<?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]]></title><description><![CDATA[Practical AI tutorials and interviews for busy people.]]></description><link>https://creatoreconomy.so</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</title><link>https://creatoreconomy.so</link></image><generator>Substack</generator><lastBuildDate>Sat, 03 Oct 2026 19:56:36 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[We Built Grok Bot. Here Are Our 14 Best Bots | Peng Zheng & Lauren Tan]]></title><description><![CDATA[Watch now (45 mins) | The 14 bots Grok Bot&#8217;s design and engineering leads use for work and life, from Peng&#8217;s design bot to Lauren&#8217;s eng lead bot that manages a team of eng bots]]></description><link>https://creatoreconomy.so/p/grok-bot-team-14-best-bots-peng-zheng-lauren-tan</link><guid isPermaLink="false">https://creatoreconomy.so/p/grok-bot-team-14-best-bots-peng-zheng-lauren-tan</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Sun, 27 Sep 2026 14:07:07 GMT</pubDate><enclosure url="https://substack-video.s3.amazonaws.com/video_upload/post/216970359/51813a56-d683-41fa-9fad-e7fd7cf8f071/transcoded-1790195420.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div id="youtube2-xZ5TEaleUdg" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;xZ5TEaleUdg&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/xZ5TEaleUdg?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 Peng and Lauren.</p><p><a href="https://x.com/pengzheng_">Peng</a> and <a href="https://x.com/poteto">Lauren</a> are the lead designer and engineer for Grok Bot at SpaceXAI. In our interview, they showed me 14 bots that they use for work and life, from a design bot that helps Peng turn a single design into a user flow to an entire team of engineering bots that help Lauren ship faster.</p><div class="pullquote"><p><strong>Watch now on <a href="https://youtu.be/xZ5TEaleUdg">YouTube</a>, <a href="https://podcasts.apple.com/us/podcast/behind-the-craft/id1736359687">Apple</a>, and <a href="https://open.spotify.com/episode/6Plo01OWMIMD7U9RgFnLRk?si=J79Ql2cvSxGUHJ0rXkI90Q">Spotify</a>.</strong></p></div><p>Peng, Lauren, and I talked about:</p><ul><li><p>(<a href="https://www.youtube.com/watch?v=xZ5TEaleUdg">00:00</a>) The bots that the Grok Bot team actually uses</p></li><li><p>(<a href="https://www.youtube.com/watch?v=xZ5TEaleUdg&amp;t=83s">01:23</a>) Peng&#8217;s chief of staff bot buys supplies and lists gear</p></li><li><p>(<a href="https://www.youtube.com/watch?v=xZ5TEaleUdg&amp;t=391s">06:31</a>) Putting PM, design, and eng bots in the same room</p></li><li><p>(<a href="https://www.youtube.com/watch?v=xZ5TEaleUdg&amp;t=607s">10:07</a>) A bot that turns photos into dioramas on Peng&#8217;s website</p></li><li><p>(<a href="https://www.youtube.com/watch?v=xZ5TEaleUdg&amp;t=856s">14:16</a>) How Lauren&#8217;s bots test their own work before merging</p></li><li><p>(<a href="https://www.youtube.com/watch?v=xZ5TEaleUdg&amp;t=1079s">17:59</a>) Dr. Eggbot, a bot that designs and audits your bots</p></li><li><p>(<a href="https://www.youtube.com/watch?v=xZ5TEaleUdg&amp;t=1287s">21:27</a>) The assistant bot that booked Lauren&#8217;s multi-city trip</p></li><li><p>(<a href="https://www.youtube.com/watch?v=xZ5TEaleUdg&amp;t=1522s">25:22</a>) Eng bots that sometimes land PRs before Lauren reads them</p></li><li><p>(<a href="https://www.youtube.com/watch?v=xZ5TEaleUdg&amp;t=2339s">38:59</a>) How to trust your bots with more work, one skill at a time</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://www.granola.ai/?via=peter&amp;dub_id=0eb0YJFgtFZunhPQ">Granola</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://www.granola.ai/?via=peter&amp;dub_id=0eb0YJFgtFZunhPQ" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!d11m!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d61757-7eff-4a74-92f4-4a924c9122e7_1456x735.png 424w, https://substackcdn.com/image/fetch/$s_!d11m!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d61757-7eff-4a74-92f4-4a924c9122e7_1456x735.png 848w, https://substackcdn.com/image/fetch/$s_!d11m!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d61757-7eff-4a74-92f4-4a924c9122e7_1456x735.png 1272w, https://substackcdn.com/image/fetch/$s_!d11m!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d61757-7eff-4a74-92f4-4a924c9122e7_1456x735.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!d11m!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d61757-7eff-4a74-92f4-4a924c9122e7_1456x735.png" width="1456" height="735" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/41d61757-7eff-4a74-92f4-4a924c9122e7_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;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:&quot;https://www.granola.ai/?via=peter&amp;dub_id=0eb0YJFgtFZunhPQ&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/$s_!d11m!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d61757-7eff-4a74-92f4-4a924c9122e7_1456x735.png 424w, https://substackcdn.com/image/fetch/$s_!d11m!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d61757-7eff-4a74-92f4-4a924c9122e7_1456x735.png 848w, https://substackcdn.com/image/fetch/$s_!d11m!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d61757-7eff-4a74-92f4-4a924c9122e7_1456x735.png 1272w, https://substackcdn.com/image/fetch/$s_!d11m!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d61757-7eff-4a74-92f4-4a924c9122e7_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>The world&#8217;s best teams, including Ramp, Linear, Replit, Brex, and more, use Granola to take notes and focus more in meetings. I&#8217;ve tried many meeting apps myself but keep coming back to Granola. It literally helps you take time back in your day.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.granola.ai/?via=peter&amp;dub_id=0eb0YJFgtFZunhPQ&quot;,&quot;text&quot;:&quot;Try Granola 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.granola.ai/?via=peter&amp;dub_id=0eb0YJFgtFZunhPQ"><span>Try Granola for Free</span></a></p><div><hr></div><h2>Top takeaways I learned from this episode</h2><h3>How the Grok Bot team uses Grok Bot</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!26Vw!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!26Vw!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.png 424w, https://substackcdn.com/image/fetch/$s_!26Vw!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.png 848w, https://substackcdn.com/image/fetch/$s_!26Vw!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.png 1272w, https://substackcdn.com/image/fetch/$s_!26Vw!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!26Vw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.png" width="1600" height="900" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:900,&quot;width&quot;:1600,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:322676,&quot;alt&quot;:&quot;The top 10 bots Peng and Lauren use&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;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="The top 10 bots Peng and Lauren use" title="The top 10 bots Peng and Lauren use" srcset="https://substackcdn.com/image/fetch/$s_!26Vw!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.png 424w, https://substackcdn.com/image/fetch/$s_!26Vw!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.png 848w, https://substackcdn.com/image/fetch/$s_!26Vw!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.png 1272w, https://substackcdn.com/image/fetch/$s_!26Vw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3a28be33-2602-408f-9b94-ba6bd322c039_1600x900.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>Build the design system and one keyframe, then let your design bot scale it.</strong> Peng&#8217;s design bot connects to Figma through <a href="https://developers.figma.com/docs/figma-mcp-server/">Figma MCP</a> and uses a skill that describes how his files are set up, plus his design system&#8217;s colors, type, and spacing. &#8220;I will do the first 5%,&#8221; Peng said. He builds the system and one keyframe, then asks the bot to extend it into every screen of the flow.</p></li><li><p><strong>Make an eng lead bot to manage your other eng bots.</strong> Lauren hands big projects to her eng lead bot, Matcha. Matcha doesn&#8217;t do work itself. Instead, it breaks down the project for other eng bots to execute on. Each eng bot then spins up coding agents in the cloud, letting Lauren run &#8220;really massive agent swarms.&#8221;</p></li></ol>
      <p>
          <a href="https://creatoreconomy.so/p/grok-bot-team-14-best-bots-peng-zheng-lauren-tan">
              Read more
          </a>
      </p>
   ]]></content:encoded></item><item><title><![CDATA[My Personal AI Course Is Live! Copy My AI System to Take Work Off Your Plate]]></title><description><![CDATA[Copy my exact AI workflows to save time and automate busywork in 25+ bite-sized lessons. Plus get $600+ in free access to my favorite AI tools.]]></description><link>https://creatoreconomy.so/p/my-personal-ai-course-is-live-now</link><guid isPermaLink="false">https://creatoreconomy.so/p/my-personal-ai-course-is-live-now</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Wed, 23 Sep 2026 14:41:03 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/40df5100-d17e-43e4-b8ce-f3e41d7e1f63_1600x1067.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>I know what it feels like to come home after a busy day at work and try to learn AI at night. Every week, there&#8217;s a new model or tool that you&#8217;re supposedly behind on. </p><blockquote><p><strong>Since going independent, the best thing that I&#8217;ve built with AI isn&#8217;t a new tool or app. It&#8217;s a personal AI system that proactively takes work off my plate.</strong></p></blockquote><p>Today, I&#8217;m making the biggest upgrade yet to the <strong><a href="https://creatoreconomy.so/subscribe?utm_source=sept23promo">paid membership</a></strong> by making it easy for you to copy this system through:</p><ol><li><p><strong>My full AI course</strong> with 25+ bite-sized lessons, 40+ prompts, and 16 ready-to-install skills.</p></li><li><p><strong>$600+ in free AI tool access</strong> for Grok Bot, Cursor, Replit, Lovable, Granola, Wispr Flow, and more (valid for new users of each tool).</p></li><li><p><strong>Monthly live workshops in a private Slack community</strong> where I&#8217;ll help you put everything into practice.</p></li></ol><p><strong>Join by October 7 to lock in $150/year</strong> for as long as you stay subscribed. On October 8, the price goes up to $200/year for new members.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creatoreconomy.so/subscribe?utm_source=sept23promo&quot;,&quot;text&quot;:&quot;Upgrade Now for Instant Access&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://creatoreconomy.so/subscribe?utm_source=sept23promo"><span>Upgrade Now for Instant Access</span></a></p><p>If you&#8217;re already one of the 1,000+ paid members, you can keep your current price and sign in at <a href="https://www.behindthecraft.com/">behindthecraft.com</a> to get all the benefits above.</p><p>Here&#8217;s a 3-minute video walking through what&#8217;s included in your new membership:</p><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;08d14b25-ebac-48e4-93d5-bcb91d19b81d&quot;,&quot;duration&quot;:null}"></div><div><hr></div><h2>Get my personal AI course with 25+ lessons</h2><p>ChatGPT, Claude, Grok Bot, Muse &#8212; you could spend all day just trying the latest AI tools.</p><p>Instead, I believe that everyone should invest in a system of personal AI skills and workflows that they can use with any new tool or model.</p><p>My AI course is the fast track to copy my system so that you can start taking recurring work off your plate this afternoon. </p><p>Across 25+ bite-sized lessons, you&#8217;ll:</p><ol><li><p><strong>Build an AI chief of staff</strong> to manage your inbox, calendar, and other tasks.</p></li><li><p><strong>Set up an AI advisor</strong> to make better decisions about your life and career.</p></li><li><p><strong>Find work to automate</strong> by building a plan and mapping out the steps.</p></li><li><p><strong>Create reusable skills</strong> and chain them together to automate entire workflows.</p></li><li><p><strong>Make AI proactive</strong> by copying my best work and personal AI workflows.</p></li></ol><p>Here are 3 things that make my course unique:</p><ol><li><p><strong>It includes 16 AI skills and 40+ prompts</strong> that you can simply copy and paste.</p></li><li><p><strong>All lessons are handcrafted and tested by me</strong> to be AI slop free.</p></li><li><p><strong>I plan to update this course monthly</strong> as AI changes. It&#8217;s not a static course.</p></li></ol><p>Here&#8217;s a quick snapshot of a lesson in the course:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!fsl1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!fsl1!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.png 424w, https://substackcdn.com/image/fetch/$s_!fsl1!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.png 848w, https://substackcdn.com/image/fetch/$s_!fsl1!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.png 1272w, https://substackcdn.com/image/fetch/$s_!fsl1!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!fsl1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.png" width="1456" height="717" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a11c477c-c891-4468-b00b-d9181f548045_1880x926.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:717,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:304321,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/216777321?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!fsl1!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.png 424w, https://substackcdn.com/image/fetch/$s_!fsl1!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.png 848w, https://substackcdn.com/image/fetch/$s_!fsl1!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.png 1272w, https://substackcdn.com/image/fetch/$s_!fsl1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11c477c-c891-4468-b00b-d9181f548045_1880x926.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><div><hr></div><h2>Get $600+ in AI tool credits and discounts</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!QP4w!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2200682b-8902-403d-ac66-0ba75a50d583_1600x600.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!QP4w!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2200682b-8902-403d-ac66-0ba75a50d583_1600x600.png 424w, https://substackcdn.com/image/fetch/$s_!QP4w!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2200682b-8902-403d-ac66-0ba75a50d583_1600x600.png 848w, https://substackcdn.com/image/fetch/$s_!QP4w!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2200682b-8902-403d-ac66-0ba75a50d583_1600x600.png 1272w, https://substackcdn.com/image/fetch/$s_!QP4w!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2200682b-8902-403d-ac66-0ba75a50d583_1600x600.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!QP4w!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2200682b-8902-403d-ac66-0ba75a50d583_1600x600.png" width="1456" height="546" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2200682b-8902-403d-ac66-0ba75a50d583_1600x600.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:546,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Five AI tool offer cards&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Five AI tool offer cards" title="Five AI tool offer cards" srcset="https://substackcdn.com/image/fetch/$s_!QP4w!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2200682b-8902-403d-ac66-0ba75a50d583_1600x600.png 424w, https://substackcdn.com/image/fetch/$s_!QP4w!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2200682b-8902-403d-ac66-0ba75a50d583_1600x600.png 848w, https://substackcdn.com/image/fetch/$s_!QP4w!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2200682b-8902-403d-ac66-0ba75a50d583_1600x600.png 1272w, https://substackcdn.com/image/fetch/$s_!QP4w!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2200682b-8902-403d-ac66-0ba75a50d583_1600x600.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>There are many AI tool discount packs out there. But if you sign up for all the tools and aren&#8217;t careful about renewals, you could face a $1,000+ bill at the end of the year.</p><p>I chose a smaller set of AI tools that I personally use and can recommend. Together, the offers add up to more than $600 in credits, including:</p><ul><li><p>$200 in <a href="https://x.ai/bot">Grok Bot</a> and Cursor credits</p></li><li><p>3 months free for <a href="http://replit.com/">Replit</a></p></li><li><p>3 months free for <a href="https://lovable.dev/">Lovable</a></p></li><li><p>3 months free for <a href="https://granola.ai/">Granola</a></p></li><li><p>6 months free for <a href="https://wisprflow.ai/">Wispr Flow</a></p></li><li><p>and more&#8230;</p></li></ul><p>These discounts are valid for new users of each tool only. I plan to add more over time including from the frontier labs.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creatoreconomy.so/subscribe?utm_source=sept23promo&quot;,&quot;text&quot;:&quot;Upgrade Now for 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=sept23promo"><span>Upgrade Now for Instant Access</span></a></p><div><hr></div><h2>Join my private Slack community with monthly live workshops</h2><p>After years of building online communities, I&#8217;ve found that a small community where everyone knows each other is better than a large one with thousands of strangers.</p><p>That&#8217;s why I&#8217;ve been sharing all my honest takes and memes in my private Slack for paid members. My goal is to get to know every paid member so we&#8217;ve also been hosting monthly live workshops and, soon, in-person events.</p><p>My next workshop is a free live lesson on October 2, where I&#8217;ll demo my AI chief of staff and show how my advisor, automations, and chained skills work together. </p><p><strong><a href="https://maven.com/p/efe9a6/copy-my-ai-system-to-proactively-take-work-off-your-plate?utm_medium=ll_share_link&amp;utm_source=instructor">Reserve your spot here.</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_!i5H9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!i5H9!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.png 424w, https://substackcdn.com/image/fetch/$s_!i5H9!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.png 848w, https://substackcdn.com/image/fetch/$s_!i5H9!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.png 1272w, https://substackcdn.com/image/fetch/$s_!i5H9!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!i5H9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.png" width="1200" height="630" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:630,&quot;width&quot;:1200,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!i5H9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.png 424w, https://substackcdn.com/image/fetch/$s_!i5H9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.png 848w, https://substackcdn.com/image/fetch/$s_!i5H9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.png 1272w, https://substackcdn.com/image/fetch/$s_!i5H9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F769d84e4-4085-4a6b-bb17-3b9b470065eb_1200x630.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><div><hr></div><p>As a reminder, the price for new members will go up from $150 to $200/year on October 8 (in 2 weeks). <strong><a href="https://creatoreconomy.so/subscribe?utm_source=sept23promo">Upgrade now</a></strong> to lock in the current rate.</p><p>As always, thank you for supporting me and this newsletter. </p><p>I hope to see you inside the community!<br>Peter</p>]]></content:encoded></item><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 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 Wispr Flow has 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[My 3-Step System to Automate 90% of My Content Workflow with AI]]></title><description><![CDATA[How I turned 15 manual steps into 8 AI skills that save me 5+ hours a week, and how you can do the same for your own work]]></description><link>https://creatoreconomy.so/p/my-3-step-system-to-automate-90-of</link><guid isPermaLink="false">https://creatoreconomy.so/p/my-3-step-system-to-automate-90-of</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Wed, 16 Sep 2026 14:36:57 GMT</pubDate><enclosure url="https://substackcdn.com/image/youtube/w_728,c_limit/PZHBW6yld5U" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>I just got a new batch of <strong>$200 Grok Bot codes to give new Grok Bot users</strong> Cursor Pro or Grok Bot credits. <strong><a href="https://creatoreconomy.so/subscribe?utm_source=newsletter-header">Upgrade to paid</a></strong> to get your code while supplies last, plus $840 in codes for Replit, Lovable, Granola, Wispr Flow, and more.