{"id":23586,"date":"2026-08-27T21:56:44","date_gmt":"2026-08-27T21:56:44","guid":{"rendered":"https:\/\/scannn.com\/growing-lazyweb-to-50k-agents\/"},"modified":"2026-08-27T21:56:44","modified_gmt":"2026-08-27T21:56:44","slug":"growing-lazyweb-to-50k-agents","status":"publish","type":"post","link":"https:\/\/scannn.com\/lv\/growing-lazyweb-to-50k-agents\/","title":{"rendered":"Growing Lazyweb to 50k+ Agents"},"content":{"rendered":"\n<div dir=\"auto\">\n<div class=\"captioned-image-container\">\n<figure><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!bF-P!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5aa3da80-3297-42fc-b13e-ce511e961e09_1983x793.jpeg\" data-component-name=\"Image2ToDOM\" class=\"image-link image2 is-viewable-img can-restack\"><\/p>\n<div class=\"image2-inset\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!bF-P!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5aa3da80-3297-42fc-b13e-ce511e961e09_1983x793.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!bF-P!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5aa3da80-3297-42fc-b13e-ce511e961e09_1983x793.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!bF-P!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5aa3da80-3297-42fc-b13e-ce511e961e09_1983x793.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!bF-P!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5aa3da80-3297-42fc-b13e-ce511e961e09_1983x793.jpeg 1456w\" sizes=\"100vw\"\/><\/picture><\/div>\n<p><\/a><\/figure>\n<\/div>\n<p>Growth is an ever-changing field, especially now while we are in the middle of this change.<\/p>\n<p>With Lazyweb, I\u2019ve tested a lot of distribution channels and growth tactics.<\/p>\n<p><strong>The results speak for themselves: 50k signups. $0 marketing. A couple of months.<\/strong><\/p>\n<p>Most of it didn\u2019t work. Some did and a couple broke out.<\/p>\n<p>Here\u2019s everything we tried so far..<\/p>\n<div class=\"captioned-image-container\">\n<figure><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!iFm4!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg\" data-component-name=\"Image2ToDOM\" class=\"image-link image2 is-viewable-img can-restack\"><\/p>\n<div class=\"image2-inset\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!iFm4!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!iFm4!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!iFm4!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!iFm4!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg 1456w\" sizes=\"100vw\"\/><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!iFm4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg\" width=\"1456\" height=\"910\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:910,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\" title=\"\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!iFm4!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!iFm4!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!iFm4!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!iFm4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4d6d05a2-c2ec-402f-a101-fe84c7de7b1d_1600x1000.jpeg 1456w\" sizes=\"100vw\" class=\"sizing-normal\"\/><\/picture><\/div>\n<p><\/a><\/figure>\n<\/div>\n<p><strong>Sharing my story on X \u2014 <\/strong><\/p>\n<p>Great for customers, investors, and product feedback. The MCP launch post reached 365k+ views.<\/p>\n<p><a href=\"https:\/\/x.com\/abouelatta_ali\/status\/2050579689249333722\" target=\"_blank\" rel=\"noopener noreferrer\" data-component-name=\"Twitter2ToDOM\" class=\"pencraft pc-display-contents pc-reset\"><\/p>\n<div data-attrs=\"{&quot;url&quot;:&quot;https:\/\/x.com\/abouelatta_ali\/status\/2050579689249333722&quot;,&quot;full_text&quot;:&quot;I hated how bad agents are at design\\n\\nI hated how Codex can't access Mobbin\\n\\nSo I created Lazyweb\\n\\n- 257k+ screens (apps\/web)\\n- 6 opinionated design research skills\\n- 1 MCP (Claude\/Codex)\\n\\n100% Free...AI native...no rate limits...no subscriptions..\\n\\nEnjoy (and tell a friend) &#x1fae1; &quot;,&quot;username&quot;:&quot;abouelatta_ali&quot;,&quot;name&quot;:&quot;Ali Abouelatta&quot;,&quot;profile_image_url&quot;:&quot;https:\/\/pbs.substack.com\/profile_images\/1937333673340157952\/MXUrEBll_normal.jpg&quot;,&quot;date&quot;:&quot;2026-05-02T14:14:30.000Z&quot;,&quot;photos&quot;:[{&quot;img_url&quot;:&quot;https:\/\/substackcdn.com\/image\/fetch\/$s_!W4MG!,w_1028,c_limit,f_auto,q_auto:best,fl_progressive:steep\/l_play_button_usfui2,w_88,e_colorize:0\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F__ss-rehost__tw-video-preview-13_2050579628285124608.jpg&quot;,&quot;link_url&quot;:&quot;https:\/\/t.co\/ThpxaJGG2K&quot;}],&quot;quoted_tweet&quot;:{},&quot;reply_count&quot;:191,&quot;retweet_count&quot;:376,&quot;like_count&quot;:5486,&quot;impression_count&quot;:365847,&quot;expanded_url&quot;:null,&quot;video_url&quot;:&quot;https:\/\/video.twimg.com\/amplify_video\/2050579628285124608\/vid\/avc1\/720x720\/iyaGJn-x2Fq967e1.mp4&quot;,&quot;video_preview_media_key&quot;:&quot;13_2050579628285124608&quot;,&quot;belowTheFold&quot;:true}\" class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-12 pc-padding-16 pc-reset bg-primary-zk6FDl outline-detail-vcQLyr pc-borderRadius-md sizing-border-box-DggLA4 pressable-lg-kV7yq8 font-text-qe4AeH tweet-fWkQfo twitter-embed\">\n<div class=\"pencraft pc-display-flex pc-flexDirection-row pc-gap-12 pc-alignItems-center pc-reset\">\n<div style=\"--scale:40px;\" class=\"pencraft