<?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[Behind the Craft: Podcast]]></title><description><![CDATA[Practical tutorials and interviews with top AI leaders and product builders. 

Subscribe at: https://www.youtube.com/@peteryangyt]]></description><link>https://creatoreconomy.so/s/podcast</link><image><url>https://substackcdn.com/image/fetch/$s_!DV7q!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc944a891-b38f-40ba-a756-7ddd70824b7e_1024x1024.png</url><title>Behind the Craft: Podcast</title><link>https://creatoreconomy.so/s/podcast</link></image><generator>Substack</generator><lastBuildDate>Sat, 26 Sep 2026 21:41:40 GMT</lastBuildDate><atom:link href="https://creatoreconomy.so/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Peter Yang]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[peteryang@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[peteryang@substack.com]]></itunes:email><itunes:name><![CDATA[Peter Yang]]></itunes:name></itunes:owner><itunes:author><![CDATA[Peter Yang]]></itunes:author><googleplay:owner><![CDATA[peteryang@substack.com]]></googleplay:owner><googleplay:email><![CDATA[peteryang@substack.com]]></googleplay:email><googleplay:author><![CDATA[Peter Yang]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[How to Save Money Now with ChatGPT Finances (6 Real Use Cases) | Ethan Bloch]]></title><description><![CDATA[6 prompts to help you use ChatGPT Finance to save money and time, plus 4 lessons from how Ethan&#8217;s team built the product]]></description><link>https://creatoreconomy.so/p/how-to-save-money-now-with-chatgpt-finances-ethan-boch</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-to-save-money-now-with-chatgpt-finances-ethan-boch</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 20 Sep 2026 14:02:47 GMT</pubDate><enclosure url="https://substack-video.s3.amazonaws.com/video_upload/post/215522142/48b46cf1-09c4-4e06-a68f-9c9ea319f0e3/transcoded-1789316636.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div id="youtube2-fbzlqxkJrCU" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;fbzlqxkJrCU&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/fbzlqxkJrCU?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Dear subscribers,</p><p>Today, I want to share a new episode with Ethan.</p><p>Ethan is the product lead for <a href="https://openai.com/index/personal-finance-chatgpt/">ChatGPT Finances</a> at OpenAI and he previously co-founded Digit, which helped more than 10 million people save over $9 billion. In our interview, he shared 6 practical ways to use ChatGPT to find wasted spending, prep for taxes, maximize credit card rewards, and model major financial decisions. I&#8217;m confident at least one of these use cases will save you money today.</p><div class="pullquote"><p style="text-align: center;"><strong>Watch now on <a href="https://www.youtube.com/watch?v=fbzlqxkJrCU">YouTube</a>, <a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a>, and <a href="https://open.spotify.com/episode/2sCUWX0HWPBAQjeGQDxoCy?si=tqEoFBGySvOTQZqJrUi0QQ">Spotify</a>.</strong></p></div><p>Ethan and I talked about:</p><ul><li><p><a href="https://www.youtube.com/watch?v=fbzlqxkJrCU">(00:00)</a> ChatGPT Finances can save you money right now</p></li><li><p><a href="https://www.youtube.com/watch?v=fbzlqxkJrCU&amp;t=217s">(03:37)</a> Use case 1: Cancel recurring subscriptions</p></li><li><p><a href="https://www.youtube.com/watch?v=fbzlqxkJrCU&amp;t=577s">(09:37)</a> How ChatGPT protects your financial data</p></li><li><p><a href="https://www.youtube.com/watch?v=fbzlqxkJrCU&amp;t=1083s">(18:03)</a> Use case 2: Find tax savings proactively</p></li><li><p><a href="https://www.youtube.com/watch?v=fbzlqxkJrCU&amp;t=1498s">(24:58)</a> Use case 3: Cut ETF and mutual fund fees</p></li><li><p><a href="https://www.youtube.com/watch?v=fbzlqxkJrCU&amp;t=1580s">(26:20)</a> Use case 4: Maximize credit card rewards</p></li><li><p><a href="https://www.youtube.com/watch?v=fbzlqxkJrCU&amp;t=1700s">(28:20)</a> Use case 5: Model income and taking time off</p></li><li><p><a href="https://www.youtube.com/watch?v=fbzlqxkJrCU&amp;t=1865s">(31:05)</a> Use case 6: Decide whether to rent or buy</p></li><li><p><a href="https://www.youtube.com/watch?v=fbzlqxkJrCU&amp;t=2040s">(34:00)</a> How to set up recurring finance checks</p></li><li><p><a href="https://www.youtube.com/watch?v=fbzlqxkJrCU&amp;t=2218s">(36:58)</a> Shipping 47 product updates in one week</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <a href="https://ref.wisprflow.ai/peteryang">Wispr Flow</a></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://ref.wisprflow.ai/peteryang" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rios!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rios!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rios!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg" width="1200" height="630" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d140f897-bec6-48b8-bff5-a6fb59614227_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;Pricing | Wispr Flow&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:&quot;https://ref.wisprflow.ai/peteryang&quot;,&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="Pricing | Wispr Flow" title="Pricing | Wispr Flow" srcset="https://substackcdn.com/image/fetch/$s_!rios!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rios!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rios!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 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been the most accurate one I&#8217;ve used. My kids also love using it to dictate prompts to Codex and Claude Code so they can build games and apps. Try it out with my free link below.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL&quot;,&quot;text&quot;:&quot;Try Wispr Flow for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL"><span>Try Wispr Flow for Free</span></a></p><div><hr></div><h2>6 ways to use ChatGPT Finance to save money now</h2><ol><li><p><strong>Negotiate or cancel recurring subscriptions.</strong> Use this prompt to ask ChatGPT to review your recent subscriptions and suggest ways to help you negotiate or cancel them:</p></li></ol><div class="callout-block" data-callout="true"><p>Review the last 90 days for subscriptions worth reviewing, price increases, possible duplicate charges, refundable fees, and unusually expensive household bills.</p></div><ol start="2"><li><p><strong>Find tax savings proactively.</strong> After you connect your bank and investment accounts to ChatGPT, you can ask it to proactively audit and optimize your taxes. Personally, it has been a massive timer saver for me in my conversations with my accountant. Start with this prompt:</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/how-to-save-money-now-with-chatgpt-finances-ethan-boch">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Stop Building AI Agents. Start Building AI Employees (Live Demo) | Pedro Franceschi]]></title><description><![CDATA[How to think of building agents as onboarding AI employees with a specific job, skill set, manager, and budget. Plus how Brex&#8217;s CEO uses AI to run his life and $5B business.]]></description><link>https://creatoreconomy.so/p/stop-building-ai-agents-build-ai-employees-instead-pedro-franceschi-brex</link><guid isPermaLink="false">https://creatoreconomy.so/p/stop-building-ai-agents-build-ai-employees-instead-pedro-franceschi-brex</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 13 Sep 2026 14:03:10 GMT</pubDate><enclosure url="https://substack-video.s3.amazonaws.com/video_upload/post/215257587/321095d9-c8f4-41e1-bf6c-cece93a48bd5/transcoded-1789149655.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div id="youtube2-LE0LNULrsEM" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;LE0LNULrsEM&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/LE0LNULrsEM?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Dear subscribers,</p><p>Today, I want to share a new episode with Pedro, the co-founder and CEO of <a href="https://www.brex.com/">Brex</a>.</p><p><a href="https://x.com/pedroh96">Pedro</a> is widely respected as one of the most AI-pilled CEOs. In our interview, he explained why most people are building agents wrong and how to build them as AI employees instead, each with a specific job, skill, manager, and budget. He also gave a live demo of how he still uses OpenClaw to stay on top of his $5B business and life.</p><div class="pullquote"><p><strong>Watch now on <a href="https://youtu.be/LE0LNULrsEM">YouTube</a>, <a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a>, and <a href="https://open.spotify.com/episode/5hR6azP72A1YXR5iiyu15m?si=FtQHyKWlQ1yjDClhzANn-Q">Spotify</a>.</strong></p></div><p>Timestamps:</p><ul><li><p><a href="https://www.youtube.com/watch?v=LE0LNULrsEM">(00:00)</a> Build AI employees, not AI agents</p></li><li><p><a href="https://www.youtube.com/watch?v=LE0LNULrsEM&amp;t=323s">(05:23)</a> Why Pedro spends half his time reviewing work</p></li><li><p><a href="https://www.youtube.com/watch?v=LE0LNULrsEM&amp;t=752s">(12:32)</a> Live demo: Jim, Brex&#8217;s AI recruiting employee</p></li><li><p><a href="https://www.youtube.com/watch?v=LE0LNULrsEM&amp;t=1284s">(21:24)</a> Why Brex makes engineers build with AI in interviews</p></li><li><p><a href="https://www.youtube.com/watch?v=LE0LNULrsEM&amp;t=1353s">(22:33)</a> CrabTrap: How to stop AI employees from leaking data</p></li><li><p><a href="https://www.youtube.com/watch?v=LE0LNULrsEM&amp;t=1650s">(27:30)</a> The tokenmaxxing bill is coming. Here&#8217;s how to control it</p></li><li><p><a href="https://www.youtube.com/watch?v=LE0LNULrsEM&amp;t=2445s">(40:45)</a> Live demo: Pedro&#8217;s OpenClaw system runs his life</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://creators.riverside.com/PeterYang">Riverside</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://creators.riverside.com/PeterYang" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!pHhj!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F441d8e13-aaef-43e7-b70e-b26787ebdfe4_1080x565.png 424w, 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fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2 icon-noB79L"><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 webinar shouldn&#8217;t be a one-and-done event. Riverside lets you plan, stream, record, edit, and repurpose everything in one tool. You can host live Q&amp;As and polls, capture every speaker in 4K, then turn the recording into clips, recaps, newsletters, and social posts with AI&#8217;s help. Use my code <strong>PeterYang</strong> to get one month free.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creators.riverside.com/PeterYang&quot;,&quot;text&quot;:&quot;Try Riverside for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://creators.riverside.com/PeterYang"><span>Try Riverside for Free</span></a></p><div><hr></div><h2>Top takeaways I learned from this episode</h2><h3>Build AI employees, not AI agents</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!sAne!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!sAne!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png 424w, https://substackcdn.com/image/fetch/$s_!sAne!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png 848w, https://substackcdn.com/image/fetch/$s_!sAne!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png 1272w, https://substackcdn.com/image/fetch/$s_!sAne!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!sAne!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png" width="1456" height="719" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:719,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&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="" title="" srcset="https://substackcdn.com/image/fetch/$s_!sAne!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png 424w, https://substackcdn.com/image/fetch/$s_!sAne!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png 848w, https://substackcdn.com/image/fetch/$s_!sAne!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png 1272w, https://substackcdn.com/image/fetch/$s_!sAne!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd63e3418-fa7e-4fe7-b47e-f7ae43698457_1456x719.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Jim, Brex&#8217;s AI recruiter, helps with sourcing and filtering job candidates</figcaption></figure></div><ol><li><p><strong>Build an AI agent like you&#8217;re onboarding an employee.</strong> Give your agents the same operating constraints as a good employee:</p><ul><li><p><strong>Job:</strong> Own one clear outcome.</p></li><li><p><strong>Skills:</strong> Include specific instructions and constraints.</p></li><li><p><strong>Manager:</strong> Escalate to the human manager if unclear.</p></li><li><p><strong>Budget:</strong> Spend only tokens based on what the outcome is worth.</p></li></ul></li><li><p><strong>Jim (Brex&#8217;s AI recruiter) is an example of what an AI employee looks like.</strong> Jim&#8217;s job is to help recruiters find quality job candidates. His skills include sourcing candidates, filtering inbound applications, and running analytics for any job. He can access Greenhouse and LinkedIn and escalates to a human when he&#8217;s unsure.</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/stop-building-ai-agents-build-ai-employees-instead-pedro-franceschi-brex">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[How AI Can Help Kids Think for Themselves | Sue Khim]]></title><description><![CDATA[When to use AI to get a hint, when to step back, and how to tell if your child is learning]]></description><link>https://creatoreconomy.so/p/how-ai-can-help-kids-think-for-themselves-sue-khim</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-ai-can-help-kids-think-for-themselves-sue-khim</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 06 Sep 2026 14:36:12 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/9767a8db-477e-4c3f-872d-c1c0eeb6daae_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Sue Khim.</p><p>As the co-founder of <a href="https://brilliant.org/">Brilliant</a>, Sue is building an AI tutor to help kids think for themselves. In our interview, she shared why better grades at school don&#8217;t always reflect learning and gave a demo of how AI can guide kids to understand problems instead of getting the answer. This episode is a must-watch if you&#8217;re a parent.</p><p>Watch now on <strong><a href="https://youtu.be/NsVayi42I0I">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a>,</strong> and <strong><a href="https://open.spotify.com/episode/1wiRhBtXIPNySfl7eVqbQl?si=IRV6nvgwSaaDee_ZBUnbfA">Spotify</a></strong>.</p><div id="youtube2-NsVayi42I0I" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;NsVayi42I0I&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/NsVayi42I0I?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Sue and I talked about:</p><ul><li><p><a href="https://www.youtube.com/watch?v=NsVayi42I0I">(00:00)</a> Why AI should make kids think harder</p></li><li><p><a href="https://www.youtube.com/watch?v=NsVayi42I0I&amp;t=94s">(01:34)</a> Why test scores are down while grades are up</p></li><li><p><a href="https://www.youtube.com/watch?v=NsVayi42I0I&amp;t=581s">(09:41)</a> Koji: An AI tutor that won&#8217;t give you the answer</p></li><li><p><a href="https://www.youtube.com/watch?v=NsVayi42I0I&amp;t=1085s">(18:05)</a> Why humans design lessons and AI builds them</p></li><li><p><a href="https://www.youtube.com/watch?v=NsVayi42I0I&amp;t=1345s">(22:25)</a> Primitives: The building blocks behind Brilliant&#8217;s AI</p></li><li><p><a href="https://www.youtube.com/watch?v=NsVayi42I0I&amp;t=1770s">(29:30)</a> Testing AI lessons with simulated students</p></li><li><p><a href="https://www.youtube.com/watch?v=NsVayi42I0I&amp;t=1930s">(32:10)</a> Measure learning, not lesson completion</p></li><li><p><a href="https://www.youtube.com/watch?v=NsVayi42I0I&amp;t=2079s">(34:39)</a> Sue&#8217;s rule for competing with the big AI labs</p></li><li><p><a href="https://www.youtube.com/watch?v=NsVayi42I0I&amp;t=2350s">(39:10)</a> How to raise kids who enjoy doing hard things</p></li></ul><div><hr></div><p><strong>This episode is brought to you by&#8230; <a href="https://linear.app/behind-the-craft">Linear</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!KH-l!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!KH-l!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png 424w, https://substackcdn.com/image/fetch/$s_!KH-l!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png 848w, https://substackcdn.com/image/fetch/$s_!KH-l!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png 1272w, https://substackcdn.com/image/fetch/$s_!KH-l!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!KH-l!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png" width="1456" height="735" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/edb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:735,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:282149,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/213623629?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!KH-l!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png 424w, https://substackcdn.com/image/fetch/$s_!KH-l!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png 848w, https://substackcdn.com/image/fetch/$s_!KH-l!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png 1272w, https://substackcdn.com/image/fetch/$s_!KH-l!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedb2be46-80be-46b9-a948-0f737cfc5465_1456x735.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>Linear is the tool of choice for over 40,000 AI-native teams ranging from startups to enterprises. Many of today&#8217;s leading AI companies, including OpenAI, Cursor, and Cognition, use Linear to run product development end-to-end with agents. Try it for free with my link below.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://linear.app/behind-the-craft&quot;,&quot;text&quot;:&quot;Try Linear for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://linear.app/behind-the-craft"><span>Try Linear for Free</span></a></p><div><hr></div><h2>Top 10 takeaways I learned from this episode</h2><h3>How AI can help kids learn</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UQzi!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UQzi!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png 424w, https://substackcdn.com/image/fetch/$s_!UQzi!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png 848w, https://substackcdn.com/image/fetch/$s_!UQzi!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png 1272w, https://substackcdn.com/image/fetch/$s_!UQzi!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png 1456w" sizes="100vw"><img 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:961,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:254082,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/213623629?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UQzi!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png 424w, https://substackcdn.com/image/fetch/$s_!UQzi!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png 848w, https://substackcdn.com/image/fetch/$s_!UQzi!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png 1272w, https://substackcdn.com/image/fetch/$s_!UQzi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Brilliant&#8217;s AI tutor appears beside each exercise and offers hints when a child gets stuck, without giving away the answer.</figcaption></figure></div><ol><li><p><strong>&#8220;Using AI to skip learning is like bringing a robotic arm to the gym to lift weights for you.&#8221;</strong> I told Sue I feel this temptation too: It&#8217;s easier to ask AI to solve a problem than to understand how to solve it myself. When teaching kids to use AI, teach them to ask it for questions and hints that help them work out the answer instead of just asking for the answer.</p></li><li><p><strong>Even a good explanation can do the thinking for your child.</strong> From Sue: &#8220;Cheating and explanations are closer than you&#8217;d think.