<?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 Disruption]]></title><description><![CDATA[A Beijing-based AI engineer with a decade of experience shares at least 1 daily article on AI industry trends and technical insights.]]></description><link>https://aidisruption.ai</link><image><url>https://substackcdn.com/image/fetch/$s_!1xmv!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40adc650-231f-403a-89a6-1e7a0761fe03_500x500.png</url><title>AI Disruption</title><link>https://aidisruption.ai</link></image><generator>Substack</generator><lastBuildDate>Mon, 20 Apr 2026 02:06:55 GMT</lastBuildDate><atom:link href="https://aidisruption.ai/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Meng Li]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[aidisruption@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[aidisruption@substack.com]]></itunes:email><itunes:name><![CDATA[Meng Li]]></itunes:name></itunes:owner><itunes:author><![CDATA[Meng Li]]></itunes:author><googleplay:owner><![CDATA[aidisruption@substack.com]]></googleplay:owner><googleplay:email><![CDATA[aidisruption@substack.com]]></googleplay:email><googleplay:author><![CDATA[Meng Li]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Claude Disrupts Design Industry: Figma & Adobe Stocks Tank]]></title><description><![CDATA[Claude Design disrupts UI/UX, Figma stock drops 6.84%. Create, edit, export easily.]]></description><link>https://aidisruption.ai/p/claude-disrupts-design-industry-figma</link><guid isPermaLink="false">https://aidisruption.ai/p/claude-disrupts-design-industry-figma</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Sun, 19 Apr 2026 12:23:33 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!YUZ3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9600 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!YUZ3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YUZ3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png 424w, https://substackcdn.com/image/fetch/$s_!YUZ3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png 848w, https://substackcdn.com/image/fetch/$s_!YUZ3!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png 1272w, https://substackcdn.com/image/fetch/$s_!YUZ3!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!YUZ3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png" width="1400" height="788" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:788,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Claude Design Just Launched - A Designer's First Walkthrough | by Abhi  Chatterjee | Apr, 2026 | Design Systems Collective&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Claude Design Just Launched - A Designer's First Walkthrough | by Abhi  Chatterjee | Apr, 2026 | Design Systems Collective" title="Claude Design Just Launched - A Designer's First Walkthrough | by Abhi  Chatterjee | Apr, 2026 | Design Systems Collective" srcset="https://substackcdn.com/image/fetch/$s_!YUZ3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png 424w, https://substackcdn.com/image/fetch/$s_!YUZ3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png 848w, https://substackcdn.com/image/fetch/$s_!YUZ3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.png 1272w, https://substackcdn.com/image/fetch/$s_!YUZ3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14684e9e-a99e-4b39-8fce-1f981ba8d218_1400x788.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><blockquote><p><strong>Claude Design is here! The barrier for designers has dropped to 0.</strong></p></blockquote><p><strong>Claude has come to &#8220;kill&#8221; another industry.</strong></p><p>Yesterday, AI unicorn Anthropic dropped another bombshell by launching its new product, <strong>Claude Design</strong>, allowing users to create designs, interactive prototypes, PowerPoint slides, single-page documents, and other visual works directly using Claude.</p><p>Claude generates an initial draft based on your requirements. Users can then refine it through conversation, inline comments, direct editing, and custom sliders.</p><p>The results generated by Claude Design can be exported anywhere &#8212; imported into Canva, saved as PPT, PPTX, HTML, or other formats &#8212; and can even be packaged with one click into Claude Code to generate the corresponding code.</p><p>In fact, Anthropic had already experimented in the design space earlier. Claude Code once released a Skill called &#8220;frontend-design&#8221; specifically to optimize the web design output of Claude Code.</p><p><strong>Now, backed by the much more visually powerful Opus 4.7 model,</strong> the Anthropic Labs team has naturally released the full product: Claude Design.</p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;d4ffbe7d-1beb-40fc-96fd-6944015673df&quot;,&quot;caption&quot;:&quot;&#8220;AI Disruption&#8221; Publication 9500 Subscriptions 20% Discount Offer Link.&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Claude Opus 4.7 Released&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:138649186,&quot;name&quot;:&quot;Meng Li&quot;,&quot;bio&quot;:&quot;AI Engineer, Apache Linkis Committer, and Trader sharing daily industry analysis and technical insights.&quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e1d4c5c3-26ad-4429-ae51-ab1b8e6fa480_2316x2316.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:100}],&quot;post_date&quot;:&quot;2026-04-17T12:25:36.779Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!TEb1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://aidisruption.ai/p/claude-opus-47-released&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:194502579,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:28,&quot;comment_count&quot;:0,&quot;publication_id&quot;:2557538,&quot;publication_name&quot;:&quot;AI Disruption&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!1xmv!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40adc650-231f-403a-89a6-1e7a0761fe03_500x500.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><p>The capital market&#8217;s reaction was as brutal as always. Right after the announcement, <strong>the stock price of Figma, the U.S. design software leader, dropped 6.84%.</strong></p>
      <p>
          <a href="https://aidisruption.ai/p/claude-disrupts-design-industry-figma">
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   ]]></content:encoded></item><item><title><![CDATA[OpenAI Completely Refactors Codex!]]></title><description><![CDATA[OpenAI rebuilt Codex into a multi-agent system that controls your screen, schedules tasks, and runs independently.]]></description><link>https://aidisruption.ai/p/openai-completely-refactors-codex</link><guid isPermaLink="false">https://aidisruption.ai/p/openai-completely-refactors-codex</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Sat, 18 Apr 2026 12:13:15 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!YGrf!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9500 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!YGrf!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YGrf!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png 424w, https://substackcdn.com/image/fetch/$s_!YGrf!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png 848w, https://substackcdn.com/image/fetch/$s_!YGrf!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png 1272w, https://substackcdn.com/image/fetch/$s_!YGrf!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!YGrf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Codex for (almost) everything | OpenAI&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Codex for (almost) everything | OpenAI" title="Codex for (almost) everything | OpenAI" srcset="https://substackcdn.com/image/fetch/$s_!YGrf!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png 424w, https://substackcdn.com/image/fetch/$s_!YGrf!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png 848w, https://substackcdn.com/image/fetch/$s_!YGrf!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.png 1272w, https://substackcdn.com/image/fetch/$s_!YGrf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b841ffd-2084-4a90-8923-e54ebbe746f3_1600x900.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>Just now, OpenAI completely blew up Codex!</p><p>Yesterday, you were still using Codex to write code.<br>Today, it can already see your screen, control your mouse, remember your preferences from last week, and schedule tasks for itself.</p><p>Multiple AI Agents are now working in the background for you, without interfering with your mouse or keyboard at all.</p><p>Starting today, the tool that 3 million developers use every week is no longer just a coding Agent.</p><p><strong>You do your thing.</strong></p><p>Now Codex has its own independent cursor that doesn&#8217;t interfere with yours.<br>While you&#8217;re writing documentation, you can be running Xcode and testing your App right beside you &#8212; both happening at the same time.</p><p>What exactly can it do? One demo says it all.</p>
      <p>
          <a href="https://aidisruption.ai/p/openai-completely-refactors-codex">
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      </p>