pc-display-flex pc-width-40 pc-height-40 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\">\n<div style=\"--scale:40px;\" title=\"User\" class=\"pencraft pc-display-flex pc-width-40 pc-height-40 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_80,h_80,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_120,h_120,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg\" alt=\"X avatar for @abouelatta_ali\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_80,h_80,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_120,h_120,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\" width=\"40\" height=\"40\" draggable=\"false\" loading=\"lazy\" class=\"img-OACg1c object-fit-cover-u4ReeV pencraft pc-reset\"\/><\/picture><\/div>\n<\/div>\n<p><span class=\"pencraft pc-reset weight-semibold-uqA4FV reset-IxiVJZ\">Ali Abouelatta<\/span><span class=\"pencraft pc-reset color-secondary-ls1g8s reset-IxiVJZ\">@abouelatta_ali<\/span><\/p>\n<p><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" style=\"height:20px;width:20px;\" width=\"20\" height=\"20\" viewbox=\"0 0 20 20\" fill=\"var(--color-fg-primary)\" stroke-width=\"1.8\" stroke=\"#000\"><g><path stroke=\"none\" fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M13.2879 19.1666L8.66337 12.575L2.87405 19.1666H0.424805L7.57674 11.0258L0.424805 0.833252H6.71309L11.0717 7.04577L16.5327 0.833252H18.982L12.1619 8.59699L19.5762 19.1666H13.2879ZM16.0154 17.3083H14.3665L3.93176 2.69159H5.58092L9.7601 8.54422L10.4828 9.55981L16.0154 17.3083Z\"\/><\/g><\/svg><\/div>\n<p>I hated how bad agents are at design<\/p>\n<p>I hated how Codex can&#8217;t access Mobbin<\/p>\n<p>So I created Lazyweb<\/p>\n<p>&#8211; 257k+ screens (apps\/web)<br \/>\n&#8211; 6 opinionated design research skills<br \/>\n&#8211; 1 MCP (Claude\/Codex)<\/p>\n<p>100% Free&#8230;AI native&#8230;no rate limits&#8230;no subscriptions..<\/p>\n<p>Enjoy (and tell a friend)  <\/p>\n<div class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-8 pc-reset\">\n<p><span class=\"pencraft pc-reset reset-IxiVJZ\">2:14 PM \u00b7 May 2, 2026<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">366K Views<\/span><\/p>\n<p><span class=\"pencraft pc-reset reset-IxiVJZ\">191 Replies<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">376 Reposts<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">5.49K Likes<\/span><\/p>\n<\/div>\n<\/div>\n<p><\/a><\/p>\n<p><strong>Sharing my story on Substack \u2014 <\/strong><\/p>\n<p>Great for the soul (: I love writing this newsletter.<\/p>\n<p><strong>Automatic routing to the MCP from <\/strong><code>agents.md<\/code><strong> \u2014 <\/strong><\/p>\n<div class=\"captioned-image-container\">\n<figure><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!dch5!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg\" data-component-name=\"Image2ToDOM\" class=\"image-link image2 is-viewable-img can-restack\"><\/p>\n<div class=\"image2-inset\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!dch5!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!dch5!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!dch5!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!dch5!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg 1456w\" sizes=\"100vw\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!dch5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg\" width=\"1456\" height=\"819\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\" title=\"\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!dch5!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!dch5!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!dch5!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!dch5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d41052e-6afb-446c-aeaf-e932f44d2405_1672x941.jpeg 1456w\" sizes=\"auto, 100vw\" loading=\"lazy\" class=\"sizing-normal\"\/><\/picture><\/div>\n<p><\/a><\/figure>\n<\/div>\n<p><strong>Guest accounts for agents \u2014 <\/strong><\/p>\n<p>We removed the email requirement so agents could download, connect, and start using the Lazyweb MCP.<\/p>\n<p><strong>One-line installation command \u2014 <\/strong><\/p>\n<div class=\"captioned-image-container\">\n<figure><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!MfXi!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg\" data-component-name=\"Image2ToDOM\" class=\"image-link image2 is-viewable-img can-restack\"><\/p>\n<div class=\"image2-inset\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!MfXi!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!MfXi!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!MfXi!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!MfXi!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg 1456w\" sizes=\"100vw\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!MfXi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg\" width=\"1440\" height=\"840\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/ef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:840,&quot;width&quot;:1440,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\" title=\"\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!MfXi!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!MfXi!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!MfXi!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!MfXi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef761622-351f-432b-9066-e9c8e0ed427d_1440x840.jpeg 1456w\" sizes=\"auto, 100vw\" loading=\"lazy\" class=\"sizing-normal\"\/><\/picture><\/div>\n<p><\/a><\/figure>\n<\/div>\n<p><strong>Playground for humans before connecting to an agent \u2014 <\/strong><\/p>\n<p>A lot of growth work is just \u201cbeing out there.