&#8221; Both can let a child skip working through a problem themselves. When your child gets stuck, ask them to explain their thinking before you explain the answer. Give them a chance to discover what they&#8217;re missing.</p></li><li><p><strong>Help your kids get absorbed in their interests.</strong> Sue pays attention to how deeply her kids explore their interests. It could be monkey bars, chess, or magic tricks. The aim is to experience the effort and satisfaction of improving, without treating learning as something you do to please adults. &#8220;It should feel hard to learn something new.&#8221;</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/how-ai-can-help-kids-think-for-themselves-sue-khim">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[How Non-Coders Are Vibe Coding $100K+ Businesses With AI | Amol Jain]]></title><description><![CDATA[3 examples of vibe-coded apps that reached six figures in revenue, plus 4 steps to turn your prototype into a real business, including publishing, security, payments, and distribution.]]></description><link>https://creatoreconomy.so/p/how-non-coders-are-vibe-coding-100k-businesses-with-ai-amol-jain-replit</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-non-coders-are-vibe-coding-100k-businesses-with-ai-amol-jain-replit</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 30 Aug 2026 14:03:13 GMT</pubDate><enclosure url="https://substackcdn.com/image/youtube/w_728,c_limit/JAh8Wv1lQrw" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>I&#8217;m working hard to finish my 25+ lesson Personal AI System course by September. You&#8217;ll learn how to build an AI chief of staff, advisor, and more to take work off your plate. <strong><a href="https://creatoreconomy.so/subscribe">Upgrade now for $150</a></strong> before the price increases in a few weeks.</p><div><hr></div><p>Dear subscribers,</p><p>Today, I want to share a new episode with Amol Jain.</p><p>As head of product engineering at Replit, <a href="https://x.com/amoljain_">Amol</a> has a firsthand look at which vibe-coded apps become real businesses. He showed me three apps built by non-coders that reached six figures, then did a live demo of his 4-step process to take an app from prototype to production, including security, monetization, and distribution.</p><div id="youtube2-JAh8Wv1lQrw" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;JAh8Wv1lQrw&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/JAh8Wv1lQrw?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Watch now on <strong><a href="https://youtu.be/JAh8Wv1lQrw">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/2SJ4hnNwcJMGLr0UHOpaJL?si=W730PhACQ8umuIiCvJoj0Q">Spotify</a></strong>.</p><p>Amol and I talked about:</p><ul><li><p><a href="https://www.youtube.com/watch?v=JAh8Wv1lQrw">(00:00)</a> He built an app in 3 days that made $100K+ in month one</p></li><li><p><a href="https://www.youtube.com/watch?v=JAh8Wv1lQrw&amp;t=128s">(02:08)</a> Three vibe-coded apps that became real businesses</p></li><li><p><a href="https://www.youtube.com/watch?v=JAh8Wv1lQrw&amp;t=484s">(08:04)</a> What six-figure vibe-coded apps have in common</p></li><li><p><a href="https://www.youtube.com/watch?v=JAh8Wv1lQrw&amp;t=751s">(12:31)</a> Live demo: Turn an AI interview coach into a real business</p></li><li><p><a href="https://www.youtube.com/watch?v=JAh8Wv1lQrw&amp;t=839s">(13:59)</a> Steps 1 and 2: Publish the app and make it secure</p></li><li><p><a href="https://www.youtube.com/watch?v=JAh8Wv1lQrw&amp;t=1070s">(17:50)</a> Steps 3 and 4: Add payments and optimize SEO</p></li><li><p><a href="https://www.youtube.com/watch?v=JAh8Wv1lQrw&amp;t=1295s">(21:35)</a> How to replace expensive SaaS with internal tools</p></li><li><p><a href="https://www.youtube.com/watch?v=JAh8Wv1lQrw&amp;t=1702s">(28:22)</a> What software survives when code costs almost nothing</p></li><li><p><a href="https://www.youtube.com/watch?v=JAh8Wv1lQrw&amp;t=1862s">(31:02)</a> Why value is moving from models to apps</p></li></ul><div><hr></div><p><span>I&#8217;m proud to partner with </span><a href="https://creators.riverside.com/PeterYang">Riverside</a></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://creators.riverside.com/PeterYang" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!w5wz!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73b9c9e4-c049-455d-927f-da13dd7fa7e8_1764x891.png 424w, https://substackcdn.com/image/fetch/$s_!w5wz!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73b9c9e4-c049-455d-927f-da13dd7fa7e8_1764x891.png 848w, https://substackcdn.com/image/fetch/$s_!w5wz!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73b9c9e4-c049-455d-927f-da13dd7fa7e8_1764x891.png 1272w, https://substackcdn.com/image/fetch/$s_!w5wz!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73b9c9e4-c049-455d-927f-da13dd7fa7e8_1764x891.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!w5wz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73b9c9e4-c049-455d-927f-da13dd7fa7e8_1764x891.png" width="1456" height="735" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/73b9c9e4-c049-455d-927f-da13dd7fa7e8_1764x891.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:735,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Riverside promo without menu&quot;,&quot;title&quot;:&quot;Riverside promo without menu&quot;,&quot;type&quot;:null,&quot;href&quot;:&quot;https://creators.riverside.com/PeterYang&quot;,&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="Riverside promo without menu" title="Riverside promo without menu" srcset="https://substackcdn.com/image/fetch/$s_!w5wz!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73b9c9e4-c049-455d-927f-da13dd7fa7e8_1764x891.png 424w, https://substackcdn.com/image/fetch/$s_!w5wz!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73b9c9e4-c049-455d-927f-da13dd7fa7e8_1764x891.png 848w, https://substackcdn.com/image/fetch/$s_!w5wz!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73b9c9e4-c049-455d-927f-da13dd7fa7e8_1764x891.png 1272w, https://substackcdn.com/image/fetch/$s_!w5wz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73b9c9e4-c049-455d-927f-da13dd7fa7e8_1764x891.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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 used Riverside for years to record my podcast thanks to its reliable, high-quality recording tools. But now I use it for much more than recording. Riverside has evolved into an end-to-end platform with AI editing, clip generation, streaming, and publishing tools. Try Riverside to go from concept to publish, all in one place and use my code <strong>PETERYANG</strong> at checkout to get one month free.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creators.riverside.com/PeterYang&quot;,&quot;text&quot;:&quot;Try Riverside for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://creators.riverside.com/PeterYang"><span>Try Riverside for Free</span></a></p><div><hr></div><h2><strong>Top 10 takeaways I learned from this episode</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8N8g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8N8g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png 424w, https://substackcdn.com/image/fetch/$s_!8N8g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png 848w, https://substackcdn.com/image/fetch/$s_!8N8g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png 1272w, https://substackcdn.com/image/fetch/$s_!8N8g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8N8g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png" width="590" height="396.30494505494505" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:978,&quot;width&quot;:1456,&quot;resizeWidth&quot;:590,&quot;bytes&quot;:1374801,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/210177226?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!8N8g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png 424w, https://substackcdn.com/image/fetch/$s_!8N8g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png 848w, https://substackcdn.com/image/fetch/$s_!8N8g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png 1272w, https://substackcdn.com/image/fetch/$s_!8N8g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5bbd8c50-ea1b-4f78-ba4c-bbe0428ada73_1548x1040.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Pep AI was vibe coded by Cedric, a 22-year-old who has never written any code. It&#8217;s now the most popular Peptide and GLP-1 app in the App Store.</figcaption></figure></div><ol><li><p><strong>Three vibe-coded apps that became real businesses </strong>with non-technical founders:</p><ol><li><p><a href="https://pepaiapp.com/">Pep AI</a>: A mobile peptide tracking app built by <a href="https://www.linkedin.com/in/cedric-roberge-3832472bb/">Cedric</a> that reached 10K users and $60K in its first month.</p></li><li><p><a href="https://genaipi.org/">GenAIPI</a>: An AI enterprise training agency built by <a href="https://genaipi.org/about">Jon</a> in 3 days that made $180K in 6 weeks.</p></li><li><p><a href="https://trynearby.com/">TryNearby</a>: A marketplace that connects local businesses and creators built by <a href="https://www.linkedin.com/in/yousef-abdelfattah-b0906b336/">Yousef</a> with 120+ paying restaurants.</p></li></ol></li></ol><ol start="2"><li><p><strong>All three founders had durable advantages beyond coding</strong>, such as:</p><ol><li><p><strong>Expertise:</strong> Pep AI came from Cedric&#8217;s knowledge of the peptide and GLP-1 community.<strong> </strong></p></li><li><p><strong>Access:</strong> GenAIPI came from Jon&#8217;s experience and contacts selling AI training to enterprises.</p></li></ol></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/how-non-coders-are-vibe-coding-100k-businesses-with-ai-amol-jain-replit">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[How to Build Better AI Evals with Claude Code in 5 Steps | Shreya & Hamel]]></title><description><![CDATA[Watch my favorite eval experts do a live audit of the evals that I built for my skills and I promise you&#8217;ll learn something new. Plus, their new free skill to build evals in Claude Code.]]></description><link>https://creatoreconomy.so/p/how-to-build-better-ai-evals-with-claude-code-shreya-hamel</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-to-build-better-ai-evals-with-claude-code-shreya-hamel</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 23 Aug 2026 14:03:00 GMT</pubDate><enclosure url="https://substackcdn.com/image/youtube/w_728,c_limit/bdMHQLvtVaQ" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Shreya and Hamel.</p><p><a href="https://x.com/sh_reya">Shreya</a> and <a href="https://x.com/HamelHusain">Hamel</a> teach the industry-leading AI evals course taken by 4,500+ students from OpenAI, Google, and more. I asked them to do a live audit of the evals that I built for my creator skills. They then walked through how anyone can use their free Error Discovery skill in Claude Code to turn feedback into useful evals. If you want a practical, up-to-date primer on AI evaluations, then this episode is for you.</p><div id="youtube2-bdMHQLvtVaQ" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;bdMHQLvtVaQ&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/bdMHQLvtVaQ?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Watch now on <strong><a href="https://www.youtube.com/watch?v=bdMHQLvtVaQ">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/0ytncLCFAT1oAW6fUeNAx8?si=GtemqDjZSqqLMwPbfB2mPA">Spotify</a></strong>.</p><blockquote><p>P.S., I asked Shreya and Hamel to give <strong><a href="https://maven.com/parlance-labs/evals?utm_campaign=peteryang&amp;utm_medium=affiliate&amp;utm_source=maven&amp;promoCode=PETERYANG">25% off the next cohort of their AI evals course</a> </strong>that&#8217;s starting on 9/5. It has 4.7 stars with 900 reviews, which is almost unheard of on Maven. Check it out and get your company to expense it if you can! </p></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://maven.com/parlance-labs/evals?utm_campaign=peteryang&amp;utm_medium=affiliate&amp;utm_source=maven&amp;promoCode=PETERYANG&quot;,&quot;text&quot;:&quot;Get 25% Off the Course Now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://maven.com/parlance-labs/evals?utm_campaign=peteryang&amp;utm_medium=affiliate&amp;utm_source=maven&amp;promoCode=PETERYANG"><span>Get 25% Off the Course Now</span></a></p><p>Shreya, Hamel, and I talked about:</p><ul><li><p><a href="https://www.youtube.com/watch?v=bdMHQLvtVaQ&amp;t=0s">(00:00)</a> Why AI evals are completely different now with the latest models</p></li><li><p><a href="https://www.youtube.com/watch?v=bdMHQLvtVaQ&amp;t=150s">(02:30)</a> Demo: Live audit of the evals that I built for my AI skills</p></li><li><p><a href="https://www.youtube.com/watch?v=bdMHQLvtVaQ&amp;t=314s">(05:14)</a> Top-down vs. bottom-up evals and why AI sucks at the latter</p></li><li><p><a href="https://www.youtube.com/watch?v=bdMHQLvtVaQ&amp;t=496s">(08:16)</a> Spinning up AI agents to grade each eval criterion</p></li><li><p><a href="https://www.youtube.com/watch?v=bdMHQLvtVaQ&amp;t=872s">(14:32)</a> Demo: Using Shreya&#8217;s AI skill to run evals in Claude</p></li><li><p><a href="https://www.youtube.com/watch?v=bdMHQLvtVaQ&amp;t=1426s">(23:46)</a> How to review output labels to identify failures</p></li><li><p><a href="https://www.youtube.com/watch?v=bdMHQLvtVaQ&amp;t=2077s">(34:37)</a> How to turn failures into reusable evals</p></li><li><p><a href="https://www.youtube.com/watch?v=bdMHQLvtVaQ&amp;t=2599s">(43:19) </a>Where human judgment is still needed</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://ref.wisprflow.ai/peter-yang-jun21-pod">Wispr Flow</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://ref.wisprflow.ai/peter-yang-jun21-pod" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ZKv6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 424w, https://substackcdn.com/image/fetch/$s_!ZKv6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 848w, https://substackcdn.com/image/fetch/$s_!ZKv6!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 1272w, https://substackcdn.com/image/fetch/$s_!ZKv6!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ZKv6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp" width="554" height="290.85" 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fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>When I&#8217;m building with Claude Code, I use Wispr Flow to dictate all my prompts instead of typing. It&#8217;s more accurate than other AI voice dictation tools and saves me hours every week. Try it out for free with my exclusive link below.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://ref.wisprflow.ai/peter-yang-jun21-pod&quot;,&quot;text&quot;:&quot;Try Wispr Flow for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://ref.wisprflow.ai/peter-yang-jun21-pod"><span>Try Wispr Flow for Free</span></a></p><div><hr></div><h2>Top 10 takeaways I learned from this episode</h2><h3>Live audit of the evals for my AI skill</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!2p2d!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!2p2d!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png 424w, https://substackcdn.com/image/fetch/$s_!2p2d!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png 848w, https://substackcdn.com/image/fetch/$s_!2p2d!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png 1272w, https://substackcdn.com/image/fetch/$s_!2p2d!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!2p2d!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png" width="1280" height="720" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9a562fae-907a-4d90-a854-c9fff297f64a_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;:631829,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/210602658?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!2p2d!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png 424w, https://substackcdn.com/image/fetch/$s_!2p2d!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png 848w, https://substackcdn.com/image/fetch/$s_!2p2d!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png 1272w, https://substackcdn.com/image/fetch/$s_!2p2d!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a562fae-907a-4d90-a854-c9fff297f64a_1280x720.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol><li><p><strong>There are two types of evals: top-down and bottom-up. </strong>When I asked Shreya and Hamel to audit the evals that I built for my podcast production skill, they found strong top-down evals, but almost no bottom-up evals.</p><ol><li><p><strong>Top-down evals </strong>are rules that you define upfront. Mine include &#8220;Is every takeaway 240-330 characters?&#8221; and &#8220;Does each give plain, useful advice?&#8221;</p></li><li><p><strong>Bottom-up evals </strong>are failures found by comparing AI&#8217;s output with my final edits. With these evals, it&#8217;s important not to overfit to a few examples.</p></li></ol></li><li><p><strong>Compare 10&#8211;20 past examples before turning a failure into an eval.</strong> Hamel and Shreya encouraged me to run my podcast production skill on at least a dozen past interviews to compare AI&#8217;s output with my final edits. They shared a free Error Discovery skill that Claude Code and Codex can use to define evals based on this data.</p></li></ol><h3>Build useful evals using this free skill in 5 steps</h3><p>Shreya and Hamel built a free Error Discovery skill that anyone can run in Claude Code or Codex to define useful evals based on your data. The skill walks you through this process:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ufeG!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ufeG!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp 424w, https://substackcdn.com/image/fetch/$s_!ufeG!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp 848w, https://substackcdn.com/image/fetch/$s_!ufeG!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp 1272w, https://substackcdn.com/image/fetch/$s_!ufeG!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ufeG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp" width="555" height="372.5342465753425" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:784,&quot;width&quot;:1168,&quot;resizeWidth&quot;:555,&quot;bytes&quot;:42898,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/webp&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/210602658?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!ufeG!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp 424w, https://substackcdn.com/image/fetch/$s_!ufeG!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp 848w, https://substackcdn.com/image/fetch/$s_!ufeG!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp 1272w, https://substackcdn.com/image/fetch/$s_!ufeG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7be97926-f95f-4a15-9a85-f5a3615b1eda_1168x784.webp 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>Below is a link to the skill and a walkthrough of each step:</p>
      <p>
