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🐛 Codex now finds vulnerabilities
Mon, 09 Mar 2026 14:13:06 GMT
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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Mon, 09 Mar 2026 14:13:06 GMT
Subject: 🐛 Codex now finds vulnerabilities
To: [email protected]
Date: Mon, 09 Mar 2026 14:13:06 GMT
Subject: 🐛 Codex now finds vulnerabilities
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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 use AI for spec-driven development  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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 09, 2026 | <a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9vD-PmVN_mdfzc3bxmOmAiycx4UM_n1AhgU0_Vo-tLVUPnoNRnfNIfovNfdyR-8L5w2h8Fs9ytdcwAeIZx7W19Vzlf6VkJO0cgbEfgNmhH9zcJQ6t1d9QP1MI84pdOf4BAjj5MyrSB8kVKhBh-n89NojEfpv8-TiQSAfBNcyGhIOY0jlvh_maSnCy0kZEshpkxH3qk5TmyBg_SjzbYsl1EwKN5cb-LeoMI4qrwRRf059Y79eDP0BuZfeOgIaPHWaome_rf4NNt71njoYzFLDJ1S4xTpUSIn0_HKn_s5vWYXLS7XaaYzqFym0m2X6VMRUktWggOO5CbQBknGhIcEyK4dDOuKyD2Bx8kplulrKqvwx38bFXKgSs9ejjNgwok0arfFXYZonwHmwbAky78RxWNZWfFVcugUIpZgI2jiuyniBMYDaMsff39Stx6PWRxW6EQsWrj-qbNtBflM-xD8e88gHNT_IH4cV8GGLnTwXqjXI0KvaXAbzruFJ980AGHk4Hq7bbw0fnIxTyYwn5odLk9edUyqF7axQ72Av0B_ntgCXyUkIwHqK4ZKbHgzEj4snFiwCiPNiQP6Q0TLUjbV-wlFn2pWlfonqaAQ0CRAadVtI7-rXT8eZgKtZoGN-xeEulbRfTZyhr0dV61gk3R004-lQSyC4RrTmFUn44r6lEfxBiUj_RxfXYZSlEL9JJw6loPrYneGFAt92fUXxib3uZg5Lp2S_Derqn6JBGgN-7SgEOg4fApc1fHVX0l5VshVK_J2EZlP2Da41VAN6QO0z4gn-udQ1iDX3q33GmwqKD8PjWIX-y90022qGHVylygOYgr-pj6siBnXNvs92ROQWdSUOojogo0ttmhvT_kvaUONweJeGjXwZIl5XodN6jLEQcs/4os/cL5OZKQbTv6nWKXKw-cXAA/h0/h001.9D34lS2baDnmOIF8_iHvmOS4s-rjjXV0HdmCRFXw8O0"><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/4os/cL5OZKQbTv6nWKXKw-cXAA/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> Two weeks ago, Anthropic shipped security scanning into Claude Code and set a new bar for what a coding agent should be able to catch. OpenAI just came back with its own answer: Codex Security. </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> The exact 6-month roadmap to become an AI engineer, what to check before giving agents production access, and which coding habits are costing you. </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;"> Karpathy just turned one GPU into a research lab </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 run tasks on a schedule in Claude Code </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_0gOXDT9L8rcbUn-mre-a4Sv76xSCoH9tIF1f6SjsQphIOJlxBKYmnNkURJ0mloDWTH4ccMiCtF1mbOMKvZmNAy_5ukSSnL3R1lHuEglbJpTX9ebLP3nASHkLuK9f2k8d6lk8Bv7cTtkCGAzgcN7KJWXxJLfcYG88N5uvaAs7PeVzhuEgDcPnTR8B77x22oEracLPLP4tx8_n6farCzZcFcygVjP8iyVSjyyd1IMHqXXyzeJv3elfXniWrRFr7DtRQJqViHwYkoL8cNB2xiKwWYCPdae_WjefYhHGNQXDBVgd8_fY5y9/4os/cL5OZKQbTv6nWKXKw-cXAA/h1/h001.E4smVNL2ibqL2iV03N_pesBlbX8um6DepebzgTu2cc4" 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/a22913a7-8fc3-4844-8e90-eabf086b77f0/Untitled_design__6_.jpg?t=1773057070" 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 Codex Security 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>OpenAI ships Codex