   ]]></content:encoded></item><item><title><![CDATA[Claude Opus 4.7 Released]]></title><description><![CDATA[Anthropic releases Claude Opus 4.7 with major gains in coding, vision, and agentic workflows.]]></description><link>https://aidisruption.ai/p/claude-opus-47-released</link><guid isPermaLink="false">https://aidisruption.ai/p/claude-opus-47-released</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Fri, 17 Apr 2026 12:25:36 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!TEb1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9500 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!TEb1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!TEb1!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg 424w, https://substackcdn.com/image/fetch/$s_!TEb1!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg 848w, https://substackcdn.com/image/fetch/$s_!TEb1!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!TEb1!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!TEb1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg" width="1456" height="764" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:764,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Claude Opus 4.7 \\ Anthropic&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Claude Opus 4.7 \ Anthropic" title="Claude Opus 4.7 \ Anthropic" srcset="https://substackcdn.com/image/fetch/$s_!TEb1!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg 424w, https://substackcdn.com/image/fetch/$s_!TEb1!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg 848w, https://substackcdn.com/image/fetch/$s_!TEb1!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!TEb1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F127cd679-d7d2-49a9-89f4-cd15ee1bcc99_2400x1260.jpeg 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>Unexpectedly, <strong>Claude</strong>, which has been at the center of attention, has received another major update.</p><p>On Thursday, Anthropic announced the full release of its latest flagship model: <strong>Claude Opus 4.7</strong>.</p><p>Opus 4.7 shows significant improvements over Opus 4.6 in advanced software engineering, particularly when handling the most complex tasks. Users report that they can now confidently hand over even the most challenging coding work&#8212;tasks that previously required close supervision&#8212;to Opus 4.7. The model handles complex, time-consuming tasks with rigor and consistency, executes instructions with high precision, and designs methods to verify its own outputs before returning results.</p><p>The model also delivers noticeably better visual performance: it can process higher-resolution images and demonstrates greater taste and creativity when performing professional tasks, producing higher-quality interfaces, slides, and documents. Although its capabilities are not as comprehensive as the newly announced strongest model, <strong>Claude Mythos Preview</strong>, Opus 4.7 outperforms Opus 4.6 on multiple benchmarks:</p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;a86799d0-03a2-4290-b990-e63ec2e9584a&quot;,&quot;caption&quot;:&quot;&#8220;AI Disruption&#8221; Publication 9400 Subscriptions 20% Discount Offer Link.&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Claude Mythos Preview Release&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:138649186,&quot;name&quot;:&quot;Meng Li&quot;,&quot;bio&quot;:&quot;AI Engineer, Apache Linkis Committer, and Trader sharing daily industry analysis and technical insights.&quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e1d4c5c3-26ad-4429-ae51-ab1b8e6fa480_2316x2316.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:100}],&quot;post_date&quot;:&quot;2026-04-08T12:52:22.917Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!T52u!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://aidisruption.ai/p/claude-mythos-preview-release&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:193570055,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:27,&quot;comment_count&quot;:1,&quot;publication_id&quot;:2557538,&quot;publication_name&quot;:&quot;AI Disruption&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!1xmv!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40adc650-231f-403a-89a6-1e7a0761fe03_500x500.png&quot;,&quot;belowTheFold&quot;:false,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div>
      <p>
          <a href="https://aidisruption.ai/p/claude-opus-47-released">
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   ]]></content:encoded></item><item><title><![CDATA[Anthropic: 5 Multi-Agent Collaboration Methods and Use Cases]]></title><description><![CDATA[Anthropic's guide to 5 multi-agent patterns, use cases, and when to keep it simple.]]></description><link>https://aidisruption.ai/p/anthropic-5-multi-agent-collaboration</link><guid isPermaLink="false">https://aidisruption.ai/p/anthropic-5-multi-agent-collaboration</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Thu, 16 Apr 2026 12:58:23 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!UNzD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9500 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UNzD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UNzD!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png 424w, https://substackcdn.com/image/fetch/$s_!UNzD!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png 848w, https://substackcdn.com/image/fetch/$s_!UNzD!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png 1272w, https://substackcdn.com/image/fetch/$s_!UNzD!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UNzD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png" width="1440" height="736" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/dd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:736,&quot;width&quot;:1440,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1008806,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://aidisruption.ai/i/194388537?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UNzD!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png 424w, https://substackcdn.com/image/fetch/$s_!UNzD!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png 848w, https://substackcdn.com/image/fetch/$s_!UNzD!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.png 1272w, https://substackcdn.com/image/fetch/$s_!UNzD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd5bb987-8ec0-452e-9306-5a42b9c9d961_1440x736.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><blockquote><p><strong>Anthropic Official In-Depth Guide: Multi-Agent Collaboration Patterns</strong></p></blockquote><p>This guide summarizes <strong>5 architectures</strong> along with their ideal use cases, when you should use a multi-agent system, and when a single-agent approach is actually the better choice. If you&#8217;ve already decided to go with multi-agent systems, this article is exactly what you need.</p><p>We often see development teams blindly adopt certain architectures simply because they sound advanced or impressive &#8212; which is a big mistake. Anthropic strongly recommends starting with the simplest possible mode that can actually get the job done, carefully observing where it hits bottlenecks, and then evolving the system step by step. Today, we&#8217;ll thoroughly break down the underlying mechanisms and critical limitations of these five multi-agent collaboration patterns.</p><p>The five patterns are:</p><ol><li><p><strong>Generator + Verifier</strong> &#8211; For output quality control with clear, well-defined standards</p></li><li><p><strong>Orchestrator + Sub-Agents</strong> &#8211; For clearly breaking down independent subtasks</p></li><li><p><strong>Agent Team</strong> &#8211; For parallel, long-running, independent work</p></li><li><p><strong>Message Bus</strong> &#8211; For event-driven pipelines and expanding ecosystems</p></li><li><p><strong>Shared State</strong> &#8211; For collaborative research and knowledge sharing</p></li></ol>
      <p>
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   ]]></content:encoded></item><item><title><![CDATA[Claude Code Routines: 24/7 Cloud Dev, Fixes Bugs & PRs Even Offline]]></title><description><![CDATA[Claude Code Routines automate bug fixes, PRs, and reviews in the cloud&#8212;even when your computer is off. Supports scheduled, API, and GitHub triggers.]]></description><link>https://aidisruption.ai/p/claude-code-routines-247-cloud-dev</link><guid isPermaLink="false">https://aidisruption.ai/p/claude-code-routines-247-cloud-dev</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Wed, 15 Apr 2026 12:38:45 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!lDgX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9500 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!lDgX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!lDgX!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.png 424w, https://substackcdn.com/image/fetch/$s_!lDgX!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.png 848w, https://substackcdn.com/image/fetch/$s_!lDgX!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.png 1272w, https://substackcdn.com/image/fetch/$s_!lDgX!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!lDgX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.png" width="1280" height="720" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cdb80802-6a36-40e6-9010-04d746216861_1280x720.