</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;:null}" data-component-name="ButtonCreateButton"><a class="button primary" 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 my 3-step system to automate any manual workflow with AI.</p><blockquote><p><strong>I use this system to produce my podcast and it saves me at least 5 hours a week  by turning 15 manual steps into 8 AI skills that work together seamlessly.</strong></p></blockquote><p><strong><a href="https://www.youtube.com/watch?v=PZHBW6yld5U">Watch my tutorial now</a></strong> to see the full system and learn how to apply it to your own workflows.</p><div id="youtube2-PZHBW6yld5U" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;PZHBW6yld5U&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/PZHBW6yld5U?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>Timestamps:</p><ul><li><p><span>(</span><a href="https://www.youtube.com/watch?v=PZHBW6yld5U"><span>00:00</span></a><span>) How I save 5 hours a week with AI</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=PZHBW6yld5U&amp;t=94s"><span>01:34</span></a><span>) Step 1: Map each step of your manual workflow</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=PZHBW6yld5U&amp;t=208s"><span>03:28</span></a><span>) Step 2: </span>Build skills to teach AI how to do the steps</p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=PZHBW6yld5U&amp;t=573s"><span>09:33</span></a><span>) Step 3: </span>Chain skills together to automate a workflow</p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=PZHBW6yld5U&amp;t=789s"><span>13:09</span></a><span>) Improve your AI skills with every edit</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=PZHBW6yld5U&amp;t=865s"><span>14:25</span></a><span>) Turn one episode into 6 different content pieces</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=PZHBW6yld5U&amp;t=1028s"><span>17:08</span></a><span>) How to apply my system to automate your own work</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_!NIdi!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0a0e2b6-fe54-4feb-9272-835d72484475_1200x630.png 424w, https://substackcdn.com/image/fetch/$s_!NIdi!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0a0e2b6-fe54-4feb-9272-835d72484475_1200x630.png 848w, https://substackcdn.com/image/fetch/$s_!NIdi!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0a0e2b6-fe54-4feb-9272-835d72484475_1200x630.png 1272w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a0a0e2b6-fe54-4feb-9272-835d72484475_1200x630.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:630,&quot;width&quot;:1200,&quot;resizeWidth&quot;:638,&quot;bytes&quot;:691438,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://creators.riverside.com/PeterYang&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/215755175?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0a0e2b6-fe54-4feb-9272-835d72484475_1200x630.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!NIdi!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0a0e2b6-fe54-4feb-9272-835d72484475_1200x630.png 424w, https://substackcdn.com/image/fetch/$s_!NIdi!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0a0e2b6-fe54-4feb-9272-835d72484475_1200x630.png 848w, https://substackcdn.com/image/fetch/$s_!NIdi!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0a0e2b6-fe54-4feb-9272-835d72484475_1200x630.png 1272w, https://substackcdn.com/image/fetch/$s_!NIdi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0a0e2b6-fe54-4feb-9272-835d72484475_1200x630.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>Riverside&#8217;s new MCP lets me prep episodes, edit recordings, create clips, and schedule posts to multiple video platforms, all from ChatGPT and Claude. You can also use it to host webinars, create brand videos, and much more. </p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creators.riverside.com/PeterYang&quot;,&quot;text&quot;:&quot;Try Riverside for 1 Month 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 1 Month Free</span></a></p><div><hr></div><h2>1. Map the steps of your manual workflow</h2><p>To automate a workflow, you have to first give AI context about all the manual steps.</p><p>For example, here are 15 steps that I used to do manually to produce my podcast:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!woub!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!woub!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png 424w, https://substackcdn.com/image/fetch/$s_!woub!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png 848w, https://substackcdn.com/image/fetch/$s_!woub!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png 1272w, https://substackcdn.com/image/fetch/$s_!woub!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!woub!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:248829,&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/215755175?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!woub!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png 424w, https://substackcdn.com/image/fetch/$s_!woub!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png 848w, https://substackcdn.com/image/fetch/$s_!woub!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.png 1272w, https://substackcdn.com/image/fetch/$s_!woub!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65b10e0d-941f-418c-beb3-57d6fae999cb_1600x900.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>It&#8217;s clear that there are 3 phases just from making this list:</p><ol><li><p><strong>Podcast prep</strong>: Researching the guest and preparing the interview guide.</p></li><li><p><strong>Podcast edit</strong>: Drafting instructions for my video editor after recording.</p></li><li><p><strong>Podcast production</strong>: Packaging the episode for YouTube, newsletter, social, etc.</p></li></ol><p>You probably don&#8217;t have a podcast, so pick a workflow you&#8217;d like AI to take off your plate and document every step. This prompt can get AI to help you do this:</p><div class="callout-block" data-callout="true"><p>Let&#8217;s work together to list all the steps to <strong>(do a task)</strong>. Group the steps into 2-3 buckets and ask me questions if you need more info. After we agree on the list, suggest what you can take off my plate.</p><p><strong>(share your draft list of steps)</strong></p></div><div><hr></div><h2>2. Build skills to teach AI how to do the steps</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!oYM6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!oYM6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.png 424w, https://substackcdn.com/image/fetch/$s_!oYM6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.png 848w, https://substackcdn.com/image/fetch/$s_!oYM6!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.png 1272w, https://substackcdn.com/image/fetch/$s_!oYM6!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!oYM6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/15abd696-11bc-4163-9743-a654eb68f462_1600x900.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:232628,&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/215755175?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.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/$s_!oYM6!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.png 424w, https://substackcdn.com/image/fetch/$s_!oYM6!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.png 848w, https://substackcdn.com/image/fetch/$s_!oYM6!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.png 1272w, https://substackcdn.com/image/fetch/$s_!oYM6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15abd696-11bc-4163-9743-a654eb68f462_1600x900.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 use the 8 AI skills above to produce my entire podcast while still applying my taste and judgment along the way. Here&#8217;s how they work and how you can set up a similar system for your own manual workflow:</p>
      <p>
          <a href="https://creatoreconomy.so/p/my-3-step-system-to-automate-90-of">
              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, https://substackcdn.com/image/fetch/$s_!pHhj!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F441d8e13-aaef-43e7-b70e-b26787ebdfe4_1080x565.png 848w, https://substackcdn.com/image/fetch/$s_!pHhj!,w_1272,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 1272w, https://substackcdn.com/image/fetch/$s_!pHhj!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F441d8e13-aaef-43e7-b70e-b26787ebdfe4_1080x565.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!pHhj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F441d8e13-aaef-43e7-b70e-b26787ebdfe4_1080x565.png" width="1080" height="565" 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srcset="https://substackcdn.com/image/fetch/$s_!pHhj!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F441d8e13-aaef-43e7-b70e-b26787ebdfe4_1080x565.png 424w, https://substackcdn.com/image/fetch/$s_!pHhj!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F441d8e13-aaef-43e7-b70e-b26787ebdfe4_1080x565.png 848w, https://substackcdn.com/image/fetch/$s_!pHhj!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F441d8e13-aaef-43e7-b70e-b26787ebdfe4_1080x565.png 1272w, https://substackcdn.com/image/fetch/$s_!pHhj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F441d8e13-aaef-43e7-b70e-b26787ebdfe4_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>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[GPT-6 Astra Is Both Incredible and Frustrating]]></title><description><![CDATA[What OpenAI&#8217;s new model does well, where it falls short, and how I&#8217;m using it.]]></description><link>https://creatoreconomy.so/p/gpt-6-astra-is-both-incredible-and</link><guid isPermaLink="false">https://creatoreconomy.so/p/gpt-6-astra-is-both-incredible-and</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Wed, 09 Sep 2026 14:27:15 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/35b96424-3c03-4e42-81c7-50c0f81a61cf_1905x907.webp" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p><a href="https://x.com/JensenHuang/status/2096700264569090384">Jensen Huang</a> claims that &#8220;AGI has arrived&#8221; with OpenAI&#8217;s GPT-6 Astra.</p><blockquote><p><strong>But I&#8217;ve found the model both incredible and frustrating to work with. </strong></p></blockquote><p>In this post, I want to share three things that I love about Astra and two problems that hold it back from becoming my daily driver.</p><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_!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, 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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 free for one month with code <strong>PETERYANG</strong>.</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>Astra is incredible at games, high-level thinking, and computer use</h2><h3>1. Games and 3D models</h3><p>Astra has gone viral on social because it&#8217;s incredible for building 3D models and games. I made<a href="https://youtu.be/iDrEXFOvFUc"> </a><strong><a href="https://youtu.be/iDrEXFOvFUc">a 24-minute tutorial</a></strong> that walks through how I built 4 games (ok, more like tech demos) that look like Star Fox, Call of Duty, StarCraft, and Slay the Spire:</p><div id="youtube2-iDrEXFOvFUc" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;iDrEXFOvFUc&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/iDrEXFOvFUc?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>I&#8217;m especially fond of my roguelike deckbuilder, No Moat, where you&#8217;re an AI founder who has to hire teammates and play your cards right to grow your company. You can <strong><a href="https://no-moat.petergyang.chatgpt.site/">play it for free here (best on desktop).</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_!A74S!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!A74S!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.png 424w, https://substackcdn.com/image/fetch/$s_!A74S!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.png 848w, https://substackcdn.com/image/fetch/$s_!A74S!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.png 1272w, https://substackcdn.com/image/fetch/$s_!A74S!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!A74S!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.png" width="1152" height="719" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b223d967-602c-4171-9e4a-857a392432e3_1152x719.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:719,&quot;width&quot;:1152,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:111891,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/214491542?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!A74S!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.png 424w, https://substackcdn.com/image/fetch/$s_!A74S!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.png 848w, https://substackcdn.com/image/fetch/$s_!A74S!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.png 1272w, https://substackcdn.com/image/fetch/$s_!A74S!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb223d967-602c-4171-9e4a-857a392432e3_1152x719.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>Astra is great at games because it can use tools like <a href="https://www.blender.org/">Blender</a> to create 3D models and <a href="https://godotengine.org/">Godot</a> to turn those models into playable games. It&#8217;s wild that I can just ask AI to create models in Blender without learning how to use Blender&#8217;s complicated interface:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!wfXW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!wfXW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png 424w, https://substackcdn.com/image/fetch/$s_!wfXW!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png 848w, https://substackcdn.com/image/fetch/$s_!wfXW!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png 1272w, https://substackcdn.com/image/fetch/$s_!wfXW!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!wfXW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png" width="1356" height="856" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:856,&quot;width&quot;:1356,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:983528,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/214491542?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!wfXW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png 424w, https://substackcdn.com/image/fetch/$s_!wfXW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png 848w, https://substackcdn.com/image/fetch/$s_!wfXW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.png 1272w, https://substackcdn.com/image/fetch/$s_!wfXW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee72bf22-ee77-48ce-9b26-4e95f5b6eae2_1356x856.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>You can build a game with Astra even on the $20/month ChatGPT plan. Just follow these 4 steps that I cover in <strong><a href="https://youtu.be/iDrEXFOvFUc">my tutorial</a></strong>:</p><ol><li><p>Ask AI to &#8220;Install Blender and Godot MCP&#8221;. </p></li><li><p>Discuss your game idea with AI.</p></li><li><p>Ask ChatGPT Images to &#8220;Mock-up what this game would look like.&#8221;</p></li><li><p>Ask AI to build the game from the mock-up. Play it, then give feedback.</p></li></ol><h3>2. High-level thinking and strategy</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!_x99!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!_x99!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png 424w, https://substackcdn.com/image/fetch/$s_!_x99!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png 848w, https://substackcdn.com/image/fetch/$s_!_x99!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png 1272w, https://substackcdn.com/image/fetch/$s_!_x99!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!_x99!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png" width="1456" height="725" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:725,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:154947,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/214491542?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!_x99!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png 424w, https://substackcdn.com/image/fetch/$s_!_x99!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png 848w, https://substackcdn.com/image/fetch/$s_!_x99!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.png 1272w, https://substackcdn.com/image/fetch/$s_!_x99!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F91571416-845a-4816-9cda-bf17e5d00ad5_1714x854.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">Intelligence vs. cost for OpenAI&#8217;s models (<a href="https://artificialanalysis.ai/models?models=gpt-6-astra%2Cgpt-5-6-sol%2Cgpt-5-6-terra%2Cgpt-5-6-luna%2Cgpt-6-astra-high%2Cgpt-6-astra-medium%2Cgpt-6-astra-low%2Cgpt-5-6-sol-high%2Cgpt-5-6-sol-medium%2Cgpt-5-6-terra-high%2Cgpt-5-6-luna-high%2Cgpt-5-6-terra-medium%2Cgpt-5-6-terra-low%2Cgpt-5-6-luna-medium%2Cgpt-5-6-luna-low">link</a>). Astra Low scores slightly higher than Sol High here. But I have some caveats I&#8217;ll share below.</figcaption></figure></div><p>Astra is also good at high-level thinking and strategy. My favorite way to test a new model&#8217;s thinking is to share my plans and goals, then ask for brutally honest feedback:</p><div class="callout-block" data-callout="true"><p>Act as my brutally honest advisor.</p><p>Speak to me like a founder, creator, or leader with massive potential&#8212;and blind spots that need to be exposed. I don&#8217;t want comfort or fluff. I want the truth, even when it stings.</p><p>Analyze my situation objectively. Tell me what I&#8217;m doing wrong, underestimating, avoiding, or making excuses about. Show me where I&#8217;m wasting time, moving too slowly, or playing small.</p><p>Then tell me exactly what I need to change, prioritize, or build to reach the next level. Be direct, specific, and strategic.</p><p>If I&#8217;m lost or making a mistake, say so and explain why. Hold nothing back, but end on an encouraging note.</p></div><p>This prompt usually gives me something new and uncomfortable to think about. Astra was especially blunt. &#128517; </p><h3>3. Computer and browser use</h3><p>Finally, Astra is good at computer and browser use. A fun prompt to try is to give ChatGPT a photo of you and ask:</p><div class="callout-block" data-callout="true"><p>Open https://jspaint.app/ (Paint) in my browser and draw me using this photo.</p></div><p>Then Astra will draw a masterpiece that looks like this:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!uTVp!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!uTVp!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png 424w, https://substackcdn.com/image/fetch/$s_!uTVp!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png 848w, https://substackcdn.com/image/fetch/$s_!uTVp!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png 1272w, https://substackcdn.com/image/fetch/$s_!uTVp!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!uTVp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png" width="458" height="434.7225274725275" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1382,&quot;width&quot;:1456,&quot;resizeWidth&quot;:458,&quot;bytes&quot;:134601,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/214491542?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!uTVp!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png 424w, https://substackcdn.com/image/fetch/$s_!uTVp!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png 848w, https://substackcdn.com/image/fetch/$s_!uTVp!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.png 1272w, https://substackcdn.com/image/fetch/$s_!uTVp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd689718e-34cb-48ee-b614-9bff94d749c9_1490x1414.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>All jokes aside, I do have one big caveat with Astra&#8217;s computer use that I&#8217;ll cover next.</p><div><hr></div><h2>Astra hesitates to do the work and doesn&#8217;t follow my AI skills reliably</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!R0V9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!R0V9!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png 424w, https://substackcdn.com/image/fetch/$s_!R0V9!