\u201d The lazy version of that is spam \u2014 Claude generating \u201c9 best customer support AI agents 2026\u201d for the 150th time.<\/p>\n<p>It won\u2019t work. It assumes the labs are stupid. They don\u2019t make money from ads, and they definitely don\u2019t make money from their agents being unreliable.<\/p>\n<p>So what are OpenAI and Gemini optimizing their agents for? Higher quality, faster, cheaper. Not hard to guess.<\/p>\n<p><strong>If you wanna grow, make ChatGPT look good.<\/strong><\/p>\n<p>Took me a while to land there. I was wired on what used to work.<\/p>\n<div class=\"captioned-image-container\">\n<figure><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!cKaD!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg\" data-component-name=\"Image2ToDOM\" class=\"image-link image2 is-viewable-img can-restack\"><\/p>\n<div class=\"image2-inset\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!cKaD!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!cKaD!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!cKaD!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!cKaD!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg 1456w\" sizes=\"100vw\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!cKaD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg\" width=\"1180\" height=\"720\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:720,&quot;width&quot;:1180,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\" title=\"\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!cKaD!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!cKaD!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!cKaD!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!cKaD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F49eedd14-f537-4648-ba6e-7db7e0dce32a_1180x720.jpeg 1456w\" sizes=\"auto, 100vw\" loading=\"lazy\" class=\"sizing-normal\"\/><\/picture><\/div>\n<p><\/a><\/figure>\n<\/div>\n<div class=\"captioned-image-container\">\n<figure><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!koIy!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg\" data-component-name=\"Image2ToDOM\" class=\"image-link image2 is-viewable-img can-restack\"><\/p>\n<div class=\"image2-inset\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!koIy!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!koIy!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!koIy!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!koIy!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg 1456w\" sizes=\"100vw\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!koIy!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg\" width=\"1180\" height=\"720\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:720,&quot;width&quot;:1180,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\" title=\"\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!koIy!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!koIy!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!koIy!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!koIy!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65aae350-2f8a-4da5-a142-c4f89b095d09_1180x720.jpeg 1456w\" sizes=\"auto, 100vw\" loading=\"lazy\" class=\"sizing-normal\"\/><\/picture><\/div>\n<p><\/a><\/figure>\n<\/div>\n<ul>\n<li>\n<p>A free MCP server for our blog, so agents can search it faster <\/p>\n<\/li>\n<li>\n<p><span>A <\/span><code>.md<\/code><span> version of every blog post  \u2014 neutral result.<\/span><\/p>\n<\/li>\n<\/ul>\n<div class=\"captioned-image-container\">\n<figure><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!uEDM!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg\" data-component-name=\"Image2ToDOM\" class=\"image-link image2 is-viewable-img can-restack\"><\/p>\n<div class=\"image2-inset\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!uEDM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!uEDM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!uEDM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!uEDM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg 1456w\" sizes=\"100vw\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!uEDM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg\" width=\"1180\" height=\"720\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:720,&quot;width&quot;:1180,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\" title=\"\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!uEDM!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!uEDM!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!uEDM!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!uEDM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F59add05c-3f88-4a24-832d-88d268eb1541_1180x720.jpeg 1456w\" sizes=\"auto, 100vw\" loading=\"lazy\" class=\"sizing-normal\"\/><\/picture><\/div>\n<p><\/a><\/figure>\n<\/div>\n<p>Changing Hyperlinks \u2192 Citations <\/p>\n<div class=\"captioned-image-container\">\n<figure><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!k5Kr!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg\" data-component-name=\"Image2ToDOM\" class=\"image-link image2 is-viewable-img can-restack\"><\/p>\n<div class=\"image2-inset\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!k5Kr!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!k5Kr!