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:720,&quot;width&quot;:1280,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;I Just Tested (New) Claude Code Routines (That Kill Your Boring Backlogs) |  by Joe Njenga | Apr, 2026 | Medium&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="I Just Tested (New) Claude Code Routines (That Kill Your Boring Backlogs) |  by Joe Njenga | Apr, 2026 | Medium" title="I Just Tested (New) Claude Code Routines (That Kill Your Boring Backlogs) |  by Joe Njenga | Apr, 2026 | Medium" srcset="https://substackcdn.com/image/fetch/$s_!lDgX!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.png 424w, https://substackcdn.com/image/fetch/$s_!lDgX!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.png 848w, https://substackcdn.com/image/fetch/$s_!lDgX!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.png 1272w, https://substackcdn.com/image/fetch/$s_!lDgX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdb80802-6a36-40e6-9010-04d746216861_1280x720.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>Anthropic has officially launched <strong>Routines</strong>, the automated task feature for Claude Code. It is currently in research preview.</p><p>Once you configure the prompt, code repository, and connectors just once, Claude can work completely autonomously in the cloud. All tasks run on Anthropic&#8217;s cloud infrastructure, meaning you don&#8217;t need to keep your computer on at all. Even if you shut down your machine after work, it can still handle your code backlog, review code, and respond to cloud events on schedule.</p><p>This feature completely eliminates the previous cumbersome process where developers had to manually manage cron jobs, set up infrastructure, and maintain MCP servers. The system supports three highly flexible triggering methods that cover almost all daily development scenarios.</p>
      <p>
          <a href="https://aidisruption.ai/p/claude-code-routines-247-cloud-dev">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Anthropic Hackathon Winner's Claude Code Config Revealed]]></title><description><![CDATA[Claude Code config with 154K stars, 47 agents & 181 skills. Boost AI coding efficiency.]]></description><link>https://aidisruption.ai/p/anthropic-hackathon-winners-claude</link><guid isPermaLink="false">https://aidisruption.ai/p/anthropic-hackathon-winners-claude</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Tue, 14 Apr 2026 12:12:15 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!tj03!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9500 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!tj03!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!tj03!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png 424w, https://substackcdn.com/image/fetch/$s_!tj03!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png 848w, https://substackcdn.com/image/fetch/$s_!tj03!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png 1272w, https://substackcdn.com/image/fetch/$s_!tj03!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!tj03!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png" width="1200" height="675" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:675,&quot;width&quot;:1200,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Everything Claude Code: The Repo That Won Anthropic Hackathon (Here's a  Breakdown) | by Joe Njenga | Medium&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Everything Claude Code: The Repo That Won Anthropic Hackathon (Here's a  Breakdown) | by Joe Njenga | Medium" title="Everything Claude Code: The Repo That Won Anthropic Hackathon (Here's a  Breakdown) | by Joe Njenga | Medium" srcset="https://substackcdn.com/image/fetch/$s_!tj03!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png 424w, https://substackcdn.com/image/fetch/$s_!tj03!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png 848w, https://substackcdn.com/image/fetch/$s_!tj03!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.png 1272w, https://substackcdn.com/image/fetch/$s_!tj03!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb9e601d5-4e6d-4199-8e6d-40c7e02d73fe_1200x675.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>A dedicated Claude Code configuration repository on GitHub has gone viral, racking up <strong>154K stars</strong>. The author spent 10 months refining it and won the Anthropic Hacker Marathon Grand Prize. The repository is called <strong>Everything Claude Code</strong>.</p><p>This repo contains a total of <strong>47 sub-agents</strong>, <strong>181 skills</strong>, and <strong>79 commands</strong>. It is far more than just a set of configuration files &#8212; it&#8217;s a complete overhaul of how you work with AI.</p><p>The author, Affaan, said these configurations were battle-tested over more than ten months in real product development. After winning Anthropic&#8217;s Hacker Marathon, he open-sourced everything.</p><p>I spent an afternoon dissecting the entire repository. Here&#8217;s my understanding:</p>
      <p>
          <a href="https://aidisruption.ai/p/anthropic-hackathon-winners-claude">
              Read more
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      </p>
   ]]></content:encoded></item><item><title><![CDATA[Get Started with Hermes Agent Right Away]]></title><description><![CDATA[Hermes Agent vs OpenClaw: better long-term evolution, low-cost VPS deployment, OpenAI API compatible, one-curl install.]]></description><link>https://aidisruption.ai/p/get-started-with-hermes-agent-right</link><guid isPermaLink="false">https://aidisruption.ai/p/get-started-with-hermes-agent-right</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Mon, 13 Apr 2026 13:00:59 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!BfxQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9500 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!BfxQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!BfxQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png 424w, https://substackcdn.com/image/fetch/$s_!BfxQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png 848w, https://substackcdn.com/image/fetch/$s_!BfxQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png 1272w, https://substackcdn.com/image/fetch/$s_!BfxQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!BfxQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png" width="1456" height="623" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:623,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Hermes Agent - The Rundown AI&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Hermes Agent - The Rundown AI" title="Hermes Agent - The Rundown AI" srcset="https://substackcdn.com/image/fetch/$s_!BfxQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png 424w, https://substackcdn.com/image/fetch/$s_!BfxQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png 848w, https://substackcdn.com/image/fetch/$s_!BfxQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.png 1272w, https://substackcdn.com/image/fetch/$s_!BfxQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d60deb2-25e7-4253-8d92-7cb56e7558e5_2436x1042.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>Hermes may be a better fit for you than OpenClaw.</strong></p><p>If you care more about the agent&#8217;s long-term evolutionary capabilities and want it to become smarter the more you use it, or if you are doing AI research and need to generate training trajectories or run reinforcement learning experiments, Hermes&#8217; architecture is a much better match.</p><p>Hermes has a built-in server compatible with the OpenAI API, so it can be directly used as a backend for third-party interfaces such as Open WebUI.</p><p>The deployment threshold is also very low. A $5/month VPS is sufficient to run it. It supports Docker, SSH remote access, and serverless solutions like Modal. Installation can be completed with a single <code>curl</code> command.</p><p>Below is the installation process for Hermes Agent and my actual usage experience over the past few days.</p><p><strong>Taking the Mac platform as an example.</strong></p><p>Installing Hermes Agent only requires one command:</p><pre><code><code>curl -fsSL https://raw.githubusercontent.com/NousResearch/hermes-agent/main/scripts/install.sh | bash</code></code></pre>
      <p>
          <a href="https://aidisruption.ai/p/get-started-with-hermes-agent-right">
              Read more