          <a href="https://creatoreconomy.so/p/how-to-build-better-ai-evals-with-claude-code-shreya-hamel">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[How I Run My 1.5M+ Follower Content Business With Codex | Riley Brown]]></title><description><![CDATA[Riley revealed his full AI stack including how he uses Codex to research topics, write video hooks, and create viral thumbnails.]]></description><link>https://creatoreconomy.so/p/how-i-run-my-content-business-with-codex-riley-brown</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-i-run-my-content-business-with-codex-riley-brown</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 16 Aug 2026 14:03:09 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/4d40449a-3b52-480f-bd25-e485bc14c166_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Riley Brown.</p><p>Riley is a top AI creator and founder of <a href="https://agentnative.inc/">Agent Native</a>. In this episode, he showed me how he uses Codex to run his entire content business from creating engaging thumbnails to writing viral video hooks. Riley also shared his full AI stack including some lesser-known tools to edit videos, draw diagrams, and more.</p><p>Watch now on <strong><a href="https://youtu.be/N34zz1-RSGw">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/5oSFtv8nTSKaOb98Y2pl3M?si=2yB9u8ALQ4ek3v2EdViJvw">Spotify</a></strong>.</p><div id="youtube2-N34zz1-RSGw" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;N34zz1-RSGw&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/N34zz1-RSGw?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Riley and I talked about:</p><ul><li><p>(<a href="https://www.youtube.com/watch?v=N34zz1-RSGw">00:00</a>) How Codex runs Riley&#8217;s 1.5M+ follower content business</p></li><li><p>(<a href="https://www.youtube.com/watch?v=N34zz1-RSGw&amp;t=196s">03:16</a>) Demo: Using Codex to create animations and B-roll</p></li><li><p>(<a href="https://www.youtube.com/watch?v=N34zz1-RSGw&amp;t=448s">07:28</a>) Demo: How Codex can reverse-engineer a top YouTube hook</p></li><li><p>(<a href="https://www.youtube.com/watch?v=N34zz1-RSGw&amp;t=804s">13:24</a>) The BRENS framework to turn an idea into a strong hook</p></li><li><p>(<a href="https://www.youtube.com/watch?v=N34zz1-RSGw&amp;t=1044s">17:24</a>) Demo: Riley&#8217;s AI stack for diagrams, thumbnails, and posts</p></li><li><p>(<a href="https://www.youtube.com/watch?v=N34zz1-RSGw&amp;t=1321s">22:01</a>) How Riley creates so much content every week</p></li><li><p>(<a href="https://www.youtube.com/watch?v=N34zz1-RSGw&amp;t=1541s">25:41</a>) Demo: Using Codex and Paper to create viral YouTube thumbnails</p></li><li><p>(<a href="https://www.youtube.com/watch?v=N34zz1-RSGw&amp;t=2101s">35:01</a>) How to set up AI agents to find content ideas proactively</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://aistudio.google.com/?utm_source=peteryang&amp;utm_medium=partner&amp;utm_campaign=26Q3-peteryang_ais">Google AI Studio</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://aistudio.google.com/?utm_source=peteryang&amp;utm_medium=partner&amp;utm_campaign=26Q3-peteryang_ais" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!v1ib!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 424w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 848w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 1272w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!v1ib!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png" width="1456" height="755" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:755,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:914270,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://aistudio.google.com/?utm_source=peteryang&amp;utm_medium=partner&amp;utm_campaign=26Q3-peteryang_ais&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/207290457?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!v1ib!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 424w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 848w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 1272w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>Google AI Studio was my go-to prototyping tool when I was a product manager. You can use it to generate three versions of your product, add visuals with Google&#8217;s Nano Banana model, and publish them to a custom URL for customer feedback. It&#8217;s an easy, free way to move from prompt to something your team or customers can try.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://aistudio.google.com/?utm_source=peteryang&amp;utm_medium=partner&amp;utm_campaign=26Q3-peteryang_ais&quot;,&quot;text&quot;:&quot;Try Google AI Studio for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://aistudio.google.com/?utm_source=peteryang&amp;utm_medium=partner&amp;utm_campaign=26Q3-peteryang_ais"><span>Try Google AI Studio for Free</span></a></p><div><hr></div><h2><strong>Top 10 takeaways I learned from this episode</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!PMyC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!PMyC!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png 424w, https://substackcdn.com/image/fetch/$s_!PMyC!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png 848w, https://substackcdn.com/image/fetch/$s_!PMyC!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png 1272w, https://substackcdn.com/image/fetch/$s_!PMyC!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!PMyC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png" width="940" height="246" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:246,&quot;width&quot;:940,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:227956,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/209954125?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!PMyC!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png 424w, https://substackcdn.com/image/fetch/$s_!PMyC!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png 848w, https://substackcdn.com/image/fetch/$s_!PMyC!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png 1272w, https://substackcdn.com/image/fetch/$s_!PMyC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F27bdf13c-2054-48f4-bc76-757bb7a612a6_940x246.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol><li><p><strong>Remix proven thumbnails with Codex and <a href="https://paper.design/">Paper</a>&#8217;s AI design tools.</strong> Riley creates winning YouTube thumbnails entirely using AI as follows:</p><ol><li><p>Ask Codex to collect thumbnail formats from top YouTube channels in Paper.</p></li><li><p>Use Paper&#8217;s image-generation features to mix his face with a proven format.</p></li></ol></li><li><p><strong>Riley&#8217;s AI stack helps him run his entire YouTube video creation process. </strong>In addition to Codex, Riley uses a few lesser-known AI tools to research topics, draft hooks, draw diagrams, create animations and B-roll. Here&#8217;s his stack:</p><ol><li><p><strong>Research</strong> <strong>topics</strong> using <strong><a href="https://openai.com/codex/">Codex</a></strong> and <strong><a href="https://supadata.ai/youtube-transcript-api">Supadata</a></strong>, which can efficiently pull transcripts for top-performing YouTube videos in a few seconds.</p></li><li><p><strong>Draw diagrams </strong>using <strong><a href="https://wisprflow.ai/">Wispr Flow</a></strong> and <strong><a href="https://plus.excalidraw.com/">Excalidraw</a>.</strong> He dictates directions to the Excalidraw MCP to turn into diagrams that frame his videos.</p></li></ol></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/how-i-run-my-content-business-with-codex-riley-brown">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[5 Rules for Building AI Agents That Work in Production | Nan Yu & Jacob Shumway]]></title><description><![CDATA[A behind-the-scenes look at building a production AI agent end to end, including how to give it tools to find the context it needs and use evals to measure output quality.]]></description><link>https://creatoreconomy.so/p/5-rules-for-building-ai-agents-in-production-linear-nan-jacob</link><guid isPermaLink="false">https://creatoreconomy.so/p/5-rules-for-building-ai-agents-in-production-linear-nan-jacob</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 09 Aug 2026 13:05:31 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/60ec1268-977e-4c26-8f41-5bd3f603d81f_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Nan Yu and Jacob Shumway.</p><p><a href="https://x.com/thenanyu">Nan</a> and <a href="https://x.com/delashum">Jacob</a> built Linear Agent, which has transformed how the $1.25B company gets work done. In this episode, they walk through how they built an AI agent from the initial memo to launch, including how to give it tools to find the context it needs and how to design evals that make the agent more reliable. If you want a concrete, behind-the-scenes example of how to build a production agent end to end, this episode is a must-watch.</p><p>Watch now on <strong><a href="https://youtu.be/4mKtJzfGj0U">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/28ejl2FW2kE9L7fVVlI8Mr?si=nq7sfC2NT3G2C6OfJpcoQg">Spotify</a></strong>.</p><div id="youtube2-4mKtJzfGj0U" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;4mKtJzfGj0U&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/4mKtJzfGj0U?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>We talked about:</p><ul><li><p><a href="https://www.youtube.com/watch?v=4mKtJzfGj0U">(00:00)</a> What&#8217;s holding AI agents back as models improve?</p></li><li><p><a href="https://www.youtube.com/watch?v=4mKtJzfGj0U&amp;t=51s">(00:51)</a> Three things every good agent needs</p></li><li><p><a href="https://www.youtube.com/watch?v=4mKtJzfGj0U&amp;t=180s">(03:00)</a> Demo: The internal memo that started Linear Agent</p></li><li><p><a href="https://www.youtube.com/watch?v=4mKtJzfGj0U&amp;t=590s">(09:50)</a> The biggest mistake to avoid when building agents</p></li><li><p><a href="https://www.youtube.com/watch?v=4mKtJzfGj0U&amp;t=689s">(11:29)</a> Demo: From Slack to code in 6 minutes with the agent</p></li><li><p><a href="https://www.youtube.com/watch?v=4mKtJzfGj0U&amp;t=1021s">(17:01)</a> When prototyping, &#8220;use the biggest model until it works&#8221;</p></li><li><p><a href="https://www.youtube.com/watch?v=4mKtJzfGj0U&amp;t=1442s">(24:02)</a> Give agents tools to find context, not more context</p></li><li><p><a href="https://www.youtube.com/watch?v=4mKtJzfGj0U&amp;t=2047s">(34:07)</a> The first thing to do before building an agent</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://www.oceanstalent.com/peter">Oceans Talent</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!yOi9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!yOi9!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png 424w, https://substackcdn.com/image/fetch/$s_!yOi9!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png 848w, https://substackcdn.com/image/fetch/$s_!yOi9!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png 1272w, https://substackcdn.com/image/fetch/$s_!yOi9!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!yOi9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png" width="609" height="368.91346153846155" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:882,&quot;width&quot;:1456,&quot;resizeWidth&quot;:609,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!yOi9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png 424w, https://substackcdn.com/image/fetch/$s_!yOi9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png 848w, https://substackcdn.com/image/fetch/$s_!yOi9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png 1272w, https://substackcdn.com/image/fetch/$s_!yOi9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62322af8-3d2c-482f-8865-9ea88a03d6eb_2048x1240.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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 working with Char, my assistant from Oceans Talent, for about six months. What stands out about his work is that he doesn&#8217;t just use AI tools. Instead, he actively builds and maintains AI workflows to help me run podcast post-production, draft show notes, make video clips, and more.</p><p>If you want to hire AI-fluent operators who can help you take back your time at 70% less than the cost of a US hire, book a call at <a href="http://oceanstalent.com/peter"><span>oceanstalent.com/peter</span></a><span>.</span></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.oceanstalent.com/peter&quot;,&quot;text&quot;:&quot;Get Started for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://www.oceanstalent.com/peter"><span>Get Started for Free</span></a></p><div><hr></div><h2><strong>Top 10 takeaways I learned from this episode</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!On1F!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!On1F!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png 424w, https://substackcdn.com/image/fetch/$s_!On1F!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png 848w, https://substackcdn.com/image/fetch/$s_!On1F!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png 1272w, https://substackcdn.com/image/fetch/$s_!On1F!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!On1F!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png" width="1446" height="572" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/769cba9a-5269-4733-be08-6160e1c61974_1446x572.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:572,&quot;width&quot;:1446,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:167441,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/209119603?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!On1F!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png 424w, https://substackcdn.com/image/fetch/$s_!On1F!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png 848w, https://substackcdn.com/image/fetch/$s_!On1F!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png 1272w, https://substackcdn.com/image/fetch/$s_!On1F!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769cba9a-5269-4733-be08-6160e1c61974_1446x572.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Agents have transformed how the Linear team works. Here are the top use cases straight from the agent.</figcaption></figure></div><ol><li><p><strong>The first step to building a good agent is to map the actual workflow.</strong> Identify where work starts, which systems hold context, what actions complete the job, what &#8220;done&#8221; means, and where a person needs to review. If work starts in Slack, make Slack the on-ramp instead of forcing users into a separate chatbot.</p></li><li><p><strong>Give agents tools to find context instead of stuffing context into the prompt.</strong> Jacob&#8217;s advice: &#8220;Give it as little instruction as possible, to be honest. Give it the tools to load context. Don&#8217;t give it context.&#8221; Start small, then let the agent pull only the instructions and data it needs for the current task.</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/5-rules-for-building-ai-agents-in-production-linear-nan-jacob">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Hermes Co-Founder on Building an AI Agent That Improves Itself | Karan Malhotra]]></title><description><![CDATA[How Hermes keeps your context portable across models, builds and cleans up its own skills, and helped Karan modify his childhood Sonic game]]></description><link>https://creatoreconomy.so/p/hermes-co-founder-on-building-an-ai-agent-that-improves-itself-karan-malhotra</link><guid isPermaLink="false">https://creatoreconomy.so/p/hermes-co-founder-on-building-an-ai-agent-that-improves-itself-karan-malhotra</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 02 Aug 2026 14:01:52 GMT</pubDate><enclosure url="https://substackcdn.com/image/youtube/w_728,c_limit/UWjh5Z4s8jY" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Karan.</p><p><a href="https://x.com/karan4d">Karan</a> is the co-founder of Nous Research, the company behind Hermes, the #1 personal agent and AI app on <a href="https://openrouter.ai/apps/hermes-agent">OpenRouter</a>. We had a great chat about why open-source AI must win and how Hermes gets better the more you use it. Karan also shared a live demo of how he used Hermes to modify his favorite childhood game.</p><p>Watch now on <strong><a href="https://youtu.be/UWjh5Z4s8jY">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/5AShmKCjF7KrtWm4FC7acZ?si=-PsF-HVNQBGW4lPIcmvGXw">Spotify</a></strong>.</p><div id="youtube2-UWjh5Z4s8jY" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;UWjh5Z4s8jY&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/UWjh5Z4s8jY?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Karan and I talked about:</p><ul><li><p><span>(</span><a href="https://www.youtube.com/watch?v=UWjh5Z4s8jY"><span>00:00</span></a><span>) How Hermes differs from Claude Code and Codex</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=UWjh5Z4s8jY&amp;t=140s"><span>02:20</span></a><span>) Why every AI model now sounds exactly the same</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=UWjh5Z4s8jY&amp;t=676s"><span>11:16</span></a><span>) How to stop AI from saying &#8220;you&#8217;re absolutely right&#8221;</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=UWjh5Z4s8jY&amp;t=916s"><span>15:16</span></a><span>) How Hermes creates skills without bloating its context</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=UWjh5Z4s8jY&amp;t=1000s"><span>16:40</span></a><span>) The open vs. closed-source debate on AI safety</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=UWjh5Z4s8jY&amp;t=1420s"><span>23:40</span></a><span>) Using one Kanban board for humans and AI agents</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=UWjh5Z4s8jY&amp;t=1605s"><span>26:45</span></a><span>) Demo: Rebuilding a childhood Sonic world with Hermes</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=UWjh5Z4s8jY&amp;t=2167s"><span>36:07</span></a><span>) How two Discord friends started Nous Research</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=UWjh5Z4s8jY&amp;t=2560s"><span>42:40</span></a><span>) How Hermes became its own biggest contributor</span></p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://linear.app/behind-the-craft">Linear</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://linear.app/behind-the-craft" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!eENw!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F993bd0e5-4a87-4889-a59f-5446fcaa6307_3600x2080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!eENw!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F993bd0e5-4a87-4889-a59f-5446fcaa6307_3600x2080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!eENw!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F993bd0e5-4a87-4889-a59f-5446fcaa6307_3600x2080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!eENw!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F993bd0e5-4a87-4889-a59f-5446fcaa6307_3600x2080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!eENw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F993bd0e5-4a87-4889-a59f-5446fcaa6307_3600x2080.jpeg" width="633" height="365.62706043956047" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/993bd0e5-4a87-4889-a59f-5446fcaa6307_3600x2080.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:841,&quot;width&quot;:1456,&quot;resizeWidth&quot;:633,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Image&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:&quot;https://linear.app/behind-the-craft&quot;,&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/$s_!eENw!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F993bd0e5-4a87-4889-a59f-5446fcaa6307_3600x2080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!eENw!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F993bd0e5-4a87-4889-a59f-5446fcaa6307_3600x2080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!eENw!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F993bd0e5-4a87-4889-a59f-5446fcaa6307_3600x2080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!eENw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F993bd0e5-4a87-4889-a59f-5446fcaa6307_3600x2080.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>You can now use Linear Agent to edit documents and project descriptions or set up loops to keep them updated automatically as your code changes. Linear makes agent edits transparent through author attribution and version history.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://linear.app/behind-the-craft&quot;,&quot;text&quot;:&quot;Try Linear for free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://linear.app/behind-the-craft"><span>Try Linear for free</span></a></p><div><hr></div><h2>Top 10 takeaways I learned from this episode</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ZRCB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ZRCB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ZRCB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ZRCB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ZRCB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ZRCB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg&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;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/$s_!ZRCB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ZRCB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ZRCB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ZRCB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09fae8d5-3545-4304-ac74-783712f72242_1920x1080.