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!k5Kr!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!k5Kr!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg 1456w\" sizes=\"100vw\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!k5Kr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg\" width=\"1180\" height=\"460\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/b1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:460,&quot;width&quot;:1180,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\" title=\"\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!k5Kr!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!k5Kr!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!k5Kr!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!k5Kr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1a58070-8c9c-4e4c-8ee7-0dc7c84bf31b_1180x460.jpeg 1456w\" sizes=\"auto, 100vw\" loading=\"lazy\" class=\"sizing-normal\"\/><\/picture><\/div>\n<p><\/a><\/figure>\n<\/div>\n<p>Both of these we never measured their impact, so I\u2019m keeping the result as unknown.<\/p>\n<p>We, as humans, have a weird bias. We assume people value their time way less than we value our own. They don\u2019t.<\/p>\n<p>What if they steal my idea? What if they steal my data? What if they steal my insights? What if what if what if what if.<\/p>\n<p>Take inspiration from open source. No one wants to put in the effort to roll up their own services.<\/p>\n<ul>\n<li>\n<p><span>A free skill on GitHub, <\/span><a href=\"https:\/\/skills.sh\/\">skills.sh<\/a><span>, etc. \u2014 <\/span><\/p>\n<\/li>\n<\/ul>\n<div class=\"captioned-image-container\">\n<figure><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!oZmw!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg\" data-component-name=\"Image2ToDOM\" class=\"image-link image2 is-viewable-img can-restack\"><\/p>\n<div class=\"image2-inset\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!oZmw!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!oZmw!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!oZmw!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!oZmw!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg 1456w\" sizes=\"100vw\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!oZmw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg\" width=\"1000\" height=\"720\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:720,&quot;width&quot;:1000,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\" title=\"\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!oZmw!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!oZmw!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!oZmw!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!oZmw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F041d0958-02b9-49f0-974b-bc809a5ca8ec_1000x720.jpeg 1456w\" sizes=\"auto, 100vw\" loading=\"lazy\" class=\"sizing-normal\"\/><\/picture><\/div>\n<p><\/a><\/figure>\n<\/div>\n<p><strong>Free access to data on the web app \u2014 <\/strong><span> \u2014 This worked really well for growth, but it became a time sink because of scrapers and DDoS attacks, so we turned it off.<\/span><\/p>\n<p><a href=\"https:\/\/x.com\/abouelatta_ali\/status\/2050642156138697077\" target=\"_blank\" rel=\"noopener noreferrer\" data-component-name=\"Twitter2ToDOM\" class=\"pencraft pc-display-contents pc-reset\"><\/p>\n<div data-attrs=\"{&quot;url&quot;:&quot;https:\/\/x.com\/abouelatta_ali\/status\/2050642156138697077&quot;,&quot;full_text&quot;:&quot;&lt;span class=\\&quot;tweet-fake-link\\&quot;&gt;@edgarasben&lt;\/span&gt; Since u already pay for all the tokens to do the research (I just provide the skills + data) my costs are rlly low (few hundred $$ \/ month)\\n\\nI can afford it (:&quot;,&quot;username&quot;:&quot;abouelatta_ali&quot;,&quot;name&quot;:&quot;Ali Abouelatta&quot;,&quot;profile_image_url&quot;:&quot;https:\/\/pbs.substack.com\/profile_images\/1937333673340157952\/MXUrEBll_normal.jpg&quot;,&quot;date&quot;:&quot;2026-05-02T18:22:43.000Z&quot;,&quot;photos&quot;:[],&quot;quoted_tweet&quot;:{},&quot;reply_count&quot;:1,&quot;retweet_count&quot;:0,&quot;like_count&quot;:2,&quot;impression_count&quot;:383,&quot;expanded_url&quot;:null,&quot;video_url&quot;:null,&quot;video_preview_media_key&quot;:null,&quot;belowTheFold&quot;:true}\" class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-12 pc-padding-16 pc-reset bg-primary-zk6FDl outline-detail-vcQLyr pc-borderRadius-md sizing-border-box-DggLA4 pressable-lg-kV7yq8 font-text-qe4AeH tweet-fWkQfo twitter-embed\">\n<div class=\"pencraft pc-display-flex pc-flexDirection-row pc-gap-12 pc-alignItems-center pc-reset\">\n<div style=\"--scale:40px;\" class=\"pencraft pc-display-flex pc-width-40 pc-height-40 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\">\n<div style=\"--scale:40px;\" title=\"User\" class=\"pencraft pc-display-flex pc-width-40 pc-height-40 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_80,h_80,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_120,h_120,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg\" alt=\"X avatar for @abouelatta_ali\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_80,h_80,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_120,h_120,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\" width=\"40\" height=\"40\" draggable=\"false\" loading=\"lazy\" class=\"img-OACg1c object-fit-cover-u4ReeV pencraft pc-reset\"\/><\/picture><\/div>\n<\/div>\n<p><span