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   ]]></content:encoded></item><item><title><![CDATA[AI IQ Soars and Costs Drop with Just One Line of Code!]]></title><description><![CDATA[Anthropic cuts costs and boosts AI smarts with one line of code. Claude Advisor Strategy delivers Opus level intelligence at lower cost.]]></description><link>https://aidisruption.ai/p/ai-iq-soars-and-costs-drop-with-just</link><guid isPermaLink="false">https://aidisruption.ai/p/ai-iq-soars-and-costs-drop-with-just</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Sun, 12 Apr 2026 11:03:31 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Ao3L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9400 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><blockquote><p><strong>Anthropic Has Made Another Move: Implementing a &#8220;Advisor Strategy&#8221; on the Claude Platform</strong></p></blockquote><p>The main goals are to reduce costs and boost the intelligence of lighter models. Recently, many users have reported that Claude seems to have become &#8220;dumber.&#8221; It&#8217;s increasingly clear that Anthropic&#8217;s top-tier models are prioritizing B2B and internal iteration use cases, becoming less friendly to individual C-end (consumer) users. One has to wonder whether Anthropic has been secretly using this kind of &#8220;Advisor Strategy&#8221; internally for a while already.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Ao3L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Ao3L!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp 424w, https://substackcdn.com/image/fetch/$s_!Ao3L!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp 848w, https://substackcdn.com/image/fetch/$s_!Ao3L!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp 1272w, https://substackcdn.com/image/fetch/$s_!Ao3L!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Ao3L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp" width="1080" height="597" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:597,&quot;width&quot;:1080,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image" title="Image" srcset="https://substackcdn.com/image/fetch/$s_!Ao3L!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp 424w, https://substackcdn.com/image/fetch/$s_!Ao3L!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp 848w, https://substackcdn.com/image/fetch/$s_!Ao3L!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp 1272w, https://substackcdn.com/image/fetch/$s_!Ao3L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a2ea82d-447c-45a3-9ab8-9de1a4b6a6cf_1080x597.webp 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>In simple terms, the most powerful Opus model acts as an <strong>Advisor</strong> in the background, while a lightweight Sonnet or Haiku model serves as the <strong>Executor</strong>. With this combination, developers can instantly give their agents near-Opus-level intelligence at extremely low cost.</p>
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          <a href="https://aidisruption.ai/p/ai-iq-soars-and-costs-drop-with-just">
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   ]]></content:encoded></item><item><title><![CDATA[Anthropic’s New Product Kills Another Batch of AI Infrastructure Teams]]></title><description><![CDATA[Anthropic&#8217;s Claude Managed Agents remove months of AI infrastructure work. Sentry and Rakuten ship faster now.]]></description><link>https://aidisruption.ai/p/anthropics-new-product-kills-another</link><guid isPermaLink="false">https://aidisruption.ai/p/anthropics-new-product-kills-another</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Fri, 10 Apr 2026 12:25:15 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!-2rc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9400 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-2rc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-2rc!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg 424w, https://substackcdn.com/image/fetch/$s_!-2rc!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg 848w, https://substackcdn.com/image/fetch/$s_!-2rc!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!-2rc!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-2rc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg" width="1200" height="628" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:628,&quot;width&quot;:1200,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Claude Managed Agents: new AI developer tools beta | tbreak&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Claude Managed Agents: new AI developer tools beta | tbreak" title="Claude Managed Agents: new AI developer tools beta | tbreak" srcset="https://substackcdn.com/image/fetch/$s_!-2rc!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg 424w, https://substackcdn.com/image/fetch/$s_!-2rc!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg 848w, https://substackcdn.com/image/fetch/$s_!-2rc!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!-2rc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6bfe1a39-ac32-4b64-9e44-d7b07145fd6b_1200x628.jpeg 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>Anthropic has released a new product called <strong>Claude Managed Agents</strong>.</p><p>My first reaction upon seeing the announcement wasn&#8217;t excitement &#8212; it was relief.</p><p>Anyone who has built Agents knows that the real pain has never been whether the model is smart enough.<br>The models are already good enough. What actually hurts is building the entire infrastructure layer around the model: sandbox environments, credential management, task recovery from failures, permission isolation, and end-to-end tracing.</p><p>None of these things is particularly difficult on its own, but when you have to put them all together, run them reliably in production, and handle real user traffic, it suddenly becomes several months of engineering work &#8212; not just a few weeks.</p><p>This leaves you with two choices: either spend those months building it properly, or cut corners and ship something that works as a demo but probably shouldn&#8217;t go to production.</p>
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   ]]></content:encoded></item><item><title><![CDATA[Unlock the Full Potential of GitHub Copilot with Coxy]]></title><description><![CDATA[Unlock GitHub Copilot&#8217;s full potential: proxy GPT-4o & more via Coxy, use Copilot CLI with /fleet parallel agents, and save quota.]]></description><link>https://aidisruption.ai/p/unlock-the-full-potential-of-github</link><guid isPermaLink="false">https://aidisruption.ai/p/unlock-the-full-potential-of-github</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Thu, 09 Apr 2026 12:21:37 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!ltQQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9400 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ltQQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ltQQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ltQQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ltQQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ltQQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ltQQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg" width="1200" height="630" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:630,&quot;width&quot;:1200,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Research: quantifying GitHub Copilot's impact on developer productivity and  happiness - The GitHub Blog&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Research: quantifying GitHub Copilot's impact on developer productivity and  happiness - The GitHub Blog" title="Research: quantifying GitHub Copilot's impact on developer productivity and  happiness - The GitHub Blog" srcset="https://substackcdn.com/image/fetch/$s_!ltQQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ltQQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ltQQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ltQQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59d32898-a9a5-4d5c-bef9-d36a5a9b4c80_1200x630.jpeg 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>Every month, GitHub gives you a bunch of Copilot quota, but most people use up only a tiny fraction of it.</p><p>As a subscriber paying $10 or more, you also get nearly unlimited free access to GPT-4o and other models.</p><p>Since you probably can&#8217;t exhaust the quota just by using Copilot in your editor, you can proxy this service and share it with other Chat tools or OpenClaw.</p><p>I&#8217;m currently using <strong>Coxy</strong>, a local proxy service that translates GitHub Copilot&#8217;s request protocol into a standard OpenAI-compatible API.</p><p>Once started, it exposes a local endpoint at <code>http://localhost:3000/api</code>. Any tool that supports the OpenAI API can connect to it, including Open WebUI, LLM CLI, or your own scripts.</p>
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   ]]></content:encoded></item><item><title><![CDATA[Claude Mythos Preview Release]]></title><description><![CDATA[Mythos Preview launch: AI surpasses top hackers, finds 27-year-old bug.]]></description><link>https://aidisruption.ai/p/claude-mythos-preview-release</link><guid isPermaLink="false">https://aidisruption.ai/p/claude-mythos-preview-release</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Wed, 08 Apr 2026 12:52:22 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!T52u!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9400 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!T52u!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!T52u!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg 424w, https://substackcdn.com/image/fetch/$s_!T52u!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg 848w, https://substackcdn.com/image/fetch/$s_!T52u!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!T52u!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!T52u!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg" width="1280" height="720" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:720,&quot;width&quot;:1280,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Claude Mythos(Opus 5) Leaked: What happened and What to expect - CometAPI -  All AI Models in One API&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Claude Mythos(Opus 5) Leaked: What happened and What to expect - CometAPI -  All AI Models in One API" title="Claude Mythos(Opus 5) Leaked: What happened and What to expect - CometAPI -  All AI Models in One API" srcset="https://substackcdn.com/image/fetch/$s_!T52u!