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">What other AI co-founder uses an agent to mod his favorite childhood game? <a href="https://www.youtube.com/watch?v=UWjh5Z4s8jY&amp;t=1605s">Watch Karan demo how he mods Sonic Adventure 2</a></figcaption></figure></div><h3>How to make Hermes work for you</h3><ol><li><p><strong>The &#8220;personal&#8221; in personal agent is not the model. </strong>Instead, it&#8217;s the agent&#8217;s memory of your conversations and the skills that you&#8217;ve built with it. Karan barely notices any difference in Hermes&#8217; personality when he swaps models because his agent has accumulated so much context about him. The model is interchangeable, but the context layer is what you should cherish and preserve.</p></li><li><p><strong>Customize Hermes&#8217; soul.md to the personality that you want.</strong> After using Hermes for 6+ months now, I&#8217;ve customized its soul.md to have:</p><ul><li><p>Core truths like be genuinely helpful and avoid sycophancy. </p></li><li><p>Boundaries like respecting my privacy especially in any group chats.</p></li><li><p>The right vibes that make it fun to talk to.</p></li></ul><p>Here&#8217;s my complete soul.md that you can copy and paste into Hermes or another AI agent to improve its personality:</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/hermes-co-founder-on-building-an-ai-agent-that-improves-itself-karan-malhotra">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[How to Use Codex for Work: My Complete System at OpenAI | Jason Liu]]></title><description><![CDATA[How Jason uses Codex throughout his workday for managing Slack and email, learning from past sessions, and running long tasks with verifiable goals]]></description><link>https://creatoreconomy.so/p/how-to-use-codex-for-work-my-complete-system-at-openai-jason-liu</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-to-use-codex-for-work-my-complete-system-at-openai-jason-liu</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 26 Jul 2026 13:05:16 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/cfb10406-999b-4a77-a3fc-9af8e4028e09_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Jason Liu.</p><p>Jason is a DevEx engineer on the Codex team. In our episode, he showed me how he runs his entire workday using Codex, from his chief of staff thread for Slack and email to setting up long-running tasks that have verifiable goals. Jason wrote the official OpenAI handbook on how to get the most out of Codex, so don&#8217;t miss this episode.</p><p>Watch now on <strong><a href="https://youtu.be/ydTeb_I0b94">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/5Pi3Vb3O2ILxkN4U1Xe5l2?si=am1x0rp_QcSOx14wx5OlmQ">Spotify</a></strong>.</p><div id="youtube2-ydTeb_I0b94" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;ydTeb_I0b94&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/ydTeb_I0b94?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Jason and I talked about:</p><ul><li><p><span>(</span><a href="https://www.youtube.com/watch?v=ydTeb_I0b94"><span>00:00</span></a><span>) The only job left after AI can do the work</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=ydTeb_I0b94&amp;t=160s"><span>02:40</span></a><span>) Turn pinned threads into long-running workspaces</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=ydTeb_I0b94&amp;t=350s"><span>05:50</span></a><span>) Build a chief of staff across Slack, email, and Linear</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=ydTeb_I0b94&amp;t=612s"><span>10:12</span></a><span>) Teach Codex to write like you for every audience</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=ydTeb_I0b94&amp;t=813s"><span>13:33</span></a><span>) Mine past sessions for new skills and workflows</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=ydTeb_I0b94&amp;t=1201s"><span>20:01</span></a><span>) How Codex revised a launch video while Jason was out</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=ydTeb_I0b94&amp;t=1463s"><span>24:23</span></a><span>) Build a drum practice site around how you learn</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=ydTeb_I0b94&amp;t=1559s"><span>25:59</span></a><span>) Goal, plan, and worklog for long-running Codex tasks</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=ydTeb_I0b94&amp;t=2032s"><span>33:52</span></a><span>) Why taste starts with knowing what feels wrong</span></p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://aistudio.google.com/?utm_source=peteryang&amp;utm_medium=partner&amp;utm_campaign=26Q3-peteryang_ais">Google AI Studio</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://aistudio.google.com/?utm_source=peteryang&amp;utm_medium=partner&amp;utm_campaign=26Q3-peteryang_ais" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!v1ib!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 424w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 848w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 1272w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!v1ib!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png" width="1456" height="755" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:755,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:914270,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://aistudio.google.com/?utm_source=peteryang&amp;utm_medium=partner&amp;utm_campaign=26Q3-peteryang_ais&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/207290457?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!v1ib!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 424w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 848w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 1272w, https://substackcdn.com/image/fetch/$s_!v1ib!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e443fdc-def2-4d9d-b8f5-803afe09ea1f_1920x996.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>Google AI Studio was my go-to prototyping tool when I was a product manager. You can use it to generate three versions of your product, add visuals with Google&#8217;s Nano Banana model, and publish them to a custom URL for customer feedback. It&#8217;s an easy, free way to move from prompt to something your team or customers can try.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://aistudio.google.com/?utm_source=peteryang&amp;utm_medium=partner&amp;utm_campaign=26Q3-peteryang_ais&quot;,&quot;text&quot;:&quot;Try Google AI Studio for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://aistudio.google.com/?utm_source=peteryang&amp;utm_medium=partner&amp;utm_campaign=26Q3-peteryang_ais"><span>Try Google AI Studio for Free</span></a></p><div><hr></div><h2>Top 10 takeaways I learned from this episode</h2><h3>Build a Codex system that improves itself</h3><ol><li><p><strong>Build a chief of staff Codex thread that manages your email, Slack, and more for you.</strong> At 9 am, 1 pm, and 5 pm, Jason&#8217;s chief of staff thread reviews his Slack, emails, Twitter DMs (through browser use), and Linear before surfacing priorities with links and draft replies. Here&#8217;s a prompt you can modify to set this up:</p></li></ol><div class="callout-block" data-callout="true"><p>Turn this thread into my chief of staff. At 9 am, 1 pm, and 5 pm, review my unread email, calendar, Slack, Twitter DMs, and Linear. </p><p>Tell me what needs attention and what I should prioritize, with a direct link to every item. Research the context and draft replies, but do not send anything without my approval.</p></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!w2Ga!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!w2Ga!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png 424w, https://substackcdn.com/image/fetch/$s_!w2Ga!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png 848w, https://substackcdn.com/image/fetch/$s_!w2Ga!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png 1272w, https://substackcdn.com/image/fetch/$s_!w2Ga!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!w2Ga!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png" width="634" height="339.3049040511727" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:502,&quot;width&quot;:938,&quot;resizeWidth&quot;:634,&quot;bytes&quot;:310469,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/207290457?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!w2Ga!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png 424w, https://substackcdn.com/image/fetch/$s_!w2Ga!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png 848w, https://substackcdn.com/image/fetch/$s_!w2Ga!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png 1272w, https://substackcdn.com/image/fetch/$s_!w2Ga!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa2535a03-7f29-4386-9ed8-4b043fca2ee6_938x502.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol start="2"><li><p><strong>Ask Codex to look at your past sessions to build new skills and workflows.</strong> Codex has memory of all your past conversations, so the best way to save time is to ask it to find workflows from your manual iterations that it can build new skills to automate. Here&#8217;s a prompt you can paste to do this right now:</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/how-to-use-codex-for-work-my-complete-system-at-openai-jason-liu">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[How I Plan, Build, and Run Loops with Claude Code in 40 Minutes | Thariq Shihipar]]></title><description><![CDATA[The goals, workflows, and planning techniques Thariq uses to get more ambitious work from Claude.]]></description><link>https://creatoreconomy.so/p/how-i-plan-build-and-run-loops-with-claude-code-thariq-shihipar</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-i-plan-build-and-run-loops-with-claude-code-thariq-shihipar</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 19 Jul 2026 13:05:08 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/a9168044-6171-4af0-87e2-17b6dc1c9911_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Thariq Shihipar.</p><p>Thariq works on the Claude Code team, and I&#8217;ve wanted to see how he builds for a long time. In our episode, he showed how to use /goal to keep Claude working, how he plans with Claude to remove unknowns before building, and how he runs a team of agents in Slack. He also shared why his team cut Claude Code&#8217;s system prompt by 80% and how he creates polished launch videos with Claude.</p><p>Watch now on <strong><a href="https://youtu.be/aVO6E181cNU">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/5T0rem3bXMIrMNz5c2MGTQ?si=EFG5Z0XQSYqItwP0Kxgt_w">Spotify</a></strong>.</p><div id="youtube2-aVO6E181cNU" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;aVO6E181cNU&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/aVO6E181cNU?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Thariq and I talked about:</p><ul><li><p><span>(</span><a href="https://www.youtube.com/watch?v=aVO6E181cNU"><span>00:00</span></a><span>) Goals, loops, and workflows to make Claude work longer</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=aVO6E181cNU&amp;t=288s"><span>04:48</span></a><span>) Live demo: Creating a polished video with Claude</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=aVO6E181cNU&amp;t=497s"><span>08:17</span></a><span>) Plan by removing unknowns before you build</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=aVO6E181cNU&amp;t=872s"><span>14:32</span></a><span>) How Anthropic uses HTML artifacts for planning</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=aVO6E181cNU&amp;t=1115s"><span>18:35</span></a><span>) Running parallel Claude tasks through Slack</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=aVO6E181cNU&amp;t=1654s"><span>27:34</span></a><span>) Using separate creator and verifier sub-agents</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=aVO6E181cNU&amp;t=1868s"><span>31:08</span></a><span>) How Thariq stays focused while Claude works in parallel</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=aVO6E181cNU&amp;t=2047s"><span>34:07</span></a><span>) Why Anthropic cut Claude Code&#8217;s system prompt by 80%</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=aVO6E181cNU&amp;t=2221s"><span>37:01</span></a><span>) How to become more technical when AI writes the code</span></p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://ref.wisprflow.ai/peter-yang-jun21-pod">Wispr Flow</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://ref.wisprflow.ai/peter-yang-jun21-pod" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ZKv6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 424w, https://substackcdn.com/image/fetch/$s_!ZKv6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 848w, https://substackcdn.com/image/fetch/$s_!ZKv6!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 1272w, https://substackcdn.com/image/fetch/$s_!ZKv6!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ZKv6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp" width="556" height="291.9" 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srcset="https://substackcdn.com/image/fetch/$s_!ZKv6!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 424w, https://substackcdn.com/image/fetch/$s_!ZKv6!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 848w, https://substackcdn.com/image/fetch/$s_!ZKv6!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 1272w, https://substackcdn.com/image/fetch/$s_!ZKv6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>When I&#8217;m building with Claude Code, I use Wispr Flow to dictate all my prompts instead of typing. It&#8217;s more accurate than other AI voice dictation tools and saves me hours every week. Try it out for free with my exclusive link below.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://ref.wisprflow.ai/peter-yang-jun21-pod&quot;,&quot;text&quot;:&quot;Try Wispr Flow for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://ref.wisprflow.ai/peter-yang-jun21-pod"><span>Try Wispr Flow for Free</span></a></p><div><hr></div><h2>Top 10 takeaways I learned from this episode</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!nGlq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!nGlq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png 424w, https://substackcdn.com/image/fetch/$s_!nGlq!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png 848w, https://substackcdn.com/image/fetch/$s_!nGlq!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png 1272w, https://substackcdn.com/image/fetch/$s_!nGlq!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!nGlq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png" width="1456" height="768" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:768,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:146807,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/206319227?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!nGlq!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png 424w, https://substackcdn.com/image/fetch/$s_!nGlq!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png 848w, https://substackcdn.com/image/fetch/$s_!nGlq!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png 1272w, https://substackcdn.com/image/fetch/$s_!nGlq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87444fbe-a2a9-4a7f-ba3b-2eae799168bd_1692x892.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol><li><p><strong>When a better AI model is released, the first thing you should try is to remove instructions.</strong> Thariq and the Claude Code team cut Claude Code&#8217;s system prompt by 80% because hard rules and examples were constraining newer models. When a new model is released, audit your CLAUDE.md and skills to remove deterministic instructions.</p></li><li><p><strong>Plan with Claude to discover and remove unknowns.</strong> Before building his one-shot video workflow, Thariq asked Claude to explain how voice transcription tools like Whisper could fail. This helped him clarify the plan before getting Claude to create the video. Perhaps the most important learning here is that he actually reads the plan manually instead of just trusting AI.</p></li></ol><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-c0U!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde7ce1-80ab-4839-b37d-607063d11bf1_2406x936.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-c0U!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde7ce1-80ab-4839-b37d-607063d11bf1_2406x936.png 424w, https://substackcdn.com/image/fetch/$s_!-c0U!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcdde7ce1-80ab-4839-b37d-607063d11bf1_2406x936.png 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" class="icon-noB79L"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image buttonBase-GK1x3M"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!NGPc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!NGPc!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png 424w, https://substackcdn.com/image/fetch/$s_!NGPc!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png 848w, https://substackcdn.com/image/fetch/$s_!NGPc!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png 1272w, https://substackcdn.com/image/fetch/$s_!NGPc!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!NGPc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png" width="1456" height="764" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:764,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:229183,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/206319227?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!NGPc!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png 424w, https://substackcdn.com/image/fetch/$s_!NGPc!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png 848w, https://substackcdn.com/image/fetch/$s_!NGPc!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png 1272w, https://substackcdn.com/image/fetch/$s_!NGPc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F38297ed1-0dfa-4b14-8097-77c279cba043_2638x1384.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol start="3"><li><p><strong>Use <a href="https://code.claude.com/docs/en/goal">/goal</a> only if you have a verifiable finish line.</strong> I asked Claude to &#8220;/goal Build me a great game&#8221; and the results were&#8230;not great. Thariq shared how to use /goal to create polished videos with Claude by providing a verifiable end state (e.g., a rendered video). Here&#8217;s the exact prompt he used to create the video in one shot:</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/how-i-plan-build-and-run-loops-with-claude-code-thariq-shihipar">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[The Correct Way to Build and Manage AI Agents | Jared Zoneraich]]></title><description><![CDATA[Why better agents need fewer rules, the right tools, and their own tests, plus how to set up a manager agent to direct 10 cloud agents at once.]]></description><link>https://creatoreconomy.so/p/how-to-build-ai-agents-that-check-their-own-work-jared-cognition-devin</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-to-build-ai-agents-that-check-their-own-work-jared-cognition-devin</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 12 Jul 2026 13:10:09 GMT</pubDate><enclosure url="https://substackcdn.com/image/youtube/w_728,c_limit/0YeeJHYy-Vc" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><em>If you enjoy my content, <a href="https://www.youtube.com/@PeterYangYT">subscribe to my YouTube</a> for more practical AI tutorials and interviews and <a href="https://creatoreconomy.so/subscribe?utm_source=newsletter-header">upgrade to unlock</a> my personal AI OS with useful AI skills, $270 in AI tool credits, live monthly workshops, and courses on Hermes and Codex (coming soon).