class=\"pencraft pc-reset weight-semibold-uqA4FV reset-IxiVJZ\">Ali Abouelatta<\/span><span class=\"pencraft pc-reset color-secondary-ls1g8s reset-IxiVJZ\">@abouelatta_ali<\/span><\/p>\n<p><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" style=\"height:20px;width:20px;\" width=\"20\" height=\"20\" viewbox=\"0 0 20 20\" fill=\"var(--color-fg-primary)\" stroke-width=\"1.8\" stroke=\"#000\"><g><path stroke=\"none\" fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M13.2879 19.1666L8.66337 12.575L2.87405 19.1666H0.424805L7.57674 11.0258L0.424805 0.833252H6.71309L11.0717 7.04577L16.5327 0.833252H18.982L12.1619 8.59699L19.5762 19.1666H13.2879ZM16.0154 17.3083H14.3665L3.93176 2.69159H5.58092L9.7601 8.54422L10.4828 9.55981L16.0154 17.3083Z\"\/><\/g><\/svg><\/div>\n<p><span class=\"tweet-fake-link\">@edgarasben<\/span> Since u already pay for all the tokens to do the research (I just provide the skills + data) my costs are rlly low (few hundred $$ \/ month)<\/p>\n<p>I can afford it (:<\/p>\n<div class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-8 pc-reset\">\n<p><span class=\"pencraft pc-reset reset-IxiVJZ\">6:22 PM \u00b7 May 2, 2026<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">383 Views<\/span><\/p>\n<p><span class=\"pencraft pc-reset reset-IxiVJZ\">1 Reply<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">2 Likes<\/span><\/p>\n<\/div>\n<\/div>\n<p><\/a><a href=\"https:\/\/x.com\/abouelatta_ali\/status\/2087822898824389084\" target=\"_blank\" rel=\"noopener noreferrer\" data-component-name=\"Twitter2ToDOM\" class=\"pencraft pc-display-contents pc-reset\"><\/p>\n<div data-attrs=\"{&quot;url&quot;:&quot;https:\/\/x.com\/abouelatta_ali\/status\/2087822898824389084&quot;,&quot;full_text&quot;:&quot;PRODUCT PEOPLE: YOU\u2019RE PROBABLY WORSE AT GROWTH THAN A COIN FLIP.\\n\\nI BUILT A GAME TO PROVE IT.\\n\\n10 REAL EXPERIMENTS. REAL COMPANIES. ZERO HINTS.\\n\\n50%+ = OG.\\nBELOW 50% = NEVER SAY \u201cDATA-DRIVEN\u201d AGAIN.\\n\\nLIVE ON PRODUCT HUNT:\\n&lt;a class=\\&quot;tweet-url\\&quot; href=\\&quot;https:\/\/www.producthunt.com\/products\/grow-or-no-grow\\&quot;&gt;producthunt.com\/products\/grow-\u2026&lt;\/a&gt;&quot;,&quot;username&quot;:&quot;abouelatta_ali&quot;,&quot;name&quot;:&quot;Ali Abouelatta&quot;,&quot;profile_image_url&quot;:&quot;https:\/\/pbs.substack.com\/profile_images\/1937333673340157952\/MXUrEBll_normal.jpg&quot;,&quot;date&quot;:&quot;2026-08-13T08:45:43.000Z&quot;,&quot;photos&quot;:[],&quot;quoted_tweet&quot;:{},&quot;reply_count&quot;:7,&quot;retweet_count&quot;:0,&quot;like_count&quot;:11,&quot;impression_count&quot;:4349,&quot;expanded_url&quot;:null,&quot;video_url&quot;:null,&quot;video_preview_media_key&quot;:null,&quot;belowTheFold&quot;:true}\" class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-12 pc-padding-16 pc-reset bg-primary-zk6FDl outline-detail-vcQLyr pc-borderRadius-md sizing-border-box-DggLA4 pressable-lg-kV7yq8 font-text-qe4AeH tweet-fWkQfo twitter-embed\">\n<div class=\"pencraft pc-display-flex pc-flexDirection-row pc-gap-12 pc-alignItems-center pc-reset\">\n<div style=\"--scale:40px;\" class=\"pencraft pc-display-flex pc-width-40 pc-height-40 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\">\n<div style=\"--scale:40px;\" title=\"User\" class=\"pencraft pc-display-flex pc-width-40 pc-height-40 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_80,h_80,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_120,h_120,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg\" alt=\"X avatar for @abouelatta_ali\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_80,h_80,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_120,h_120,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\" width=\"40\" height=\"40\" draggable=\"false\" loading=\"lazy\" class=\"img-OACg1c object-fit-cover-u4ReeV pencraft pc-reset\"\/><\/picture><\/div>\n<\/div>\n<p><span class=\"pencraft pc-reset weight-semibold-uqA4FV reset-IxiVJZ\">Ali Abouelatta<\/span><span class=\"pencraft pc-reset color-secondary-ls1g8s reset-IxiVJZ\">@abouelatta_ali<\/span><\/p>\n<p><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" style=\"height:20px;width:20px;\" width=\"20\" height=\"20\" viewbox=\"0 0 20 20\" fill=\"var(--color-fg-primary)\" stroke-width=\"1.8\" stroke=\"#000\"><g><path stroke=\"none\" fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M13.2879 19.1666L8.66337 12.575L2.87405 19.1666H0.424805L7.57674 11.0258L0.424805 0.833252H6.71309L11.0717 7.04577L16.5327 0.833252H18.982L12.1619 8.59699L19.5762 19.1666H13.2879ZM16.0154 17.3083H14.3665L3.93176 2.69159H5.58092L9.7601 8.54422L10.4828 9.55981L16.0154 17.3083Z\"\/><\/g><\/svg><\/div>\n<div class=\"pencraft pc-reset line-height-20-t4M0El font-text-qe4AeH size-15-Psle70 weight-regular-mUq6Gb reset-IxiVJZ text-aFN1BV\">PRODUCT PEOPLE: YOU\u2019RE PROBABLY WORSE AT GROWTH THAN A COIN FLIP.<\/p>\n<p>I BUILT A GAME TO PROVE IT.<\/p>\n<p>10 REAL EXPERIMENTS. REAL COMPANIES. ZERO HINTS.<\/p>\n<p>50%+ = OG.<br \/>\nBELOW 50% = NEVER SAY \u201cDATA-DRIVEN\u201d AGAIN.<\/p>\n<p>LIVE ON PRODUCT HUNT:<br \/>\n<a class=\"tweet-url\" href=\"https:\/\/www.producthunt.com\/products\/grow-or-no-grow\">producthunt.com\/products\/grow-\u2026<\/a><\/div>\n<div class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-8 pc-reset\">\n<p><span class=\"pencraft pc-reset reset-IxiVJZ\">8:45 AM \u00b7 Aug 13, 2026<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">4.35K Views<\/span><\/p>\n<p><span class=\"pencraft pc-reset reset-IxiVJZ\">7 Replies<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">11 Likes<\/span><\/p>\n<\/div>\n<\/div>\n<p><\/a><\/p>\n<p><strong>\/Explain-PR Skill <\/strong><span> \u2014 Fun to build. Didn\u2019t really move any metric.