must agree, update, and stay compatible. That consensus process could take years.</p><p><strong>Interviewer:</strong> And during that time, if quantum tech matures faster than expected&#8230;</p><p><strong>Advanced GPT:</strong> Then the deterrent vanishes. A malicious actor with a quantum edge could rewrite blocks faster than honest miners can react. They could double-spend coins&#8212;basically create counterfeit history&#8212;undetectably. It would be the digital equivalent of time theft.</p><p><strong>Interviewer:</strong> Would that mean the end of blockchain?</p><p><strong>Advanced GPT:</strong> Not the end, more like forced evolution. Blockchains that adapt will survive; those that don&#8217;t will fossilize. Remember, cryptography has evolved before&#8212;from simple ciphers to public keys to elliptic curves. Quantum resistance is just the next mutation.</p><p><strong>Interviewer:</strong> I see. We just need to be agile and proactive.</p><p><strong>Advanced GPT:</strong> Exactly. Security in any system isn&#8217;t a wall; it&#8217;s a race between builders and breakers. Quantum computing just raises the speed limit for both.</p><div><hr></div><div class="poll-embed" data-attrs="{&quot;id&quot;:403499}" data-component-name="PollToDOM"></div><div><hr></div><h2>Concept Corner&#128161;: Time Arbitrage</h2><h6>Concept Corner presents quick, clear insights for working and thinking smarter with AI.</h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://thisisdeclassified.com" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Lb05!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png 424w, https://substackcdn.com/image/fetch/$s_!Lb05!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png 848w, https://substackcdn.com/image/fetch/$s_!Lb05!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png 1272w, https://substackcdn.com/image/fetch/$s_!Lb05!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Lb05!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png" width="400" height="270.05494505494505" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:983,&quot;width&quot;:1456,&quot;resizeWidth&quot;:400,&quot;bytes&quot;:4085178,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://thisisdeclassified.com&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.thisisdeclassified.com/i/178479372?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Lb05!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png 424w, https://substackcdn.com/image/fetch/$s_!Lb05!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png 848w, https://substackcdn.com/image/fetch/$s_!Lb05!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png 1272w, https://substackcdn.com/image/fetch/$s_!Lb05!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc8736bdd-d02a-4e9d-bfdc-098ac6ef6f87_2072x1399.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">AI-assisted Time Arbitrage</figcaption></figure></div><p><strong>What it is</strong>: Time arbitrage is the art of turning hours you&#8217;re not working into hours that still work for you. It&#8217;s about using time zone gaps, automation, and sequencing to keep things moving when you&#8217;re asleep or offline. Instead of grinding longer, you design your workflow so progress compounds on its own.</p><p><strong>Real-world example</strong>: Let&#8217;s say you run a design studio in Chicago. At 5 p.m., you hand Figma frames and a written brief to a contractor in Lisbon. While you sleep, they sketch options, drop comments, and tag an AI automation that updates your Notion board and drafts responses for your review. By the time you log on the following morning, you&#8217;re already ahead -- editing, selecting, and shipping. One 24-hour day quietly behaves like two.</p><p><strong>How AI helps:</strong> AI can make the handoffs cleaner and faster. It can turn a rough brief into a structured task list, summarize overnight feedback into a digest, or draft replies so you only make high-leverage decisions. The result is fewer bottlenecks, faster feedback loops, and a calendar that works while you don&#8217;t.</p><p><em><strong>Try this prompt</strong></em>:</p><div class="pullquote"><p><code>Act as my operations strategist. Before mapping a 24-hour workflow that leverages time zones, automation, and AI, ask me 5&#8211;7 questions to understand my business model, team setup, client base, and current tools. Then design a custom workflow that keeps my business productive while I&#8217;m offline. Include sample handoffs, ideal automations, and specific AI tools or integrations (e.g., Notion AI, ElevenLabs, Perplexity) that fill any gaps--explaining why each one improves flow or fits my operations.</code></p></div><div><hr></div><h2>AI News Quick Hits&#127861;</h2><p><strong>&#129777;&#127996;&#8205;&#129778;&#127997;OpenAI</strong> <a href="https://www.reuters.com/business/retail-consumer/openai-amazon-strike-38-billion-agreement-chatgpt-maker-use-aws-2025-11-03/#:~:text=Nov%203%20%28Reuters%29%20,greater%20operational%20and%20financial%20freedom">inks a seven-year, $38&#8239;B pact</a> for Amazon&#8217;s cloud, securing access to hundreds of thousands of Nvidia GPUs.</p><p><strong>&#128176;Apple</strong> will reportedly <a href="https://indianexpress.com/article/technology/tech-news-technology/apple-to-use-google-ai-model-to-run-new-siri-10348660/">pay Google about $1&#8239;B annually</a> to use Google&#8217;s 1.2-trillion-parameter Gemini AI model in a major Siri overhaul.</p><p><strong>&#129470;Google</strong> <a href="https://cloud.google.com/blog/products/compute/ironwood-tpus-and-new-axion-based-vms-for-your-ai-workloads">unveils &#8220;Ironwood,&#8221;</a> its 7th-gen AI chip (known as Tensor Processing Units or TPUs) boasting roughly 4&#215; the per-chip performance of its previous model.</p><p><strong>&#128077;&#127998;Microsoft</strong> is <a href="https://apnews.com/article/microsoft-ai-blackwell-nvidia-uae-12ae42b88f4c5fec3cbbff3b4bd1ac0c">cleared to ship</a> 60,000+ of Nvidia&#8217;s most advanced AI chips (GB300 &#8220;Grace Blackwell&#8221;) to the UAE under strict U.S. export safeguards.</p><p><strong>&#129504;Microsoft</strong> forms a <a href="https://www.reuters.com/technology/microsoft-launches-superintelligence-team-targeting-medical-diagnosis-start-2025-11-06/#:~:text=SAN%20FRANCISCO%2C%20Nov%206%20,leading%20the%20effort%20told%20Reuters">new &#8220;superintelligence&#8221; division</a> (helmed by ex-DeepMind co-founder Mustafa Suleyman) to build AI exceeding human experts, starting with medical diagnosis.</p><p><strong>&#129489;&#8205;&#129309;&#8205;&#129489;OpenAI</strong> releases a <a href="https://www.axios.com/2025/11/06/openai-blueprint-teen-ai-safety-standards">Teen Safety Blueprint</a> urging age-based AI safeguards -- a bid to shape youth protection standards as regulators eye chatbot risks.</p><p><strong>&#127770;China&#8217;s Moonshot AI</strong> <a href="https://venturebeat.com/ai/moonshots-kimi-k2-thinking-emerges-as-leading-open-source-ai-outperforming">open-sources &#8220;Kimi K2&#8221;</a> (1 trillion parameters), claiming it outperforms OpenAI&#8217;s GPT-5 and Anthropic&#8217;s latest Claude on key coding and reasoning tests.</p><div><hr></div><p><em>What do you think about this week&#8217;s newsletter? Hit reply and let me know. See you next week!</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.aiweeklyedge.com/p/openai-blockchain-and-time-arbitrage?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.aiweeklyedge.com/p/openai-blockchain-and-time-arbitrage?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item></channel></rss>