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg 424w, https://substackcdn.com/image/fetch/$s_!T52u!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg 848w, https://substackcdn.com/image/fetch/$s_!T52u!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!T52u!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31b9c2ed-acb0-4273-a2c0-311e45d77847_1280x720.jpeg 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>Last month, Anthropic&#8217;s most powerful model, <strong>Claude Mythos</strong>, was unexpectedly leaked.</p><p>The leaked internal documents stated that it is larger and more intelligent than Anthropic&#8217;s Opus model and is the most powerful AI model ever developed.</p><p>Afterward, Anthropic attributed the leak to &#8220;human error.&#8221;</p><p>And just now, this &#8220;leaked&#8221; model has officially launched, along with a much larger plan. In the past, we generally believed that the threat of AI came from it being &#8220;too stupid&#8221;: hallucinations, errors, and unreliability. Today, Mythos brings a different kind of panic: it is too smart.</p><p><strong>AI&#8217;s ability to find vulnerabilities has already surpassed that of the vast majority of humans.</strong></p><p>Anthropic, together with AWS, Apple, Microsoft, Google, NVIDIA, Cisco, Broadcom, CrowdStrike, JPMorgan Chase, the Linux Foundation, and Palo Alto Networks &#8212; a total of 12 organizations &#8212; has launched the <strong>Project Glasswing</strong> initiative.</p><p>These 12 organizations cover almost every aspect of global digital infrastructure: operating systems, chips, cloud computing, cybersecurity, financial infrastructure, and open-source ecosystems. Nothing was left out.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!NhEn!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!NhEn!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp 424w, https://substackcdn.com/image/fetch/$s_!NhEn!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp 848w, https://substackcdn.com/image/fetch/$s_!NhEn!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp 1272w, https://substackcdn.com/image/fetch/$s_!NhEn!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!NhEn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp" width="1080" height="266" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:266,&quot;width&quot;:1080,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image" title="Image" srcset="https://substackcdn.com/image/fetch/$s_!NhEn!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp 424w, https://substackcdn.com/image/fetch/$s_!NhEn!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp 848w, https://substackcdn.com/image/fetch/$s_!NhEn!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp 1272w, https://substackcdn.com/image/fetch/$s_!NhEn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1c58c2d-80d0-46e9-92c9-de80b2b7d801_1080x266.webp 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Newton Cheng, Anthropic&#8217;s Head of Frontier Red Teaming for Cybersecurity, said: &#8220;The reason we created Glasswing is to give defenders the first-mover advantage.&#8221;</p>
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   ]]></content:encoded></item><item><title><![CDATA[Anthropic's Annualized Revenue Tops OpenAI, Secures Major AI Chip Deal]]></title><description><![CDATA[Anthropic annualized revenue tops OpenAI, hits $30B, doubles enterprise customers, and secures massive Google TPU chip deal.]]></description><link>https://aidisruption.ai/p/anthropics-annualized-revenue-tops</link><guid isPermaLink="false">https://aidisruption.ai/p/anthropics-annualized-revenue-tops</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Tue, 07 Apr 2026 13:30:35 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!ZiZD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9400 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ZiZD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ZiZD!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp 424w, https://substackcdn.com/image/fetch/$s_!ZiZD!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp 848w, https://substackcdn.com/image/fetch/$s_!ZiZD!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp 1272w, https://substackcdn.com/image/fetch/$s_!ZiZD!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ZiZD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp" width="1456" height="874" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:874,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Anthropic Commits $50B to U.S. AI Infrastructure to Fuel Enterprise Growth&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Anthropic Commits $50B to U.S. AI Infrastructure to Fuel Enterprise Growth" title="Anthropic Commits $50B to U.S. AI Infrastructure to Fuel Enterprise Growth" srcset="https://substackcdn.com/image/fetch/$s_!ZiZD!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp 424w, https://substackcdn.com/image/fetch/$s_!ZiZD!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp 848w, https://substackcdn.com/image/fetch/$s_!ZiZD!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp 1272w, https://substackcdn.com/image/fetch/$s_!ZiZD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb7e74ac0-d728-4261-a9b2-35755423acea_1500x900.webp 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>Anthropic&#8217;s annualized revenue has surged by approximately $21 billion in just over three months.</strong></p><p>Today, <strong>Anthropic</strong> announced in a blog post that its <strong>annualized revenue (ARR)</strong> &#8212; calculated based on recent actual revenue run rate &#8212; has <strong>exceeded $30 billion</strong>, <strong>surpassing OpenAI</strong>, whose latest annualized revenue stands at $25 billion.</p><p>At the end of 2025, Anthropic&#8217;s annualized revenue was approximately $9 billion. This means the company has achieved an <strong>explosive 233% growth in just over three months.</strong></p>
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          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[A Guide to Using Codex CLI and Some Best Practices]]></title><description><![CDATA[Codex CLI best practices: config, agents, skills, hooks, and multi-agent orchestration.]]></description><link>https://aidisruption.ai/p/a-guide-to-using-codex-cli-and-some</link><guid isPermaLink="false">https://aidisruption.ai/p/a-guide-to-using-codex-cli-and-some</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Tue, 07 Apr 2026 13:02:02 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!LA_7!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9400 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!LA_7!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!LA_7!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp 424w, https://substackcdn.com/image/fetch/$s_!LA_7!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp 848w, https://substackcdn.com/image/fetch/$s_!LA_7!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp 1272w, https://substackcdn.com/image/fetch/$s_!LA_7!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!LA_7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp" width="1400" height="927" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:927,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;How to Install OpenAI's Codex CLI Locally? A Simple Guide - CometAPI - All  AI Models in One API&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="How to Install OpenAI's Codex CLI Locally? A Simple Guide - CometAPI - All  AI Models in One API" title="How to Install OpenAI's Codex CLI Locally? A Simple Guide - CometAPI - All  AI Models in One API" srcset="https://substackcdn.com/image/fetch/$s_!LA_7!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp 424w, https://substackcdn.com/image/fetch/$s_!LA_7!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp 848w, https://substackcdn.com/image/fetch/$s_!LA_7!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp 1272w, https://substackcdn.com/image/fetch/$s_!LA_7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86bb7e47-11f4-4088-9fa1-173af92e66c6_1400x927.webp 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>Codex CLI</strong> is a coding agent tool launched by OpenAI, with over 90% of its core code written in Rust.</p><p>This article compiles best practices for the full Codex workflow &#8212; from configuration to orchestration &#8212; and is written for developers who want to deeply integrate Codex CLI into their daily engineering process.</p><p>This is a no-fluff version of everyday practices, covering content from beginner to advanced, so you can truly master the most important parts of Codex, pick it up immediately, and use it well from the start.</p><div><hr></div><h3>Core Concepts</h3><p>Before diving into specifics, let&#8217;s establish an overall map.</p><p>The capabilities of Codex CLI can be broken down into the following layers:</p><p><strong>Command Layer</strong></p><p>Built-in commands are triggered by a slash in an interactive session.</p><p>These include: <code>/plan</code>, <code>/fast</code>, <code>/fork</code>, <code>/review</code>, <code>/status</code>, <code>/mcp</code>, <code>/agent</code>, <code>/model</code>, <code>/permissions</code>, and others &#8212; used to control the behavior of the current session.</p><p><strong>Agent Layer</strong></p><p>Uses TOML files in the <code>.codex/agents/</code> directory as configuration units, defining customized agents with dedicated roles, models, and instructions. Supports parallel sub-agent orchestration and CSV batch processing.</p><p><strong>Skill Layer</strong></p><p>Reusable instruction packages in the standard format <code>.agents/skills/&lt;name&gt;/SKILL.md</code>, invoked explicitly by name or triggered automatically via description fields.</p><p><strong>Plugin Layer</strong></p><p>Skills and MCP servers packaged with application integrations into distributable units, installable via a plugin marketplace or local path.</p><p><strong>Configuration Layer</strong></p><p>A TOML-based layered configuration system supporting sandbox modes, approval policies, model switching, and MCP server registration.</p><p><strong>Hook Layer</strong></p><p>Injects custom scripts into various nodes of the agent loop, enabling deterministic automation such as logging, security scanning, and format validation.</p><p>All major workflows converge on the same architectural pattern: <strong>Research &#8594; Plan &#8594; Execute &#8594; Review &#8594; Deliver</strong>.</p><p>Understanding this central axis is the prerequisite for using Codex CLI effectively.</p>