<\/span><\/p>\n<p><a href=\"https:\/\/x.com\/abouelatta_ali\/status\/2089758471940112437\" target=\"_blank\" rel=\"noopener noreferrer\" data-component-name=\"Twitter2ToDOM\" class=\"pencraft pc-display-contents pc-reset\"><\/p>\n<div data-attrs=\"{&quot;url&quot;:&quot;https:\/\/x.com\/abouelatta_ali\/status\/2089758471940112437&quot;,&quot;full_text&quot;:&quot;YOU SHOULDN'T READ PRS\\n\\nINSTEAD YOU SHOULD LET GILFOYLE AND RICHARD HENDRICKS EXPLAIN UR (agent's) PRs TO YOU.\\n\\n\/explain-pr is skill I made to help me swift through the 100 PRs i am pushing with codex every day.\\n\\nHere is an example for a PR migrating our APIs to bedrock &quot;,&quot;username&quot;:&quot;abouelatta_ali&quot;,&quot;name&quot;:&quot;Ali Abouelatta&quot;,&quot;profile_image_url&quot;:&quot;https:\/\/pbs.substack.com\/profile_images\/1937333673340157952\/MXUrEBll_normal.jpg&quot;,&quot;date&quot;:&quot;2026-08-18T16:57:00.000Z&quot;,&quot;photos&quot;:[{&quot;img_url&quot;:&quot;https:\/\/substackcdn.com\/image\/fetch\/$s_!9LJM!,w_1028,c_limit,f_auto,q_auto:best,fl_progressive:steep\/l_play_button_usfui2,w_88,e_colorize:0\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F__ss-rehost__tw-video-preview-13_2089601344730451968.jpg&quot;,&quot;link_url&quot;:&quot;https:\/\/t.co\/YFyE4TdmIt&quot;}],&quot;quoted_tweet&quot;:{},&quot;reply_count&quot;:5,&quot;retweet_count&quot;:1,&quot;like_count&quot;:10,&quot;impression_count&quot;:1581,&quot;expanded_url&quot;:null,&quot;video_url&quot;:&quot;https:\/\/video.twimg.com\/amplify_video\/2089601344730451968\/vid\/avc1\/1280x720\/SHXhHba1qpTcU3zU.mp4&quot;,&quot;video_preview_media_key&quot;:&quot;13_2089601344730451968&quot;,&quot;belowTheFold&quot;:true}\" class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-12 pc-padding-16 pc-reset bg-primary-zk6FDl outline-detail-vcQLyr pc-borderRadius-md sizing-border-box-DggLA4 pressable-lg-kV7yq8 font-text-qe4AeH tweet-fWkQfo twitter-embed\">\n<div class=\"pencraft pc-display-flex pc-flexDirection-row pc-gap-12 pc-alignItems-center pc-reset\">\n<div style=\"--scale:40px;\" class=\"pencraft pc-display-flex pc-width-40 pc-height-40 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\">\n<div style=\"--scale:40px;\" title=\"User\" class=\"pencraft pc-display-flex pc-width-40 pc-height-40 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_80,h_80,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_120,h_120,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg\" alt=\"X avatar for @abouelatta_ali\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_80,h_80,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_120,h_120,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\" width=\"40\" height=\"40\" draggable=\"false\" loading=\"lazy\" class=\"img-OACg1c object-fit-cover-u4ReeV pencraft pc-reset\"\/><\/picture><\/div>\n<\/div>\n<p><span class=\"pencraft pc-reset weight-semibold-uqA4FV reset-IxiVJZ\">Ali Abouelatta<\/span><span class=\"pencraft pc-reset color-secondary-ls1g8s reset-IxiVJZ\">@abouelatta_ali<\/span><\/p>\n<p><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" style=\"height:20px;width:20px;\" width=\"20\" height=\"20\" viewbox=\"0 0 20 20\" fill=\"var(--color-fg-primary)\" stroke-width=\"1.8\" stroke=\"#000\"><g><path stroke=\"none\" fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M13.2879 19.1666L8.66337 12.575L2.87405 19.1666H0.424805L7.57674 11.0258L0.424805 0.833252H6.71309L11.0717 7.04577L16.5327 0.833252H18.982L12.1619 8.59699L19.5762 19.1666H13.2879ZM16.0154 17.3083H14.3665L3.93176 2.69159H5.58092L9.7601 8.54422L10.4828 9.55981L16.0154 17.3083Z\"\/><\/g><\/svg><\/div>\n<p>YOU SHOULDN&#8217;T READ PRS<\/p>\n<p>INSTEAD YOU SHOULD LET GILFOYLE AND RICHARD HENDRICKS EXPLAIN UR (agent&#8217;s) PRs TO YOU.<\/p>\n<p>\/explain-pr is skill I made to help me swift through the 100 PRs i am pushing with codex every day.<\/p>\n<p>Here is an example for a PR migrating our APIs to bedrock <\/p>\n<div class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-8 pc-reset\">\n<p><span class=\"pencraft pc-reset reset-IxiVJZ\">4:57 PM \u00b7 Aug 18, 2026<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">1.58K Views<\/span><\/p>\n<p><span class=\"pencraft pc-reset reset-IxiVJZ\">5 Replies<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">1 Repost<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">10 Likes<\/span><\/p>\n<\/div>\n<\/div>\n<p><\/a><\/p>\n<p><strong>\/code-map <\/strong><span> \u2014 I didn\u2019t build this one, Francesco did. Same story: it didn\u2019t really move any metric.<\/span><\/p>\n<p><a href=\"https:\/\/x.com\/abouelatta_ali\/status\/2072804102531154154\" target=\"_blank\" rel=\"noopener noreferrer\" data-component-name=\"Twitter2ToDOM\" class=\"pencraft pc-display-contents pc-reset\"><\/p>\n<div data-attrs=\"{&quot;url&quot;:&quot;https:\/\/x.com\/abouelatta_ali\/status\/2072804102531154154&quot;,&quot;full_text&quot;:&quot;Vibe coders....\\n\\nRejoice..u can now understand what the hell your agent  built.