Security to catch real vulnerabilities:</b> The ChatGPT maker just released <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g9_x4uBmSNZCPdLEJ5BGXcvKyUeDwVnYW1xGjtPfFaEdFZn427bHqzMpPlgKqpNKNj1YjSYXfNyfLVnLRLzzEn5_beMibX6EVNfCzjSZWNSPdpgcsTbvow-IHJpVZ4NfO4ZrSAnmcvyJ4587w_A6EJO5qKIztmOo7bBb3oaXudhTLZvnaAQogo8C9YesqHQrKMTjr7g_6_6B-0w7LrGT9ZoRnTQ-c-jcWzsrhADBua_TdjKl8siULWi9XYQP4WC8qbJQdJLoAezozCjQ3sGjnV1FfZZ4EmBjVMOMp4WI0k8Vg/4os/cL5OZKQbTv6nWKXKw-cXAA/h2/h001.nn6QvM9jmOIb0jHaXRV9Jv_5pl_8YXUTE7oIxenAST8" target="_blank" rel="noopener noreferrer nofollow"><span><b>Codex Security</b></span></a>, an agentic tool that scans repositories, builds threat models, and proposes context-aware patches for real vulnerabilities. Unlike standard scanners that often overwhelm teams with false positives, the tool uses sandboxed validation to pressure-test its findings. But that isn’t the only thing: OpenAI also launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_ciJ3yfbgnSCGMs9ZvmplI3h4dnMmxa_Txep3J03PInv_T6o6fPJQaDy_aglDprxND2OeuGMxi7lzaOtBDqSM3v9XaBTUJ-grhTVJmZ8IDr13JKo4DeOY_EZ_M93n-mlRpP_Cf69nYz0uRLZIwIN6NMGY0yRz1PxbOAiVMiL-_bTxT0UqCvLRqvhQ1UoH7d3zc5GMHRefTuA3pOKIdC-slR9TgTWXOEzEh1DaSFZvTw1AF5FaU4T7zrJxhz6GAXjS_BN4_z7Ef3X0VYmWCvMmH4sQyAlDNdX5vS8GgJ-OlB/4os/cL5OZKQbTv6nWKXKw-cXAA/h3/h001.2HfjAlhf3rW9_XlJlnAhcjerykPrTvBauMwKfXVkUAg" target="_blank" rel="noopener noreferrer nofollow"><span><b>Codex for Open Source</b></span></a>, giving core maintainers free API credits and six months of ChatGPT Pro. </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 adds background automation and a new app marketplace:</b> The AI lab shipped local <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6OUThKZPtznLuMKCXD39bVBVbqRtjgFzeP6GB-ZYOWO2ofv6vrwzcnxDmh4mU0bnfV7s9v3b5S1xoQ1qtWpQ5_4pd0aefYVWiT1Z2dHSvPanc9lgkY9EyNDBMIrR8lXUhwDFNOUaT8-TYdJwxRPywA0X2PZLnBkctvITCriCOXrhksPS2WouBta2A5zlAZ09lmKksIPuBJG9PtWfRjcVly92YfvhjGe6cwfn_YFMpO3Im6BQ8Zq8RZ2Rhc1MyVTqGsdf-vkE0XCV3IaPW_TKU15802IT8tZrkuoAeqlf8Ya/4os/cL5OZKQbTv6nWKXKw-cXAA/h4/h001.n_4Dbxlbo0EARTL_xSNSmjArq4hAQkp5qlekt8SQ3WM" target="_blank" rel="noopener noreferrer nofollow"><span><b>scheduled tasks</b></span></a> in Claude Code Desktop, letting developers automate recurring jobs like dependency audits and PR triage that run while the machine is awake. Separately, it launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6YGXVUsBvZtEeQrv2KrPmQtbbsr6MEkzyLLwBGbjDF1M6Ss1LoZsYI1Dc2kS1ApxQhtG44QdO6dBQciPqSzuZWm02HMExFpYdsGOSvipeXujxX4lzykAMuuWtZRLQoW2zzA7kNzmRqzEzxDgvW58u94gl29hTW2xj55dxOqaIMXO1Hi1CzSRWVXH-by_jprLhF65DrdCYjEfKft4xtG-ZcJlADm5YAxOHzbA3v3x5S812XLAAh5jyfy8xogU9sKtUCeY02Nd4S-8TjKzsCjdm55nmI4oHLLVO2R1JdiQQr_/4os/cL5OZKQbTv6nWKXKw-cXAA/h5/h001.4WvOnWDVC8N2xxrchkyJaYxdxdMZ0v1tSINxaCCF3ro" target="_blank" rel="noopener noreferrer nofollow"><span><b>Claude Marketplace</b></span></a>, a one-stop shop for enterprises to procure Claude-powered tools from partners including GitLab, Replit, and Snowflake. </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>Luma's new model brings reasoning into image generation:</b> The AI video startup launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IqUZOML35pbZylK0LfuECENiAoT7xpHQ_s-xi-HISnQn7qeTej1JEtaql68wFI1Hf-jfPjKDwY35UjMjEj4w9ZxEDcLC_yckYNrtMmO29dnmrO9_VCn0_5TvXEunSgHUDLOSpa5o3gPv-zZnDwi52PRCyKz0hFBtLXvNmzQAFDALGpMD-l7g1pLERwBotdwaZQaT7fIuFdlEEP3rR4MF4EpJ3oaZO8Hur41Y3jXZcwEAGG0OjlHLus_i0wEhlErrAn82_NIGgsHJHBNXe-q6gQ/4os/cL5OZKQbTv6nWKXKw-cXAA/h6/h001.1HuHfwi0VmQ5JnkDbbFl6tuSJSEGX4Nfv45CMgXqNu8" target="_blank" rel="noopener noreferrer nofollow"><span>Uni-1</span></a>, a unified model that understands and generates images in a single pass rather than treating them as separate tasks. It leads the RISEBench leaderboard overall, topping both Nano Banana 2 and GPT Image 1.5. Powered by Uni-1, Luma Agents are now available via API for end-to-end creative workflows. </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>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>Karpathy just turned one GPU into a research lab</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/e4095060-05f4-413f-8e53-2918e067df0f/superhumanteam_a_software_engineering_team_working_on_a_wall__671d61c5-dc23-4f7b-be58-d39d26f34714_2.jpg?t=1773052002" 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>The experimentation wall just came down.</b> ML research has always been gated by one thing: the speed at which you can run experiments. Over the weekend, OpenAI cofounder Andrej Karpathy cracked that wall open with the release of <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1-2R6d1vDP0x0NzlcRCyOhuq2BB5H1unL5DdbZU4jI94oVPtLKpukYYYML7xURWFvJ712ZGT9yIxeOKjX3AMe8AxVwgSHPCk0GHkPUBkjwoALUG7jA91-HDRb75SKguuCSX9fpP_zi9-62jZkJa_TGYx22oLFxiFk7Vqvaz6rHgyI7Bz39Z9rkM7RJFfvHKrd99Ti-vN0dUqWeW-G_8x5ajOez8TYJslemopyc-YFCNXIY2ziU_iOgbCVcN8AtgdDEHRNQIv6k6CRcFW_4RvAM2bpwYhiWoW07a-_75Zixw/4os/cL5OZKQbTv6nWKXKw-cXAA/h7/h001.ZxwWyh0nzj5FxcN_BPWaz3BRmlGGs-e02F3b1VZztuY" target="_blank" rel="noopener noreferrer nofollow"><span><b>autoresearch</b></span></a> - a repo that puts an AI agent in charge of your ML research loop, automatically rewriting training code and only keeping changes that improve the model. </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 proof came before the hype.</b> Shopify CEO Tobi Lutke <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LzIcFEdgJme03OavdmTdTHKT4wSfWJXYVRw5n57n1CFH5q41gGRr6kzhFLnrpnPDe_dPf3tv-L1W1BQ6_3oBulM90DFTF2aAuCnbAKaWzYJ_Wig0MTKvDBx5IMFTmepRd7eC_ml32MtfI0i_yjwNykVQnu2hH2lN7x5PRPhJ7tHgl2iChENMkFE-CZbZ_h0c6l5J8GhwWmW-oXLjDMK6yXd0E59tGhkWnCdRq_JokljOnqBj0RJCjuTfbWejV1bo1G7WYhkAS8GlEXXjL3CaSvA/4os/cL5OZKQbTv6nWKXKw-cXAA/h8/h001.1jXR6cqY6pRh0BbTfs4rM3vjhmPlBbh41IyT7Ha9n48" target="_blank" rel="noopener noreferrer nofollow"><span><b>ran it</b></span></a> before any ML team. He pointed the agent at his query-expansion model, went to bed, and woke up to 37 completed experiments — and a 0.8b parameter model beating his previous 1.6b by 19%. </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>You can run this yourself.