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   ]]></content:encoded></item><item><title><![CDATA[GPT-6 Revealed]]></title><description><![CDATA[GPT-6 leaks reveal OpenAI's most powerful model yet, featuring 2M context, lower pricing, and a Super App strategy.]]></description><link>https://aidisruption.ai/p/gpt-6-revealed</link><guid isPermaLink="false">https://aidisruption.ai/p/gpt-6-revealed</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Mon, 06 Apr 2026 12:19:26 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!4Ehp!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9400 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!4Ehp!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!4Ehp!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png 424w, https://substackcdn.com/image/fetch/$s_!4Ehp!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png 848w, https://substackcdn.com/image/fetch/$s_!4Ehp!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png 1272w, https://substackcdn.com/image/fetch/$s_!4Ehp!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!4Ehp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png" width="1456" height="624" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:624,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1362223,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://aidisruption.ai/i/193343816?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!4Ehp!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png 424w, https://substackcdn.com/image/fetch/$s_!4Ehp!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png 848w, https://substackcdn.com/image/fetch/$s_!4Ehp!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.png 1272w, https://substackcdn.com/image/fetch/$s_!4Ehp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7541fbc-dc5c-467c-9149-e99a6c8791ac_1568x672.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>Over the past two days, more and more information about GPT-6 has been leaking out, and Sam Altman&#8217;s anxiety has reached its peak.</p><p>Although OpenAI hasn&#8217;t released any major products since entering 2026, Altman&#8217;s recent schedule has been explosive:</p><p>After killing off the flagship product Sora, apologizing to Disney&#8217;s CEO over the phone, and finishing a heated argument with the CFO about IPO timing, he had to put on the suit he&#8217;s worn more than any other in his life to meet with the head of state of a certain country to discuss chips. Upon returning, he discovered that $600 million worth of OpenAI secondary market shares had been listed for several weeks with no buyers.</p><p>Amid internal troubles and external pressures, GPT-6 is a trump card that OpenAI simply cannot afford to lose.</p><p>This internally codenamed &#8220;Spud&#8221; (potato) model has undergone two years of secret development. Pre-training was completed on March 24 at the Stargate data center in Texas, with the earliest expected release in April.</p><p>OpenAI President Greg Brockman recently confirmed its existence in a podcast interview: &#8220;This is not an incremental improvement, but a major change in how we think about model development.&#8221;</p><p>On the same day, Altman raised expectations even higher in his address to all employees: &#8220;A very powerful model that can truly accelerate economic development.&#8221;</p><p>OpenAI has been holding back this major move for two years, and now it&#8217;s about to release it&#8212;at the most dangerous moment in the company&#8217;s history.</p>
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   ]]></content:encoded></item><item><title><![CDATA[Claude Bans OpenClaw]]></title><description><![CDATA[Claude bans OpenClaw, raises costs, and pushes users to paid APIs. Open source AI tools face a platform crackdown.]]></description><link>https://aidisruption.ai/p/claude-bans-openclaw</link><guid isPermaLink="false">https://aidisruption.ai/p/claude-bans-openclaw</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Sun, 05 Apr 2026 12:02:38 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!zRWP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9400 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!zRWP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!zRWP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png 424w, https://substackcdn.com/image/fetch/$s_!zRWP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png 848w, https://substackcdn.com/image/fetch/$s_!zRWP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png 1272w, https://substackcdn.com/image/fetch/$s_!zRWP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!zRWP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png" width="868" height="488" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:488,&quot;width&quot;:868,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Anthropic blocks OpenClaw from Claude subscriptions in cost crackdown | TNW&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Anthropic blocks OpenClaw from Claude subscriptions in cost crackdown | TNW" title="Anthropic blocks OpenClaw from Claude subscriptions in cost crackdown | TNW" srcset="https://substackcdn.com/image/fetch/$s_!zRWP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png 424w, https://substackcdn.com/image/fetch/$s_!zRWP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png 848w, https://substackcdn.com/image/fetch/$s_!zRWP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.png 1272w, https://substackcdn.com/image/fetch/$s_!zRWP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e2fc07c-fba8-415e-8ce3-3d4d3d99d314_868x488.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><blockquote><p><strong>OpenClaw Founder: Begging Only Bought 7 Days of Extra Life</strong></p></blockquote><p>Anthropic announced that starting at 3:00 PM Eastern Time on April 4, <strong>Claude has disabled third-party tools such as OpenClaw</strong>. Users can now only access these tools through additional paid packages or by using a Claude API Key.</p><p>The official email sent by Claude also stated that this policy will first be strictly enforced on OpenClaw starting April 4, but it applies to all third-party toolchains and will soon be extended to more tools.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Iycf!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Iycf!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp 424w, https://substackcdn.com/image/fetch/$s_!Iycf!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp 848w, https://substackcdn.com/image/fetch/$s_!Iycf!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp 1272w, https://substackcdn.com/image/fetch/$s_!Iycf!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Iycf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp" width="1080" height="1274" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1274,&quot;width&quot;:1080,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image" title="Image" srcset="https://substackcdn.com/image/fetch/$s_!Iycf!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp 424w, https://substackcdn.com/image/fetch/$s_!Iycf!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp 848w, https://substackcdn.com/image/fetch/$s_!Iycf!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp 1272w, https://substackcdn.com/image/fetch/$s_!Iycf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67121f9c-c54c-4633-a999-5a9c1eea51af_1080x1274.webp 1456w" sizes="100vw"></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>The core reason for the blockade is that Anthropic wants to prioritize and protect customers who use its own products and API.</p>
      <p>
