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👀 Anthropic drops Claude Code Review
Tue, 10 Mar 2026 14:10:53 GMT
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Tue, 10 Mar 2026 13:09:56 GMT
🐛 Codex now finds vulnerabilities
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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Tue, 10 Mar 2026 14:10:53 GMT
Subject: 👀 Anthropic drops Claude Code Review
To: [email protected]
Date: Tue, 10 Mar 2026 14:10:53 GMT
Subject: 👀 Anthropic drops Claude Code Review
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</style><![endif]--><!-- __merge_tags_in_links__ --><style></style></head><body class="a" style="margin:0px auto;padding:0px;word-wrap:normal;word-spacing:normal;background-color:#FFFFFF;"><div role="article" aria-roledescription="email" aria-label="email_name" lang="en" style="font-size:1rem"><div style="display:none;max-height:0px;overflow:hidden;"> Also: How to build apps with Codex  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:0px 0px 0px 0px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> March 10, 2026 | <a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9s0v-Oer_tRgqyzqX9CRwFHo6KkIZCE9S0X6AAJQ83_RKlVlekfelwcitR0y1LqymfASe2qSvWBdQyRZHAtn4x-Lzt5ArtA1xKyWE2R_VupCYJorhsJQGIqoj7t6ZjnbI9ufGaAEwWOBfxEwSeFMuv36c-kF_13rnSMNpKqmIuELp0kxG6qvn4fzQzPZu8etlGZ5YY5kaiTyfBgjwa5Uq0SMgTu_IkDgu1x3bN997Zh6I5WlUQ-NOWFin-0nA0ObFcRKgcwurT3MDGpwAwMGRj318DL38Junp7KvumNybMsgbjzSieORd7NEtFpNYK_dI48yZKoDEDerxjXftH35e_Ejq8kuoEYRqsU6P_lOCclzjn7RwVpts_n-ApNVJQJeZ92keynBYxqKQuTX_fWOFGyzZwtsTZNXcMejXnNzrOgU3EGKEjM7NrZ2YfWQV0CH5cEJ62D7xbYIiPW1v4AFUDEUjy3i5MQCF4Df1Af0cXcDNFNCOqP9owB9FAHpx-QEHp33Q8FWsoovyf0z9w-3PGXW_LLQGIHN9hZv9rJtIc15DPD3lqJ65jQ2a3we64CqT0WftYdAHGN7jb84aTTGxTDaH5BgKszcs7SwEPZqh_T4q980HOCUi-Mz5eU75dzjSbM4jp9OjR7W2GfiMZWgy5Zxpd4KZDBKgxyL9Yz71PbyIrKqWNzF6FSo7yHtY7_saAL4t6-ZU6oYQHV4SSsfZk01jouj7uTWX0n0MNey2d0ouQqVSviZSvta5HqewSdNnLDQ2JPJLoSfSNtETpyvmxTL41Nyah4OIUrplRNv3D45U5eXxW5kJuhVvhAdo_nmDnseAjrsFOvhFkZGivW2ASYRSIplVjCpEuOFlpLPg7FbS77zzE6M8J2ks6pg6LJVAnJ0xhFb2oG8mQR1K5aJR3q48TFuXHvVuzBnQB64bLzxg/4ot/b1XNdPgETKmEb9O15XEdnA/h0/h001.IqrGF3Ip6_NHfQYTQihgpU1qpC5KvxOfWmEX6MRusJ8"><span class="translation_missing" title="translation missing: en.templates.posts.email.header.read_online">Read Online</span></a></p></td></tr><tr><td style="line-height:0;"><div data-open-tracking="true"> <img src="https://link.mail.beehiiv.com/ss/o/u001.KyojDkr7Qchq5lk88rZzJw/4ot/b1XNdPgETKmEb9O15XEdnA/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/32c8c971-340a-4f62-a6b8-f362e57e5397/image__83_.jpg?t=1770628392" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Welcome back.</b> Anthropic just dropped something big for developers (again). The AI lab shipped a new Claude Code feature, putting a team of agents to work on your pull requests. We're seeing a clear shift from coding copilots to autonomous agents that can actually write, review, and fix code on their own. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Also:</b> OpenAI engineer drops the ultimate Codex guide, the production checklist for vibe-coded apps, and what Google's AI Director says engineers should stop worrying about. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:rgb(34, 34, 34);border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>Today’s Insights</b></span></h3></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-size:16px;">Powerful new updates and hacks for devs</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Nobody agrees on what "AI-native" actually means </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> How to fork Claude Code mid-session </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Trending social posts, top repos, and more </p></li></ul></div></td></tr></table></td></tr><tr><td height="12.0px" style="line-height:1px;font-size:1px;height:12.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TODAY IN PROGRAMMING</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6YGXVUsBvZtEeQrv2KrPmSUmyxtBNye_RjHXyKjbc10poFL3KqluclIE12xWSCyeeE-rJbOmbth1LZh7q8HJH4BJ6wO1mxQk9bf7bFDqHTlgjEeLnVM90pGvdTu6iJc485Iwy0nFQmIZFsGdm6aHe2SYbLeT6hglwXG1KAG9IpI8d4DIwBLZZRSRtzEviemVXAY2gFgDlrtl8bw0Gv7VUcLlmEBW9FrmaPUFqooFYZZCrxk9OXXzxm4QwKRFuyOxvmmphvkMKN8E83pQX7sND29DJu_rq8QIMiV1ljsDEGLdL1dl-8jSI-Jl-VYc4rdew/4ot/b1XNdPgETKmEb9O15XEdnA/h1/h001.LvN_ECeQTar9PWLX4ffSkF-mjcUa2I4Azf3vNd9oOUo" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/7f0a8cb9-dfb7-408c-8156-01acce6157f1/Untitled_design__9_.png?t=1773125286" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to see Code Review in action.