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png 848w, https://substackcdn.com/image/fetch/$s_!R0V9!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png 1272w, https://substackcdn.com/image/fetch/$s_!R0V9!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!R0V9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png" width="1456" height="899" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:899,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:583927,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/214491542?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!R0V9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png 424w, https://substackcdn.com/image/fetch/$s_!R0V9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png 848w, https://substackcdn.com/image/fetch/$s_!R0V9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.png 1272w, https://substackcdn.com/image/fetch/$s_!R0V9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc51accd-9a4b-434a-9508-63f2bedfbcdf_2328x1438.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">I agree with Theo that Astra&#8217;s output quality is inconsistent compared to Fable. It has higher highs and lower lows.</figcaption></figure></div><p>I&#8217;m less than a week into testing Astra, but two problems have stood out:</p><h3>1. It&#8217;s often hesitant to &#8220;just do it&#8221;</h3><p>When I ask Astra to do a task, it often explains how to do it instead of just doing it.</p><p>OpenAI&#8217;s official <a href="https://developers.openai.com/api/docs/guides/latest-model">Astra prompting guide</a> acknowledges that their new model can &#8220;stop when the user may expect it to make reasonable assumptions and persist.&#8221; To discourage this behavior, consider adding this to your custom instructions:</p><div class="callout-block" data-callout="true"><p>When I ask you to do something, carry it through instead of telling me you can. Make reasonable decisions within the scope we agreed on. Ask when you need essential information or approval for a consequential action, and complete any unblocked work first.</p></div><p>Overall, I find that Astra doesn&#8217;t quite &#8220;have the dog in it&#8221; to just get something done like GPT-5.6 Sol does.</p><h3>2. It doesn&#8217;t follow the instructions in my AI skills well</h3><p>This is more of a deal breaker for me than the previous drawback.</p><p>Astra tends to take liberties when following the instructions in my AI skills. For example, I have a very specific format that I want AI to follow for podcast production, but Astra just decided to ignore some of my rules:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IJ8l!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IJ8l!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png 424w, https://substackcdn.com/image/fetch/$s_!IJ8l!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png 848w, https://substackcdn.com/image/fetch/$s_!IJ8l!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png 1272w, https://substackcdn.com/image/fetch/$s_!IJ8l!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IJ8l!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png" width="662" height="193.19066147859922" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:300,&quot;width&quot;:1028,&quot;resizeWidth&quot;:662,&quot;bytes&quot;:68176,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/214491542?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IJ8l!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png 424w, https://substackcdn.com/image/fetch/$s_!IJ8l!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png 848w, https://substackcdn.com/image/fetch/$s_!IJ8l!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png 1272w, https://substackcdn.com/image/fetch/$s_!IJ8l!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff514d4c4-6c87-400f-bf62-78cd63b1edae_1028x300.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>This continued to happen even after I simplified my skills to remove outdated and conflicting instructions. I didn&#8217;t have this problem with GPT-5.6 Sol or Claude Fable. </p><div><hr></div><h3>My verdict</h3><p>When Astra launched, my plan was to switch every ChatGPT task to use Astra Medium by default. But instead, I think I&#8217;m going to:</p><ol><li><p><strong>Use Astra Medium </strong>for building games, strategic thinking, and one-off browser and computer use. When I want a deeper perspective on my plans or help creating something I couldn&#8217;t build before, it&#8217;s a great model to work with.</p></li><li><p><strong>Stick to Sol Medium</strong> for most execution work using my AI skills. It&#8217;s more predictable at following my rules and an established workflow.</p></li></ol><p>Let me know what you think about OpenAI&#8217;s new model in the comments!</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 src="https://substackcdn.com/image/fetch/$s_!UQzi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png" width="1456" height="961" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:961,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:254082,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/213623629?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0bbc8109-0a91-48e0-8776-f638ad466966_2204x1454.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$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[Which AI Personal Agents Can You Trust With Your Data?]]></title><description><![CDATA[I compared Instinct, Grok Bot, ChatGPT, and Hermes to see what they can access, how they handle your data, and what can go wrong.]]></description><link>https://creatoreconomy.so/p/instinct-vs-grok-bot-vs-chatgpt-vs-hermes-which-ai-agent-can-you-trust</link><guid isPermaLink="false">https://creatoreconomy.so/p/instinct-vs-grok-bot-vs-chatgpt-vs-hermes-which-ai-agent-can-you-trust</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Wed, 02 Sep 2026 15:12:05 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/d7214b40-4efa-4541-9427-0b1383c28cfc_1280x720.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>I have a limited batch of codes to give paid members <strong>1 month free of Grok Bot and Cursor</strong> <strong>($200 value) plus</strong> <strong>beta access to Instinct. </strong>This is in addition to the existing codes for Replit, Granola, Wispr Flow, Linear, and more. <strong><a href="https://creatoreconomy.so/subscribe?utm_source=newsletter-header">Upgrade to paid</a></strong> and claim your codes while supplies last.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creatoreconomy.so/subscribe?utm_source=newsletter-header&quot;,&quot;text&quot;:&quot;Get instant access&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://creatoreconomy.so/subscribe?utm_source=newsletter-header"><span>Get instant access</span></a></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!VYQg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09e35b76-fb60-4329-9daa-3b1cffc05ded_1304x470.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!VYQg!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09e35b76-fb60-4329-9daa-3b1cffc05ded_1304x470.png 424w, https://substackcdn.com/image/fetch/$s_!VYQg!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09e35b76-fb60-4329-9daa-3b1cffc05ded_1304x470.png 848w, https://substackcdn.com/image/fetch/$s_!VYQg!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09e35b76-fb60-4329-9daa-3b1cffc05ded_1304x470.png 1272w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/09e35b76-fb60-4329-9daa-3b1cffc05ded_1304x470.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:470,&quot;width&quot;:1304,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:100528,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09e35b76-fb60-4329-9daa-3b1cffc05ded_1304x470.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!VYQg!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09e35b76-fb60-4329-9daa-3b1cffc05ded_1304x470.png 424w, https://substackcdn.com/image/fetch/$s_!VYQg!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09e35b76-fb60-4329-9daa-3b1cffc05ded_1304x470.png 848w, https://substackcdn.com/image/fetch/$s_!VYQg!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09e35b76-fb60-4329-9daa-3b1cffc05ded_1304x470.png 1272w, https://substackcdn.com/image/fetch/$s_!VYQg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09e35b76-fb60-4329-9daa-3b1cffc05ded_1304x470.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image 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>Dear subscribers,</p><p>I now have four AI personal agents that can read my emails, open my docs, use my logins, and even make purchases for me. I&#8217;m starting to get a little concerned. <strong>&#128517;</strong>  </p><blockquote><p><strong>In my new tutorial, I compared Instinct, Grok Bot, ChatGPT, and Hermes and read their privacy policies to answer one question: &#8220;Which AI agent can you trust with your data?&#8221;</strong></p></blockquote><p><strong><a href="https://youtu.be/6Yeo6M8-W_8">Watch my 24-minute tutorial</a> </strong>to see each agent in action and what I trust each to do.</p><div id="youtube2-6Yeo6M8-W_8" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;6Yeo6M8-W_8&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/6Yeo6M8-W_8?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>Timestamps:</p><ul><li><p><span>(</span><a href="https://www.youtube.com/watch?v=6Yeo6M8-W_8"><span>00:00</span></a><span>) Which AI personal agent can you trust?</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=6Yeo6M8-W_8&amp;t=66s"><span>01:06</span></a><span>) An overview of Instinct, Grok Bot, ChatGPT, and Hermes</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=6Yeo6M8-W_8&amp;t=109s"><span>01:49</span></a><span>) Instinct: What can it actually do that&#8217;s different?</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=6Yeo6M8-W_8&amp;t=539s"><span>08:59</span></a><span>) Grok Bot: My team of bots with the funniest names</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=6Yeo6M8-W_8&amp;t=843s"><span>14:03</span></a><span>) ChatGPT and Codex: How I do 90% of my AI work</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=6Yeo6M8-W_8&amp;t=1004s"><span>16:44</span></a><span>) Hermes: The only agent I run on my Mac Mini</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=6Yeo6M8-W_8&amp;t=1117s"><span>18:37</span></a><span>) Prompt injection: A real example of how agents can leak your data</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=6Yeo6M8-W_8&amp;t=1242s"><span>20:42</span></a><span>) Google: Use AI to audit and remove apps you forgot were connected</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=6Yeo6M8-W_8&amp;t=1332s"><span>22:12</span></a><span>) My final verdict on all four personal agents</span></p></li></ul><div><hr></div><p><strong>I&#8217;m proud to partner with <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_!9jBL!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1c2cf9b-a55d-4238-a5a1-02fafcfcbdd8_1456x735.webp 424w, https://substackcdn.com/image/fetch/$s_!9jBL!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1c2cf9b-a55d-4238-a5a1-02fafcfcbdd8_1456x735.webp 848w, https://substackcdn.com/image/fetch/$s_!9jBL!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1c2cf9b-a55d-4238-a5a1-02fafcfcbdd8_1456x735.webp 1272w, https://substackcdn.com/image/fetch/$s_!9jBL!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1c2cf9b-a55d-4238-a5a1-02fafcfcbdd8_1456x735.webp 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9jBL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1c2cf9b-a55d-4238-a5a1-02fafcfcbdd8_1456x735.webp" width="1456" height="735" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d1c2cf9b-a55d-4238-a5a1-02fafcfcbdd8_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;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Linear Agent workspace&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:&quot;https://linear.app/partners/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="Linear Agent workspace" title="Linear Agent workspace" srcset="https://substackcdn.com/image/fetch/$s_!9jBL!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1c2cf9b-a55d-4238-a5a1-02fafcfcbdd8_1456x735.webp 424w, https://substackcdn.com/image/fetch/$s_!9jBL!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1c2cf9b-a55d-4238-a5a1-02fafcfcbdd8_1456x735.webp 848w, https://substackcdn.com/image/fetch/$s_!9jBL!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1c2cf9b-a55d-4238-a5a1-02fafcfcbdd8_1456x735.webp 1272w, https://substackcdn.com/image/fetch/$s_!9jBL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1c2cf9b-a55d-4238-a5a1-02fafcfcbdd8_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>As teams ship faster with agents, the bottleneck shifts from building to deciding what to build. Linear&#8217;s 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;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://linear.app/partners/behind-the-craft"><span>Try Linear for Free</span></a></p><div><hr></div><h2>A quick overview of each personal agent</h2><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!sjEk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!sjEk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png 424w, https://substackcdn.com/image/fetch/$s_!sjEk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png 848w, https://substackcdn.com/image/fetch/$s_!sjEk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png 1272w, https://substackcdn.com/image/fetch/$s_!sjEk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!sjEk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png" width="1456" height="364" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:364,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Four AI agent logos&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="Four AI agent logos" title="Four AI agent logos" srcset="https://substackcdn.com/image/fetch/$s_!sjEk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png 424w, https://substackcdn.com/image/fetch/$s_!sjEk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png 848w, https://substackcdn.com/image/fetch/$s_!sjEk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png 1272w, https://substackcdn.com/image/fetch/$s_!sjEk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0070e55b-67d2-4c8d-8137-0ea1703e42b3_1600x400.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ol><li><p><strong>Instinct </strong>is the buzziest personal agent right now and works through iMessage.</p></li><li><p><strong>Grok Bot </strong>gives you a team of bots that live on a persistent cloud computer.</p></li><li><p><strong>ChatGPT Work and Codex </strong>are my staples that run in the cloud and locally.</p></li><li><p><strong>Hermes </strong>is the only open-source agent on this list. It runs on my Mac Mini.</p></li></ol><p>At this point, it&#8217;s almost a meme how many personal agents I&#8217;ve set up. So which agent is the most useful and trustworthy? Let&#8217;s dive in below.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!hE_K!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!hE_K!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png 424w, https://substackcdn.com/image/fetch/$s_!hE_K!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png 848w, https://substackcdn.com/image/fetch/$s_!hE_K!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png 1272w, https://substackcdn.com/image/fetch/$s_!hE_K!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!hE_K!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png" width="534" height="649.2157598499061" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1296,&quot;width&quot;:1066,&quot;resizeWidth&quot;:534,&quot;bytes&quot;:1272978,&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/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!hE_K!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png 424w, https://substackcdn.com/image/fetch/$s_!hE_K!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png 848w, https://substackcdn.com/image/fetch/$s_!hE_K!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.png 1272w, https://substackcdn.com/image/fetch/$s_!hE_K!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1002d9dc-6a1e-4981-875f-d6e7c0516fd6_1066x1296.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><div><hr></div><h2>Instinct: Simple, resourceful, proactive, and personable with one caveat</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!4ku6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!4ku6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png 424w, https://substackcdn.com/image/fetch/$s_!4ku6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png 848w, https://substackcdn.com/image/fetch/$s_!4ku6!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png 1272w, https://substackcdn.com/image/fetch/$s_!4ku6!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!4ku6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png" width="562" height="546.6290598290599" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1138,&quot;width&quot;:1170,&quot;resizeWidth&quot;:562,&quot;bytes&quot;:280119,&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/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!4ku6!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png 424w, https://substackcdn.com/image/fetch/$s_!4ku6!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png 848w, https://substackcdn.com/image/fetch/$s_!4ku6!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.png 1272w, https://substackcdn.com/image/fetch/$s_!4ku6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61159050-8ce4-410d-983b-a46110b1061e_1170x1138.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>Instinct is an invite-only agent that lives in iMessage or WhatsApp. Every VC is buzzing about it, and the founder, Noah, is already raising at a <a href="https://www.wsj.com/tech/ai/the-latest-viral-ai-assistant-rocketing-across-silicon-valley-abb46276">$2.5B valuation</a>.</p><p>I&#8217;ve been playing with it over the past few weeks, and I think it does live up to the hype with one caveat. First, the good:</p><ol><li><p><strong>It&#8217;s simple.</strong> There are no threads or bots to manage. Connecting Google took one tap from a link it sent me.</p></li><li><p><strong>It&#8217;s resourceful.</strong> After scanning my emails for ways to save money, it suggested canceling Google AI Ultra to save $1,000+ a year. It also checked Google&#8217;s terms and found that I could turn off auto-renew without losing the trial.</p></li><li><p><strong>It&#8217;s proactive.</strong> To help book a golf lesson and a sushi dinner, it emailed my golf instructor and scheduled a reminder to call the restaurant, which only takes reservations by phone.</p></li><li><p><strong>It&#8217;s personable.</strong> Its conversational tone, blue iMessage bubbles, and emoji reactions make it feel like you&#8217;re texting a real person.</p></li></ol><p>But there is one big caveat:</p><p>When I asked Instinct to cancel my Google AI subscription, it asked me for my two-factor authentication code. When that didn&#8217;t work, it then asked me to share my Google password inside its vault. To Instinct&#8217;s credit, it did cancel the subscription successfully after that:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!P8hT!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!P8hT!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png 424w, https://substackcdn.com/image/fetch/$s_!P8hT!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png 848w, https://substackcdn.com/image/fetch/$s_!P8hT!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png 1272w, https://substackcdn.com/image/fetch/$s_!P8hT!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!P8hT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png" width="586" height="635.9148211243612" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1274,&quot;width&quot;:1174,&quot;resizeWidth&quot;:586,&quot;bytes&quot;:247473,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!P8hT!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png 424w, https://substackcdn.com/image/fetch/$s_!P8hT!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png 848w, https://substackcdn.com/image/fetch/$s_!P8hT!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.png 1272w, https://substackcdn.com/image/fetch/$s_!P8hT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F862540ce-543e-48ff-8e58-c3cd016d5ed7_1174x1274.