</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creatoreconomy.so/subscribe?utm_source=newsletter-header&quot;,&quot;text&quot;:&quot;Get instant access&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://creatoreconomy.so/subscribe?utm_source=newsletter-header"><span>Get instant access</span></a></p><p>Dear subscribers,</p><p>Today, I want to share a new episode with Jared Zoneraich.</p><p>Jared is a Builder in Residence at Cognition, the team behind Devin. He showed me why teams often overbuild their first agents, and how simple prompts, better tools, and self-testing work together instead. Then he demoed one manager agent breaking down a task, directing 10 cloud agents, and deciding what a human needs to review.</p><p>Watch now on <strong><a href="https://youtu.be/0YeeJHYy-Vc">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/5g9KnNXCx2Sd2rwWfON5Ag?si=U-MLi7vvTyiWeIn_iDY8Fg">Spotify</a></strong>.</p><div id="youtube2-0YeeJHYy-Vc" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;0YeeJHYy-Vc&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/0YeeJHYy-Vc?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Jared and I talked about:</p><ul><li><p><span>(</span><a href="https://www.youtube.com/watch?v=0YeeJHYy-Vc"><span>00:00</span></a><span>) Why teams overbuild their first AI agent</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=0YeeJHYy-Vc&amp;t=170s"><span>02:50</span></a><span>) Let the model cook before adding rules</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=0YeeJHYy-Vc&amp;t=196s"><span>03:16</span></a><span>) Why tools matter more than better prompts</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=0YeeJHYy-Vc&amp;t=651s"><span>10:51</span></a><span>) Why you should build evals after shipping</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=0YeeJHYy-Vc&amp;t=966s"><span>16:06</span></a><span>) What cloud agents can do that local agents can&#8217;t</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=0YeeJHYy-Vc&amp;t=1230s"><span>20:30</span></a><span>) How to get one agent to manage other agents</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=0YeeJHYy-Vc&amp;t=1539s"><span>25:39</span></a><span>) Demo: One agent launches a team of 10</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=0YeeJHYy-Vc&amp;t=1683s"><span>28:03</span></a><span>) How agents prove their work before you review it</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=0YeeJHYy-Vc&amp;t=1998s"><span>33:18</span></a><span>) The best tasks for agent teams to work on</span></p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://creators.riverside.com/PeterYang">Riverside</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://creators.riverside.com/PeterYang" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5gFC!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F686b1a34-0077-45aa-bcea-262b2e5304a6_1080x565.png 424w, https://substackcdn.com/image/fetch/$s_!5gFC!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F686b1a34-0077-45aa-bcea-262b2e5304a6_1080x565.png 848w, https://substackcdn.com/image/fetch/$s_!5gFC!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F686b1a34-0077-45aa-bcea-262b2e5304a6_1080x565.png 1272w, https://substackcdn.com/image/fetch/$s_!5gFC!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F686b1a34-0077-45aa-bcea-262b2e5304a6_1080x565.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5gFC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F686b1a34-0077-45aa-bcea-262b2e5304a6_1080x565.png" width="598" height="312.8425925925926" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/686b1a34-0077-45aa-bcea-262b2e5304a6_1080x565.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:565,&quot;width&quot;:1080,&quot;resizeWidth&quot;:598,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:&quot;https://creators.riverside.com/PeterYang&quot;,&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="" srcset="https://substackcdn.com/image/fetch/$s_!5gFC!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F686b1a34-0077-45aa-bcea-262b2e5304a6_1080x565.png 424w, https://substackcdn.com/image/fetch/$s_!5gFC!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F686b1a34-0077-45aa-bcea-262b2e5304a6_1080x565.png 848w, https://substackcdn.com/image/fetch/$s_!5gFC!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F686b1a34-0077-45aa-bcea-262b2e5304a6_1080x565.png 1272w, https://substackcdn.com/image/fetch/$s_!5gFC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F686b1a34-0077-45aa-bcea-262b2e5304a6_1080x565.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><span>I produce a podcast every week and it used to take me at least 10 hours to record, edit, cut clips, write posts, and publish everywhere. Riverside has cut that time by half.</span></p><p><span>In addition to recording at 4K local with clean audio, I can also now edit using the transcript, add captions, make clips, and create and publish social posts all from one place. Riverside is trusted by teams like Spotify, Microsoft, and Vercel and you can try it for one month free at</span><a href="http://creators.riverside.com/PeterYang"><span> creators.riverside.com/PeterYang</span></a><span> with code PeterYang.</span></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creators.riverside.com/PeterYang&quot;,&quot;text&quot;:&quot;Try Riverside for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://creators.riverside.com/PeterYang"><span>Try Riverside for Free</span></a></p><div><hr></div><h2>Top 10 takeaways I learned from this episode</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IgwM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IgwM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png 424w, https://substackcdn.com/image/fetch/$s_!IgwM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png 848w, https://substackcdn.com/image/fetch/$s_!IgwM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png 1272w, https://substackcdn.com/image/fetch/$s_!IgwM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IgwM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png" width="1456" height="423" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:423,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:794393,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/204141213?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!IgwM!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png 424w, https://substackcdn.com/image/fetch/$s_!IgwM!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png 848w, https://substackcdn.com/image/fetch/$s_!IgwM!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png 1272w, https://substackcdn.com/image/fetch/$s_!IgwM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c435051-3026-4fd1-95c1-412f17aa0ee4_2000x581.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"><em>Break a large migration into independent slices, then give each slice to a separate Devin session so they can work and test in parallel. Source: Devin Docs.</em></figcaption></figure></div><h3>How to build great AI agents</h3><ol><li><p><strong>Start by expressing your intent to the model in a simple prompt.</strong> &#8220;Let the model cook&#8221; by expressing your intent and constraints clearly instead of forcing it to follow deterministic instructions. </p></li><li><p><strong>Give the model relevant tools to pull context.</strong> &#8220;Tool engineering&#8221; is giving the model ways to search your code, read logs, run tests, open the app, and inspect what it changed. </p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/how-to-build-ai-agents-that-check-their-own-work-jared-cognition-devin">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Inside How OpenAI Uses Codex to Do Product Work | Rohan Varma]]></title><description><![CDATA[A walkthrough of practical Codex workflows that Rohan uses to move faster as a PM, from image Gen prototypes to Slack-triggered automations]]></description><link>https://creatoreconomy.so/p/openai-pm-reveals-how-he-uses-codex-for-product-work-rohan-varma</link><guid isPermaLink="false">https://creatoreconomy.so/p/openai-pm-reveals-how-he-uses-codex-for-product-work-rohan-varma</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 05 Jul 2026 14:09:59 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/f9deaf5b-6a71-46eb-9ee0-d57b91adbc35_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><em>If you enjoy my content, <a href="https://www.youtube.com/@PeterYangYT">subscribe to my YouTube</a> for more practical AI tutorials and interviews and <a href="https://creatoreconomy.so/subscribe?utm_source=newsletter-header">upgrade to unlock</a> my personal AI OS with useful AI skills, $270 in AI tool credits, live monthly workshops, and courses on Hermes and Codex (coming soon).</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creatoreconomy.so/subscribe?utm_source=newsletter-header&quot;,&quot;text&quot;:&quot;Get instant access&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://creatoreconomy.so/subscribe?utm_source=newsletter-header"><span>Get instant access</span></a></p><p>Dear subscribers,</p><p>Today, I want to share a new episode with Rohan Varma.</p><p>As a product manager on OpenAI Codex, Rohan has a firsthand look at how one of the most AI-native teams in the world works. He showed me how he uses Codex to automate work from Slack replies, prototype designs with image generation, replace stale PRDs with live sites, and more. Watch this episode if you&#8217;re tired of all the nonsense around &#8220;AI PM&#8221; and want to see how a real one actually operates.</p><p><span>Watch now on </span><strong><a href="https://youtu.be/fAdFE7y6K2o"><span>YouTube</span></a></strong><span>, </span><strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong><span>, and </span><strong><a href="https://open.spotify.com/episode/6PN9MUBcluwcjREBWYL1IA?si=sDS_gGmeST6kjtxWZaXkXA"><span>Spotify</span></a></strong><span>.</span></p><div id="youtube2-fAdFE7y6K2o" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;fAdFE7y6K2o&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/fAdFE7y6K2o?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Rohan and I talked about:</p><ul><li><p><span>(</span><a href="https://www.youtube.com/watch?v=fAdFE7y6K2o"><span>00:00</span></a><span>) Codex can do so much more than you think</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=fAdFE7y6K2o&amp;t=113s"><span>01:53</span></a><span>) Use Codex to pull context from Slack, docs, Linear, and email</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=fAdFE7y6K2o&amp;t=208s"><span>03:28</span></a><span>) How Codex flips planning from docs to demos</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=fAdFE7y6K2o&amp;t=794s"><span>13:14</span></a><span>) Demo: Do the task once with Codex, then automate it</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=fAdFE7y6K2o&amp;t=870s"><span>14:30</span></a><span>) Demo: Trigger Codex automations from Slack replies</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=fAdFE7y6K2o&amp;t=1046s"><span>17:26</span></a><span>) Demo: Use Image Gen to explore design variants fast</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=fAdFE7y6K2o&amp;t=1198s"><span>19:58</span></a><span>) Demo: Turn any Codex thread into a reusable skill</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=fAdFE7y6K2o&amp;t=1795s"><span>29:55</span></a><span>) Demo: Turn project context into a shareable Site</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=fAdFE7y6K2o&amp;t=2013s"><span>33:33</span></a><span>) Use one Codex thread to manage other Codex threads</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=fAdFE7y6K2o&amp;t=2238s"><span>37:18</span></a><span>) Aim to be 10x more ambitious than feels reasonable</span></p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://www.oceanstalent.com/peter">Oceans Talent</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OwfO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OwfO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png 424w, https://substackcdn.com/image/fetch/$s_!OwfO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png 848w, https://substackcdn.com/image/fetch/$s_!OwfO!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png 1272w, https://substackcdn.com/image/fetch/$s_!OwfO!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OwfO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png" width="664" height="332" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:300,&quot;width&quot;:600,&quot;resizeWidth&quot;:664,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OwfO!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png 424w, https://substackcdn.com/image/fetch/$s_!OwfO!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png 848w, https://substackcdn.com/image/fetch/$s_!OwfO!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png 1272w, https://substackcdn.com/image/fetch/$s_!OwfO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd3ce30ea-7f6a-4494-b17d-f371e683787d_600x300.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><span>I&#8217;ve been working with my Oceans Talent Executive Assistant for 3 months now and he&#8217;s helped me streamline my entire content pipeline from research to podcast post-production. He builds his own AI skills to save both of us hours every week. He&#8217;s more than an assistant and runs the whole system.</span></p><p><span>Oceans Talent places vetted, AI-fluent Executive Assistants who go beyond inbox and calendar, with backgrounds in marketing, operations, and finance so they can run your projects and own outcomes. Book a call today to get your first month free.</span></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.oceanstalent.com/peter&quot;,&quot;text&quot;:&quot;Get Started for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.oceanstalent.com/peter"><span>Get Started for Free</span></a></p><div><hr></div><h2><strong>Top 10 takeaways I learned from this episode</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!59qV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!59qV!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png 424w, https://substackcdn.com/image/fetch/$s_!59qV!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png 848w, https://substackcdn.com/image/fetch/$s_!59qV!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png 1272w, https://substackcdn.com/image/fetch/$s_!59qV!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!59qV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png" width="654" height="259.8204081632653" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:292,&quot;width&quot;:735,&quot;resizeWidth&quot;:654,&quot;bytes&quot;:33799,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/203264946?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!59qV!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png 424w, https://substackcdn.com/image/fetch/$s_!59qV!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png 848w, https://substackcdn.com/image/fetch/$s_!59qV!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png 1272w, https://substackcdn.com/image/fetch/$s_!59qV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F331101ce-ce2c-4cb9-bc3d-55a6f24e8a3a_735x292.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><h3>Set up Codex as your work layer</h3><ol><li><p><strong>Connect Codex to the tools where your work already happens.</strong> Rohan connects Codex to Slack, Notion, Linear, Gmail, Drive, and other tools. The magic starts when it can pull context from multiple connected tools and navigate to webpages that it has permission to access.</p></li><li><p><strong>Use Codex to get up to speed on any project fast.</strong> Rohan said he can get added to a project last minute and quickly catch up by asking Codex to gather the Slack history, docs, Linear issues, email, and Drive context he is allowed to access. </p></li><li><p><strong>Codex handles the manual work so PMs can spend more time with users. </strong>Since Codex can handle the manual PM work around information synthesis and follow-ups, Rohan has more time now to spend meeting enterprise customers and teams. </p></li></ol><h3>Automate the repetitive work</h3>
      <p>
          <a href="https://creatoreconomy.so/p/openai-pm-reveals-how-he-uses-codex-for-product-work-rohan-varma">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Inside Anthropic’s Bet on Claude Agents that Work While You Sleep | Jess Yan]]></title><description><![CDATA[A practical look at how Anthropic PMs build and use Claude agents to understand code, monitor feedback and analytics, prep for meetings, and get work done overnight.]]></description><link>https://creatoreconomy.so/p/inside-anthropics-bet-on-claude-agents-jess-yan</link><guid isPermaLink="false">https://creatoreconomy.so/p/inside-anthropics-bet-on-claude-agents-jess-yan</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 28 Jun 2026 14:02:26 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/e3ce3db4-6408-4406-895c-456e6154b8b7_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Jess Yan.</p><p>As product lead at Anthropic, <a href="https://x.com/jess__yan">Jess </a>has a first-hand look at how Anthropic teams are moving from prompting AI to building long-running agents that work overnight. In our episode, Jess showed me how to build a Claude analytics agent from scratch, then covered how Anthropic PMs use agents internally to understand the codebase, monitor customer feedback, and make better product decisions.</p><p>Watch now on <strong><a href="https://youtu.be/Xu5gz2qsaz8">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/6kEnkBuns5j1zn7YDx9PSq?si=EKbvB5YUQpaChXP1NnA1eg">Spotify</a></strong>.</p><div id="youtube2-Xu5gz2qsaz8" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;Xu5gz2qsaz8&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/Xu5gz2qsaz8?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Jess and I talked about:</p><ul><li><p><span>(</span><a href="https://www.youtube.com/watch?v=Xu5gz2qsaz8"><span>00:00</span></a><span>) AI agents that work while you sleep</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=Xu5gz2qsaz8&amp;t=226s"><span>03:46</span></a><span>) Claude Managed Agents help for long-running tasks</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=Xu5gz2qsaz8&amp;t=322s"><span>05:22</span></a><span>) Demo: Building a Claude analyst agent from scratch</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=Xu5gz2qsaz8&amp;t=568s"><span>09:28</span></a><span>) Traces: How to see where an agent got stuck</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=Xu5gz2qsaz8&amp;t=911s"><span>15:11</span></a><span>) Evals: How agents grade their own work</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=Xu5gz2qsaz8&amp;t=1220s"><span>20:20</span></a><span>) 5 ways in which Anthropic PMs use agents internally</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=Xu5gz2qsaz8&amp;t=1686s"><span>28:06</span></a><span>) Processing a 4,000-company waitlist with agents</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=Xu5gz2qsaz8&amp;t=1970s"><span>32:50</span></a><span>) To build your first agent, focus on helping one person</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=Xu5gz2qsaz8&amp;t=2214s"><span>36:54</span></a><span>) What changes when agents can work overnight</span></p></li></ul><div><hr></div><p><strong><a href="https://getevan.ai/?utm_source=peter_yang&amp;utm_medium=newsletter&amp;utm_campaign=launch">Evan</a> </strong>helps you be the most prepared person in a meeting</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://getevan.ai/?utm_source=peter_yang&amp;utm_medium=newsletter&amp;utm_campaign=launch" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!hTu-!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5c8a169-6382-4043-ab49-a36d1f178ac8_2048x1152.png 424w, https://substackcdn.com/image/fetch/$s_!hTu-!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5c8a169-6382-4043-ab49-a36d1f178ac8_2048x1152.png 848w, https://substackcdn.com/image/fetch/$s_!hTu-!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5c8a169-6382-4043-ab49-a36d1f178ac8_2048x1152.png 1272w, https://substackcdn.com/image/fetch/$s_!hTu-!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5c8a169-6382-4043-ab49-a36d1f178ac8_2048x1152.