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Claude Code now reviews your PRs with a team of agents:</b> The AI lab just shipped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePWhEIXjB6EN1hA-gPDdAM7PiDrHymeGkdSWgu7Nb0Asx-HlqRzD2c413tzE4TVsxG62gL8-hUSrumy32zb5oDs41-Gi5Lba22vRbVslzEWWdhoF1Hh15hLMLWyjoh-5y8WVVnmJa_Sro5u6XaybgkbIgphaJ4DHe2YQ_Wie7wmEJaucNqZPXDLkXCSBN_ek7b3F0yLK8mkguwoWgE0Yfho2gPjD9UttCQcYQ3cqSqAOJVAO8t4BZMNWzZ9kw_tKM1RLMLvmsbXPXBhtjdHgmR0nk4CCBXq1FvSfE9DzzNKQ9/4ot/b1XNdPgETKmEb9O15XEdnA/h2/h001.q0abf5SGOT15RiwbJDGAGizIE-GsH4oNrQ4Y58zvBdY" target="_blank" rel="noopener noreferrer nofollow"><span><b>Code Review</b></span></a> for Claude Code, a multi-agent system that analyzes every pull request, verifies bugs to minimize false positives, and prioritizes findings by severity. Internal testing showed a quality boost, with substantive PR comments jumping from 16% to 54%. It's currently in research preview for Team and Enterprise users, with reviews costing $15 to $25 on average. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>JetBrains drops a “council of coding agents”: </b>The IDE maker just unveiled <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAFw1Z9TFGMvtlHEq3XzIRI_GS7MOV4X0-ziVonchFIT1cFGQdNQsyQr5uEaGGrxOEj-Jh4gyu4fHMXNriZJtfeKFXJGz-lw4D6veeb4rBo0WDcyhrB4yX8IDj8QCtSG6Sq9uUiW92pcDY93l2RonPcLeJGiGZHrZoZGaNnBvG6kxLY0cDxjfhMFswlFzDfHXt0eNp4MmghYH3ChD8hXwFCnCXH12DPOS4FoOLb0bzqIhf4f7iALO3k0MIJcEPMKWFwlguUW-MqbOpc-f-qwop8S4hbThd1XY6rXVh5GGSBoMIEVmZPkL723PFvhqpm0X16GVGrR-klhY5CZgGjlEu6wmrsmzqyBl0rnH5gUmT6iV3calPT9NDbjP3V2aU9ftk6QcQTqbBpS4bfAMaah4SFwAyHTieeyAR98vok0J1bvj/4ot/b1XNdPgETKmEb9O15XEdnA/h3/h001.4o2x9PvvO3KMolS0rLezaMKewmDpWLYkYj9NcG6X38E" target="_blank" rel="noopener noreferrer nofollow"><span><b>Air</b></span></a> in public preview, an agentic development environment that lets developers delegate tasks to Claude, Codex, and Gemini simultaneously. Each agent receives precise codebase context and delivers changes that you can review against your entire project. By default, agents run locally with built-in Docker and Git worktree sandboxing. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJWZYTFh-1kGrf0DReP3oAIbseSi8bg9pp6abGnuv2bicRCdPBxK11X1g-J_5xwjSs_dyYF0WTtfFmI11Xm7j9vygmlxN_Fo5yHsJZYd-0SyLbAor0vgQqK4TMup3_Ovm26_4eQWan31AibNT5jBn1u3awPgrv7fWUV5TgZ_D3UEHMkqmgLlAVXcRtjq6cwih1u4w-5YMsKMhys4INAKSbbVKS05gfCUPa6XHXA2dnqnDeLF7RoVG0MlKCfe9kIXOGnwlevoigCfjeFDw5bp14ZM/4ot/b1XNdPgETKmEb9O15XEdnA/h4/h001.x44SOA18izqgDHJj4nGfkFJQwhWXTWQAs7hV1fyMtu4" target="_blank" rel="noopener noreferrer nofollow"><span>Try it here.</span></a></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Anthropic takes DOD to court over supply-chain designation: </b>The AI lab filed two <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqum1qN-IkPKqyVqyyNz5fD71uCwNF4ADOEDB4CsEq89RVbfc85m2BD8W8MrBie4sPBVo5DBUdeluFlIIrtkouBWsjzI3mz0nvwgjkhzID00MTDjl5YkhSqOouM3zjS0pgKX3ED0Ls_W-eQS7F4fiRTwx9Tqj8DhfoPtWYrYIJEmaGDrcQOPy4xe9yDoC63dCThA1Ff1m6rmN_XOkROYjizzpexTNBujC9r3xbauxAUM_jPxhMiRuyJZj1SXlwZDhB3WC3tapmSzIuBvnMBuVQWgie8suWPnPRKpYK18F7xc_C7jdVI1FEzbn7HTQnis5Z350UysNXM2DhkAPp2PuGs8d7aUNd3vyDCZ4Ouzyg2ze1D3HshLOjAVDzYOf4AiXxbCrvc7gG1xPt78MHSOV6BWs/4ot/b1XNdPgETKmEb9O15XEdnA/h5/h001.L6CLkdtKRsc2zIRgMJ9cEaQ9XzaTDTbKqVWncZUfst8" target="_blank" rel="noopener noreferrer nofollow"><span><b>federal lawsuits</b></span></a> on Monday to prevent the Department of Defense from labeling it a national security risk. The legal battle began after the Pentagon penalized Anthropic for keeping safety guardrails on autonomous weapons. This dispute has already cost the company over $100 million in lost revenue as partners flee to competitors, while another $180 million in potential enterprise deals remain at risk. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(3, 7, 18);font-family:Eczar, Lora, "DejaVu Serif", Georgia, serif;"><b>PRESENTED BY LINKUP</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquhhMUmQmvmGkOP8nW3s1lo-JniKE5cIdiRuf3eXKI7J0AOcODjOljOJ7pz_XmiH61xUloBm1t5hhPPli-lLReDFIHVzI9rozFVVmZWC5I3BghoN3JrjfGR9m00jxWTPRBmYHs5ukRvsffkM-A30X1XxfUHrZoe3U44C-bB-q_id9ZsfP-r3U8lr1TJWy216-kmEUpcalo3qz4Q2zQ9oPDGP7jEmXetla2QGJVGqDQQfqi5O7fmHsruLzibyc1tnP4KPzm7MQnd2LYSieS3vQFcVWAr3YF1UTQ4aBPXmD09L7q4-QHwB-6nwmSwJFlNeOjQ/4ot/b1XNdPgETKmEb9O15XEdnA/h6/h001.PE7Zriw1LaT4emTkSZVxkQF5fPlYeHKhB2kZB3FF5Qk" target="_blank" rel="noopener noreferrer nofollow"><span>Is your AI in Airplane mode? Start Evaluating your Web Search</span></a></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquhhMUmQmvmGkOP8nW3s1lo-JniKE5cIdiRuf3eXKI7J0AOcODjOljOJ7pz_XmiH61xUloBm1t5hhPPli-lLReDFIHVzI9rozFVVmZWC5I3BghoN3JrjfGR9m00jxWTPRBmYHs5ukRvsffkM-A30X1XxfUHrZoe3U44C-bB-q_id9ZsfP-r3U8lr1TJWy216-kmEUpcalo3qz4Q2zQ9oPDGP7jEmXetla2QGJVGqDQQfqZpGzhPfPbny65p39XGs5-iDcXO2wVVE9LW8MzUKGI6IQV1fIxEf-tEjGeoDI6hNiS2ted7R4f81lmZtETwO9rg/4ot/b1XNdPgETKmEb9O15XEdnA/h7/h001.dek5aAElSv-obS2icw0K-8YhIEjGmQn_FCGeIiulM4A" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/12ef69f6-3632-497d-8905-17e35749b99a/Image_Linkup_1OMARCH.jpg?t=1773127843" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:rgb(34, 34, 34);">Your model is only as good as the web data it retrieves. Yet most teams never properly evaluate their search provider. </span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquvTgt-H87OS9SgIgr5JKkQY9wZSAf70mYDekUm7KKT1xC5cX3bu_ehhonIa86ffdHNbXwA7sdDY6V2RW4j-cOJJBJcJVRdid81EgLddFyqU3DJnz7p-nYSoGhzLPwUpw6w/4ot/b1XNdPgETKmEb9O15XEdnA/h8/h001.Aj728FvME9xV1ch4KMfHCjySw1M_9GYz3VFH1nSUuK4" target="_blank" rel="noopener noreferrer nofollow"><span>Linkup</span></a><span style="color:rgb(34, 34, 34);">'s web search evaluation</span> framework<span style="color:rgb(34, 34, 34);"> gives you a repeatable method to measure result quality, compare APIs, and ship reliable AI products.