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>But how do I really know what Instinct is doing with my two-factor codes and Google password behind the scenes? Instinct&#8217;s <a href="https://instinct.co/privacy-policy">privacy policy</a> says:</p><blockquote><p>Disconnecting a third-party integration does not automatically delete data collected from that integration.</p></blockquote><p>To be fair, Instinct does provide an interface at <a href="https://app.instinct.co/workspace">app.instinct.co/workspace</a> that you can use to disconnect external services and delete data:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!yisQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!yisQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png 424w, https://substackcdn.com/image/fetch/$s_!yisQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png 848w, https://substackcdn.com/image/fetch/$s_!yisQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png 1272w, https://substackcdn.com/image/fetch/$s_!yisQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!yisQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png" width="1456" height="332" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:332,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:75267,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!yisQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png 424w, https://substackcdn.com/image/fetch/$s_!yisQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png 848w, https://substackcdn.com/image/fetch/$s_!yisQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png 1272w, https://substackcdn.com/image/fetch/$s_!yisQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58e2617f-e503-421e-bcbf-8b258832f019_1912x436.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>But it just feels weird to give an AI agent my password and two-factor codes.</p><blockquote><p><strong>My verdict: Instinct feels magical because it hides the complexity of scheduled tasks and browser use, but that also makes it less transparent. I trust it to run personal errands (e.g., book movie tickets), but not much beyond that.</strong></p></blockquote><div><hr></div><h2>Grok Bot: A team of bots that live on a persistent cloud computer</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!pphe!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!pphe!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png 424w, https://substackcdn.com/image/fetch/$s_!pphe!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png 848w, https://substackcdn.com/image/fetch/$s_!pphe!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png 1272w, https://substackcdn.com/image/fetch/$s_!pphe!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!pphe!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png" width="446" height="662.011396011396" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1042,&quot;width&quot;:702,&quot;resizeWidth&quot;:446,&quot;bytes&quot;:113907,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!pphe!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png 424w, https://substackcdn.com/image/fetch/$s_!pphe!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png 848w, https://substackcdn.com/image/fetch/$s_!pphe!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png 1272w, https://substackcdn.com/image/fetch/$s_!pphe!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d79763e-bb4c-4aa1-bb0c-ce85ccf01e30_702x1042.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image buttonBase-GK1x3M"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" class="icon-noB79L"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image buttonBase-GK1x3M"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2 icon-noB79L"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Grok Bot gives you a team of bots that run on a dedicated cloud computer. I gave my bots the funniest names possible:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!xzGn!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!xzGn!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png 424w, https://substackcdn.com/image/fetch/$s_!xzGn!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png 848w, https://substackcdn.com/image/fetch/$s_!xzGn!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png 1272w, https://substackcdn.com/image/fetch/$s_!xzGn!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!xzGn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png" width="608" height="217.63636363636363" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:378,&quot;width&quot;:1056,&quot;resizeWidth&quot;:608,&quot;bytes&quot;:85070,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!xzGn!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png 424w, https://substackcdn.com/image/fetch/$s_!xzGn!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png 848w, https://substackcdn.com/image/fetch/$s_!xzGn!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png 1272w, https://substackcdn.com/image/fetch/$s_!xzGn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2827a485-77a9-4a90-8bea-7febfce1d552_1056x378.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong>Chief of Chiefs</strong> is my chief of staff bot that creates and coordinates other bots.</p></li><li><p><strong>Behind the Growth</strong> monitors the metrics for <a href="https://www.behindthecraft.com/">behindthecraft.com</a>.</p></li><li><p><strong>Doomscrolling Uncle</strong> looks for interesting posts and topics on X.</p></li><li><p><strong>YouTube Binger</strong> monitors YouTube channels and reads comments on my videos. </p></li><li><p><strong>Marie Kondo</strong> finds emails and docs to clean up and subscriptions to cancel.</p></li><li><p><strong>Loving Husband</strong> is my bot for running errands for my wife and family. For example, it reads my kids&#8217; school emails to see if there&#8217;s anything actionable.</p></li><li><p><strong>Cheap Dad</strong> monitors travel discounts, makes purchases with my approval, and lists items on Facebook Marketplace from a photo.</p></li></ul><p><a href="https://docs.x.ai/grok/connectors">Grok Bot supports many plugins</a> that I&#8217;m comfortable signing into:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!BGF6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!BGF6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png 424w, https://substackcdn.com/image/fetch/$s_!BGF6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png 848w, https://substackcdn.com/image/fetch/$s_!BGF6!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png 1272w, https://substackcdn.com/image/fetch/$s_!BGF6!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!BGF6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png" width="1456" height="594" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:594,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:99251,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!BGF6!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png 424w, https://substackcdn.com/image/fetch/$s_!BGF6!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png 848w, https://substackcdn.com/image/fetch/$s_!BGF6!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.png 1272w, https://substackcdn.com/image/fetch/$s_!BGF6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07ae3a82-d5c1-42d4-9187-03e8b9e0f8ae_1456x594.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>Where things get weird though is when it asks me to enter my password and two-factor authentication code into its cloud computer. For example, I wanted to get Cheap Dad to monitor prices for Amazon products. It showed me this screen:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!cvOc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!cvOc!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png 424w, https://substackcdn.com/image/fetch/$s_!cvOc!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png 848w, https://substackcdn.com/image/fetch/$s_!cvOc!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png 1272w, https://substackcdn.com/image/fetch/$s_!cvOc!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!cvOc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png" width="664" height="490.65038167938934" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:968,&quot;width&quot;:1310,&quot;resizeWidth&quot;:664,&quot;bytes&quot;:341847,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!cvOc!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png 424w, https://substackcdn.com/image/fetch/$s_!cvOc!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png 848w, https://substackcdn.com/image/fetch/$s_!cvOc!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.png 1272w, https://substackcdn.com/image/fetch/$s_!cvOc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F37468eeb-5087-446a-b0a5-203d4202fbdb_1310x968.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>If I saw this screen on my laptop, I wouldn&#8217;t think twice about entering the code. But entering it on a cloud computer just feels wrong. <a href="https://docs.x.ai/grok-bot/approvals-security-and-privacy">Grok Bot&#8217;s documentation</a> says:</p><blockquote><p>Deleting a Bot does not remove shared-computer files or browser sessions.</p></blockquote><p>There is a <a href="https://docs.x.ai/grok-bot/settings-and-notifications">Reset Agent Computer</a> option, but the <a href="https://docs.x.ai/grok-bot/settings-and-notifications">documentation</a> describes it as a recovery tool rather than a privacy wipe. So as good as Grok Bot is, I&#8217;m actually not sure how to permanently reset my cloud computer.</p><blockquote><p><strong>My verdict: Grok Bot is best-in-class for tasks that need to run in the cloud. I plan to continue using my bots, but I won&#8217;t share sensitive data like my financials.</strong></p></blockquote><div><hr></div><h2>ChatGPT and Codex: What I use for actual work</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OHxA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OHxA!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png 424w, https://substackcdn.com/image/fetch/$s_!OHxA!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png 848w, https://substackcdn.com/image/fetch/$s_!OHxA!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png 1272w, https://substackcdn.com/image/fetch/$s_!OHxA!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OHxA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png" width="1456" height="753" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:753,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:556676,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!OHxA!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png 424w, https://substackcdn.com/image/fetch/$s_!OHxA!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png 848w, https://substackcdn.com/image/fetch/$s_!OHxA!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.png 1272w, https://substackcdn.com/image/fetch/$s_!OHxA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48570605-8db4-4d6d-a9b5-d132466d0382_2358x1220.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>These days, more than 90% of the work I do happens in ChatGPT and Codex. They&#8217;re actually two different tools inside the same ChatGPT Desktop app:</p><ul><li><p><strong>ChatGPT Work</strong> runs tasks in the cloud on OpenAI&#8217;s servers, so it can keep working when my laptop is closed.</p></li><li><p><strong>Codex</strong> works with the browser and local files on my laptop.</p></li></ul><p>I organize everything with my Chief of Staff, Advisor, and Cloud Agent tasks pinned to the top. Below that are separate tasks for making podcast episodes, tutorials, social posts, and the products I&#8217;m building.</p><p>This is much messier than one Instinct thread or a team of Grok Bots, but I like the flexibility of being able to spin up a new chat for any workstream. <a href="https://help.openai.com/en/articles/11487775-apps-in-chatgpt">ChatGPT also has hundreds of plugins</a> that I can connect with. <a href="https://help.openai.com/en/articles/11487775-apps-in-chatgpt">OpenAI&#8217;s documentation</a> says:</p><blockquote><p>&#8220;OpenAI may use information accessed from apps to train our models if your &#8216;Improve the model for everyone&#8217; setting is on.&#8221;</p></blockquote><p>If you don&#8217;t want your conversations used for training, you can turn this setting off:</p><ol><li><p>Click your profile in ChatGPT.</p></li><li><p>Open Settings &#8594; Data Controls.</p></li><li><p>Turn off Improve the model for everyone.</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_!rjQ7!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rjQ7!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png 424w, https://substackcdn.com/image/fetch/$s_!rjQ7!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png 848w, https://substackcdn.com/image/fetch/$s_!rjQ7!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png 1272w, https://substackcdn.com/image/fetch/$s_!rjQ7!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rjQ7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png" width="1352" height="640" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:640,&quot;width&quot;:1352,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:103078,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!rjQ7!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png 424w, https://substackcdn.com/image/fetch/$s_!rjQ7!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png 848w, https://substackcdn.com/image/fetch/$s_!rjQ7!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.png 1272w, https://substackcdn.com/image/fetch/$s_!rjQ7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff6d2f894-5d5e-4d9f-adc2-a96cf5574118_1352x640.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>After turning this off, I feel fairly comfortable using ChatGPT plugins to do all kinds of work, including granting it access to my banking information through Plaid. Like Grok Bot, however, I still hesitate to log in with my password and two-factor codes on ChatGPT&#8217;s cloud browser. </p><blockquote><p><strong>My verdict: ChatGPT Work and Codex are still the most flexible and capable personal agents I use, even with the messy interface.</strong></p></blockquote><div><hr></div><h2>Hermes: The open-source agent on my Mac Mini</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!xgqo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!xgqo!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png 424w, https://substackcdn.com/image/fetch/$s_!xgqo!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png 848w, https://substackcdn.com/image/fetch/$s_!xgqo!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png 1272w, https://substackcdn.com/image/fetch/$s_!xgqo!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!xgqo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png" width="1312" height="812" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:812,&quot;width&quot;:1312,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:787571,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!xgqo!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png 424w, https://substackcdn.com/image/fetch/$s_!xgqo!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png 848w, https://substackcdn.com/image/fetch/$s_!xgqo!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.png 1272w, https://substackcdn.com/image/fetch/$s_!xgqo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5f0787de-403f-42fc-a301-0346dd0a06f1_1312x812.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>Hermes is the agent I switched to after I found OpenClaw too unreliable. I run it through Telegram on a Mac Mini inside my house. Here&#8217;s how I still use it:</p><ul><li><p><strong>Daily briefings.</strong> Every morning, Hermes checks my email and calendar and sends me the three things I should focus on and any follow-ups I need to make.</p></li><li><p><strong>Weekly reports.</strong> For example, I connected my smart scale and fitness app through an MCP, so Hermes can show me how my weight and workouts are trending. </p></li></ul><p>In some ways, the Mac Mini frenzy was an early prelude to agents that live in cloud computers. The difference, of course, is that I know exactly where my Mac Mini is and can unplug it whenever I want.</p><p>Hermes is also open source. Its <a href="https://github.com/NousResearch/hermes-agent/blob/main/website/docs/reference/faq.md">official FAQ</a> says:</p><blockquote><p>Hermes Agent does not collect telemetry, usage data, or analytics. Your conversations, memory, and skills are stored locally in ~/.hermes/.</p></blockquote><p>That&#8217;s reassuring, but running Hermes locally doesn&#8217;t mean every piece of data stays local. Requests still go to whichever model provider I use. </p><p>To be honest, I&#8217;ve been using Hermes less and less as I&#8217;ve relied more on ChatGPT and other agents to do work. I still want Hermes to thrive because open-source agents are few and far between.</p><blockquote><p><strong>My verdict: Hermes I mainly use now for scheduled jobs such as daily briefings and weekly health and business reports.</strong></p></blockquote><div><hr></div><h2>What can go wrong with personal agents</h2><p>My online friend and Hello Patient co-founder <a href="https://x.com/anothercohen/status/2091251836917350512">Alex Cohen</a> ran a test with Instinct:</p><ol><li><p>He created a new Gmail account, then sent an email to his primary inbox.</p></li><li><p>The email asked Instinct to summarize all of his open tasks based on his emails.</p></li><li><p>Instinct actually did it (see below).</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_!wquK!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!wquK!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.jpeg 424w, https://substackcdn.com/image/fetch/$s_!wquK!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.jpeg 848w, https://substackcdn.com/image/fetch/$s_!wquK!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!wquK!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!wquK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.jpeg" width="1456" height="891" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:891,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Image&quot;,&quot;title&quot;:&quot;Image&quot;,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Image" title="Image" srcset="https://substackcdn.com/image/fetch/$s_!wquK!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.jpeg 424w, https://substackcdn.com/image/fetch/$s_!wquK!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.jpeg 848w, https://substackcdn.com/image/fetch/$s_!wquK!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!wquK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0a0c1d88-44d1-43e5-be68-9662fcebf9e8_2460x1506.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"><a href="https://x.com/anothercohen/status/2091251836917350512/photo/2">Link</a></figcaption></figure></div><p>In this controlled test, both emails belonged to Alex. But an attacker can easily try the same thing with whatever personal agent is monitoring your inbox.</p><p>I tried Alex&#8217;s test myself with Instinct and it looks like this issue has been resolved:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!uHmh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!uHmh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png 424w, https://substackcdn.com/image/fetch/$s_!uHmh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png 848w, https://substackcdn.com/image/fetch/$s_!uHmh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png 1272w, https://substackcdn.com/image/fetch/$s_!uHmh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!uHmh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png" width="518" height="160.26519337016575" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/fab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:224,&quot;width&quot;:724,&quot;resizeWidth&quot;:518,&quot;bytes&quot;:54292,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!uHmh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png 424w, https://substackcdn.com/image/fetch/$s_!uHmh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png 848w, https://substackcdn.com/image/fetch/$s_!uHmh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png 1272w, https://substackcdn.com/image/fetch/$s_!uHmh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffab0de49-d59c-4151-96cc-49c3487ee4ab_724x224.