\\n\\nTrack your product architecture:\\n- Every Feature\\n- Every API call\\n- Every network call\\n\\nAnd how they all work together\\n\\n100% Free. Tell a fellow vibe coder &#x1f609;&quot;,&quot;username&quot;:&quot;abouelatta_ali&quot;,&quot;name&quot;:&quot;Ali Abouelatta&quot;,&quot;profile_image_url&quot;:&quot;https:\/\/pbs.substack.com\/profile_images\/1937333673340157952\/MXUrEBll_normal.jpg&quot;,&quot;date&quot;:&quot;2026-07-02T22:06:23.000Z&quot;,&quot;photos&quot;:[{&quot;img_url&quot;:&quot;https:\/\/substackcdn.com\/image\/fetch\/$s_!Tdc9!,w_1028,c_limit,f_auto,q_auto:best,fl_progressive:steep\/l_play_button_usfui2,w_88,e_colorize:0\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F__ss-rehost__tw-video-preview-13_2072803273334026241.jpg&quot;,&quot;link_url&quot;:&quot;https:\/\/t.co\/3baWEDfwd4&quot;}],&quot;quoted_tweet&quot;:{&quot;full_text&quot;:&quot;Instead of code maps for:\\n- PR by PR\\n- Only Pro and Max Subsribers\\n- Have to invoked everytime you want it\\n\\nHow about:\\n- Code map your entire app\\n- Track git-like changes to your architecture over time\\n- 100% Free\\n- Works on any coding agent\\n\\nhttps:\/\/t.co\/E6rflDcOik&quot;,&quot;username&quot;:&quot;abouelatta_ali&quot;,&quot;name&quot;:&quot;Ali Abouelatta&quot;,&quot;profile_image_url&quot;:&quot;https:\/\/pbs.substack.com\/profile_images\/1937333673340157952\/MXUrEBll_normal.jpg&quot;},&quot;reply_count&quot;:2,&quot;retweet_count&quot;:5,&quot;like_count&quot;:4,&quot;impression_count&quot;:1851,&quot;expanded_url&quot;:null,&quot;video_url&quot;:&quot;https:\/\/video.twimg.com\/amplify_video\/2072803273334026241\/vid\/avc1\/720x720\/3vDsUalCMX7Va8zW.mp4&quot;,&quot;video_preview_media_key&quot;:&quot;13_2072803273334026241&quot;,&quot;belowTheFold&quot;:true}\" class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-12 pc-padding-16 pc-reset bg-primary-zk6FDl outline-detail-vcQLyr pc-borderRadius-md sizing-border-box-DggLA4 pressable-lg-kV7yq8 font-text-qe4AeH tweet-fWkQfo twitter-embed\">\n<div class=\"pencraft pc-display-flex pc-flexDirection-row pc-gap-12 pc-alignItems-center pc-reset\">\n<div style=\"--scale:40px;\" class=\"pencraft pc-display-flex pc-width-40 pc-height-40 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\">\n<div style=\"--scale:40px;\" title=\"User\" class=\"pencraft pc-display-flex pc-width-40 pc-height-40 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_80,h_80,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_120,h_120,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg\" alt=\"X avatar for @abouelatta_ali\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_80,h_80,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_120,h_120,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\" width=\"40\" height=\"40\" draggable=\"false\" loading=\"lazy\" class=\"img-OACg1c object-fit-cover-u4ReeV pencraft pc-reset\"\/><\/picture><\/div>\n<\/div>\n<p><span class=\"pencraft pc-reset weight-semibold-uqA4FV reset-IxiVJZ\">Ali Abouelatta<\/span><span class=\"pencraft pc-reset color-secondary-ls1g8s reset-IxiVJZ\">@abouelatta_ali<\/span><\/p>\n<p><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" style=\"height:20px;width:20px;\" width=\"20\" height=\"20\" viewbox=\"0 0 20 20\" fill=\"var(--color-fg-primary)\" stroke-width=\"1.8\" stroke=\"#000\"><g><path stroke=\"none\" fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M13.2879 19.1666L8.66337 12.575L2.87405 19.1666H0.424805L7.57674 11.0258L0.424805 0.833252H6.71309L11.0717 7.04577L16.5327 0.833252H18.982L12.1619 8.59699L19.5762 19.1666H13.2879ZM16.0154 17.3083H14.3665L3.93176 2.69159H5.58092L9.7601 8.54422L10.4828 9.55981L16.0154 17.3083Z\"\/><\/g><\/svg><\/div>\n<p>Vibe coders&#8230;.<\/p>\n<p>Rejoice..u can now understand what the hell your agent  built.<\/p>\n<p>Track your product architecture:<br \/>\n&#8211; Every Feature<br \/>\n&#8211; Every API call<br \/>\n&#8211; Every network call<\/p>\n<p>And how they all work together<\/p>\n<p>100% Free. Tell a fellow vibe coder <\/p>\n<div class=\"pencraft pc-display-contents pc-reset elevatedTheme-fBklGV\">\n<div class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-8 pc-padding-12 pc-boxShadow-none pc-reset bg-primary-zk6FDl outline-detail-vcQLyr pc-borderRadius-sm sizing-border-box-DggLA4\">\n<div class=\"pencraft pc-display-flex pc-flexDirection-row pc-gap-8 pc-alignItems-center pc-reset\">\n<div style=\"--scale:20px;\" class=\"pencraft pc-display-flex pc-width-20 pc-height-20 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\">\n<div style=\"--scale:20px;\" title=\"User\" class=\"pencraft pc-display-flex pc-width-20 pc-height-20 pc-justifyContent-center pc-alignItems-center pc-position-relative pc-reset bg-secondary-UUD3_J flex-auto-j3S2WA outline-detail-vcQLyr pc-borderRadius-full overflow-hidden-WdpwT6 sizing-border-box-DggLA4 container-TAtrWj\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_20,h_20,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_60,h_60,c_fill,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\"\/><img decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_20,h_20,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg\" alt=\"X avatar for @abouelatta_ali\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_20,h_20,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 1x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_40,h_40,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 2x, https:\/\/substackcdn.com\/image\/fetch\/$s_!vnbV!,w_60,h_60,c_fill,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fpbs.substack.com%2Fprofile_images%2F1937333673340157952%2FMXUrEBll.jpg 3x\" width=\"20\" height=\"20\" draggable=\"false\" class=\"img-OACg1c object-fit-cover-u4ReeV