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquhhMUmQmvmGkOP8nW3s1lo-JniKE5cIdiRuf3eXKI7J0AOcODjOljOJ7pz_XmiH61xUloBm1t5hhPPli-lLReDFIHVzI9rozFVVmZWC5I3BghoN3JrjfGR9m00jxWTPRBmYHs5ukRvsffkM-A30X1XxfUHrZoe3U44C-bB-q_id9ZsfP-r3U8lr1TJWy216-kmEUpcalo3qz4Q2zQ9oPDGP7jEmXetla2QGJVGqDQQfq75oPcJXdnO26x56xRZtMY60aT3Cs7hKFfJOA60RQHuHd4zNOfGgTIeN7u_aRKtQcw9Z9AkoAT97caUT2w5SPPQ/4ot/b1XNdPgETKmEb9O15XEdnA/h9/h001.WF_DDcAjHagXK_iVo4GXLGfQRU4VwZHFMq1-z_C-F0s" target="_blank" rel="noopener noreferrer nofollow"><span>Download the Web Search evaluation guide</span></a></p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>INSIGHT</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>Nobody agrees on what "AI-native" actually means</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/c3b09cea-9add-4b4b-8d0a-9af99dc7b0e2/superhumanteam_a_software_engineering_team_working_on_a_white_525996c5-68a7-48a0-aa22-fca4c41e4d46_1.jpg?t=1773134914" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Source: The Code, Superhuman.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>A word that means everything.</b> "AI-native" is the phrase every engineering team is rallying around, but when Vinay Perneti, VP of Engineering at Augment Code, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquuWHW6zz2hZOTuk_OuEPcv5TCqXSLnVrTNPKe8FRMyRXbxz85L_rpnHa1YT79uTQcG-Lr97_zhnljkRU9OuSmrYG3MghvB9Zbcq0hyu-DpbqHpUbwIOwMBo1z0zksTS4-HN1TV-VB5ITeAWCO3zdY1KA5khgD83QoiGFyt-Zsi57xf0aoiqKv4au23y9k2xZOqaqOmBsCp8KXph7_vFKagCLw_N-0tXI3GADgBGdNbf5nB17WSIXiv760EAqNZbRpTh1SNoR_1VztFsGWt9nq0XEiZVC98K5y32nELzvkl-OWUq_sZBFGXEqxA0-T5Mk7v8qn9C0RuInR5yv08BGZlw/4ot/b1XNdPgETKmEb9O15XEdnA/h10/h001.hJJtMIHL_7zguFdmC10_pxxLvPJC2imrscgYTy0amhA" target="_blank" rel="noopener noreferrer nofollow"><span>talked</span></a> to his team about it, half thought it meant using an agent in the IDE and the other half thought it meant humans setting direction while agents handle execution. Those are two completely different jobs, and most teams are running both at once. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>The core of the confusion.</b> That split is really a question of identity. Mo, a developer whose video "I was a 10x engineer. Now I'm useless" hit <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L3GjXEUW7An81AnOVDpJ9zpRvwA5EgJ79AqgyIMh5A009PFr3yN-WmAs26UHnWafswxJekKLDvyF9w_CtQV9KaqjDb29IkzmUkJw-fiVW6sMBl64qIrCznCAhsaDOAvTxWJChlWEKKMokq_uWII2D2ndJM1zpDodlAcmpPBADfQ87LX17UHne9PWeK2KnlP8EwtVYRn0wWoWqXT9mnpdApWG8oX8XHU6sVoyMbIDEMox0shBi8o95d4rM9GWuq_fj35JltVI7jURRDyPVZXZeLQx3o-xKVcql6BbfHV9MkUDFpQd8T3pNl7-0xLya5c9Zg/4ot/b1XNdPgETKmEb9O15XEdnA/h11/h001.gXrWKnQDDuQePmD1R70E4xqytsUWDthUHgMzpqiq2uw" target="_blank" rel="noopener noreferrer nofollow"><span>4.9M views</span></a>, puts it more bluntly than most: he used AI to ship a working product in a day and felt nothing toward it. At Perneti's offsite, a breakout group named the same thing — the shift from "proud builder" to "proud coordinator." </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>The math doesn't add up.</b> What makes the identity shift harder is that the productivity payoff isn't arriving cleanly. A <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIevMJHvcgH35v7vvOc1zvczBmyJ_JWRW19u4efOMFc06pSf-vNAcDPXX4TVyxt0hc_4GXXLxMcDfwfsMlK-4Q--qREIB_cCfHhgSa6iOsa6lI20NN51dD4YOGwAfuttRSwWsW4exT88VzHYVblEy9Rb8Wo7D6JaS_TJtUb0_zN-Z6IDEZkyXXmqemBKqMaculcpyHsd9UEJOpZVIOQUcLGxQJGDDQta7cLH6Z7d0ILOlqA_t9dcdiX5y4frZW87rPQ80zGt8TEetJ0pVhZ3H5Wkcvsf2iW1t0hEi0BmaC69tBfcnR7h8SxkRVzCJvipD8G8wtZbDBfkBhs7FfzEOVzo/4ot/b1XNdPgETKmEb9O15XEdnA/h12/h001.tCv5DpS6fiusNC8pV9tyxn6ufJVtlMt2r59DXufhCoA" target="_blank" rel="noopener noreferrer nofollow"><span>METR study</span></a> found experienced devs who believed AI made them 20% faster were actually 19% slower. That gap between perception and reality is feeding the anxiety already building underneath. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Silent resistance.</b> This anxiety shows up as passive disengagement, tools that get installed but never used, and rollouts that quietly stall. Perneti's takeaway is that teams stalling on AI adoption usually aren't lacking the right tech. They're lacking a conversation that nobody wanted to have. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN THE KNOW</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>What’s trending on socials and headlines</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/40e97dec-2cf2-44ff-aad3-9bae9dda0d50/CleanShot_2026-03-10_at_13.09.48_2x.jpg?t=1773128427" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Meme of the day.