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>A good model will also help prevent these prompt injection attacks, but Instinct doesn&#8217;t share what model it&#8217;s using. </p><p>My point is that you should be careful YOLO'ing your Google permissions across all of these personal agents. </p><div><hr></div><h2>Get AI to audit and remove 3rd party apps from your Google Account</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ce_I!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ce_I!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png 424w, https://substackcdn.com/image/fetch/$s_!ce_I!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png 848w, https://substackcdn.com/image/fetch/$s_!ce_I!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png 1272w, https://substackcdn.com/image/fetch/$s_!ce_I!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ce_I!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png" width="516" height="420.88091353996737" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1000,&quot;width&quot;:1226,&quot;resizeWidth&quot;:516,&quot;bytes&quot;:126541,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/194329405?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!ce_I!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png 424w, https://substackcdn.com/image/fetch/$s_!ce_I!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png 848w, https://substackcdn.com/image/fetch/$s_!ce_I!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.png 1272w, https://substackcdn.com/image/fetch/$s_!ce_I!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3c9ea83-d5b9-403a-bd44-5e0c41511e12_1226x1000.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>Speaking of auditing your Google permissions, I highly recommend using AI to audit and remove unnecessary 3rd party apps that are connected to your Google account as follows:</p><ol><li><p><strong>Go to <a href="https://myaccount.google.com/connections">myaccount.google.com/connections</a>.</strong> You&#8217;ll see every third-party app connected to your Google Account. I had 80+ apps connected. &#129394;</p></li><li><p><strong>Use ChatGPT or another agent with browser use. </strong>Ask it to: &#8220;Inspect my open browser tab myaccount.google.com and list every app connected to my Google Account in a numbered list that you think I should remove. Do not remove anything until I confirm.&#8221;</p></li><li><p><strong>Choose what to disconnect.</strong> Review the list yourself, choose the numbers you no longer use, and prompt: &#8220;Disconnect apps [add numbers from the list].&#8221;</p></li></ol><p>Google makes you remove apps individually, so an agent with browser use can save you a lot of clicking.</p><div><hr></div><h2>Which personal agent can you trust?</h2><p>I think it&#8217;s less about the agent and more about what access I&#8217;m willing to grant it:</p><ol><li><p><strong>I trust official plugins</strong> in ChatGPT and Grok Bot to connect to my Google apps and other services.</p></li><li><p><strong>I trust cloud browsers less when I have to enter passwords and two-factor codes</strong>.<strong> </strong>Maybe I need to get over it, but it just feels weird.</p></li><li><p><strong>Instinct is a good case study in intuitive UX and trust</strong>. The more the product &#8216;just works,&#8217; the harder it can be to audit what it&#8217;s doing behind the scenes. Trust needs to be part of the UX.</p></li></ol><p><strong><a href="https://youtu.be/6Yeo6M8-W_8">Watch my 24-minute tutorial</a>,</strong> then let me know in the replies which personal agent you use and what you trust it to do.</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[ChatGPT vs. Claude vs. Grok vs. Gemini: The Best AI Across 10 Real Use Cases]]></title><description><![CDATA[My picks for the best AI models and tools across 10 everyday tasks, plus a preview of my upcoming course for paid subscribers]]></description><link>https://creatoreconomy.so/p/chatgpt-vs-claude-vs-grok-vs-gemini-best-ai-model-2026</link><guid isPermaLink="false">https://creatoreconomy.so/p/chatgpt-vs-claude-vs-grok-vs-gemini-best-ai-model-2026</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Wed, 26 Aug 2026 15:04:55 GMT</pubDate><enclosure url="https://substackcdn.com/image/youtube/w_728,c_limit/nAhQs8Fd_9g" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Thanks to all of you who replied to <a href="https://creatoreconomy.so/p/my-mom-survived-breast-cancer-three">my post about my mom</a>. I just open-sourced my <strong><a href="https://github.com/petergyang/fuck-cancer/">/fuck-cancer skill</a></strong> to help caregivers organize info and advocate for patients. If you find it useful, please &#11088; the repo so more people can find it. Now, on to today&#8217;s post:</p><div><hr></div><p>A few months ago, I used Claude for almost everything. Today, my AI model usage looks very different.</p><blockquote><p><strong>In my new tutorial below, I compare ChatGPT, Claude, Grok, and Gemini head-to-head for writing, design, coding, personal agents, and 6 other use cases.</strong></p></blockquote><p><strong><a href="https://youtu.be/nAhQs8Fd_9g">Watch my 26-min tutorial now</a></strong> to see my picks &#8212; a few of them might surprise you.</p><div id="youtube2-nAhQs8Fd_9g" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;nAhQs8Fd_9g&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/nAhQs8Fd_9g?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>Timestamps:</p><ul><li><p><span>(</span><a href="https://www.youtube.com/watch?v=nAhQs8Fd_9g"><span>00:00</span></a><span>) ChatGPT, Claude, Grok, and Gemini across 10 use cases</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=nAhQs8Fd_9g&amp;t=32s"><span>00:32</span></a><span>) Still the best model for design (apps, slides, video)</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=nAhQs8Fd_9g&amp;t=454s"><span>07:34</span></a><span>) This model's personality just isn't the same</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=nAhQs8Fd_9g&amp;t=598s"><span>09:58</span></a><span>) The best model for writing and editing</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=nAhQs8Fd_9g&amp;t=726s"><span>12:06</span></a><span>) The model I trust for difficult decisions</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=nAhQs8Fd_9g&amp;t=961s"><span>16:01</span></a><span>) The most underrated AI capability</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=nAhQs8Fd_9g&amp;t=1351s"><span>22:31</span></a><span>) Grok vs. Gemini for AI video</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=nAhQs8Fd_9g&amp;t=1435s"><span>23:55</span></a><span>) The AI race that matters more than coding</span></p></li><li><p><span>(</span><a href="https://www.youtube.com/watch?v=nAhQs8Fd_9g&amp;t=1552s"><span>25:52</span></a><span>) My overall winner (and the best model to start with)</span></p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!fgCi!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!fgCi!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png 424w, https://substackcdn.com/image/fetch/$s_!fgCi!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png 848w, https://substackcdn.com/image/fetch/$s_!fgCi!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png 1272w, https://substackcdn.com/image/fetch/$s_!fgCi!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!fgCi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png" width="1456" height="1215" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1215,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:598168,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/212318871?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!fgCi!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png 424w, https://substackcdn.com/image/fetch/$s_!fgCi!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png 848w, https://substackcdn.com/image/fetch/$s_!fgCi!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.png 1272w, https://substackcdn.com/image/fetch/$s_!fgCi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6523157a-7643-4ae1-b27e-24deefd0c48b_3480x2905.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"><a href="https://youtu.be/nAhQs8Fd_9g">Watch the video</a> to see me demo each use case live and explain my rationale</figcaption></figure></div><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://replit.com/?utm_source=creator&amp;utm_medium=organic&amp;utm_campaign=creator_program&amp;utm_content=peteryang">Replit</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://replit.com/?utm_source=creator&amp;utm_medium=organic&amp;utm_campaign=creator_program&amp;utm_content=peteryang" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7YsG!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc51d120e-1c07-4329-a486-559e493ad5cf_1280x604.png 424w, https://substackcdn.com/image/fetch/$s_!7YsG!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc51d120e-1c07-4329-a486-559e493ad5cf_1280x604.png 848w, https://substackcdn.com/image/fetch/$s_!7YsG!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc51d120e-1c07-4329-a486-559e493ad5cf_1280x604.png 1272w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c51d120e-1c07-4329-a486-559e493ad5cf_1280x604.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:604,&quot;width&quot;:1280,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1279798,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://replit.com/?utm_source=creator&amp;utm_medium=organic&amp;utm_campaign=creator_program&amp;utm_content=peteryang&quot;,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/212318871?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc51d120e-1c07-4329-a486-559e493ad5cf_1280x604.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!7YsG!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc51d120e-1c07-4329-a486-559e493ad5cf_1280x604.png 424w, https://substackcdn.com/image/fetch/$s_!7YsG!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc51d120e-1c07-4329-a486-559e493ad5cf_1280x604.png 848w, https://substackcdn.com/image/fetch/$s_!7YsG!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc51d120e-1c07-4329-a486-559e493ad5cf_1280x604.png 1272w, https://substackcdn.com/image/fetch/$s_!7YsG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc51d120e-1c07-4329-a486-559e493ad5cf_1280x604.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>Replit&#8217;s new Free Mode comes with every Core and Pro subscription and lets you build without spending credits. It uses OpenAI&#8217;s Luna model, which is very capable at execution. Try it out below!</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://replit.com/?utm_source=creator&amp;utm_medium=organic&amp;utm_campaign=creator_program&amp;utm_content=peteryang&quot;,&quot;text&quot;:&quot;Try Replit Free Mode Now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://replit.com/?utm_source=creator&amp;utm_medium=organic&amp;utm_campaign=creator_program&amp;utm_content=peteryang"><span>Try Replit Free Mode Now</span></a></p><div><hr></div><h2>Get early access to my upcoming AI course before the price goes up in September</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9KRE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9KRE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png 424w, https://substackcdn.com/image/fetch/$s_!9KRE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png 848w, https://substackcdn.com/image/fetch/$s_!9KRE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png 1272w, https://substackcdn.com/image/fetch/$s_!9KRE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9KRE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png" width="1400" height="933" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:933,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:875607,&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/212318871?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!9KRE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png 424w, https://substackcdn.com/image/fetch/$s_!9KRE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png 848w, https://substackcdn.com/image/fetch/$s_!9KRE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.png 1272w, https://substackcdn.com/image/fetch/$s_!9KRE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1a6ea19-11ae-47e5-93df-d69952ac36db_1400x933.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>The tutorial above will help you choose the right AI for each job, but that&#8217;s only the first step. To get the most out of AI, I think everyone should build a personal AI system that proactively takes work off their plate.</p><p>I&#8217;ll show you exactly how to set up this system in my upcoming course on <strong><a href="https://www.behindthecraft.com/">behindthecraft.com</a></strong>. The first two modules are available now:</p><ol><li><p><strong>Build your AI chief of staff</strong> to manage your inbox, calendar, and other tasks.</p></li><li><p><strong>Set up your personal AI advisor </strong>to make better decisions about your life, career, and business.</p></li></ol><p>The full course will also include:</p><ol><li><p><strong>25+ lessons</strong> on finding the right work to automate, creating reusable AI skills, and setting up my proven workflows. </p></li><li><p><strong>An AI assistant and MCP</strong> that&#8217;ll guide you through the course and help you set everything up inside ChatGPT, Claude Code, or another AI tool.</p></li></ol><blockquote><p><strong>I plan to increase the annual subscription price once the full course launches in September. Upgrade now to lock in $150/year and get the first two modules today.</strong></p></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creatoreconomy.so/subscribe&quot;,&quot;text&quot;:&quot;Upgrade Now to 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"><span>Upgrade Now to Get Instant Access</span></a></p><p>As a reminder, your subscription also includes 12+ handcrafted AI skills, $270 in AI tool perks, and an invite to my private Slack community where we host monthly expert-led live workshops. </p><p>This course is my main focus for the next few weeks, aside from taking care of my mom. I&#8217;m working hard to make it great (no AI slop!), so check out <a href="https://behindthecraft.com">behindthecraft.com</a> if you want to join at the early access price.</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" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/be5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:630,&quot;width&quot;:1200,&quot;resizeWidth&quot;:554,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&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="" 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><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[My Mom Survived Breast Cancer Three Times. Now We're Fighting It Again With AI's Help]]></title><description><![CDATA[My mom&#8217;s story and how I&#8217;m using AI to navigate the healthcare system]]></description><link>https://creatoreconomy.so/p/my-mom-survived-breast-cancer-three</link><guid isPermaLink="false">https://creatoreconomy.so/p/my-mom-survived-breast-cancer-three</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Wed, 19 Aug 2026 13:03:33 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!BLtQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share a personal story about my mom that has occupied most of my time over the past few weeks.</p><p>Every summer, my wife and I bring our daughters to Vancouver to visit my parents. We&#8217;ve shared many happy memories together, and I expected this visit to be the same.</p><p>But a week into our trip, a CT scan found a mass in my mom&#8217;s chest. She has survived breast cancer three times, and the radiologist suspects it may have returned.</p><p>The first three times this happened, my parents carried most of the burden. This time, I&#8217;m not going to be a bystander. Instead, I&#8217;m making my mom my #1 priority for the rest of this year. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!BLtQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!BLtQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png 424w, https://substackcdn.com/image/fetch/$s_!BLtQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png 848w, https://substackcdn.com/image/fetch/$s_!BLtQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png 1272w, https://substackcdn.com/image/fetch/$s_!BLtQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!BLtQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png" width="864" height="600" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/35f006dd-241b-44ad-b636-45863724cc96_864x600.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:600,&quot;width&quot;:864,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:685043,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/210914652?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!BLtQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png 424w, https://substackcdn.com/image/fetch/$s_!BLtQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png 848w, https://substackcdn.com/image/fetch/$s_!BLtQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png 1272w, https://substackcdn.com/image/fetch/$s_!BLtQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35f006dd-241b-44ad-b636-45863724cc96_864x600.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image 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">My mom and I 30+ years ago</figcaption></figure></div><div><hr></div><p>I&#8217;m proud to partner with <a href="https://ref.wisprflow.ai/peter-yang-aug19-news">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/peter-yang-aug19-news" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rsPn!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.png 424w, https://substackcdn.com/image/fetch/$s_!rsPn!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.png 848w, https://substackcdn.com/image/fetch/$s_!rsPn!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.png 1272w, https://substackcdn.com/image/fetch/$s_!rsPn!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rsPn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.png" width="623" height="328.6325" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:422,&quot;width&quot;:800,&quot;resizeWidth&quot;:623,&quot;bytes&quot;:597686,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://ref.wisprflow.ai/peter-yang-aug19-news&quot;,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/210914652?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.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/$s_!rsPn!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.png 424w, https://substackcdn.com/image/fetch/$s_!rsPn!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.png 848w, https://substackcdn.com/image/fetch/$s_!rsPn!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.png 1272w, https://substackcdn.com/image/fetch/$s_!rsPn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe41e27ff-8ad3-42bd-9643-951f5c2000ca_800x422.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image 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>Wispr Flow recently launched Notetaker to help you take effective meeting notes. I&#8217;ve been testing it out and love how it automatically recognizes speaker names and turns conversations into summaries that I can act on. Check it out for free via my link.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://ref.wisprflow.ai/peter-yang-aug19-news&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-aug19-news"><span>Try Wispr Flow for Free</span></a></p><div><hr></div><h2>A brief history of my mom&#8217;s battle against cancer</h2><p>If you know anyone who has cancer, you know that it casts a dark cloud over the whole family. I&#8217;ve experienced this cloud three time before:</p><ol><li><p>The first time was while I was in high school. My mom went through chemotherapy and lost her hair, but my parents shielded me from most of what was happening. I knew she was sick without understanding how serious it was.</p></li><li><p>The second time was while I was in college. I barely remember it because I was on the opposite coast attending Brown. My dad took care of her treatment.</p></li><li><p>The third time was when I was getting married. By then, my mom&#8217;s cancer had progressed to stage 3, but she didn&#8217;t tell me because she didn&#8217;t want it to overshadow my wedding. I remember her showing up to the wedding wearing a wig. </p></li></ol><div class="pullquote"><p><strong>She was going through treatment and still worrying more about protecting my happiness.