          <a href="https://aidisruption.ai/p/claude-bans-openclaw">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[When a Shortage of Computing Power Backfires on Microsoft?]]></title><description><![CDATA[Microsoft CFO Amy Hood paused data centers, sparking a compute shortage and Azure growth fears.]]></description><link>https://aidisruption.ai/p/when-a-shortage-of-computing-power</link><guid isPermaLink="false">https://aidisruption.ai/p/when-a-shortage-of-computing-power</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Sat, 04 Apr 2026 12:06:46 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!WY9f!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9300 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WY9f!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WY9f!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg 424w, https://substackcdn.com/image/fetch/$s_!WY9f!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg 848w, https://substackcdn.com/image/fetch/$s_!WY9f!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!WY9f!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WY9f!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg" width="1456" height="971" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:971,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Windows is under new management after Microsoft AI reshuffle &#8211; Computerworld&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Windows is under new management after Microsoft AI reshuffle &#8211; Computerworld" title="Windows is under new management after Microsoft AI reshuffle &#8211; Computerworld" srcset="https://substackcdn.com/image/fetch/$s_!WY9f!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg 424w, https://substackcdn.com/image/fetch/$s_!WY9f!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg 848w, https://substackcdn.com/image/fetch/$s_!WY9f!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!WY9f!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81f4be26-090b-4949-bea8-5b1540d56f1f_5824x3883.jpeg 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>The most powerful CFO in the tech industry personally slammed the brakes on data center expansion last year. Now, the compute shortage she helped create is biting back at Microsoft&#8217;s growth, while the projects she abandoned have been snapped up by competitors. Is this woman&#8212;who wields godfather-level influence on Wall Street&#8212;playing a grand strategic game, or has she made a costly misjudgment?</p><p>According to Bloomberg, Microsoft CFO Amy Hood raised serious doubts about the company&#8217;s internal capital expenditure forecasts at the end of 2024. At the time, Microsoft&#8217;s quarterly spending had already surpassed the total for the entire previous year. The company was building data centers, stockpiling chips, and preparing for an explosion in demand for AI and cloud services at an unprecedented pace.</p>
      <p>
          <a href="https://aidisruption.ai/p/when-a-shortage-of-computing-power">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Google Open-Sources Gemma 4, Beats 13x Larger Qwen3.5]]></title><description><![CDATA[Google open-sources Gemma 4, outperforming models 20x larger with Apache 2.0 license.]]></description><link>https://aidisruption.ai/p/google-open-sources-gemma-4-beats</link><guid isPermaLink="false">https://aidisruption.ai/p/google-open-sources-gemma-4-beats</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Fri, 03 Apr 2026 12:44:03 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!t4E6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9300 Subscriptions 20% Discount Offer Link.</a></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!t4E6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!t4E6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png 424w, https://substackcdn.com/image/fetch/$s_!t4E6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png 848w, https://substackcdn.com/image/fetch/$s_!t4E6!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png 1272w, https://substackcdn.com/image/fetch/$s_!t4E6!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!t4E6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png" width="1300" height="731" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:731,&quot;width&quot;:1300,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Gemma 4: Our most capable open models to date&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Gemma 4: Our most capable open models to date" title="Gemma 4: Our most capable open models to date" srcset="https://substackcdn.com/image/fetch/$s_!t4E6!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png 424w, https://substackcdn.com/image/fetch/$s_!t4E6!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png 848w, https://substackcdn.com/image/fetch/$s_!t4E6!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.png 1272w, https://substackcdn.com/image/fetch/$s_!t4E6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff92b9e67-2b49-4dc1-af2d-9ce5d72f9c97_1300x731.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>This Thursday, Google open-sourced the Gemma 4 series, currently the strongest model family in the open-source world.</p><p>Built on the same research breakthroughs as Gemini 3, the new models achieved <strong>3rd place globally</strong> on the Arena AI leaderboard, surpassing models with <strong>20 times</strong> more parameters. More importantly, this generation of Gemma uses the <strong>Apache 2.0</strong> open-source license, enabling complete commercial freedom.</p><p>Gemma 4 is Google DeepMind&#8217;s latest series of open models. They are multimodal models capable of processing text and image inputs (with small models also supporting audio input) and generating text output. This release includes both pre-trained and instruction-tuned open-weight models. Gemma 4 features a context window of up to <strong>256,000 tokens</strong> and supports <strong>over 140 languages</strong>.</p><p>Google stated that Gemma 4 employs both dense and Mixture-of-Experts (MoE) architectures, making it highly suitable for tasks such as text generation, coding, and reasoning. The series includes four different sizes: <strong>E2B, E4B, 26B, A4B, and 31B</strong>. Thanks to their varying sizes, these models can be deployed across a wide range of environments&#8212;from high-end smartphones and laptops to servers&#8212;allowing more people to access cutting-edge AI.</p><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;f91351b8-8172-4489-88f0-c91928ee60f4&quot;,&quot;duration&quot;:null}"></div><p>Notably, the largest 31B version can perform full-precision inference on a single <strong>80GB H100</strong> GPU, demonstrating performance comparable to <strong>Qwen 3.5 397B</strong>.</p>
      <p>
          <a href="https://aidisruption.ai/p/google-open-sources-gemma-4-beats">
              Read more
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      </p>
   ]]></content:encoded></item><item><title><![CDATA[Leaked Claude Code: Vibe Coding Isn't All That]]></title><description><![CDATA[Claude Code leak reveals inner workings: state machine, context limits, and memory hierarchy. Master prompts and structure.]]></description><link>https://aidisruption.ai/p/leaked-claude-code-vibe-coding-isnt</link><guid isPermaLink="false">https://aidisruption.ai/p/leaked-claude-code-vibe-coding-isnt</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Thu, 02 Apr 2026 12:05:52 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!5g5t!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9300 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5g5t!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5g5t!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg 424w, https://substackcdn.com/image/fetch/$s_!5g5t!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg 848w, https://substackcdn.com/image/fetch/$s_!5g5t!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!5g5t!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5g5t!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg" width="850" height="500" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:500,&quot;width&quot;:850,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Massive Claude leak exposes Anthropic's secret AI plans | SAMAA TV&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Massive Claude leak exposes Anthropic's secret AI plans | SAMAA TV" title="Massive Claude leak exposes Anthropic's secret AI plans | SAMAA TV" srcset="https://substackcdn.com/image/fetch/$s_!5g5t!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg 424w, https://substackcdn.com/image/fetch/$s_!5g5t!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg 848w, https://substackcdn.com/image/fetch/$s_!5g5t!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!5g5t!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F291b1f41-9870-498f-8aee-4454002124bf_850x500.jpeg 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>The source code of Claude Code has been leaked. It contains 1,884 files and is 33MB in size.</p><p>The leak was most likely caused by a bug in Bun.</p><p>Some people also claim it was done intentionally by Anthropic right before a major version update. This is because Claude Code had already been leaked once before, and reverse-engineering alone didn&#8217;t yield much useful information.</p><p>Regardless of how it happened, the actual source code of Claude Code is now sitting right in front of us.</p><p>Beyond the previous summary of what we saw after the Claude Code source code leak&#8212;such as unreleased new features and the full future roadmap&#8212;the biggest significance of this leak is that it allows us to truly understand Claude Code for the first time.