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Codex Unlocked:</b> An OpenAI engineer just posted a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_TXaz8fvS_F9FHTWJ-FYvQjXui6crfGvrSE2Y4YzQ3FuLgSKwebdW_D8tkxCG7aTU11fKYbL5U5ojr_5Xa-HU06cTu7g_sui8cnMLxwe_SIs9oA7teskVx30DtS8JGmIZFyfaF4l0sX6NAApypf60yhOLiwWpIa-8zvQVj1TGT90F_-MmM5VRyqVNLEHcPjIYGTgtCgK9CLHaqronr7SPMsOQluwClUGqAbz--X11goIGWYhQRn_iPWykniyHkAukTWDQKJZ5WxGqcEAFuXyYdIw15irKlxvjAIsDbR7LCvL1vlb3b-gRkbRoxqEDtDSA/4ot/b1XNdPgETKmEb9O15XEdnA/h13/h001.mwwEeMBWpGmDKAGHIkcg-B4Zb0n3aFaqPs3vH7-9vus" target="_blank" rel="noopener noreferrer nofollow"><span>10-step guide</span></a> to actually using Codex, and it goes way past the basics most devs stop at. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Four and Done:</b> Your terminal is holding you back. Apparently, you only need these <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_3O_nzeGcxtTR8Fm5fYKWvGvvavhyaBEyz9B2k1aJs3ensCEAeeYPQGNAk8BHdmMhQBw5GoJ10n5ZgJIZjYxtfqJjb8Py7Nd312obFIA8yVZN5RM9C6jV-iI2EYL0Tz4ZWGMPTnNBWUdB2Ow1Kv2ghNsKYpGfIwQLpW3gCzcNztp2fuF7JAuuWozM5rFKqHvQX3DwdloPLdQEH-NFrw5Gg-BJicVD7bweF8I3pZ-q4j4DUkqxnk3a_58et5hgecKR8MIdDRm0YTetfSPTKpQiVvT3IDFoNNcSy1OsR_tibcIB3yyGe1lUdiwtS6CIZ4_Q/4ot/b1XNdPgETKmEb9O15XEdnA/h14/h001.kU_72mWQ17leY0r-7eXBV3LkavBDRZkbnSrKQQ5ZBAY" target="_blank" rel="noopener noreferrer nofollow"><span><b>4 upgrades</b></span></a> to fix it entirely. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Shelf Check:</b> A senior AI engineer just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoRU_vu54x3XeB6yDKA6HD908EOh1LRmR2bRiM0CcZZFA_w_UUpjIHgaDVq9Eu1rLYcp_2XB4XLQo1RBl1Dz4UlZ4Z7-G67sEzVAQgO-pgX9_6sDbq2Hn1mKlVr9CAd0BmaolXuCYtjfadKgVbp6s-ECFcgf74XdlgxfXgf0mfqtsWNAR-p-lPOf_L-KG5W2LbV6VAoDDcjnaw2EP_rwZSHs8XHaPwlGCCKjBmaoY7t6kOXDss59lWaoSbQQ6st5YV2C-dfScGVGdXu1-S5bs1-spd2h6UWa1ObPifTIVAAign5seAI_TqGiB8Dyz-pxcyQQ7yN0nd0KVBYpHatC0WurVfE_JEjmOR1v8J2lernT5ZZ1P8x32S7Pn6U3RB4jSBCPZ-w3eYu-1I2-IrdVYYTP5jBNK0DU3lQf9PiThvDS/4ot/b1XNdPgETKmEb9O15XEdnA/h15/h001.DfoKxec7-k8XgnjYlnRg0yy_P5-gROHjnaiYJYxz5Ww" target="_blank" rel="noopener noreferrer nofollow"><span><b>shared</b></span></a> the 16 repos she actually runs in production. How many are already in your stack? </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Security Debt:</b> Vibe-coded apps tend to fail in the same three places. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L7Q_t8tfDSD8-Spgiuid9opvoQLfwQm1u_mFNQaheVhp-vg2svHTX0z8jAkqND-b4oUhmjNczYt7jotivFJ9uMr0UN9TUcS9aW3f_ieRmnmZzl5dyzB71_r3SkmoBFZOvXWlmYKmMWK7mBLcIMitsrJJ3Fl00-nIk3VO2jiXO9g1ZDnKTwIV1xCVYitILeJ96oibZ84nFyovgz96gZybyt1MrVVnT0HTZc8PKfhn1TZz5qJcYLYf0KMdwPY-TVdF0GTXUNMgGo8yEDYBi_urgAFCaNCu9U7u27o-eFzCHvD-IHJZzV-6PP9lp6uW46oqrw/4ot/b1XNdPgETKmEb9O15XEdnA/h16/h001.rLEPwCAtWAqh5_Ye4XRQIxsS1EHFmEpT4Gu0ph-X-IE" target="_blank" rel="noopener noreferrer nofollow"><span><b>This checklist</b></span></a> is what separates a hobby project from one you'd put in front of real users. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Pocket Claw:</b> One dev <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0-FsQlrQjhLaQpIvHh0HFz_HGUMABKRMo0f68_6zACFFh0LPWC0bVt2R1Yfp0iJktBNGnK8Qz6_DgMiAkhVCzJuMWu8aJz3XBRFLiY7KieAVLT4ZXzNfPU7pwBJ_iotDG-Jm4hAmzdo-ixTGDfmyX_Wx8aNYXMBoyV6357f-PQbFQAGW5Uppk8AcvsnadHnc80ZkV2FRxyU3e1OvJs5hbbftOQGbm8_IadZ-8-pCX1RHNsfce6Z-G8eU2eyyTmWGh2qKrfGe64P3lT11meJRtnFEjVLfHmIVHoV5WP0dYAZ93ZoB-spJWZ2pgazseRRuA/4ot/b1XNdPgETKmEb9O15XEdnA/h17/h001.YiNgSgptllFJu7KUDnsvzvMwBVTbODUAwY6Zyvg4GYw" target="_blank" rel="noopener noreferrer nofollow"><span><b>built a tool</b></span></a> that puts Claude Code on your iPhone so you can ship from anywhere. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>The Missing Test:</b> A Google DeepMind engineer argues that your <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lxw_7_3qD_kijeVGEu07ijWR8rADn6Pb4KUu7Wasy-fuRmeYqy1uNS7J-tW7Obgb5J8sHhfrmajaKCrU_mbE9hBhBQjRXPJh6VRnbD_RNr03fsTI3FPXsJ7liQj-EmGeF4TWsPjF6IyTx9lO06pcOTKVie6eV2L4a_Czf_cB-DMkbqlHzFBsNRwFhC8cALGsxRUXzJS0298vXA7gj_TTwYl-pswjvKpqjrDda6z_o7KHVf-w_ZLJMiSdcxQsHOqriZ-U5gJTvG8IPhOwcA-dlCHs2SgLCzuV_rmkbFfHhsQ4P6244rE2OfospCk1g_7XIw/4ot/b1XNdPgETKmEb9O15XEdnA/h18/h001.3acpIei-NQBVksOTfLO53vmsa5P_6fvFZAbNkGHzMYc" target="_blank" rel="noopener noreferrer nofollow"><span><b>AI agent skills</b></span></a> need evals for the same reasons your code needs tests. Most devs are skipping this entirely. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Skill Floor:</b> A dev’s viral confession about feeling useless in the AI era prompted Google Cloud AI's Director to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoRU_vu54x3XeB6yDKA6HD9bIvwWnl3kPhosyE5WViCO1xkmr-7DzPQM6-F9Z1_i-vMO5Pdo8F9LQcpgWqFPz-isYEy3G-7mu2tAcsjJYXvEHhsmZHUrxC0dgYE0lzjv2xldvUjIT6aPsLg2CdoX-TgM4r8hR1Ud2Tk_z-EMJPbOCTERKfaUzG5w0reHMzXT7D_lbLIO5-pLcyEkex6bgsZPxtwnhZ-QM7z1-g7GPEi7jwu5vq_0UwAOyQ_TuQrCSTKeMcEvl5Pum0EU47MLVnQ1c7KO2kdjRkiIAIR70XsAGaiL9ShyeBhFYdCqC0uU78vzaHQl6LBxN31dEuRllc811-8PCjf2MLkSk05VU75w-TT-HRT8YMs64RartUupoLbu7xXx87kqu53r0J9okKQ/4ot/b1XNdPgETKmEb9O15XEdnA/h19/h001.GKOpAo9jbTpf_rLYLq7NZPe6FGficNsoQKUTZ6jLh_M" target="_blank" rel="noopener noreferrer nofollow"><span><b>share</b></span></a> what skills actually still matter for engineers. </p></li></ul></div></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>How to fork Claude Code mid-session</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJcg1C1GwKUEfwDsAgf6BSr6uL1tEv-lynu_aQMvCGdxXlYIu_T1Bh9HcHWwombqrhjHFWaVpQJ84D4xwoL_2Y2tLHbEcD9A8ZPlJ1NA8bh4dH8V8y1niLu6LdmObFeW_vQ9bcIVf-uTSMqQKuOWUva8PltPDLUEiwAvP6CcevtlV-5Pgh_KWB_DUC-uoMjKPfs92Zi_EcgxSNjSslAcnx1LmFIYJV9AOq2Gm99k8-_cc_afYn8pJEiJtMjlAjieYFi5J1OLJGc7C0Jjl07Ynhppf7XTen566UHB3QtXEuWw0oezHDVq1avFHZbPkGRMrlbYzSi9j57aXgV-LJN7dgJRjcqOsyQOR8sNY29PxXIl8/4ot/b1XNdPgETKmEb9O15XEdnA/h20/h001.zX0W9_cBQlK-Et-45MoY-DPMCN2x2wbfu8ELMeuPIlc" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/6bb81fc3-6bfd-41c2-928a-7514b51281b4/CleanShot_2026-03-10_at_09.58.37_2x.jpg?t=1773116953" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Source: Claude Code Docs</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> When you're in the middle of a Claude Code session and want to try a different approach, you usually risk losing your context or cluttering the thread with failed attempts. This underrated Claude Code <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePV3PBOVROoG9niyZ0FY7lxlbQFtDLmmEIoJYGRXfBaqb-FKL_5P9xTMEBguTksB8k5XIQDC8QXYn7NyPv17yq_VgtfN-Pq36WjlC8GBpJyBXBWirQQHDDm8nyqFAYh8OtVjZkjcwmEe2GBk7fQaxQ7yOQDu0zZhhIO0ev8MSUWOTsEvb6k6a5rzdbZLl0XZUbXJUnBejZ1AgKcS4xjGC-EYZuZCUW1H1GPukHeLlAuCt160BnOGWpAXfUx9XHWIHZMEAlsK1ewxDzXR64r62TMz7mNEvPBmnj4aBoBzDiWiMDvmcxNB5vsM3TdEA38DSPrj3cx-9KgvOeclyDLhGv1iCgrwxQY1_y6M7BDDRLtVk/4ot/b1XNdPgETKmEb9O15XEdnA/h21/h001.9AkGZ0iHV3w0u2y7HMfYn9dSBDlIAZlo8kTZT3oOYR8" target="_blank" rel="noopener noreferrer nofollow"><span><b>feature</b></span></a> helps you fix this. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Simply type <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJcg1C1GwKUEfwDsAgf6BSr6uL1tEv-lynu_aQMvCGdxXlYIu_T1Bh9HcHWwombqrhjHFWaVpQJ84D4xwoL_2Y2tLHbEcD9A8ZPlJ1NA8bh4dH8V8y1niLu6LdmObFeW_vQ9bcIVf-uTSMqQKuOWUva8PltPDLUEiwAvP6CcevtlV-5Pgh_KWB_DUC-uoMjKPfs92Zi_EcgxSNjSslAcnx1LmFIYJV9AOq2Gm99k8-_cc_afYn8pJEiJtMjlAjieYFi5J1OLJGc7C0Jjl07Ynhppf7XTen566UHB3QtXEuWw0PcDm8atgjpyjsi3wQCDsfW1JA3A4MKEkRx6lS0I8C_UhGCQDfnlCcRXSgQp7ZCgy/4ot/b1XNdPgETKmEb9O15XEdnA/h22/h001.DK2k0NV43CgMJxScQLj1U83NPMTXh0GlSO5kylXkduA" target="_blank" rel="noopener noreferrer nofollow"><span><b>“/fork”</b></span></a> and Claude Code will branch from that exact point, keeping your original thread completely intact. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The same thing works from the CLI when resuming a session: </p></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code>claude <span style="color: #7ee787">--continue</span> <span style="color: #7ee787">--fork-session</span></code></pre></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> This creates a copy of the session from where you left off, allowing both threads to run independently. If the new approach doesn't pan out, you can simply close the fork and return to the original session without losing any progress. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TOP & TRENDING RESOURCES</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwfRbCG78nD8_whuE15e9MbotQ6PKWP28-jnFYE9qpHtizMm92GcmPDWuAGUIyUsDt-AS1Uv_lwvejD9cXtep0RgTH36xfBBGD1qgi94zBIZ4tgQJgmjncnJ_qZA6R7QY5mUMW6IvDKJyk9jKr9j58Xjmrk_H3ZaYerYrSy_El8Vv7ufxx2qA0RGXpN6kNa1YvW5dlA0Ra9lnekT07NoQYt0OFeBzVhGoF5ztv9MxqVng4BSCnVhZKwqCn0GZEwXu1jFEUThfyHsCxFOu-g14Zss3gl7BTDp1Nhqxw1SyKH2Q/4ot/b1XNdPgETKmEb9O15XEdnA/h23/h001.Qw16i8y6-Ptb7jM_ONPlQ1rWUVqonH5_4jjnwqrpkHE" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4dd188da-72c7-4789-837a-dc47eedc2c6a/Untitled_design__10_.jpg?t=1773135711" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch the tutorial.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tutorial</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwfRbCG78nD8_whuE15e9MbotQ6PKWP28-jnFYE9qpHtizMm92GcmPDWuAGUIyUsDt-AS1Uv_lwvejD9cXtep0RgTH36xfBBGD1qgi94zBIZ4tgQJgmjncnJ_qZA6R7QY5mUMW6IvDKJyk9jKr9j58Xjmrk_H3ZaYerYrSy_El8Vv7ufxx2qA0RGXpN6kNa1YvW5dlA0Ra9lnekT07NoQYtNRnpB4E7f8Ry7N8Qr_jrj4QlQpHJr12ajvmCrgHTJLKCzBXuj19EBEPv6VqcTIB-WStoVKH1EkDw8-d8N00s_A/4ot/b1XNdPgETKmEb9O15XEdnA/h24/h001.qK8veeZNKyNxhTizXk2AyYrfpbJRov_RriM9XEEY1TI" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to build apps with Codex:</b></span></a> This tutorial shows developers how to build iOS and macOS apps using Codex and GPT-5.4. You'll learn to set up efficient workflows using tools like Xcode and Ghostty, collaborate with AI agents, troubleshoot issues, and use continuous learning files to improve AI performance over time. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Repo</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkoUA61oCFtZueojNM2MAsVLqOa2XY0ts1ZAneV-mhqVnFks2joyfGBocPCO7PxK8XHNzCFdBxnpU_Ioc06nYPV2aNtJSmx599GX4DLwHnbQ2RQdJns9RVGo9A15xRX8MQ4WldknWDfcs6SS7GQvZI9kPkGhPpj89iKsScXru4xUtZB4cfy45ZsuyZlpGDRz_fG_1cxHwmpd-qHv2I7mmo3zvNRx-l5mVB2f4SiaZ6bVs2JPpLu0-5yBxFnoY39cLMyZKfks4PQsfaOtE4c2BIiT9E2g_VOh5FWyZy9idaxcZ0Et7Wkx1ktZ1MKsBodaAHg/4ot/b1XNdPgETKmEb9O15XEdnA/h25/h001.82aIpaYNHGYF5PyIr1LyaGGtB0oFxP2BOviNbeq5xzU" target="_blank" rel="noopener noreferrer nofollow"><span><b>Everything Claude Code:</b></span></a><b> </b>Built by an Anthropic hackathon winner, this repo packs ten months of Claude Code optimizations into a single deployable system. It features pre-configured agents, skills, MCP configs, and security scanners designed to optimize the performance of an AI agent harness. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Paper</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7TzY8jhRbe8X_g0n97zp4veFpzSDkjJIFK4tAqdDXt4FkhrdPTWiN_APMp0IC4vU2jvsGcshHmdW_wSC6PXjFGGNGxHY-5YPOytYCk-NIgYiffdZQf2r4YBeLgTktkGIyDCYMPYghm5mIbraCFudWzZNUBHejOrKZtYz67MF5yty-5j-OUDAHBvWUXAKeEoDhlXFPo3mKrjRp4kOrzysADQn8c5UV71hyqqBavUb3X7rSLtYFqvE2lE9hddzfizxCVPgejMLs8hchd01LSD1izXOCPXg7SinlaLsM1APeuVCQ/4ot/b1XNdPgETKmEb9O15XEdnA/h26/h001.U2AndRju73izr0JwRuo7N45VTNiQGrzLq6MX7pK__5k" target="_blank" rel="noopener noreferrer nofollow"><span><b>Anthropic analyzes Firefox repository with Claude Opus 4.6:</b></span></a><b> </b>Finding hidden security flaws in complex software typically requires massive human effort. However, Claude Opus 4.6 rapidly discovered 22 new vulnerabilities in Firefox, proving AI currently excels at detecting bugs rather than exploiting them. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 8.0px 8.0px 8.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="background-color:#f1ff00;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. Showcase your product to our 200K+ engineers and 100K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585Wy2idCzrJbqossire0pCOkCnbygJM7plYDcvrs-0qbeDtPZg1gS9wP_Qrhca3PhtGI48Z64UikXZ1x8GjGEg4iUpJZnDvFRWxoL-yVG-DGP1uhFLM1jna36uQ-jPzOBgCjLpqqiGi6TgRqpibB93uxI_bV3vgLYLHC3ufytHQUcQB45Icwk-OOZ5Lq_iq_-n/4ot/b1XNdPgETKmEb9O15XEdnA/h27/h001.thl3YjEEGPGZCiqJLbeaym5zclRvPXrau4kNWD4rFSg" target="_blank" rel="noopener noreferrer nofollow"><span>Get in touch.</span></a></p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Whenever you’re ready to take the next step</b></h3></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IqUZOML35pbZylK0LfuECGggwCPybOvyZDsxQlJ2zDE00KML4POaq9gwK9Wd60lUsBtq09jFfdTRYAvkKWERO-bjaanUGA8aCQcCsmCM26CmCjje4OOpD4rCzDquv_5CLBi_CqJpXdoRKAa-fhgSgtEeaF18X35rhhCm9QNTiyjhAX0PCiflBh6JJvBY0X6yY1Fm0xFdW5ej8RviLxZz479TtoTdf2y0Xw94dv2T4SXDhM0lUPCttqF8husKOeiiDs5WLilrSrqqgNd2iJRRbe7bWHqYSXOU7bVlzcMrof91GrP90OSL3IzmHWyNcbRH/4ot/b1XNdPgETKmEb9O15XEdnA/h28/h001.YR8t8fbxnlkJaY5F9BvZDxdzLR-1fmZvkMEhZ70ReMg" 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href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2JJ1WSIxuw-7v0ZBe49kAz3a1Sf0_emaOuI8zzUKVTNMafIq_v4-y5mePw0EoJ937QC9wmZGVdz0Bh4Wb4M7bZ4nFgs0Xx-THXGtSfiRNRpbV6xzBPG_Cs3vLKQ64HL-DdVSi2UQAkvbn5zPczNbtOjkUHGhv6zwBdFpwf66XpS2diqI6hog8yT8A58GzMh9tUmyA1fdGZiLZ6WBSX3A3GxtU5jEMgVydQZaojwE9-i2cvNm4MOAik-t0LCfWoN9nauNYUCWvqBjrf7eXLsEN60/4ot/b1XNdPgETKmEb9O15XEdnA/h32/h001.rK0oLt4EPX_VpE9KJOdHh_6l9kaCFjrt60Y-5YSbsNI" target="_blank" rel="noopener noreferrer nofollow"><span>200+ Resources to Become a Great Engineering Leader in 2026</span></a></b></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="e" align="left" valign="top" style="padding:0px 0px 7px;"><h3 style="">What did you think of today's newsletter?</h3><p style="">Your feedback helps us create better emails for you!</p></td></tr><tr><td class="ee e " style="padding:0px 0px 0px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GGLHbl9OdRKayzymsTvlCf985MGgcNCiuUDAWI4WLjnAuA4PeGK5-oyAFkJUIaKlfpEs_r5nm4GXYLcY2pV9n65QVIjwKCYrra9p7VHgrGQlWVd36QOt9zz_Z6QMMiXzdSVs7o7bGUEYhrKYC0T_SZX-JVXlszkBIFfD1mrLMnlTsxLuT9vuTKeeZhfWzxS64G0agnJXXlMGp0TtirjwC4Bi2BI4gR0Fcdrvwf2deAOq8ubJkaKNp3pD3q0o8HiVZ4NfPD5Ml3-gs4QSLdwARFTQi8lCeANFXHHoeIh4qxI1vwGsfI3-8v4hxyxgDmE75brvZFqGWsf4hefr2neXam0Zargv6Jy0Zmt9eFNbL8yOzTLaYBAV4nlFHq1896xPu1GNdqSwiPj22RqH9iTn7MMhm4zMiCa9Ivt2qdgi1iI31axwrox7_W-W_uR_POk-VEC200tI9qZYq75UFmgyw71P9DY4NRJfGwmMSh8q1t0IOKwHbXYowUH0e9crQsy3MvJv-2CEfQgAwBwVV8tsWQ6jua29AfFybClZzoJo_GSbrd7P2C33VZSjdCr7By2L7JW7PX4i1HFuA9PQGoYSkGjHMyJmdCUogtgCUSaybWYXXiYsG9Mr4sAF4vLn4qdS38_6P8jlSMkBh75UrcbCn_YBsmf3FiIUc8tBlnd5C8FSJu6ARp2LfoDzOhfgER2Sq3AXK-QDINiB_ufsiOKbgtfuwOLkPlgtcK-Z9KmrqyzjxALBpIuKEae5Kl8TWBVIuRloQVM-JD4QrsW7Dg-jiCajlEjJszZAIdX61MF0Vw3yCpmShD4KxHDIbSha8pv2QXcLwDl3kDZY6ykP9fWkwb9rHUKtjhvpOqCNKYI-IEKGfJTHgDOqs4GU1rmviv5YCh4wvTuJe3_luwUPKBRLr920uSV7a2YU_IfuBdqn76JCw/4ot/b1XNdPgETKmEb9O15XEdnA/h33/h001.rMKP0J5PMF7hBb1FFRf8c-9HKtUHih9GRTDZtlVIkwU"><p style="font-size:14px;color:inherit;"> Loved