</strong></p></div><p>After that, she had 10 good years free from cancer. She traveled the world with my dad, and her doctors stopped checking on her after 5 years.</p><p>But now her cancer is likely back.</p><div><hr></div><h2>AI is helping me navigate the healthcare system</h2><p>Needless to say, I turned to AI to understand my mom&#8217;s situation:</p><ol><li><p><strong>I created a ChatGPT project</strong> with her scans and medical records, then shared it with my parents so we could work from the same facts.</p></li><li><p><strong>I got AI to explain the reports</strong> in plain English, flag what remained uncertain, and prepare questions for her doctors.</p></li><li><p><strong>I used AI to maintain a one-page brief</strong> with her history, the latest updates, open questions, and key phone numbers.</p></li></ol><p>I expected AI to be most useful for researching the disease, but honestly, its biggest value has been helping us navigate the healthcare bureaucracy<strong>. </strong>A few examples:</p><ol><li><p>My mom&#8217;s primary doctor submitted an oncology referral. AI helped me realize that getting a biopsy required a separate referral.</p></li><li><p>AI identified the hospital department that performs biopsies and helped me pre-fill the request for her primary doctor.</p></li><li><p>AI helped me find who to call, what to ask, and how to follow up on both referrals.</p></li></ol><p>Here&#8217;s one of my conversations with AI:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!p-qa!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!p-qa!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.png 424w, https://substackcdn.com/image/fetch/$s_!p-qa!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.png 848w, https://substackcdn.com/image/fetch/$s_!p-qa!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.png 1272w, https://substackcdn.com/image/fetch/$s_!p-qa!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!p-qa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.png" width="603" height="422.5748031496063" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4340e729-691d-430f-a62b-778df8aaefbc_1143x801.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:801,&quot;width&quot;:1143,&quot;resizeWidth&quot;:603,&quot;bytes&quot;:1111079,&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/210914652?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.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/$s_!p-qa!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.png 424w, https://substackcdn.com/image/fetch/$s_!p-qa!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.png 848w, https://substackcdn.com/image/fetch/$s_!p-qa!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.png 1272w, https://substackcdn.com/image/fetch/$s_!p-qa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4340e729-691d-430f-a62b-778df8aaefbc_1143x801.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>So far, AI&#8217;s biggest contribution has been helping me get the right information to the right people without losing time. After almost daily calls to various medical departments, we now have a biopsy booked for later this week and an oncology appointment for later this month.</p><div><hr></div><h2>Strangers have been generous with their time</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ICSP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ICSP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.png 424w, https://substackcdn.com/image/fetch/$s_!ICSP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.png 848w, https://substackcdn.com/image/fetch/$s_!ICSP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.png 1272w, https://substackcdn.com/image/fetch/$s_!ICSP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ICSP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.png" width="425" height="472.65446224256294" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/25519772-21db-4eab-ae13-30669511fbf8_437x486.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:486,&quot;width&quot;:437,&quot;resizeWidth&quot;:425,&quot;bytes&quot;:84782,&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/210914652?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.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/$s_!ICSP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.png 424w, https://substackcdn.com/image/fetch/$s_!ICSP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.png 848w, https://substackcdn.com/image/fetch/$s_!ICSP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.png 1272w, https://substackcdn.com/image/fetch/$s_!ICSP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25519772-21db-4eab-ae13-30669511fbf8_437x486.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>As useful as AI is, good old-fashioned human connection has been just as important. I&#8217;ve been struck by how willing strangers have been to help:</p><ul><li><p><strong><a href="https://x.com/MaorShlomo">Maor</a>, the founder of <a href="https://base44.com/">Base44</a>,</strong> raised the idea of preserving extra tissue for deeper testing and connected me with people exploring options beyond standard care.</p></li><li><p><strong>Rachel, a breast cancer nurse in Israel,</strong> reviewed four scans and explained what the biopsy needs to clarify, including which tumor markers should be retested.</p></li><li><p><strong>Poornima and Bayli from the <a href="https://sijbrandijfoundation.org/">Sijbrandij Foundation</a></strong> advised us to pursue the biopsy referral in parallel and and ask about cancellation lists.</p></li><li><p><strong>Katy, my oncologist friend,</strong> reviewed the scans and encouraged us to reconnect with my mom&#8217;s former cancer team.</p></li></ul><p>I added the notes to the shared AI project after every conversation so we could build on everything we had learned.</p><div><hr></div><h2>I&#8217;m putting my mom first</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UG0R!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UG0R!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png 424w, https://substackcdn.com/image/fetch/$s_!UG0R!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png 848w, https://substackcdn.com/image/fetch/$s_!UG0R!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png 1272w, https://substackcdn.com/image/fetch/$s_!UG0R!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UG0R!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png" width="689" height="460.6457142857143" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:936,&quot;width&quot;:1400,&quot;resizeWidth&quot;:689,&quot;bytes&quot;:1361179,&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/210914652?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UG0R!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png 424w, https://substackcdn.com/image/fetch/$s_!UG0R!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png 848w, https://substackcdn.com/image/fetch/$s_!UG0R!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.png 1272w, https://substackcdn.com/image/fetch/$s_!UG0R!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c66407b-278f-41a7-8f43-9d8f793d4beb_1400x936.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>When I shared that I was <a href="https://creatoreconomy.so/p/i-quit-my-high-paying-product-job-to-bet-on-myself">quitting my job</a>, I wrote that you shouldn&#8217;t take the people you love for granted. I didn&#8217;t expect that lesson to feel so real only a few months later.</p><p>The greatest gift of going independent has been being able to choose how I spend my time. After interviewing hundreds of AI builders and leaders, the person I most want to sit down with now is my mom.</p><p>My dad needs to travel to Asia, so I booked another flight back to Vancouver to be with her. I plan to ask her about what it was like to cook for her younger brothers as a teenager, move to a new country, and build a life with my dad from nothing.</p><p>The business can wait. I want to hear all her stories.</p><div><hr></div><p>P.S. If you know about the latest breast cancer treatments or have a personal cancer story you&#8217;d like to share, I&#8217;d love to hear from you (just reply to this email). </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[How We Use Computers Is About to Change Forever]]></title><description><![CDATA[Why we'll soon be orchestrating agents in the cloud with voice instead of manually using our keyboard, mouse, and laptop]]></description><link>https://creatoreconomy.so/p/how-we-use-computers-is-about-to-change-forever-ai</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-we-use-computers-is-about-to-change-forever-ai</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Wed, 12 Aug 2026 14:03:57 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/0c8a0fd0-5a50-431f-954d-44b302e2d59a_1400x933.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong><a href="https://creatoreconomy.so/subscribe?utm_source=newsletter-header">Upgrade to paid</a></strong> to unlock my personal OS course, 12+ handcrafted AI skills, $270 in AI tool credits, my private Slack community, and a full year of live workshops. </p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://creatoreconomy.so/subscribe?utm_source=newsletter-header&quot;,&quot;text&quot;:&quot;Get instant access&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://creatoreconomy.so/subscribe?utm_source=newsletter-header"><span>Get instant access</span></a></p><p>Dear subscribers,</p><p>I&#8217;ve started to get a surprising amount of work done by talking to AI while walking outside. I believe that:</p><blockquote><p><strong>We&#8217;re moving from manually using a keyboard, mouse, and laptop to directing agents in the cloud using voice.</strong></p></blockquote><p>In this post, I&#8217;ll cover five shifts that can help you get ahead of this change:</p><ol><li><p>Voice will become the orchestration layer</p></li><li><p>Personal computers will move to the cloud</p></li><li><p>Products will be built for agents first</p></li><li><p>Most software will become commoditized</p></li><li><p>Trust will determine the winners and losers</p></li></ol><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!cbUF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!cbUF!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png 424w, https://substackcdn.com/image/fetch/$s_!cbUF!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png 848w, https://substackcdn.com/image/fetch/$s_!cbUF!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png 1272w, https://substackcdn.com/image/fetch/$s_!cbUF!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!cbUF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png" width="1400" height="933" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:933,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1578211,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/210297658?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!cbUF!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png 424w, https://substackcdn.com/image/fetch/$s_!cbUF!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png 848w, https://substackcdn.com/image/fetch/$s_!cbUF!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png 1272w, https://substackcdn.com/image/fetch/$s_!cbUF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2fc840c5-245d-4a5d-8fbd-0cbe25976e84_1400x933.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image 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><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" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/be5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:630,&quot;width&quot;:1200,&quot;resizeWidth&quot;:556,&quot;bytes&quot;:41104,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/webp&quot;,&quot;href&quot;:&quot;https://ref.wisprflow.ai/peter-yang-jun21-pod&quot;,&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%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!ZKv6!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbe5e3776-2a48-40eb-ae63-1cff0541fa31_1200x630.webp 424w, https://substackcdn.com/image/fetch/$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://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;months=6&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=KbiIIkNXB4UHiAdU&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;months=6&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=KbiIIkNXB4UHiAdU"><span>Try Wispr Flow for Free</span></a></p><div><hr></div><h2>1. Voice will become the orchestration layer</h2><p>I&#8217;ve been using tools like <a href="https://wisprflow.ai/?promo_code=PETERWISPRFLOW&amp;months=6&amp;utm_source=peteryang&amp;utm_medium=sponsorship&amp;utm_campaign=btc-q2-2026&amp;dub_id=KbiIIkNXB4UHiAdU">Wispr Flow</a> to dictate instructions to AI for the past year. Recently, ChatGPT Voice has taken this to the next level by making voice the orchestration layer for everything I do on a computer.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!415N!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!415N!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.png 424w, https://substackcdn.com/image/fetch/$s_!415N!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.png 848w, https://substackcdn.com/image/fetch/$s_!415N!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.png 1272w, https://substackcdn.com/image/fetch/$s_!415N!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!415N!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.png" width="601" height="245.17782426778243" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:390,&quot;width&quot;:956,&quot;resizeWidth&quot;:601,&quot;bytes&quot;:94670,&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/210297658?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.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/$s_!415N!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.png 424w, https://substackcdn.com/image/fetch/$s_!415N!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.png 848w, https://substackcdn.com/image/fetch/$s_!415N!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.png 1272w, https://substackcdn.com/image/fetch/$s_!415N!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d15ea7e-170f-466e-a3d6-c52582400ad0_956x390.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>While out on a walk or in bed, I&#8217;ll turn on ChatGPT Voice and just start rambling:</p><ul><li><p>&#8220;Use my chief of staff thread, check any open email loops I should respond to.&#8221;</p></li><li><p>&#8220;List the top 5 PRs for (project), let&#8217;s work through them one by one.&#8221;</p></li><li><p>&#8220;I just interviewed (guest), run the /podcast-production skill in a new thread.&#8221;</p></li></ul><p>ChatGPT Voice will provide instructions to all these different threads and report back when each task is done. It honestly feels magical compared to tracking everything myself with a keyboard and mouse.</p><p>Recently, I taught my 8-year-old how to use ChatGPT. She doesn&#8217;t even know how to type but is already building games with AI just by talking to it. </p><p>For her and the generation that&#8217;ll grow up with AI, voice is already the default interface.</p><div><hr></div><h2>2. Our computers will move to the cloud</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!CTMU!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!CTMU!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.png 424w, https://substackcdn.com/image/fetch/$s_!CTMU!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.png 848w, https://substackcdn.com/image/fetch/$s_!CTMU!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.png 1272w, https://substackcdn.com/image/fetch/$s_!CTMU!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!CTMU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.png" width="442" height="359.82535211267606" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:578,&quot;width&quot;:710,&quot;resizeWidth&quot;:442,&quot;bytes&quot;:635687,&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/210297658?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.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/$s_!CTMU!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.png 424w, https://substackcdn.com/image/fetch/$s_!CTMU!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.png 848w, https://substackcdn.com/image/fetch/$s_!CTMU!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.png 1272w, https://substackcdn.com/image/fetch/$s_!CTMU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1eccbdd-9bd9-4045-ac41-b392094f12df_710x578.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>You&#8217;ve probably seen the meme of people walking around with their laptop lid half open to keep their agents running.</p><p>I think this ritual will come to an end soon because what I really want is a persistent personal computer that lives in the cloud:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!6p1y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!6p1y!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png 424w, https://substackcdn.com/image/fetch/$s_!6p1y!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png 848w, https://substackcdn.com/image/fetch/$s_!6p1y!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png 1272w, https://substackcdn.com/image/fetch/$s_!6p1y!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!6p1y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png" width="679" height="168.3114406779661" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:234,&quot;width&quot;:944,&quot;resizeWidth&quot;:679,&quot;bytes&quot;:77868,&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/210297658?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.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/$s_!6p1y!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png 424w, https://substackcdn.com/image/fetch/$s_!6p1y!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png 848w, https://substackcdn.com/image/fetch/$s_!6p1y!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png 1272w, https://substackcdn.com/image/fetch/$s_!6p1y!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8d9f208-2ebc-4f18-a150-d2f28746e62a_944x234.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>An early version of this is running OpenClaw or Hermes on an always-on Mac mini. The latest version is <a href="https://x.ai/bot">Grok Bot</a>, which comes closest to giving agents their own persistent cloud computer that has files, a browser, and more:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!wsMk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!wsMk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png 424w, https://substackcdn.com/image/fetch/$s_!wsMk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png 848w, https://substackcdn.com/image/fetch/$s_!wsMk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png 1272w, https://substackcdn.com/image/fetch/$s_!wsMk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!wsMk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png" width="1456" height="987" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:987,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:331570,&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/210297658?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!wsMk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png 424w, https://substackcdn.com/image/fetch/$s_!wsMk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png 848w, https://substackcdn.com/image/fetch/$s_!wsMk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.png 1272w, https://substackcdn.com/image/fetch/$s_!wsMk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5e275a39-026d-4aae-9303-a71beddbde23_1970x1336.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">All of your Grok Bots share one persistent cloud computer.</figcaption></figure></div><p>I&#8217;m sure both ChatGPT and Claude are working on a similar solution. </p><blockquote><p><strong>Your laptop&#8217;s specs will matter less when your real computer is in the cloud.</strong></p></blockquote><p>Take OpenAI&#8217;s <a href="https://www.theverge.com/ai-artificial-intelligence/976431/openai-chatgpt-battery-smart-speaker-rumor">rumored hardware device</a>. It&#8217;s a hockey-puck-sized smart speaker that doesn&#8217;t have a screen. Soon we&#8217;ll all just be talking to agents that live in our cloud computers to get them to do work.