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!hTu-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5c8a169-6382-4043-ab49-a36d1f178ac8_2048x1152.png" width="598" height="336.375" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a5c8a169-6382-4043-ab49-a36d1f178ac8_2048x1152.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;:598,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:&quot;https://getevan.ai/?utm_source=peter_yang&amp;utm_medium=newsletter&amp;utm_campaign=launch&quot;,&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="" title="" srcset="https://substackcdn.com/image/fetch/$s_!hTu-!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5c8a169-6382-4043-ab49-a36d1f178ac8_2048x1152.png 424w, https://substackcdn.com/image/fetch/$s_!hTu-!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5c8a169-6382-4043-ab49-a36d1f178ac8_2048x1152.png 848w, https://substackcdn.com/image/fetch/$s_!hTu-!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5c8a169-6382-4043-ab49-a36d1f178ac8_2048x1152.png 1272w, https://substackcdn.com/image/fetch/$s_!hTu-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa5c8a169-6382-4043-ab49-a36d1f178ac8_2048x1152.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>Evan is built to prepare you for high-stakes meetings. It pulls context from your apps, does CIA-level research on every attendee, and hands you a presidential-style briefing before you walk in. Built for founders, sellers, VCs, and anyone whose meetings are consequential, because showing up unprepared isn&#8217;t just awkward, it&#8217;s costly.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://getevan.ai/?utm_source=peter_yang&amp;utm_medium=newsletter&amp;utm_campaign=launch&quot;,&quot;text&quot;:&quot;Get Your First Briefing Now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://getevan.ai/?utm_source=peter_yang&amp;utm_medium=newsletter&amp;utm_campaign=launch"><span>Get Your First Briefing Now</span></a></p><div><hr></div><h2>Top 10 takeaways I learned from this episode</h2><p>Jess and I covered two topics in the interview:</p><ol><li><p>How Anthropic PMs use agents internally</p></li><li><p>How to build long-running Claude agents</p></li></ol><h3>How Anthropic PMs use agents internally</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!lYUY!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!lYUY!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png 424w, https://substackcdn.com/image/fetch/$s_!lYUY!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png 848w, https://substackcdn.com/image/fetch/$s_!lYUY!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png 1272w, https://substackcdn.com/image/fetch/$s_!lYUY!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!lYUY!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png" width="1440" height="1122" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1122,&quot;width&quot;:1440,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:280215,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/200649204?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!lYUY!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png 424w, https://substackcdn.com/image/fetch/$s_!lYUY!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png 848w, https://substackcdn.com/image/fetch/$s_!lYUY!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png 1272w, https://substackcdn.com/image/fetch/$s_!lYUY!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F747e3360-b0a9-41dd-8e4a-2757b7001cb5_1440x1122.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">An example of a prompt for a Deep Research agent</figcaption></figure></div><p>Anthropic PMs use agents internally for at least five PM workflows:</p><ol><li><p><strong>Understanding the codebase.</strong> Instead of asking engineers what shipped or how something works, Jess can inspect pull requests, deployments, and product behavior directly. &#8220;Access to our codebase has been the biggest unlock for me.&#8221;</p></li><li><p><strong>Synthesizing user feedback from multiple channels.</strong> Jess has agents monitor customer Slack channels to get more signal before deciding what to build next.</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/inside-anthropics-bet-on-claude-agents-jess-yan">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Full Tutorial: Make Professional Launch Videos for Free with HyperFrames | Bin & Jake]]></title><description><![CDATA[Bin and Jake show how HyperFrames turns HTML and websites into dynamic launch videos, plus the playbook HeyGen uses to make them look polished.]]></description><link>https://creatoreconomy.so/p/full-tutorial-make-professional-launch-videos-for-free-hyperframes-ai</link><guid isPermaLink="false">https://creatoreconomy.so/p/full-tutorial-make-professional-launch-videos-for-free-hyperframes-ai</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 21 Jun 2026 14:01:28 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/ab039688-50ae-48b3-acdc-44c818682fb8_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Bin and Jake.</p><p>Bin and Jake built <a href="https://hyperframes.heygen.com/">HyperFrames</a>, a free open-source tool that turns HTML into  product launch videos that used to cost thousands of dollars ot make. In this episode, they showed me how to one-shot a video from any website. Jake also revealed his full 5-step video workflow to make polished videos with Codex or Claude Code.</p><p>Watch now on <strong><a href="https://youtu.be/iqb5Rd6KKr8">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/2gOnOMMI1Yki80acpAFE39?si=sE_D7l4CRPO82kPUBTMDVA">Spotify</a></strong>.</p><div id="youtube2-iqb5Rd6KKr8" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;iqb5Rd6KKr8&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/iqb5Rd6KKr8?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>We talked about:</p><ul><li><p>(<a href="https://www.youtube.com/watch?v=iqb5Rd6KKr8">00:00</a>) From HTML to professional launch videos with AI</p></li><li><p>(<a href="https://www.youtube.com/watch?v=iqb5Rd6KKr8&amp;t=136s">02:16</a>) Getting started: Install HyperFrames for free</p></li><li><p>(<a href="https://www.youtube.com/watch?v=iqb5Rd6KKr8&amp;t=230s">03:50</a>) /website-to-video: Turn any URL into a launch video</p></li><li><p>(<a href="https://www.youtube.com/watch?v=iqb5Rd6KKr8&amp;t=508s">08:28</a>) Jake&#8217;s 5-step playbook to generate better videos</p></li><li><p>(<a href="https://www.youtube.com/watch?v=iqb5Rd6KKr8&amp;t=603s">10:03</a>) Step 1: Gather assets and create a frame.md</p></li><li><p>(<a href="https://www.youtube.com/watch?v=iqb5Rd6KKr8&amp;t=706s">11:46</a>) Step 2: Create a storyboard.md with the scenes</p></li><li><p>(<a href="https://www.youtube.com/watch?v=iqb5Rd6KKr8&amp;t=765s">12:45</a>) Step 3: Pull animations from HyperFrames launches</p></li><li><p>(<a href="https://www.youtube.com/watch?v=iqb5Rd6KKr8&amp;t=943s">15:43</a>) Step 4: Generate and review static frames</p></li><li><p>(<a href="https://www.youtube.com/watch?v=iqb5Rd6KKr8&amp;t=1040s">17:20</a>) Step 5: Build the video and polish in Studio</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://ref.wisprflow.ai/peter-yang-jun21-pod">Wispr Flow</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://ref.wisprflow.ai/peter-yang-jun21-pod" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rios!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rios!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rios!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg" width="583" height="306.075" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:630,&quot;width&quot;:1200,&quot;resizeWidth&quot;:583,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Pricing | Wispr Flow&quot;,&quot;title&quot;:&quot;Pricing | Wispr Flow&quot;,&quot;type&quot;:null,&quot;href&quot;:&quot;https://ref.wisprflow.ai/peter-yang-jun21-pod&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Pricing | Wispr Flow" title="Pricing | Wispr Flow" srcset="https://substackcdn.com/image/fetch/$s_!rios!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rios!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rios!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>When I&#8217;m building with Codex or Claude Code, I use Wispr Flow to dictate all my prompts instead of typing. It&#8217;s more accurate than other AI voice dictation tools and saves me hours every week. Try it out for free with my exclusive link below.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://ref.wisprflow.ai/peter-yang-jun21-pod&quot;,&quot;text&quot;:&quot;Try Wispr Flow for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://ref.wisprflow.ai/peter-yang-jun21-pod"><span>Try Wispr Flow for Free</span></a></p><div><hr></div><h2>Getting started with Hyperframes</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!iEWY!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!iEWY!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png 424w, https://substackcdn.com/image/fetch/$s_!iEWY!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png 848w, https://substackcdn.com/image/fetch/$s_!iEWY!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png 1272w, https://substackcdn.com/image/fetch/$s_!iEWY!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!iEWY!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png" width="624" height="352.8" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/dbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:441,&quot;width&quot;:780,&quot;resizeWidth&quot;:624,&quot;bytes&quot;:317920,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/202540887?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!iEWY!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png 424w, https://substackcdn.com/image/fetch/$s_!iEWY!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png 848w, https://substackcdn.com/image/fetch/$s_!iEWY!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png 1272w, https://substackcdn.com/image/fetch/$s_!iEWY!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdbc19f02-dc5c-4365-a7d5-1e0883fb77c9_780x441.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol><li><p><strong>Install HyperFrames for free to make videos from HTML.</strong> Hyperframes is a free and <a href="https://github.com/heygen-com/hyperframesh">open source repository</a> for making videos. To install it, just type &#8220;npx skills add heygen-com/hyperframes&#8221; in terminal or point Codex or Claude Code at the repo. </p></li><li><p><strong>After HyperFrames is installed, try the website-to-video skill first.</strong> In Codex or Claude Code, prompt &#8220;Use /website-to-video to turn [paste URL] into a 30s promo video.&#8221; Paste a website you like, and HyperFrames will make the launch video in one shot by pulling the site&#8217;s screenshots, assets, copy, and brand look.</p></li></ol><h2>Jake&#8217;s 5-step playbook to generate better videos</h2><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;39cca60a-044b-4b02-af4e-5bdd7326cf77&quot;,&quot;duration&quot;:null}"></div><p>While Hyperframes makes it easy to generate basic videos, it still takes a bit of work to generate professional animated videos like the above. Jake shared his 5-step playbook with me to do just that:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Io1f!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Io1f!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png 424w, https://substackcdn.com/image/fetch/$s_!Io1f!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png 848w, https://substackcdn.com/image/fetch/$s_!Io1f!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png 1272w, https://substackcdn.com/image/fetch/$s_!Io1f!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Io1f!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png" width="1456" height="669" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:669,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:515961,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/202540887?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Io1f!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png 424w, https://substackcdn.com/image/fetch/$s_!Io1f!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png 848w, https://substackcdn.com/image/fetch/$s_!Io1f!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png 1272w, https://substackcdn.com/image/fetch/$s_!Io1f!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6465a870-faf1-4ef4-ab16-fb9eea23632a_3169x1456.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>Here&#8217;s a detailed walkthrough of each step:</p>
      <p>
          <a href="https://creatoreconomy.so/p/full-tutorial-make-professional-launch-videos-for-free-hyperframes-ai">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[How This Non-Technical Founder Used AI Agents to Become an Open Source Legend | Matt Van Horn]]></title><description><![CDATA[How Matt built the #1 trending repo on GitHub with 44K stars and lets his agents use any website or app despite not knowing how to code]]></description><link>https://creatoreconomy.so/p/the-ai-agent-system-behind-this-non-technical-founder-matt-van-horn</link><guid isPermaLink="false">https://creatoreconomy.so/p/the-ai-agent-system-behind-this-non-technical-founder-matt-van-horn</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 14 Jun 2026 13:05:23 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/4caf2d7a-fddc-499b-8fb2-71ad266fdbfc_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Matt Van Horn.</p><p><a href="https://x.com/mvanhorn">Matt</a> doesn&#8217;t have a CS degree, know how to code, or even read the plans that AI writes. Despite this, he&#8217;s built an incredible open source track record with projects like <a href="https://github.com/mvanhorn/last30days-skill">last30days</a> (#1 trending on GitHub with 44K+ stars) and <a href="https://printingpress.dev/">Printing Press</a> (a tool that lets agents use any website or app). Matt has been a huge inspiration for my AI builder journey, and I think you&#8217;ll feel the same after watching our conversation.</p><p>Watch now on <strong><a href="https://youtu.be/BxEf3RqIHkw">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/7BHpV4y9BOtsIEvgb4rOxu?si=OdQZKUAsQvadPzXgGV2QFQ">Spotify</a></strong>.</p><div id="youtube2-BxEf3RqIHkw" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;BxEf3RqIHkw&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/BxEf3RqIHkw?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Matt and I talked about:</p><ul><li><p>(<a href="https://www.youtube.com/watch?v=BxEf3RqIHkw">00:00</a>) "I don't read code and the plans are for AI"</p></li><li><p>(<a href="https://www.youtube.com/watch?v=BxEf3RqIHkw&amp;t=79s">01:19</a>) Compound Engineering: Matt&#8217;s go-to agentic loop</p></li><li><p>(<a href="https://www.youtube.com/watch?v=BxEf3RqIHkw&amp;t=427s">07:07</a>) How Matt builds without a CS degree or reading code</p></li><li><p>(<a href="https://www.youtube.com/watch?v=BxEf3RqIHkw&amp;t=678s">11:18</a>) Printing Press: Turning any website into an agent CLI</p></li><li><p>(<a href="https://www.youtube.com/watch?v=BxEf3RqIHkw&amp;t=938s">15:38</a>) How Printing Press finds hidden APIs and GitHub projects</p></li><li><p>(<a href="https://www.youtube.com/watch?v=BxEf3RqIHkw&amp;t=1364s">22:44</a>) Why CLI + skill beats MCP for agent workflows</p></li><li><p>(<a href="https://www.youtube.com/watch?v=BxEf3RqIHkw&amp;t=1969s">32:49</a>) How Matt contributes to Python, Go, and other top repos</p></li><li><p>(<a href="https://www.youtube.com/watch?v=BxEf3RqIHkw&amp;t=2668s">44:28</a>) Why Matt is still afraid to launch finished projects</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://creators.riverside.com/PeterYang">Riverside</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://riverside.com/?utm_medium=creator&amp;utm_source=newsletter&amp;utm_campaign=peter&amp;utm_content=brand&amp;utm_term=Jun2026" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!c9ZC!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp 424w, https://substackcdn.com/image/fetch/$s_!c9ZC!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp 848w, https://substackcdn.com/image/fetch/$s_!c9ZC!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp 1272w, https://substackcdn.com/image/fetch/$s_!c9ZC!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!c9ZC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp" width="652" height="329.13461538461536" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:735,&quot;width&quot;:1456,&quot;resizeWidth&quot;:652,&quot;bytes&quot;:46694,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/webp&quot;,&quot;href&quot;:&quot;https://riverside.com/?utm_medium=creator&amp;utm_source=newsletter&amp;utm_campaign=peter&amp;utm_content=brand&amp;utm_term=Jun2026&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/201154814?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!c9ZC!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp 424w, https://substackcdn.com/image/fetch/$s_!c9ZC!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp 848w, https://substackcdn.com/image/fetch/$s_!c9ZC!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp 1272w, https://substackcdn.com/image/fetch/$s_!c9ZC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65d6d0a9-6f7d-4584-b960-f5c6a58e1d4d_1456x735.webp 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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 used Riverside for years because it records each person locally in up to 4K, so my podcast audio and video stay clean even when a guest&#8217;s wifi gets shaky. Now it also helps me edit from the transcript, clean up audio, generate captioned clips, and publish everywhere from one place. Use code PeterYang at checkout for 1 month free.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creators.riverside.com/PeterYang&quot;,&quot;text&quot;:&quot;Try Riverside for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://creators.riverside.com/PeterYang"><span>Try Riverside for Free</span></a></p><div><hr></div><h2><strong>Top 10 takeaways I learned from this episode</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IKiV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IKiV!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png 424w, https://substackcdn.com/image/fetch/$s_!IKiV!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png 848w, https://substackcdn.com/image/fetch/$s_!IKiV!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png 1272w, https://substackcdn.com/image/fetch/$s_!IKiV!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IKiV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png" width="656" height="455.67088607594934" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:878,&quot;width&quot;:1264,&quot;resizeWidth&quot;:656,&quot;bytes&quot;:879006,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/201154814?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!IKiV!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png 424w, https://substackcdn.com/image/fetch/$s_!IKiV!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png 848w, https://substackcdn.com/image/fetch/$s_!IKiV!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png 1272w, https://substackcdn.com/image/fetch/$s_!IKiV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F69198721-ffc5-49d5-b6e0-199859ff55e3_1264x878.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Matt doesn&#8217;t have a CS degree or engineering background. Despite that, he&#8217;s shipped so many amazing <a href="https://github.com/mvanhorn">projects</a> and contributed to repos like Python and Go</figcaption></figure></div><ol><li><p><strong>Use Printing Press to give your AI access to almost any website or app. </strong>Matt open sourced <a href="https://printingpress.dev/">Printing Press</a> to let anyone generate a CLI (command line interface) for any website or app. It works by researching docs, finding niche GitHub repos, and sniffing hidden API requests, so agents can use sites like Google Flights, Suno, OpenArt, and more.</p></li></ol><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-R5q!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-R5q!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png 424w, https://substackcdn.com/image/fetch/$s_!-R5q!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png 848w, https://substackcdn.com/image/fetch/$s_!-R5q!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png 1272w, https://substackcdn.com/image/fetch/$s_!-R5q!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-R5q!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png" width="577" height="166.56618819776713" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:362,&quot;width&quot;:1254,&quot;resizeWidth&quot;:577,&quot;bytes&quot;:371092,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/201154814?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-R5q!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png 424w, https://substackcdn.com/image/fetch/$s_!-R5q!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png 848w, https://substackcdn.com/image/fetch/$s_!-R5q!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png 1272w, https://substackcdn.com/image/fetch/$s_!-R5q!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F067c21bd-467a-41d8-a382-5ffde0067857_1254x362.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a><figcaption class="image-caption">Printing Press finds hidden APIs on any website and app to let your agent access it</figcaption></figure></div><ol start="2"><li><p><strong>If you&#8217;re non-technical, use Compound Engineering skills to build. </strong>Compound Engineering is a set of AI coding skills that lets anyone build with AI in a more structured way. Matt&#8217;s go-to skills include:</p><ol><li><p><strong>/ce-plan </strong>to research the codebase, edge cases, and implementation path.</p></li><li><p><strong>/ce-work </strong>to execute the plan while following the project&#8217;s patterns.</p></li><li><p><strong>/ce-brainstorm </strong>to think through the feature and produce a requirements doc.</p></li><li><p><strong>/lfg</strong> to run the full loop from planning to implementation to PR.</p></li></ol></li></ol><p>To install it, point your favorite coding agent (e.g., Codex / Claude Code) at this link: </p>