it 🧠🧠🧠 </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAO_5iK01-grb5B6b9rxJbggCgMjlnTyujZ67LuZkL4w3QYbSZASQEjt_h9ck9FHbNIW0ka0es2IwF70lHwayTJzda88tCmNHg7Uh66AFdi7w-VdSjrCbo0g7C68cXY_eN5OD9ybC4pegq4XAsRK8mynOFqsxEPQ4T2CdiVJf-NbfOBkdhpc59QvJ4ki874RS-i7nxk6pE-Zo4ExXqhlPkI5LKuBnRMtWAipVoDO-qjE_M2lqUgH3D_cVnvQrzkO8thSuc-zqydHNmg_GTj0bYB0RlaU8XzkMpNH-O3CATLQD4i5Umu46x7PySN0LXd7Dn8wpJx8IgqtVQeo3PFE5Cwtar38shCEc96wjct46t_xwKqGsPYAM4jLuPKmY-EIiHT6B0XNnrS9ScFBBluL3Em8003vIltGgKavbRjld4diRRmNKxpLIm3mBLbVoTp0joUOXVsMLvZXX7utUPK4axbXNiI1mpF-KdvkK-dJWXV8PT6dg3ObzZRPgOpCi1hOo84Iximyu1ht-GNcivYxVr6GKr5Lbh9Xdi8dVVTpFnuNLbr1bHc4jb2YD6VpS6EoKE96pGnHK9K7h309B8tVg_QdSYOds4bHIEBZnu85tDo_JoLfXOPXGX5vF18-uedLHv5Zbt94tnxsuVngGKCBWtOGlltEA3JXaet8EjhfebajYbuNUhx-PAHtk89K-GdwIzjSWm6aw8aJsslSl0-CkeSF4hd4nSfoLa93GiTrwm7bCOLy5Jv8IHrJe-49AbHXUkNlYVEgfdDNFjMdkYAAKITdkNRp4a24h_0qaSQF_28c5NF0hG2Wft5vpT7oKQxSyNuiq3thyUhgl6la-pYFQ3C5oCthHvoeF26YWbU2Lf1kZo440dSv-XBU4YZFVvE7aKZ7VekSxfxl2BrAm3O2AcPUoUoR9dZVX74afsoh1enHc_hNT07-4Smaf8gfTOZoSc1LcvMrnkYkeRKeREJd2eQMhdLBiNc_ntgxUtOz5y5Dkw/4ot/b1XNdPgETKmEb9O15XEdnA/h34/h001.xivF64tnNj5CHT0oNLnvI5Jk7Y3MUkQpOHGjtL8gAIQ"><p style="font-size:14px;color:inherit;"> Average 🧠🧠 </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" 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style="font-size:14px;color:inherit;"> It sucked 🧠 </p></a></td></tr></table></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> You can also reply directly to this email if you have suggestions, feedback, or questions. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Until next time — The Code team </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td align="center" valign="top"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td><tr><td class="b" align="center" valign="top" bgcolor="#030712" style="padding:0px 0px 0px 0px;border-style:solid;border-width: 0px 0px 0px 0px;border-color: 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**Welcome back.** Anthropic just dropped something big for developers (again). The AI lab shipped a new Claude Code feature, putting a team of agents to work on your pull requests. We're seeing a clear shift from coding copilots to autonomous agents that can actually write, review, and fix code on their own.
**Also:** OpenAI engineer drops the ultimate Codex guide, the production checklist for vibe-coded apps, and what Google's AI Director says engineers should stop worrying about.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* Nobody agrees on what "AI-native" actually means
* How to fork Claude Code mid-session
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://x.com/claudeai/status/2031088171262554195)
Caption: Click here to see Code Review in action.
--------------------
**Claude Code now reviews your PRs with a team of agents:** The AI lab just shipped [**Code Review**](https://claude.com/blog/code-review) for Claude Code, a multi-agent system that analyzes every pull request, verifies bugs to minimize false positives, and prioritizes findings by severity. Internal testing showed a quality boost, with substantive PR comments jumping from 16% to 54%. It's currently in research preview for Team and Enterprise users, with reviews costing $15 to $25 on average.
**JetBrains drops a “council of coding agents”: **The IDE maker just unveiled [**Air**](https://blog.jetbrains.com/air/2026/03/air-launches-as-public-preview-a-new-wave-of-dev-tooling-built-on-26-years-of-experience/) in public preview, an agentic development environment that lets developers delegate tasks to Claude, Codex, and Gemini simultaneously. Each agent receives precise codebase context and delivers changes that you can review against your entire project. By default, agents run locally with built-in Docker and Git worktree sandboxing. [Try it here.](https://air.dev/)
**Anthropic takes DOD to court over supply-chain designation: **The AI lab filed two [**federal lawsuits**](https://www.reuters.com/world/anthropic-sues-block-pentagon-blacklisting-over-ai-use-restrictions-2026-03-09/) on Monday to prevent the Department of Defense from labeling it a national security risk. The legal battle began after the Pentagon penalized Anthropic for keeping safety guardrails on autonomous weapons. This dispute has already cost the company over $100 million in lost revenue as partners flee to competitors, while another $180 million in potential enterprise deals remain at risk.
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##### **PRESENTED BY LINKUP**
## [Is your AI in Airplane mode? Start Evaluating your Web Search](https://www.linkup.so/guide-benchmark-websearch)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/12ef69f6-3632-497d-8905-17e35749b99a/Image_Linkup_1OMARCH.jpg?t=1773127843)
Follow image link: (https://www.linkup.so/guide-benchmark-websearch)
Caption:
--------------------
Your model is only as good as the web data it retrieves. Yet most teams never properly evaluate their search provider.