</p><div><hr></div><h2>3. Products will be built for agents first</h2><p>I&#8217;ve been trying to scratch my builder itch ever since I left my PM job. Recently, I shipped two free, open-source tools that people loved:</p><ul><li><p><strong><a href="https://github.com/petergyang/no-ai-slop">No AI Slop</a></strong> (4,400+ GitHub stars) gives agents instructions for removing AI slop from writing.</p></li><li><p><strong><a href="https://github.com/petergyang/human-review">Human Review</a></strong> (570+ GitHub stars) lets people edit HTML and Markdown files and send feedback to agents, just like a Google Doc.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ViRu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ViRu!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ViRu!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ViRu!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ViRu!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ViRu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.jpeg" width="543" height="361.7513736263736" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:970,&quot;width&quot;:1456,&quot;resizeWidth&quot;:543,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Image&quot;,&quot;title&quot;:&quot;Image&quot;,&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/$s_!ViRu!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ViRu!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ViRu!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ViRu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F08838aac-7a2e-46c0-a867-ca73fde7cb46_2800x1866.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>I think people like these products because I built them for agents first:</p><ul><li><p><strong>Both work inside your favorite AI harness.</strong> I don&#8217;t want to use another app or website &#8212; I want tools that work with ChatGPT.</p></li><li><p><strong>The agent is the primary user. </strong>For example, Human Review sends feedback to the agent to make fixes.</p></li></ul><p>My point is that many productivity products will look more like skills and tools for agents to use instead of websites and apps that people visit. </p><div><hr></div><h2>4. Most software will become commoditized</h2><p>I laugh when I see taglines like &#8220;Anyone can build an app now!&#8221; The truth is:</p><blockquote><p><strong>Software has become easier to build but much harder to monetize.</strong></p></blockquote><p>Consider the following:</p><ul><li><p><a href="https://x.com/levelsio/status/2081372113307402730">Pieter Levels </a>recently shared that he&#8217;s seeing declining traffic and revenue across indie SaaS products, including some of his own:</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9Mgp!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9Mgp!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.png 424w, https://substackcdn.com/image/fetch/$s_!9Mgp!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.png 848w, https://substackcdn.com/image/fetch/$s_!9Mgp!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.png 1272w, https://substackcdn.com/image/fetch/$s_!9Mgp!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9Mgp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.png" width="687" height="251.1103448275862" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:424,&quot;width&quot;:1160,&quot;resizeWidth&quot;:687,&quot;bytes&quot;:94480,&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/210297658?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.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/$s_!9Mgp!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.png 424w, https://substackcdn.com/image/fetch/$s_!9Mgp!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.png 848w, https://substackcdn.com/image/fetch/$s_!9Mgp!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.png 1272w, https://substackcdn.com/image/fetch/$s_!9Mgp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F285cd0a1-c73c-4eb7-af81-a55503ea8463_1160x424.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><ul><li><p>Traditional SaaS companies are also facing pressure. <a href="https://www.axios.com/2026/08/04/bending-spoons-airtable">Airtable sold for $1.29B</a> after once being valued at $11B, and <a href="https://x.com/amir/status/2086603845061235023?s=20">Canva cut its revenue forecast by 20%</a>.</p></li></ul><p>Many SaaS tools are becoming harder to justify paying for when people can just build the same thing inside ChatGPT or Claude. I recently interviewed Amol Jain (Head of Core Engineering at Replit) and asked him this spicy question:</p><div class="pullquote"><p><strong>&#8220;What vibe-coded apps actually make money?&#8221;</strong> </p></div><p>He walked me through two examples:</p><ol><li><p><strong><a href="https://trynearby.com/">TryNearby</a></strong> ($100K+ ARR) connects local businesses with creators for marketing.</p></li><li><p><strong><a href="https://replit.com/customers/genaipi">GenAIPI</a></strong> ($180K in 6 weeks) helps companies assess, train, and certify employees&#8217; AI proficiency. </p></li></ol><p>Notice that neither company sells software by itself. TryNearby has a local creator network, while GenAIPI combines AI training with a trusted credential. The software makes both services easier to deliver, but it isn&#8217;t the scarce part.</p><p>Software without a real advantage, like proprietary data, distribution, or services, will become a commodity.</p><div><hr></div><h2>5. Trust will determine the winners and losers</h2><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!1PqT!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!1PqT!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png 424w, https://substackcdn.com/image/fetch/$s_!1PqT!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png 848w, https://substackcdn.com/image/fetch/$s_!1PqT!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png 1272w, https://substackcdn.com/image/fetch/$s_!1PqT!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!1PqT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png" width="649" height="200.76070038910507" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:318,&quot;width&quot;:1028,&quot;resizeWidth&quot;:649,&quot;bytes&quot;:90699,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/210297658?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!1PqT!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png 424w, https://substackcdn.com/image/fetch/$s_!1PqT!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png 848w, https://substackcdn.com/image/fetch/$s_!1PqT!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png 1272w, https://substackcdn.com/image/fetch/$s_!1PqT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13b51b80-3ce8-4e23-aff2-c857601b3356_1028x318.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>I&#8217;ve been staying in Vancouver, and most of my friends and family here still use vanilla ChatGPT for Q&amp;A. When I ask them why, they say: &#8220;I don&#8217;t trust AI enough to give it access to my email, calendar, and other apps.&#8221;</p><blockquote><p><strong>I believe that trust is the biggest barrier to broad agent adoption.</strong></p></blockquote><p>Cloud computers will only make the trust hurdle even higher. While testing Grok Bot, I came across this screen on its cloud computer:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!PfHk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!PfHk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png 424w, https://substackcdn.com/image/fetch/$s_!PfHk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png 848w, https://substackcdn.com/image/fetch/$s_!PfHk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png 1272w, https://substackcdn.com/image/fetch/$s_!PfHk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!PfHk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png" width="627" height="429.7706043956044" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:998,&quot;width&quot;:1456,&quot;resizeWidth&quot;:627,&quot;bytes&quot;:287555,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/210297658?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!PfHk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png 424w, https://substackcdn.com/image/fetch/$s_!PfHk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png 848w, https://substackcdn.com/image/fetch/$s_!PfHk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.png 1272w, https://substackcdn.com/image/fetch/$s_!PfHk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F805ddbed-aba2-4cc0-8b26-e7f4c6c13fb1_1553x1064.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>If this were on my laptop, I&#8217;d probably be comfortable entering my password. But because it&#8217;s on a cloud computer, I hesitated. Before proceeding, I&#8217;d want to know what the computer remembers, who can access it, and how I can revoke access.</p><p>The winning products will make trust and transparency first-class product features. </p><div><hr></div><h2>Get a head start on this future now</h2><p>To recap, I think we&#8217;ll rapidly transition from using keyboards, mice, and laptops to directing agents in the cloud using our voice. If you want to get a head start:</p><ol><li><p><strong>Use <a href="https://chatgpt.com/features/voice/">ChatGPT Voice</a> to orchestrate your other threads.</strong> Talk to it and give it instructions like &#8220;Spin up a chief of staff thread to look for emails to respond to.&#8221;</p></li><li><p><strong>Try <a href="https://x.ai/bot">Grok Bot</a> to experience cloud agents. </strong>Connect it to a few of your favorite apps to see how a persistent cloud computer works.</p></li><li><p><strong>Vibe code products for agents first. </strong>Instead of vibe coding another standalone app for humans, build a tool that agents can use. Here&#8217;s my <a href="https://github.com/petergyang/">GitHub</a> for inspiration.</p></li></ol><p>Personally, I think monitoring agents on my laptop all day is incredibly draining. </p><p>I much prefer to close my laptop lid, go outside, and talk to agents to get work done. If you haven&#8217;t tried this yet, you really should.</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[Use My /Human-Review Skill to Edit HTML and Markdown Files Visually]]></title><description><![CDATA[Tired of giving AI feedback in chat? My new skill lets you edit files, leave comments, and send feedback directly to your agent using a beautiful visual interface]]></description><link>https://creatoreconomy.so/p/use-my-human-review-skill-to-edit-html-markdown-visually</link><guid isPermaLink="false">https://creatoreconomy.so/p/use-my-human-review-skill-to-edit-html-markdown-visually</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Wed, 05 Aug 2026 14:03:23 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/d51e1d72-a4aa-4a96-8dd4-824766486b49_2800x1866.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>My last open-source skill, <a href="https://github.com/petergyang/no-ai-slop">/no-ai-slop</a>, went viral with 4K GitHub stars. Today, I&#8217;m introducing <strong><a href="https://github.com/petergyang/human-review">/human-review</a></strong>, another free AI skill I think you&#8217;ll love.</p><p>Let&#8217;s face it &#8212; giving feedback to AI in chat is painful. Asking AI to &#8216;update the button text&#8217; or &#8216;edit the headline&#8217; is annoying when I often want to edit the text myself or comment on the exact parts that I want it to fix.</p><blockquote><p><strong>/human-review opens HTML and Markdown files in a visual editor where you can edit text directly, leave comments like a Google Doc, and send feedback to AI.</strong></p></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://github.com/petergyang/human-review&quot;,&quot;text&quot;:&quot;Get /human-review for free on GitHub&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://github.com/petergyang/human-review"><span>Get /human-review for free on GitHub</span></a></p><p>If you find it useful, please star the repository so more people can find it. You can also <a href="https://creatoreconomy.so/subscribe">upgrade to paid</a> to get 12+ more AI skills for personal advice, agent-ready specs, viral social posts, and more. </p><p>Watch the demo below, then keep reading to learn:</p><ol><li><p>How to install and use /human-review</p></li><li><p>How /human-review works behind the scenes</p></li></ol><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;b04de87a-e6d0-40ff-8b01-7838c9139121&quot;,&quot;duration&quot;:null}"></div><div><hr></div><p>I&#8217;m proud to partner with <a href="https://oceanstalent.com/peter">Oceans Talent</a></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/$s_!waBh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcbf799c9-c3d3-410b-8f28-390bfcc7cc41_1672x941.png 848w, https://substackcdn.com/image/fetch/$s_!waBh!,w_1272,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 1272w, https://substackcdn.com/image/fetch/$s_!waBh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcbf799c9-c3d3-410b-8f28-390bfcc7cc41_1672x941.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$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" width="599" height="336.9375" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cbf799c9-c3d3-410b-8f28-390bfcc7cc41_1672x941.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;:599,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:&quot;http://oceanstalent.com/peter&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/$s_!waBh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcbf799c9-c3d3-410b-8f28-390bfcc7cc41_1672x941.png 424w, https://substackcdn.com/image/fetch/$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 hired Char through Oceans to help with podcast production. He quickly grew beyond the original role and now creates clips, learns tools like Claude Code and Codex on his own, and delivers more every week.</p><p>Oceans Talent finds vetted operators across marketing, operations, finance, and executive support. Their hires know how to work with AI and cost one-third to one-fifth as much as comparable US talent. If you need help, <a href="https://oceanstalent.com/peter">book a call at oceanstalent.com/peter</a>.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://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://oceanstalent.com/peter"><span>Get Started for Free</span></a></p><div><hr></div><h2>How to install and use /human-review</h2><p>To install the skill, paste this into Codex, Claude Code, or your favorite AI coding tool:</p><div class="callout-block" data-callout="true"><p>Install /human-review globally: <a href="https://github.com/petergyang/human-review">https://github.com/petergyang/human-review</a></p></div><p>After you install it, you can open the visual editor by typing:</p><div class="callout-block" data-callout="true"><p>&#8220;/human-review (your file)&#8221; or &#8220;/human-review (localhost URL)&#8221;</p></div><p>In the visual editor, you&#8217;ll see a preview of your HTML or Markdown file on the left and a feedback panel on the right:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!oh-h!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff52a143-fc05-4246-9d62-c26995c66b01_1600x900.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!oh-h!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff52a143-fc05-4246-9d62-c26995c66b01_1600x900.png 424w, https://substackcdn.com/image/fetch/$s_!oh-h!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff52a143-fc05-4246-9d62-c26995c66b01_1600x900.png 848w, https://substackcdn.com/image/fetch/$s_!oh-h!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff52a143-fc05-4246-9d62-c26995c66b01_1600x900.png 1272w, https://substackcdn.com/image/fetch/$s_!oh-h!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff52a143-fc05-4246-9d62-c26995c66b01_1600x900.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!oh-h!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff52a143-fc05-4246-9d62-c26995c66b01_1600x900.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ff52a143-fc05-4246-9d62-c26995c66b01_1600x900.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Corrected human-review newsletter image&quot;,&quot;title&quot;:&quot;Corrected human-review newsletter image&quot;,&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="Corrected human-review newsletter image" title="Corrected human-review newsletter image" srcset="https://substackcdn.com/image/fetch/$s_!oh-h!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff52a143-fc05-4246-9d62-c26995c66b01_1600x900.png 424w, https://substackcdn.com/image/fetch/$s_!oh-h!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff52a143-fc05-4246-9d62-c26995c66b01_1600x900.png 848w, https://substackcdn.com/image/fetch/$s_!oh-h!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff52a143-fc05-4246-9d62-c26995c66b01_1600x900.png 1272w, https://substackcdn.com/image/fetch/$s_!oh-h!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff52a143-fc05-4246-9d62-c26995c66b01_1600x900.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>Now you can:</p><ol><li><p><strong>Edit text directly and tweak basic formatting (e.g., bold, italic).</strong></p></li><li><p><strong>Resize images</strong> by dragging their corner.</p></li><li><p><strong>Give AI feedback</strong> by selecting text or a component and leaving a comment.</p></li><li><p><strong>Send edits and comments in one batch</strong> by clicking the &#8220;Send X to agent&#8221; button.</p></li></ol><p>Giving feedback directly inside an HTML or Markdown file instead of in a separate chat window is super useful. I use /human-review to:</p><ol><li><p><strong>Edit planning docs</strong> before building new features.</p></li><li><p><strong>Edit and give feedback on landing pages.</strong></p></li><li><p><strong>Tweak product copy and remove AI slop from the UX</strong>.</p></li></ol><p>You can also Command-click links in the visual editor to navigate between pages and leave feedback on each one.</p><div><hr></div><h2>How /human-review works behind the scenes</h2><p>When you run /human-review, it starts a small local server that records your changes in the visual editor and passes them back to your AI agent.</p><ol><li><p>Every edit, deletion, and comment is saved and grouped by page.</p></li><li><p>Your agent waits for feedback in 10-minute windows and receives everything immediately when you click Send.</p></li><li><p>Note: For HTML files, direct edits and resizes save automatically. For Markdown and localhost pages, click Send so your agent can apply them to the source.</p></li></ol><p>Because the whole review loop runs locally, /human-review doesn&#8217;t require an account or API key and doesn&#8217;t upload your feedback to a separate cloud service.</p><div><hr></div><h2>Run /human-review to prevent AI from turning your project into slop</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!agVD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!agVD!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.png 424w, https://substackcdn.com/image/fetch/$s_!agVD!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.png 848w, https://substackcdn.com/image/fetch/$s_!agVD!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.png 1272w, https://substackcdn.com/image/fetch/$s_!agVD!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!agVD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.png" width="306" height="423.5684210526316" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:526,&quot;width&quot;:380,&quot;resizeWidth&quot;:306,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;I REALLY Like Slop! | Walker Books Australia&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="I REALLY Like Slop! | Walker Books Australia" title="I REALLY Like Slop! | Walker Books Australia" srcset="https://substackcdn.com/image/fetch/$s_!agVD!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.png 424w, https://substackcdn.com/image/fetch/$s_!agVD!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.png 848w, https://substackcdn.com/image/fetch/$s_!agVD!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.png 1272w, https://substackcdn.com/image/fetch/$s_!agVD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0ec35732-ea08-477f-a248-9f16983ee7dd_380x526.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">My 4-year-old&#8217;s favorite book</figcaption></figure></div><p>It&#8217;s easy to give AI feedback in chat and trust it to edit your documents without reviewing the actual files. </p><blockquote><p><strong>Over time, I&#8217;ve found that relying on AI to make edits can slop-ify your entire project if you&#8217;re not careful.</strong></p></blockquote><p>So the next time your agent creates an HTML or Markdown file:</p><ol><li><p>Type &#8220;/human-review (your file)&#8221; to open it in the visual editor.</p></li><li><p>Make a direct edit, remove slop, or leave a comment for AI to fix.</p></li><li><p>Hit Send and let your agent update the source.</p></li></ol><p><strong><a href="https://github.com/petergyang/human-review">Get /human-review for free on GitHub</a></strong> and star the repo if you find it useful! </p><div><hr></div><p>P.S. Credit to my friend <a href="https://github.com/kunchenguid">Kun</a>, whose tool <a href="https://github.com/kunchenguid/lavish-axi">Lavish</a> inspired /human-review. I built my own version to add direct editing and Markdown support.</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