</p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;e90ebecd-ee9c-427a-8f54-fe439383c984&quot;,&quot;caption&quot;:&quot;&#8220;AI Disruption&#8221; Publication 9300 Subscriptions 20% Discount Offer Link.&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Claude Code Responds to Source Code Being Open-Sourced&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:138649186,&quot;name&quot;:&quot;Meng Li&quot;,&quot;bio&quot;:&quot;AI Engineer, Apache Linkis Committer, and Trader sharing daily industry analysis and technical insights.&quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e1d4c5c3-26ad-4429-ae51-ab1b8e6fa480_2316x2316.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:100}],&quot;post_date&quot;:&quot;2026-04-01T12:31:29.922Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!CVAx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://aidisruption.ai/p/claude-code-responds-to-source-code&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:192838892,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:18,&quot;comment_count&quot;:0,&quot;publication_id&quot;:2557538,&quot;publication_name&quot;:&quot;AI Disruption&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!1xmv!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40adc650-231f-403a-89a6-1e7a0761fe03_500x500.png&quot;,&quot;belowTheFold&quot;:false,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><p>Before this, all our understanding and usage of Claude Code was based solely on Anthropic&#8217;s sparse official documentation and our own speculation.</p><p>Now, with the actual source code as reference, the inner workings and operating mechanisms of Claude Code are completely exposed. After reading it, I realized there are several places in my own coding approach that definitely need to be changed.</p>
      <p>
          <a href="https://aidisruption.ai/p/leaked-claude-code-vibe-coding-isnt">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Claude Code Responds to Source Code Being Open-Sourced]]></title><description><![CDATA[Claude Code source leak sparks AI frenzy, reveals hidden features, anti-distillation tactics, and record-breaking forks.]]></description><link>https://aidisruption.ai/p/claude-code-responds-to-source-code</link><guid isPermaLink="false">https://aidisruption.ai/p/claude-code-responds-to-source-code</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Wed, 01 Apr 2026 12:31:29 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!CVAx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9300 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!CVAx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!CVAx!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png 424w, https://substackcdn.com/image/fetch/$s_!CVAx!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png 848w, https://substackcdn.com/image/fetch/$s_!CVAx!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png 1272w, https://substackcdn.com/image/fetch/$s_!CVAx!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!CVAx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png" width="1280" height="720" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:720,&quot;width&quot;:1280,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;I Did Claude Code Source Code Leak Full Review (And Found 3 Features You  Might Miss) | by Joe Njenga | Mar, 2026 | Medium&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="I Did Claude Code Source Code Leak Full Review (And Found 3 Features You  Might Miss) | by Joe Njenga | Mar, 2026 | Medium" title="I Did Claude Code Source Code Leak Full Review (And Found 3 Features You  Might Miss) | by Joe Njenga | Mar, 2026 | Medium" srcset="https://substackcdn.com/image/fetch/$s_!CVAx!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png 424w, https://substackcdn.com/image/fetch/$s_!CVAx!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png 848w, https://substackcdn.com/image/fetch/$s_!CVAx!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.png 1272w, https://substackcdn.com/image/fetch/$s_!CVAx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F540dd659-3930-4ceb-a3e0-93d7ac874f77_1280x720.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>Yesterday, the biggest bombshell in the AI world was the &#8220;accidental&#8221; open-sourcing of Claude Code&#8217;s source code.</strong></p><p>Due to an engineering mistake, Anthropic failed to strip source map files when publishing an npm package, allowing the complete TypeScript source code to be easily reconstructed. Within just a few hours, the code had been downloaded, mirrored, and rapidly spread across GitHub.</p><p>In a way, isn&#8217;t this kind of leak a form of open-sourcing? Even Elon Musk, upon seeing someone comment that &#8220;Anthropic is now more Open than OpenAI,&#8221; couldn&#8217;t help but &#8220;compliment&#8221; it: &#8220;Absolutely &#128514;&#8221;</p><p>As for the cause, it wasn&#8217;t particularly complicated. Although Anthropic has yet to release an official report, tech outlet Decrypt obtained a comment from an Anthropic spokesperson: &#8220;Earlier today, a version of Claude Code contained some internal source code. No sensitive customer data or credentials were involved or exposed. This was a human error in the release packaging process and did not constitute a security vulnerability. We are taking steps to prevent this from happening again.&#8221;</p><p>Claude Code&#8217;s creator, Boris Cherny, also briefly stated on X that it was simply &#8220;developer error.&#8221;</p><p>While most people were still watching this dramatic accidental open-sourcing unfold, another group had already started quietly reading through the code line by line, attempting to reconstruct the design logic behind it &#8212; and some previously undisclosed system-level strategies were revealed, particularly around model capability protection and data security, where Claude Code clearly involved deeper engineering design.</p>
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   ]]></content:encoded></item><item><title><![CDATA[Halve Claude Code's Token Usage with One Command]]></title><description><![CDATA[One command cuts AI coding agent token usage by up to 55%&#8212;stop wasteful file reads and let Claude Code work smarter, not harder.]]></description><link>https://aidisruption.ai/p/halve-claude-codes-token-usage-with</link><guid isPermaLink="false">https://aidisruption.ai/p/halve-claude-codes-token-usage-with</guid><dc:creator><![CDATA[Meng Li]]></dc:creator><pubDate>Tue, 31 Mar 2026 12:01:10 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!vsWF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://aidisruption.ai/d3efcfbd">&#8220;AI Disruption&#8221; Publication 9300 Subscriptions 20% Discount Offer Link.</a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!vsWF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!vsWF!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg 424w, https://substackcdn.com/image/fetch/$s_!vsWF!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg 848w, https://substackcdn.com/image/fetch/$s_!vsWF!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!vsWF!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!vsWF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg" width="1432" height="804" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:804,&quot;width&quot;:1432,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:91651,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://aidisruption.ai/i/192720056?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!vsWF!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg 424w, https://substackcdn.com/image/fetch/$s_!vsWF!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg 848w, https://substackcdn.com/image/fetch/$s_!vsWF!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!vsWF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bce299d-2fa9-4f6b-a118-4243d5704728_1432x804.jpeg 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>I&#8217;ve been using Claude Code for a while now. There&#8217;s no doubt it&#8217;s incredibly powerful, but there&#8217;s one thing that has always annoyed me: the way it reads files is far too crude and aggressive.</p><p>When you ask it to modify a function, it first reads the entire file. Then it discovers that a dependency is in another file, so it reads that one too. After reading it, it realizes it needs to see the definition of a certain class, so it reads a third file.</p><p>For a simple request, it ends up reading three or four entire files. Tokens just pour out. On top of that, with OpenAI cutting three products in a week and Claude once again tightening its usage limits, it feels like the good days of AI are coming to an end. Even the $20 official subscription is often used up after just a couple of sessions.</p><p>Actually, this isn&#8217;t really a problem with Claude Code specifically&#8212;it&#8217;s a common disease shared by almost all AI coding agents.</p><p>Agents have no concept of a project directory structure. Their default action is: <em>Not sure? Read the file.</em> <em>Still not sure? Read another one.</em></p><p>Recently, I discovered a tool called <strong>cx</strong> that&#8217;s specifically designed to solve this problem. After using it, the results have been excellent, so I&#8217;m sharing it with everyone.</p>
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