[Linkup](https://www.linkup.so/?utm_campaign=superhuman)'s web search evaluation framework gives you a repeatable method to measure result quality, compare APIs, and ship reliable AI products.
[Download the Web Search evaluation guide](https://www.linkup.so/guide-benchmark-websearch)
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **INSIGHT**
## **Nobody agrees on what "AI-native" actually means**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/c3b09cea-9add-4b4b-8d0a-9af99dc7b0e2/superhumanteam_a_software_engineering_team_working_on_a_white_525996c5-68a7-48a0-aa22-fca4c41e4d46_1.jpg?t=1773134914)
Caption: Source: The Code, Superhuman.
--------------------
**A word that means everything.** "AI-native" is the phrase every engineering team is rallying around, but when Vinay Perneti, VP of Engineering at Augment Code, [talked](https://www.augmentcode.com/blog/hardest-part-about-going-ai-native) to his team about it, half thought it meant using an agent in the IDE and the other half thought it meant humans setting direction while agents handle execution. Those are two completely different jobs, and most teams are running both at once.
**The core of the confusion.** That split is really a question of identity. Mo, a developer whose video "I was a 10x engineer. Now I'm useless" hit [4.9M views](https://x.com/atmoio/status/2030289138126107074), puts it more bluntly than most: he used AI to ship a working product in a day and felt nothing toward it. At Perneti's offsite, a breakout group named the same thing — the shift from "proud builder" to "proud coordinator."
**The math doesn't add up.** What makes the identity shift harder is that the productivity payoff isn't arriving cleanly. A [METR study](https://metr.org/blog/2025-07-10-early-2025-ai-experienced-os-dev-study/) found experienced devs who believed AI made them 20% faster were actually 19% slower. That gap between perception and reality is feeding the anxiety already building underneath.
**Silent resistance.** This anxiety shows up as passive disengagement, tools that get installed but never used, and rollouts that quietly stall. Perneti's takeaway is that teams stalling on AI adoption usually aren't lacking the right tech. They're lacking a conversation that nobody wanted to have.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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Caption: Meme of the day.
--------------------
* **Codex Unlocked:** An OpenAI engineer just posted a [10-step guide](https://x.com/derrickcchoi/status/2031023512534634758) to actually using Codex, and it goes way past the basics most devs stop at.
* **Four and Done:** Your terminal is holding you back. Apparently, you only need these [**4 upgrades**](https://x.com/cathrynlavery/status/2030714034673033474) to fix it entirely.
* **Shelf Check:** A senior AI engineer just [**shared**](https://www.linkedin.com/posts/shirin-khosravi-jam_16-repos-used-by-ai-engineers-for-faster-activity-7433859037852536832-B0ZT/) the 16 repos she actually runs in production. How many are already in your stack?
* **Security Debt:** Vibe-coded apps tend to fail in the same three places. [**This checklist**](https://x.com/om_patel5/status/2030491740415684691) is what separates a hobby project from one you'd put in front of real users.
* **Pocket Claw:** One dev [**built a tool**](https://x.com/sayujsure/status/2030714164172251141) that puts Claude Code on your iPhone so you can ship from anywhere.
* **The Missing Test:** A Google DeepMind engineer argues that your [**AI agent skills**](https://x.com/_philschmid/status/2029570052530360719) need evals for the same reasons your code needs tests. Most devs are skipping this entirely.
* **Skill Floor:** A dev’s viral confession about feeling useless in the AI era prompted Google Cloud AI's Director to [**share**](https://www.linkedin.com/posts/addyosmani_ai-programming-softwareengineering-ugcPost-7436504130916954112-3SGu/) what skills actually still matter for engineers.
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Caption:
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##### **AI CODING HACK**
## **How to fork Claude Code mid-session**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/6bb81fc3-6bfd-41c2-928a-7514b51281b4/CleanShot_2026-03-10_at_09.58.37_2x.jpg?t=1773116953)
Follow image link: (https://agenticcoding.substack.com/i/180970862/tip-22-clone-conversations-to-branch-off)
Caption: Source: Claude Code Docs
--------------------
When you're in the middle of a Claude Code session and want to try a different approach, you usually risk losing your context or cluttering the thread with failed attempts. This underrated Claude Code [**feature**](https://code.claude.com/docs/en/how-claude-code-works#resume-or-fork-sessions) helps you fix this.
Simply type [**“/fork”**](https://agenticcoding.substack.com/i/180970862/tip-22-clone-conversations-to-branch-off) and Claude Code will branch from that exact point, keeping your original thread completely intact.
The same thing works from the CLI when resuming a session:
```
claude --continue --fork-session
```
This creates a copy of the session from where you left off, allowing both threads to run independently. If the new approach doesn't pan out, you can simply close the fork and return to the original session without losing any progress.
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Caption:
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##### **TOP & TRENDING RESOURCES**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4dd188da-72c7-4789-837a-dc47eedc2c6a/Untitled_design__10_.jpg?t=1773135711)
Follow image link: (https://www.youtube.com/watch?v=ls9QaDTcpA0)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**How to build apps with Codex:**](https://www.youtube.com/watch?v=ls9QaDTcpA0) This tutorial shows developers how to build iOS and macOS apps using Codex and GPT-5.4. You'll learn to set up efficient workflows using tools like Xcode and Ghostty, collaborate with AI agents, troubleshoot issues, and use continuous learning files to improve AI performance over time.
———————————————————————————
### **Top Repo**
[**Everything Claude Code:**](https://github.com/affaan-m/everything-claude-code)** **Built by an Anthropic hackathon winner, this repo packs ten months of Claude Code optimizations into a single deployable system. It features pre-configured agents, skills, MCP configs, and security scanners designed to optimize the performance of an AI agent harness.
———————————————————————————
### **Trending Paper**
[**Anthropic analyzes Firefox repository with Claude Opus 4.6:**](https://www.anthropic.com/news/mozilla-firefox-security)** **Finding hidden security flaws in complex software typically requires massive human effort. However, Claude Opus 4.6 rapidly discovered 22 new vulnerabilities in Firefox, proving AI currently excels at detecting bugs rather than exploiting them.
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 200K+ engineers and 100K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
———————————————————————————
### **Whenever you’re ready to take the next step**
* **[10 Projects to Master AI Agents](https://learn-ai-tiles.lovable.app/)**
* [100 Pro-Hacks for using Claude Code in 2026](https://claude-code-hacks.lovable.app/)
* **[Top Resources to learn Claude Code in 2026](https://claude-code-spotlight.lovable.app/)**
* **[Zero to Production Guide for Building AI Agents](https://ai-guidebook-nexus.lovable.app/)**
* **[200+ Resources to Become a Great Engineering Leader in 2026](https://thecode-200-resources.lovable.app/?utm_source=codenewsletter.ai&utm_medium=newsletter&utm_campaign=your-200-engineering-resources-ultimate-claude-code-guide)**
———————————————————————————
You can also reply directly to this email if you have suggestions, feedback, or questions.
Until next time — The Code team
----------
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