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   ]]></content:encoded></item><item><title><![CDATA[How to Build Production-Ready Apps with AI | Colin Matthews]]></title><description><![CDATA[Watch now | Colin explains the architecture, deployment, security, and tool choices behind turning a Codex or Claude Code prototype into a production-ready app.]]></description><link>https://creatoreconomy.so/p/how-to-build-production-ready-apps-with-ai-colin-matthews</link><guid isPermaLink="false">https://creatoreconomy.so/p/how-to-build-production-ready-apps-with-ai-colin-matthews</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Thu, 30 Jul 2026 14:03:13 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/26852434-75b1-42d8-a0c8-2c81c11206c2_800x420.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p></p><p><em><strong><a href="https://creatoreconomy.so/subscribe">Upgrade to unlock</a></strong> this live workshop and full access to <a href="https://www.behindthecraft.com/">behindthecraft.com</a> with my best AI courses, skills, tool credits, and workshops.</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>Here&#8217;s the recording and key takeaways from our recent live workshop. Paid subscribers can find all workshop recordings <a href="https://creatoreconomy.so/s/ai-workshops">here</a>.</p><h2>Start with the architecture, not the interface</h2>
      <p>
          <a href="https://creatoreconomy.so/p/how-to-build-production-ready-apps-with-ai-colin-matthews">
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   ]]></content:encoded></item><item><title><![CDATA[Full Tutorial: From Idea to App with Claude Design and Claude Code in 25 Minutes]]></title><description><![CDATA[My six-step process to define the problem, create a design.md, prototype in Claude Design, and turn an HTML spec into a working app.]]></description><link>https://creatoreconomy.so/p/full-tutorial-from-idea-to-app-with</link><guid isPermaLink="false">https://creatoreconomy.so/p/full-tutorial-from-idea-to-app-with</guid><dc:creator><![CDATA[Peter Yang]]></dc:creator><pubDate>Wed, 29 Jul 2026 14:04:03 GMT</pubDate><enclosure url="https://substackcdn.com/image/youtube/w_728,c_limit/G9o8eoHzpxc" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Dear subscribers,</p><p>Today, I want to share my six-step process to design and build <a href="https://mytastemaker.vercel.app/">Tastemaker</a>, a website for sharing your favorite movies, TV shows, and games.</p><blockquote><p><strong>You&#8217;ll learn how to define the problem, create a design.md, prototype in Claude Design, draft an interactive HTML spec, and build the app with AI.</strong></p></blockquote><p><strong><a href="https://youtu.be/G9o8eoHzpxc">Watch my 25-minute tutorial</a></strong> to see me cover all six steps live, or keep reading below.</p><div id="youtube2-G9o8eoHzpxc" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;G9o8eoHzpxc&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/G9o8eoHzpxc?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>Timestamps:</p><ul><li><p><a href="https://www.youtube.com/watch?v=G9o8eoHzpxc">(00:00)</a> My six-step AI-native design process</p></li><li><p><a href="https://www.youtube.com/watch?v=G9o8eoHzpxc&amp;t=50s">(00:50)</a> Step 1: Define the user problem before building</p></li><li><p><a href="https://www.youtube.com/watch?v=G9o8eoHzpxc&amp;t=145s">(02:25)</a> Step 2: Get inspired and create a design.md</p></li><li><p><a href="https://www.youtube.com/watch?v=G9o8eoHzpxc&amp;t=300s">(05:00)</a> Step 3: Prototype key screens in Claude Design</p></li><li><p><a href="https://www.youtube.com/watch?v=G9o8eoHzpxc&amp;t=779s">(12:59)</a> Step 4: Create an HTML spec for product, design, and tech</p></li><li><p><a href="https://www.youtube.com/watch?v=G9o8eoHzpxc&amp;t=1022s">(17:02)</a> Step 5: Design the core flows, default states, and edge cases</p></li><li><p><a href="https://www.youtube.com/watch?v=G9o8eoHzpxc&amp;t=1242s">(20:42)</a> Step 6: Build the app with Claude Code</p></li><li><p><a href="https://www.youtube.com/watch?v=G9o8eoHzpxc&amp;t=1387s">(23:07)</a> Recap: Why planning should take at least half your time</p></li></ul><div><hr></div><p>I&#8217;m proud to partner with <strong><a href="https://replit.com/?utm_source=creator&amp;utm_medium=organic&amp;utm_campaign=creator_program&amp;utm_content=peteryang">Replit</a></strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://replit.com/?utm_source=creator&amp;utm_medium=organic&amp;utm_campaign=creator_program&amp;utm_content=peteryang" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!B6sQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8ebb490-e85d-4059-ac74-1b2b74dc5ca0_2880x1506.png 424w, https://substackcdn.com/image/fetch/$s_!B6sQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8ebb490-e85d-4059-ac74-1b2b74dc5ca0_2880x1506.png 848w, https://substackcdn.com/image/fetch/$s_!B6sQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8ebb490-e85d-4059-ac74-1b2b74dc5ca0_2880x1506.png 1272w, https://substackcdn.com/image/fetch/$s_!B6sQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8ebb490-e85d-4059-ac74-1b2b74dc5ca0_2880x1506.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!B6sQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8ebb490-e85d-4059-ac74-1b2b74dc5ca0_2880x1506.png" width="669" height="349.66277472527474" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8ebb490-e85d-4059-ac74-1b2b74dc5ca0_2880x1506.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:761,&quot;width&quot;:1456,&quot;resizeWidth&quot;:669,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:&quot;https://replit.com/?utm_source=creator&amp;utm_medium=organic&amp;utm_campaign=creator_program&amp;utm_content=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/$s_!B6sQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8ebb490-e85d-4059-ac74-1b2b74dc5ca0_2880x1506.png 424w, https://substackcdn.com/image/fetch/$s_!B6sQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8ebb490-e85d-4059-ac74-1b2b74dc5ca0_2880x1506.png 848w, https://substackcdn.com/image/fetch/$s_!B6sQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8ebb490-e85d-4059-ac74-1b2b74dc5ca0_2880x1506.png 1272w, https://substackcdn.com/image/fetch/$s_!B6sQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8ebb490-e85d-4059-ac74-1b2b74dc5ca0_2880x1506.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>Replit is now available inside Claude Design, so you can design beautiful apps and send them directly to Replit to build. To try it, simply select Share in Claude Design, open the Send to&#8230; menu, and choose Replit. Get 3 months of Replit free with code <strong>PYANG26</strong> at checkout.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://replit.com/?utm_source=creator&amp;utm_medium=organic&amp;utm_campaign=creator_program&amp;utm_content=peteryang&quot;,&quot;text&quot;:&quot;Get Replit for 3 Months 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://replit.com/?utm_source=creator&amp;utm_medium=organic&amp;utm_campaign=creator_program&amp;utm_content=peteryang"><span>Get Replit for 3 Months Free</span></a></p><div><hr></div><h2>1. Define the user problem</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!a5Ye!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2588b09d-b08f-4766-8d92-1a76ff83b600_1818x1404.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!a5Ye!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2588b09d-b08f-4766-8d92-1a76ff83b600_1818x1404.png 424w, https://substackcdn.com/image/fetch/$s_!a5Ye!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2588b09d-b08f-4766-8d92-1a76ff83b600_1818x1404.png 848w, 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srcset="https://substackcdn.com/image/fetch/$s_!a5Ye!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2588b09d-b08f-4766-8d92-1a76ff83b600_1818x1404.png 424w, https://substackcdn.com/image/fetch/$s_!a5Ye!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2588b09d-b08f-4766-8d92-1a76ff83b600_1818x1404.png 848w, https://substackcdn.com/image/fetch/$s_!a5Ye!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2588b09d-b08f-4766-8d92-1a76ff83b600_1818x1404.png 1272w, https://substackcdn.com/image/fetch/$s_!a5Ye!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2588b09d-b08f-4766-8d92-1a76ff83b600_1818x1404.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">My <a href="https://mytastemaker.vercel.app/">taste profile page</a> with my favorite movies, TV shows, and games</figcaption></figure></div><p>I&#8217;ve watched thousands of movies and TV shows and played hundreds of video games over the years. But IMDb isn&#8217;t a great interface and Letterboxd doesn&#8217;t support games.</p><p>That&#8217;s why I decided to build <strong><a href="https://mytastemaker.vercel.app/">Tastemaker</a></strong> to share my favorite movies, shows, and games all on one page. To kick off the project, I asked Claude Code to research and define the user problem with this prompt:</p><div class="callout-block" data-callout="true"><p>/spec I&#8217;m a huge fan of movies, TV shows, and games, and I want one page that shows what I love across all three. Can you define the user problem, who this is for, and any evidence online that this problem exists?</p></div><p>Here&#8217;s the problem statement Claude came up with:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!uSRs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!uSRs!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.png 424w, https://substackcdn.com/image/fetch/$s_!uSRs!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.png 848w, https://substackcdn.com/image/fetch/$s_!uSRs!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.png 1272w, https://substackcdn.com/image/fetch/$s_!uSRs!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!uSRs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.png" width="506" height="421.6666666666667" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:790,&quot;width&quot;:948,&quot;resizeWidth&quot;:506,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!uSRs!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.png 424w, https://substackcdn.com/image/fetch/$s_!uSRs!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.png 848w, https://substackcdn.com/image/fetch/$s_!uSRs!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.png 1272w, https://substackcdn.com/image/fetch/$s_!uSRs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F84ac6fa0-8e66-4926-aa95-70811f139b50_948x790.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>Note how Claude used my spec skill to find real evidence that other people share the same problem. Of course, if I wanted to turn this into a real business, I would spend more time upfront talking to users to validate the opportunity. But since I&#8217;m building this as a personal app, let&#8217;s move on to step 2.</p><div><hr></div><p><strong>Get my /spec skill by <a href="https://creatoreconomy.so/subscribe">upgrading to a paid membership</a></strong></p><p>The last skill that I open-sourced, <a href="https://github.com/petergyang/no-ai-slop">/no-ai-slop</a>, went viral with 3.1K GitHub stars. I&#8217;m just as proud of my /spec skill that I use throughout this tutorial. It creates an HTML spec with the product, design, and tech requirements all in one place. Get it, along with 12+ other hand-crafted skills, by upgrading to a <a href="https://creatoreconomy.so/subscribe">paid membership</a>.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!nAGk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!nAGk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png 424w, https://substackcdn.com/image/fetch/$s_!nAGk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png 848w, https://substackcdn.com/image/fetch/$s_!nAGk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png 1272w, https://substackcdn.com/image/fetch/$s_!nAGk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!nAGk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png" width="1456" height="773" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:773,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:203043,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/207837501?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!nAGk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png 424w, https://substackcdn.com/image/fetch/$s_!nAGk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png 848w, https://substackcdn.com/image/fetch/$s_!nAGk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.png 1272w, https://substackcdn.com/image/fetch/$s_!nAGk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07eef9a4-6d0b-403e-8a19-be07ef7dc914_1586x842.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">My /spec skill will even make UI components to keep your designs consistent</figcaption></figure></div><div><hr></div><h2>2. Get inspired and create a design.md</h2><p>A design.md is simply a text file with guidelines for color, typography, spacing, and more. It&#8217;s a necessary step to avoid AI generating designs that have that recognizable Claude look.</p><p>To create a design.md, I like to start by finding inspiration. Recently, I came across a beautiful app called <a href="https://apps.apple.com/us/app/monogram-ai/id6772350876">Monogram</a> and love how it uses color to focus people on the content instead of the UI:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!srzN!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e4ae29c-5267-479d-972f-328806721f0b_1284x1022.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!srzN!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e4ae29c-5267-479d-972f-328806721f0b_1284x1022.png 424w, https://substackcdn.com/image/fetch/$s_!srzN!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e4ae29c-5267-479d-972f-328806721f0b_1284x1022.png 848w, https://substackcdn.com/image/fetch/$s_!srzN!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e4ae29c-5267-479d-972f-328806721f0b_1284x1022.png 1272w, https://substackcdn.com/image/fetch/$s_!srzN!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e4ae29c-5267-479d-972f-328806721f0b_1284x1022.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!srzN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e4ae29c-5267-479d-972f-328806721f0b_1284x1022.png" width="465" height="370.11682242990656" 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srcset="https://substackcdn.com/image/fetch/$s_!srzN!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e4ae29c-5267-479d-972f-328806721f0b_1284x1022.png 424w, https://substackcdn.com/image/fetch/$s_!srzN!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e4ae29c-5267-479d-972f-328806721f0b_1284x1022.png 848w, https://substackcdn.com/image/fetch/$s_!srzN!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e4ae29c-5267-479d-972f-328806721f0b_1284x1022.png 1272w, https://substackcdn.com/image/fetch/$s_!srzN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4e4ae29c-5267-479d-972f-328806721f0b_1284x1022.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 copied a few of Monogram&#8217;s screens into Claude along with this prompt to create the design.md for Tastemaker:</p><div class="callout-block" data-callout="true"><p>Here are a few screens from Monogram that I like. Can you create a design.md for Tastemaker based on this visual direction? Keep the interface quiet and let the cover art carry the color.</p></div><p>Claude will then create a design.md like this:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Mi75!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Mi75!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png 424w, https://substackcdn.com/image/fetch/$s_!Mi75!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png 848w, https://substackcdn.com/image/fetch/$s_!Mi75!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png 1272w, https://substackcdn.com/image/fetch/$s_!Mi75!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Mi75!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png" width="1456" height="716" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:716,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:143040,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/207837501?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Mi75!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png 424w, https://substackcdn.com/image/fetch/$s_!Mi75!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png 848w, https://substackcdn.com/image/fetch/$s_!Mi75!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.png 1272w, https://substackcdn.com/image/fetch/$s_!Mi75!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F00eeb722-82ec-415b-a37d-6d1db2db7c13_1582x778.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>For more inspiration, you can also check out <a href="https://mobbin.com/">Mobbin</a> for app screenshots and <a href="https://designmd.sh/">designmd.sh</a> for design.md files for popular products.</p><blockquote><p><strong>Quick note:</strong> Getting inspiration is different from straight-up copying an app.</p></blockquote><p>I feel comfortable borrowing a little from Monogram&#8217;s design because Tastemaker is in a completely different product category. </p><p>With the design.md ready, let&#8217;s move to <a href="https://claude.com/product/design">Claude Design</a> to prototype the product.</p><div><hr></div><h2>3. Prototype key screens in Claude Design</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!09ow!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!09ow!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png 424w, https://substackcdn.com/image/fetch/$s_!09ow!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png 848w, https://substackcdn.com/image/fetch/$s_!09ow!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png 1272w, https://substackcdn.com/image/fetch/$s_!09ow!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!09ow!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png" width="1456" height="889" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:889,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:732373,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://creatoreconomy.so/i/207837501?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!09ow!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png 424w, https://substackcdn.com/image/fetch/$s_!09ow!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png 848w, https://substackcdn.com/image/fetch/$s_!09ow!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.png 1272w, https://substackcdn.com/image/fetch/$s_!09ow!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F989b8074-434e-4312-aa8e-1a579f36f51a_1994x1218.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><a href="https://claude.com/product/design">Claude Design</a> is my favorite AI-native design tool because it feels more like working with a design partner than using a tool.</p><blockquote><p><strong>Tip:</strong> You don&#8217;t need Fable to prototype with Claude Design. I found Opus perfectly up to the task if you want to save tokens.</p></blockquote><p>Here&#8217;s the prompt, along with the design.md, to kick off the Claude Design project:</p>
      <p>
          <a href="https://creatoreconomy.so/p/full-tutorial-from-idea-to-app-with">
              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" 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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" 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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>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>
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