      <p>
          <a href="https://creatoreconomy.so/p/the-ai-agent-system-behind-this-non-technical-founder-matt-van-horn">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Agentic Engineering, Clearly Explained in 60 Min by an Ex-Meta L8 Engineer | Kun Chen]]></title><description><![CDATA[Kun no longer reviews code manually. Instead, he showed me how he uses AI agents and his free, open source skills to plan, build, and validate 40 PRs a day]]></description><link>https://creatoreconomy.so/p/how-this-ex-meta-l8-engineer-ships-40-prs-a-day-with-ai-kun-chen</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-this-ex-meta-l8-engineer-ships-40-prs-a-day-with-ai-kun-chen</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 07 Jun 2026 13:10:29 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/1cd3d623-3c58-4043-a038-697068c15cbf_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Kun Chen.</p><p><a href="https://x.com/kunchenguid">Kun </a>is an ex-L8 principal engineer at Meta who now ships up to 40 PRs a day while rarely reviewing code. In our episode, he walked through the free tools he built to make that possible: <a href="https://github.com/kunchenguid/lavish-axi">Lavish</a> for visual planning in HTML, <a href="https://github.com/kunchenguid/treehouse">Treehouse</a> for parallel agents, and <a href="https://github.com/kunchenguid/no-mistakes">No Mistakes</a> for catching AI&#8217;s errors before they make it to production.</p><p>Watch now on <strong><a href="https://youtu.be/88B6DimMD2g">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687?ign-itscg=30200&amp;ign-itsct=podtail_podcasts">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/2GdrQsplBgFPLTyzK88Zy9?si=02WmUhzXTvCysGkuflTE9g">Spotify</a></strong>.</p><div id="youtube2-88B6DimMD2g" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;88B6DimMD2g&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/88B6DimMD2g?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Kun and I talked about:</p><ul><li><p>(<a href="https://www.youtube.com/watch?v=88B6DimMD2g">00:00</a>) Why he doesn't review code anymore</p></li><li><p>(<a href="https://www.youtube.com/watch?v=88B6DimMD2g&amp;t=64s">01:04</a>) Agentic engineering: Plan, code, validate</p></li><li><p>(<a href="https://www.youtube.com/watch?v=88B6DimMD2g&amp;t=382s">06:22</a>) Demo: Fixing an AI tutor screen with agents</p></li><li><p>(<a href="https://www.youtube.com/watch?v=88B6DimMD2g&amp;t=520s">08:40</a>) Demo: Why HTML is better than markdown for planning</p></li><li><p>(<a href="https://www.youtube.com/watch?v=88B6DimMD2g&amp;t=1193s">19:53</a>) How to turn a rough idea into an AI-ready spec</p></li><li><p>(<a href="https://www.youtube.com/watch?v=88B6DimMD2g&amp;t=1401s">23:21</a>) How Kun runs 20-30 agents in parallel</p></li><li><p>(<a href="https://www.youtube.com/watch?v=88B6DimMD2g&amp;t=1924s">32:04</a>) No Mistakes: Kun's free AI code review tool</p></li><li><p>(<a href="https://www.youtube.com/watch?v=88B6DimMD2g&amp;t=2719s">45:19</a>) What Kun checks before merging AI-written code</p></li><li><p>(<a href="https://www.youtube.com/watch?v=88B6DimMD2g&amp;t=3018s">50:18</a>) How to get better at agentic engineering</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://linear.app/partners/behind-the-craft">Linear</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://linear.app/partners/behind-the-craft" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!V8vp!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25493a67-318f-44d7-8e98-27efb5143aba_1456x735.webp 424w, https://substackcdn.com/image/fetch/$s_!V8vp!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25493a67-318f-44d7-8e98-27efb5143aba_1456x735.webp 848w, https://substackcdn.com/image/fetch/$s_!V8vp!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25493a67-318f-44d7-8e98-27efb5143aba_1456x735.webp 1272w, https://substackcdn.com/image/fetch/$s_!V8vp!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25493a67-318f-44d7-8e98-27efb5143aba_1456x735.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!V8vp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25493a67-318f-44d7-8e98-27efb5143aba_1456x735.webp" width="630" height="318.02884615384613" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/25493a67-318f-44d7-8e98-27efb5143aba_1456x735.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:735,&quot;width&quot;:1456,&quot;resizeWidth&quot;:630,&quot;bytes&quot;:24858,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/webp&quot;,&quot;href&quot;:&quot;https://linear.app/partners/behind-the-craft&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/200158060?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25493a67-318f-44d7-8e98-27efb5143aba_1456x735.webp&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>As teams ship faster with AI agents, the bottleneck shifts from building to deciding what to build.</p><p>Linear&#8217;s new Agent understands your full workspace context: roadmap, issues, customer requests, and code. Ask it to surface patterns across feedback, scope out a spec, or catch you up on team progress.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://linear.app/partners/behind-the-craft&quot;,&quot;text&quot;:&quot;Try Linear for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://linear.app/partners/behind-the-craft"><span>Try Linear for Free</span></a></p><div><hr></div><h2>Top 10 takeaways I learned from this episode</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!osIf!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!osIf!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png 424w, https://substackcdn.com/image/fetch/$s_!osIf!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png 848w, https://substackcdn.com/image/fetch/$s_!osIf!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png 1272w, https://substackcdn.com/image/fetch/$s_!osIf!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!osIf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png" width="1024" height="569" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/fcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:569,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:285595,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/200158060?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!osIf!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png 424w, https://substackcdn.com/image/fetch/$s_!osIf!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png 848w, https://substackcdn.com/image/fetch/$s_!osIf!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png 1272w, https://substackcdn.com/image/fetch/$s_!osIf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffcf24579-00cc-4045-903f-c5dfc8259ac3_1024x569.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">With agentic engineering, you need to spend most of your time in planning and validation. You also need to build a system to manage multiple agents.</figcaption></figure></div><ol><li><p><strong>Code faster with a team of AI agents.</strong> Kun sees himself as the manager of an always-on engineering team. His job is to create plans, validate work, and improve the overall system. Specifically, he runs the same three phases each time:</p><ol><li><p><strong>Plan: </strong>Building clear plans is now the most important phase.</p></li><li><p><strong>Implement: </strong>Coding is now handled almost entirely by agents.</p></li><li><p><strong>Validate: </strong>Agents check the work first and only escalate to Kun if needed.</p></li></ol></li></ol><h3>Plan: Spend most of your time here</h3><ol start="2"><li><p><strong>Plan quality determines how long agents run on their own.</strong> A one-line prompt might get the agent to work for a few minutes while a detailed plan can keep it working for hours. To delegate more work to agents, move up these three planning levels:</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/how-this-ex-meta-l8-engineer-ships-40-prs-a-day-with-ai-kun-chen">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford]]></title><description><![CDATA[A walkthrough of Josh's AI skill stack: Plan with /build, review with /adversarial-code-review, force fixes with /but-for-real, and help AI avoid future mistakes with /learnings]]></description><link>https://creatoreconomy.so/p/the-exact-ai-skills-this-solo-founder-uses-josh-pigford</link><guid isPermaLink="false">https://creatoreconomy.so/p/the-exact-ai-skills-this-solo-founder-uses-josh-pigford</guid><pubDate>Sun, 31 May 2026 14:01:14 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/2717be6d-0c53-4aa7-aa31-919f2d794270_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Josh Pigford.</p><p><a href="https://x.com/Shpigford">Josh</a> sold his last startup for $4M and is now building 5 products solo with agents. He showed me his exact AI skills stack, including a 4-step /build skill, an /adversarial-code-review skill where he pits Opus against GPT, a /but-for-real skill that makes the AI catch its own mistakes, and a /learnings skill that improves AI&#8217;s output over time. Josh has been a solo builder for 25 years and it was fascinating to watch how he works.</p><div id="youtube2-GdxLaeyu33c" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;GdxLaeyu33c&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/GdxLaeyu33c?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Watch now on <strong><a href="https://youtu.be/IDqdVZwAwjw">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687?ign-itscg=30200&amp;ign-itsct=podtail_podcasts">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/2IfX9JJVrpdUaghW7bwtOc?si=rT5X_zLUTQ6ttQuoyoR3pg">Spotify</a></strong>.</p><p>Josh and I talked about:</p><ul><li><p>(<a href="https://www.youtube.com/watch?v=GdxLaeyu33c">00:00</a>) Why launching fast beats months of planning</p></li><li><p>(<a href="https://www.youtube.com/watch?v=GdxLaeyu33c&amp;t=62s">01:02</a>) A tour of the 5 AI products Josh built solo</p></li><li><p>(<a href="https://www.youtube.com/watch?v=GdxLaeyu33c&amp;t=322s">05:22</a>) /build skill: Research, plan, track, implement</p></li><li><p>(<a href="https://www.youtube.com/watch?v=GdxLaeyu33c&amp;t=652s">10:52</a>) /adversarial-code-review skill: Getting GPT to review Opus' code</p></li><li><p>(<a href="https://www.youtube.com/watch?v=GdxLaeyu33c&amp;t=962s">16:02</a>) /learnings skill: Make AI update its own CLAUDE.md</p></li><li><p>(<a href="https://www.youtube.com/watch?v=GdxLaeyu33c&amp;t=1007s">16:47</a>) /but-for-real skill: Make AI fix its own mistakes</p></li><li><p>(<a href="https://www.youtube.com/watch?v=GdxLaeyu33c&amp;t=1151s">19:11</a>) Live demo: How to design non AI slop websites</p></li><li><p>(<a href="https://www.youtube.com/watch?v=GdxLaeyu33c&amp;t=1735s">28:55</a>) Advice for builders without technical experience</p></li></ul><p>If you enjoyed my chat with Josh, check out his new <a href="http://initialcommit.co">community for AI builders</a>.</p><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL">Wispr Flow</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rios!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rios!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rios!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg" width="624" height="327.6" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d140f897-bec6-48b8-bff5-a6fb59614227_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;:624,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Pricing | Wispr Flow&quot;,&quot;title&quot;:&quot;Pricing | Wispr Flow&quot;,&quot;type&quot;:null,&quot;href&quot;:&quot;https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL&quot;,&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="Pricing | Wispr Flow" title="Pricing | Wispr Flow" srcset="https://substackcdn.com/image/fetch/$s_!rios!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rios!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rios!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>There are many AI voice dictation tools out there but I&#8217;ve found Wispr Flow to be the most accurate at transcribing words. My kids love using it to dictate to Codex and Claude Code to build games and apps. Try it out with my free link below.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL&quot;,&quot;text&quot;:&quot;Try Wispr Flow for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL"><span>Try Wispr Flow for Free</span></a></p><div><hr></div><h2><strong>Top 10 takeaways I learned from this episode</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!xeU2!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!xeU2!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png 424w, https://substackcdn.com/image/fetch/$s_!xeU2!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png 848w, https://substackcdn.com/image/fetch/$s_!xeU2!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png 1272w, https://substackcdn.com/image/fetch/$s_!xeU2!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!xeU2!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png" width="541" height="350.27457627118645" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:764,&quot;width&quot;:1180,&quot;resizeWidth&quot;:541,&quot;bytes&quot;:115644,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/199326881?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!xeU2!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png 424w, https://substackcdn.com/image/fetch/$s_!xeU2!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png 848w, https://substackcdn.com/image/fetch/$s_!xeU2!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png 1272w, https://substackcdn.com/image/fetch/$s_!xeU2!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff51d420a-496d-41ed-bcdc-cd6c1e034e29_1180x764.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol><li><p><strong>Keep shipping even though the fear of being embarrassed never goes away. </strong>After 25 years as a solo builder, Josh still thinks &#8220;It&#8217;s terrifying launching something. Every single time it&#8217;s just like, what if zero people care?&#8221; But he ships anyway: &#8220;The idea of spending months working on something before you put it out for other people to use, I think that&#8217;s a real bad idea.&#8221; </p></li></ol><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!rhRG!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rhRG!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png 424w, https://substackcdn.com/image/fetch/$s_!rhRG!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png 848w, https://substackcdn.com/image/fetch/$s_!rhRG!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png 1272w, https://substackcdn.com/image/fetch/$s_!rhRG!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rhRG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png" width="591" height="496.0877483443709" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1014,&quot;width&quot;:1208,&quot;resizeWidth&quot;:591,&quot;bytes&quot;:1060973,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/199326881?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!rhRG!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png 424w, https://substackcdn.com/image/fetch/$s_!rhRG!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png 848w, https://substackcdn.com/image/fetch/$s_!rhRG!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png 1272w, https://substackcdn.com/image/fetch/$s_!rhRG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29b0b2b1-7c64-4c6f-8d53-ed0eafbe3036_1208x1014.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol start="2"><li><p><strong>Use Josh&#8217;s /but-for-real skill to force AI to check for mistakes thoroughly before pushing a change. </strong>Josh finds that the skill surfaces at least 3-5 additional bugs that AI missed each time he runs it. The skill (see snippet above) is hilarious because it bullies the AI to work harder. You can find the full skill to copy at the end of this post and in my new skills library at <a href="https://www.behindthecraft.com/">behindthecraft.com</a>. </p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/the-exact-ai-skills-this-solo-founder-uses-josh-pigford">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[How This 5x Founder Runs His Startup Solo With AI Agents (OpenClaw, Codex, Devin) | Ryan Carson]]></title><description><![CDATA[Watch Ryan demo his exact OpenClaw, Codex, and Devin setup that books meetings,runs ads, and ships features while he sleeps]]></description><link>https://creatoreconomy.so/p/how-this-5x-founder-runs-his-startup-solo-with-ai-agents-ryan-carson</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-this-5x-founder-runs-his-startup-solo-with-ai-agents-ryan-carson</guid><pubDate>Sun, 24 May 2026 13:05:48 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/00252d20-5972-4d9c-8e18-5dcd33c0319d_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Ryan Carson.</p><p><a href="https://x.com/ryancarson">Ryan</a> is a serial founder who&#8217;s building his latest startup solo with only AI agents. It was fascinating to watch him demo the exact skills and routines he uses to get OpenClaw, Codex, and Devin to manage his inbox and calendar, do sales outreach, and build features while he sleeps.</p><div id="youtube2-IDqdVZwAwjw" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;IDqdVZwAwjw&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/IDqdVZwAwjw?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Watch now on <strong><a href="https://youtu.be/IDqdVZwAwjw">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687?ign-itscg=30200&amp;ign-itsct=podtail_podcasts">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/5eUSIp3onSz2932IR03lUY?si=HPMqQFMaRg2_aV58lV1ftw">Spotify</a></strong>.