pencraft pc-reset\"\/><\/picture><\/div>\n<\/div>\n<p><span class=\"pencraft pc-reset weight-semibold-uqA4FV reset-IxiVJZ\">Ali Abouelatta<\/span> <span class=\"pencraft pc-reset color-secondary-ls1g8s reset-IxiVJZ\">@abouelatta_ali<\/span><\/p>\n<\/div>\n<p>Instead of code maps for:<br \/>\n&#8211; PR by PR<br \/>\n&#8211; Only Pro and Max Subsribers<br \/>\n&#8211; Have to invoked everytime you want it<\/p>\n<p>How about:<br \/>\n&#8211; Code map your entire app<br \/>\n&#8211; Track git-like changes to your architecture over time<br \/>\n&#8211; 100% Free<br \/>\n&#8211; Works on any coding agent<\/p>\n<p>https:\/\/t.co\/E6rflDcOik<\/p>\n<\/div>\n<\/div>\n<div class=\"pencraft pc-display-flex pc-flexDirection-column pc-gap-8 pc-reset\">\n<p><span class=\"pencraft pc-reset reset-IxiVJZ\">10:06 PM \u00b7 Jul 2, 2026<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">1.85K Views<\/span><\/p>\n<p><span class=\"pencraft pc-reset reset-IxiVJZ\">2 Replies<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">5 Reposts<\/span><span class=\"pencraft pc-reset reset-IxiVJZ\"> \u00b7 <\/span><span class=\"pencraft pc-reset reset-IxiVJZ\">4 Likes<\/span><\/p>\n<\/div>\n<\/div>\n<p><\/a><\/p>\n<p><strong>Million Dollar homepage revival <\/strong><span>, didn\u2019t catch on. Funny enough someone tried something similar last week with <\/span><a href=\"https:\/\/outbid.lol\/\">outbid.lol<\/a><span> but I had one too many battle-scars to give it another shot&#8230;that one took off (:<\/span><\/p>\n<div class=\"captioned-image-container\">\n<figure><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!h-k1!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg\" data-component-name=\"Image2ToDOM\" class=\"image-link image2 is-viewable-img can-restack\"><\/p>\n<div class=\"image2-inset\"><picture><source type=\"image\/webp\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!h-k1!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!h-k1!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!h-k1!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!h-k1!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg 1456w\" sizes=\"100vw\"\/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!h-k1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg\" width=\"1200\" height=\"1101\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/b429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1101,&quot;width&quot;:1200,&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}\" alt=\"\" title=\"\" srcset=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!h-k1!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg 424w, https:\/\/substackcdn.com\/image\/fetch\/$s_!h-k1!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg 848w, https:\/\/substackcdn.com\/image\/fetch\/$s_!h-k1!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg 1272w, https:\/\/substackcdn.com\/image\/fetch\/$s_!h-k1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb429b93d-961c-4686-808f-68b4038f1100_1200x1101.jpeg 1456w\" sizes=\"auto, 100vw\" loading=\"lazy\" class=\"sizing-normal\"\/><\/picture><\/div>\n<p><\/a><\/figure>\n<\/div>\n<p><strong>Facebook Groups <\/strong><span>, tried infiltrating vibe coding groups, got sniffed out<\/span><\/p>\n<p><strong>Reddit <\/strong><span>, got banned from a couple of reddit threads, but when the tweet went viral it started popping off there<\/span><\/p>\n<p><strong>X Radar for related convos <\/strong><span>, got a few hundred MCP from responding to a few threads related to Lazyweb. They got maybe &lt;10k view but view \u2192 CTR was very high, in the 20% range<\/span><\/p>\n<p>Its always nice doing these retros and reflecting back on what worked and what didn\u2019t because its always surprising at the moment but obvious in hindsight.<\/p>\n<p>Reporting back at the 100k milestone <\/p>\n<\/div>\n<p><a href=\"https:\/\/read.first1000.co\/p\/growing-lazyweb-to-50k-agents?utm_source=tldrfounders\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Growth is an ever-changing field, especially now while we are in the middle of this change. With Lazyweb, I\u2019ve tested a lot of distribution channels and growth tactics. The results speak for themselves: 50k signups. $0 marketing. A couple of months. Most of it didn\u2019t work. Some did and a couple broke out. Here\u2019s everything [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":23587,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[143],"tags":[],"class_list":["post-23586","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/scannn.com\/lv\/wp-json\/wp\/v2\/posts\/23586","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/scannn.com\/lv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/scannn.com\/lv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/scannn.com\/lv\/wp-json\/wp\/v2\/users\/16"}],"replies":[{"embeddable":true,"href":"https:\/\/scannn.com\/lv\/wp-json\/wp\/v2\/comments?post=23586"}],"version-history":[{"count":0,"href":"https:\/\/scannn.com\/lv\/wp-json\/wp\/v2\/posts\/23586\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/scannn.com\/lv\/wp-json\/wp\/v2\/media\/23587"}],"wp:attachment":[{"href":"https:\/\/scannn.com\/lv\/wp-json\/wp\/v2\/media?parent=23586"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/scannn.com\/lv\/wp-json\/wp\/v2\/categories?post=23586"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/scannn.com\/lv\/wp-json\/wp\/v2\/tags?post=23586"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}