</p><p>Ryan and I talked about:</p><ul><li><p>(<a href="https://www.youtube.com/watch?v=IDqdVZwAwjw">00:00</a>) Agents are just cron jobs and text markdown files</p></li><li><p>(<a href="https://www.youtube.com/watch?v=IDqdVZwAwjw&amp;t=145s">02:25</a>) Demo: How Ryan set up OpenClaw to be his AI chief of staff</p></li><li><p>(<a href="https://www.youtube.com/watch?v=IDqdVZwAwjw&amp;t=494s">08:14</a>) The setting most people get wrong in OpenClaw</p></li><li><p>(<a href="https://www.youtube.com/watch?v=IDqdVZwAwjw&amp;t=826s">13:46</a>) How to onboard your agent like you would an employee</p></li><li><p>(<a href="https://www.youtube.com/watch?v=IDqdVZwAwjw&amp;t=1026s">17:06</a>) The cron job that books cold meetings while Ryan sleeps</p></li><li><p>(<a href="https://www.youtube.com/watch?v=IDqdVZwAwjw&amp;t=1476s">24:36</a>) Why Ryan prefers Devin over other AI coding tools</p></li><li><p>(<a href="https://www.youtube.com/watch?v=IDqdVZwAwjw&amp;t=1713s">28:33</a>) Demo: How Ryan ships 10 PRs a day solo</p></li><li><p>(<a href="https://www.youtube.com/watch?v=IDqdVZwAwjw&amp;t=1988s">33:08</a>) Google Ads agencies and a $6K/month designer</p></li><li><p>(<a href="https://www.youtube.com/watch?v=IDqdVZwAwjw&amp;t=2231s">37:11</a>) Why building the system is the real startup work</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL">Wispr Flow</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rios!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rios!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rios!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg" width="624" height="327.6" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d140f897-bec6-48b8-bff5-a6fb59614227_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;:624,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Pricing | Wispr Flow&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:&quot;https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL&quot;,&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="Pricing | Wispr Flow" title="Pricing | Wispr Flow" srcset="https://substackcdn.com/image/fetch/$s_!rios!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rios!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rios!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rios!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd140f897-bec6-48b8-bff5-a6fb59614227_1200x630.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>There are many AI voice dictation tools out there but I&#8217;ve found Wispr Flow to be the most accurate at transcribing words accurately. My kids love using it to dictate to Codex and Claude Code to build games and apps. Try it out with my free link below.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL&quot;,&quot;text&quot;:&quot;Try Wispr Flow for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=uxQyyN9zXFiqO0KL"><span>Try Wispr Flow for Free</span></a></p><div><hr></div><h2><strong>Top 10 takeaways I learned from this episode</strong></h2><h2>Build your AI chief of staff with OpenClaw</h2><ol><li><p><strong>Make OpenClaw your AI chief of staff with these 4 skills. </strong>Each skill is a markdown file that teaches OpenClaw how to do one job:</p><ol><li><p><strong>executive-assistant:</strong> Checks email every 15 minutes, watches your calendar, and pings you on Slack when there&#8217;s an important email or calendar conflict.</p></li><li><p><strong>business-development:</strong> Searches for sales prospects nightly, adds them to a Google Sheet, and sends personalized email outreach as your agent.</p></li><li><p><strong>daily-task-manager</strong>: Keeps one canonical task list instead of guessing from chat history.</p></li><li><p><strong>daily-task-prep</strong>: Preps your task list before you wake up, pulling from calendar, unread emails, and outstanding outreach.</p></li></ol></li></ol><p>To copy these skills, first <a href="https://docs.openclaw.ai/install">install OpenClaw</a> (or Hermes). Then paste this link into Codex or Claude Code to duplicate Ryan&#8217;s full chief of staff system:</p>
      <p>
          <a href="https://creatoreconomy.so/p/how-this-5x-founder-runs-his-startup-solo-with-ai-agents-ryan-carson">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Inside How Anthropic Is Building the Next Claude | Alex Albert]]></title><description><![CDATA[A rare look inside Anthropic's research team &#8212; how they pick model capabilities, train Claude's character, and ship better Claude models]]></description><link>https://creatoreconomy.so/p/inside-how-anthropic-is-building-the-next-claude</link><guid isPermaLink="false">https://creatoreconomy.so/p/inside-how-anthropic-is-building-the-next-claude</guid><pubDate>Sun, 17 May 2026 14:02:34 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/e07eaeb8-735d-4d9b-8315-dcc1fd2ea9c2_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Alex Albert.</p><p><a href="https://x.com/alexalbert__">Alex </a>is a research PM at Anthropic building the next Claude model. He gave me a rare inside look at how the research team operates &#8212; including how they turn user feedback into model training, how they decide which capabilities to prioritize, and how they improve Claude&#8217;s personality. If you&#8217;re wondering how frontier model development actually works, then this interview is a must-watch.</p><p>Watch now on <strong><a href="https://youtu.be/T4ieZPIEmd8">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687?ign-itscg=30200&amp;ign-itsct=podtail_podcasts">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/2Jja9cAAkCiUAvs5JB7PtB?si=g04NLCzcT72VO9YMC6F-EQ">Spotify</a></strong>.</p><div id="youtube2-T4ieZPIEmd8" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;T4ieZPIEmd8&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/T4ieZPIEmd8?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Alex and I talked about:</p><ul><li><p>(<a href="https://www.youtube.com/watch?v=T4ieZPIEmd8">00:00</a>) How Anthropic treats each new model as a product</p></li><li><p>(<a href="https://www.youtube.com/watch?v=T4ieZPIEmd8&amp;t=298s">04:58</a>) Building adaptive thinking into Claude</p></li><li><p>(<a href="https://www.youtube.com/watch?v=T4ieZPIEmd8&amp;t=427s">07:07</a>) Why Claude is starting to dream</p></li><li><p>(<a href="https://www.youtube.com/watch?v=T4ieZPIEmd8&amp;t=675s">11:15</a>) "If it's not a one-way door, then it's essentially free"</p></li><li><p>(<a href="https://www.youtube.com/watch?v=T4ieZPIEmd8&amp;t=940s">15:40</a>) How Alex uses Claude Cowork to pressure test his docs</p></li><li><p>(<a href="https://www.youtube.com/watch?v=T4ieZPIEmd8&amp;t=1025s">17:05</a>) Inside Anthropic's eval process for new models</p></li><li><p>(<a href="https://www.youtube.com/watch?v=T4ieZPIEmd8&amp;t=1262s">21:02</a>) How Anthropic trains Claude's character</p></li><li><p>(<a href="https://www.youtube.com/watch?v=T4ieZPIEmd8&amp;t=1959s">32:39</a>) The consciousness question Anthropic is quietly working on</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://www.oceanstalent.com/peter">Oceans</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="http://oceanstalent.com/peter" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!waBh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcbf799c9-c3d3-410b-8f28-390bfcc7cc41_1672x941.png 424w, https://substackcdn.com/image/fetch/$s_!waBh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcbf799c9-c3d3-410b-8f28-390bfcc7cc41_1672x941.png 848w, 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https://substackcdn.com/image/fetch/$s_!waBh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcbf799c9-c3d3-410b-8f28-390bfcc7cc41_1672x941.png 848w, https://substackcdn.com/image/fetch/$s_!waBh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcbf799c9-c3d3-410b-8f28-390bfcc7cc41_1672x941.png 1272w, https://substackcdn.com/image/fetch/$s_!waBh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcbf799c9-c3d3-410b-8f28-390bfcc7cc41_1672x941.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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 have to give a shout out to Char, my executive assistant from Oceans, for helping me run the podcast. Here&#8217;s how we work together:</p><ol><li><p>I gave him my AI skills for drafting show notes and clips</p></li><li><p>He&#8217;s iterated on them across episodes to make them better</p></li><li><p>We both do a manual review at the end to apply human taste</p></li></ol><p>Now we have a system that saves us hours every week. If you need help with marketing, operations, finance, or an executive assistant, I highly recommend giving Oceans a try. Book a call at <a href="http://oceanstalent.com/peter">oceanstalent.com/peter</a>.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.oceanstalent.com/peter&quot;,&quot;text&quot;:&quot;Get Started for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.oceanstalent.com/peter"><span>Get Started for Free</span></a></p><div><hr></div><h2><strong>Top 10 takeaways I learned from this episode</strong></h2><p>I&#8217;ve organized these takeaways into 3 sections:</p><ol><li><p>How Anthropic is building the next Claude</p></li><li><p>How to get your AI product ready for the next model</p></li><li><p>How Anthropic research PMs work</p></li></ol><h3>How Anthropic is building the next Claude</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!jvYB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!jvYB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png 424w, https://substackcdn.com/image/fetch/$s_!jvYB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png 848w, https://substackcdn.com/image/fetch/$s_!jvYB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png 1272w, https://substackcdn.com/image/fetch/$s_!jvYB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!jvYB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png" width="1456" height="804" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:804,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:526156,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/196883201?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!jvYB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png 424w, https://substackcdn.com/image/fetch/$s_!jvYB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png 848w, https://substackcdn.com/image/fetch/$s_!jvYB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png 1272w, https://substackcdn.com/image/fetch/$s_!jvYB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e74a2fd-3f35-46a8-9326-c106ff04874a_1836x1014.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol><li><p><strong>Anthropic decides what each model should be good at before training. </strong>Alex&#8217;s team picks the big capability bets upfront before pre-training (e.g., coding, knowledge work). These bets come from talking to enterprise customers and from Anthropic employees hitting roadblocks in their own work. </p></li><li><p><strong>Think about the model and the harness together. </strong>The model and the harness are coupled. Each surface wraps the model in a different prompt and tool setup, so the same model can give different responses depending on where it runs. As a research PM, Alex has to think through how the model will perform across Claude, Cowork, Claude Code, and more.</p></li><li><p><strong>Anthropic has full-time researchers thinking about Claude&#8217;s consciousness. </strong>Anthropic has people whose whole job is to think about what it means for Claude to be a conscious actor. There&#8217;s no official position on whether it is or isn&#8217;t, but the question is taken seriously as agents take on more autonomous work.</p></li></ol><div><hr></div><h3>How to get your AI product ready for the next model</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!L7Un!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!L7Un!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png 424w, https://substackcdn.com/image/fetch/$s_!L7Un!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png 848w, https://substackcdn.com/image/fetch/$s_!L7Un!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png 1272w, https://substackcdn.com/image/fetch/$s_!L7Un!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!L7Un!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png" width="1456" height="793" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:793,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:455175,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/196883201?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!L7Un!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png 424w, https://substackcdn.com/image/fetch/$s_!L7Un!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png 848w, https://substackcdn.com/image/fetch/$s_!L7Un!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png 1272w, https://substackcdn.com/image/fetch/$s_!L7Un!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbd0e1b6d-6a14-4355-9e8a-e441c85f9af1_1854x1010.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol start="4"><li><p><strong>Test on the latest model and build minimal scaffolding.</strong> The two most common mistakes that Alex sees teams make when building AI products: </p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/inside-how-anthropic-is-building-the-next-claude">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[Build a Claude Code Personal OS Step by Step in 40 Minutes | Moritz Kremb]]></title><description><![CDATA[A step-by-step Claude Code Cloud OS walkthrough, plus the honest pros and cons of OpenClaw vs Claude Code]]></description><link>https://creatoreconomy.so/p/build-a-claude-code-personal-os-step-by-step-moritz</link><guid isPermaLink="false">https://creatoreconomy.so/p/build-a-claude-code-personal-os-step-by-step-moritz</guid><pubDate>Sun, 10 May 2026 14:01:11 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/7bebb48f-9846-4c8a-acfa-ea15e1eebdb5_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a new episode with Moritz Kremb.</p><p><a href="https://x.com/moritzkremb">Moritz</a> is an AI creator who built a personal OS in Claude Code to manage his emails, create content, and even buy groceries. In this episode, he walks through everything you need to set up your own: folder structure, tools, memory loops, skills, and routines. We also talked about the pros and cons of OpenClaw vs. Claude Code.</p><p>Watch now on <strong><a href="https://youtu.be/ACRd0Ikg_KI">YouTube</a></strong>, <strong><a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687?ign-itscg=30200&amp;ign-itsct=podtail_podcasts">Apple</a></strong>, and <strong><a href="https://open.spotify.com/episode/3XieY0atOcRguMKc4UlDqK?si=LEJA2pNpThOwuUQ5WP3Oiw">Spotify</a></strong>.</p><div id="youtube2-ACRd0Ikg_KI" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;ACRd0Ikg_KI&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/ACRd0Ikg_KI?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>Moritz and I talked about:</p><ul><li><p>(<a href="https://www.youtube.com/watch?v=ACRd0Ikg_KI">00:00</a>) The honest tradeoffs: OpenClaw vs. Claude Code</p></li><li><p>(<a href="https://www.youtube.com/watch?v=ACRd0Ikg_KI&amp;t=543s">09:03</a>) The reliability problem that made Moritz switch</p></li><li><p>(<a href="https://www.youtube.com/watch?v=ACRd0Ikg_KI&amp;t=940s">15:40</a>) The folder structure that runs Moritz's entire OS</p></li><li><p>(<a href="https://www.youtube.com/watch?v=ACRd0Ikg_KI&amp;t=1203s">20:03</a>) The memory loop that makes Claude Code remember everything</p></li><li><p>(<a href="https://www.youtube.com/watch?v=ACRd0Ikg_KI&amp;t=1427s">23:47</a>) CLI vs. MCP vs. API: which to pick and why it matters</p></li><li><p>(<a href="https://www.youtube.com/watch?v=ACRd0Ikg_KI&amp;t=1562s">26:02</a>) Skills walkthrough: automated grocery runs and video uploads</p></li><li><p>(<a href="https://www.youtube.com/watch?v=ACRd0Ikg_KI&amp;t=1743s">29:03</a>) Local vs. remote routines (and when to use each)</p></li><li><p>(<a href="https://www.youtube.com/watch?v=ACRd0Ikg_KI&amp;t=1911s">31:51</a>) The full content pipeline from idea to posted video</p></li><li><p>(<a href="https://www.youtube.com/watch?v=ACRd0Ikg_KI&amp;t=2503s">41:43</a>) Tips to start building your first personal OS</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://linear.app/partners/behind-the-craft">Linear</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://linear.app/partners/behind-the-craft" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!FJ_o!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0629929c-6ed2-447b-b8f1-802ed3ec7183_1456x735.jpeg 424w, 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>As teams ship faster with AI agents, the bottleneck shifts from building to deciding what to build.</p><p>Linear&#8217;s new Agent understands your full workspace context: roadmap, issues, customer requests, and code. Ask it to surface patterns across feedback, scope out a spec, or catch you up on team progress.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://linear.app/partners/behind-the-craft&quot;,&quot;text&quot;:&quot;Try Linear for Free&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://linear.app/partners/behind-the-craft"><span>Try Linear for Free</span></a></p><div><hr></div><h2><strong>Top 10 takeaways I learned from this episode</strong></h2><ol><li><p><strong>Build your Claude Code personal OS in 4 layers.</strong> Moritz runs his email, content pipeline, and grocery shopping through his Claude Code OS. It has 4 layers:</p><ol><li><p><strong>Folder (with memory):</strong> A set of files Claude Code reads at the start of every session so it knows who you are, what tools it has, and what it remembers from past chats.</p></li><li><p><strong>Tools:</strong> The APIs, MCPs, and CLIs that let Claude complete tasks like send emails, post to social, search Google Drive, and more.</p></li><li><p><strong>Skills:</strong> Detailed instructions for tasks that Moritz does over and over like &#8220;upload my video files&#8221; or &#8220;refill my grocery cart.&#8221;</p></li><li><p><strong>Routines:</strong> Scheduled jobs that run proactively.</p></li></ol></li></ol><p>Let's walk through how to set up each layer below:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!u0hF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518e868e-421f-46fd-933c-84befe363a0a_1600x601.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!u0hF!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518e868e-421f-46fd-933c-84befe363a0a_1600x601.png 424w, https://substackcdn.com/image/fetch/$s_!u0hF!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518e868e-421f-46fd-933c-84befe363a0a_1600x601.png 848w, https://substackcdn.com/image/fetch/$s_!u0hF!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518e868e-421f-46fd-933c-84befe363a0a_1600x601.png 1272w, https://substackcdn.com/image/fetch/$s_!u0hF!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518e868e-421f-46fd-933c-84befe363a0a_1600x601.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!u0hF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518e868e-421f-46fd-933c-84befe363a0a_1600x601.png" width="1456" height="547" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/518e868e-421f-46fd-933c-84befe363a0a_1600x601.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:547,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1406148,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/195881176?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518e868e-421f-46fd-933c-84befe363a0a_1600x601.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" 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" class="icon-noB79L"><g><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 buttonBase-GK1x3M"><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 icon-noB79L"><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><ol start="2"><li><p><strong>Set up your folder structure first.</strong> Get this right before setting up tools or skills so that your OS stays organized. Critical files include:</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/build-a-claude-code-personal-os-step-by-step-moritz">
              Read more
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