</b> Simply clone the repo, upload your training data, and create a “program.md” file outlining your research objectives. Once you point the agent to your GPU, it takes over the rest: editing your Python training scripts, running 5-minute experiments, tracking validation loss, and discarding failures automatically. To help you get up and running, here is a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-dr7XsHcyDE0lpSCRNt06IaFXyGc4Rj8e9bdLUR9uPGqRn7NOyNI17nt3GGmiOn9FQcf1irYYCVm_QZHDlVlT_xs90RpTyZRA_8EmsS4sNabxWdx2auLS6ZhMpD85SI_FOqHw8BdK19EMHx93QnmxOe6z1WPAHyyYOcT0m93sUGSEcR_F88PRsswklBRHVMedPTQYwrBqHwdINkhmfTfqLUY-AZwxYPIWv7UtPE2-oyN1YyrGvYkTSFvNhy5BTqJ5xhEMolq-BXVinZhYbAi6dPQ3LqY7LvBM7HRtV3A6J6/4os/cL5OZKQbTv6nWKXKw-cXAA/h9/h001.XDQdohOTrRg0MJ9T0Np3JLq7O7oVP18COow7CsYFn9o" target="_blank" rel="noopener noreferrer nofollow"><span>deployment</span></a> guide. </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>GitHub wasn't built for what comes next.</b> Karpathy's <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1-2R6d1vDP0x0NzlcRCyOjoncvJmTGg8vw1exhBJn-GMe35NtSbEySIWuqYsecna7fUR1_6FeNKagDSkvx7JBmAYOVACaJV3LFykto0-P6BRaXuFlI0uZoqI5q4FBYFDDJN-AYUFa02wRRqDiF6boaOTGuco3NRRmUafpMbJ7oa7Fd96uIpqnW8674jcZdBcCNwX2xfTh9QaHR4c-Lj-ppeO33s4WtYXWO0DHhN2CihMFF8PRlQ7Zxd8ns01VCXBHIB3vCgLDTA24Vry7Q9eW8yA0LF16ErTnyYTMYB5n0l/4os/cL5OZKQbTv6nWKXKw-cXAA/h10/h001.MVB5ul1klF6tZQ5KZxcBzgUsQUpsD7Z2jnKelXq0tp4" target="_blank" rel="noopener noreferrer nofollow"><span><b>next step</b></span></a> is SETI@home-scale collaboration - agents running asynchronously across thousands of branches on shared compute, and he's already flagged that existing tooling will crack under the load. The moat has shifted from who employs the most researchers to who writes the best instructions for agents that never stop. </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/a06d33c2-5086-483c-8a10-e16fb9d8a999/CleanShot_2026-03-09_at_13.41.47_2x.jpg?t=1773043943" 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>Plausible ≠ Correct:</b> LLM code can clear every test you throw at it and still be catastrophically wrong in production. This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1MbeMYmEd7eiR4JjwRodT1T9PTU5fc6pbVwVQKYMOao7FaLjYdi38OeipGj_gu7l5gxLxoHQXjluqmXMW_0CvoJV-UmEK1ogHpu0f9iq3kWydf-wEXDWeu46mwejIVgP9gK5vZ7d0dyua0zqsrVmls5KjpLEpbYsB7Nq77GC79KTRuxPL1gPFdMPbKHruGNajxLVpZLBAvHsKJw15SwNJmLSLWy0G_Vg0gAcRL7vvLBGZNQPL429r1Hxu786rwJhCc2FOI4zBuLWdPKC86kt7E6tqvkYrl_E2565H9MNKZL/4os/cL5OZKQbTv6nWKXKw-cXAA/h11/h001.MQJTl6FRnJimQOZLmB5c10NUwZOk68SxwdDuLOFdrew" target="_blank" rel="noopener noreferrer nofollow"><span><b>breakdown</b></span></a> shows exactly how it happens. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>AI Chief of Staff:</b> A solo consultant used Claude Code to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LyjSwl8-Rv_0GkIjlQ8gJi2R9wBpD4OyuSdIsDVNbEPiUuSKs2lHPhvVVWYroyvwWEhhm_Wb1GlZCCovWUmasyxLdDf8zn96k5rBA9f9ayYv1QJAa5Rb7KbkxFrVKgD-gSB6UFB8Er-ZQTp2tNOHhY9jOwJ0OUJwg8LaaTWJN1w2CYydciuijpWDAnlGodxZ8VvF4D86KuhTV2ziiS_v5UbhkRXBXDSCjWUiw3bHwNGCcUfYfMCHQvqW2J9WDHTXZQ_WZ9YmmXljDBwGRpMMwbclpRXx1GaEh07tWBakmJEQ/4os/cL5OZKQbTv6nWKXKw-cXAA/h12/h001.gZdMD0tzQogFDl2FNDmJuszioz6s-CGczMlOXhwQokI" target="_blank" rel="noopener noreferrer nofollow"><span><b>automate</b></span></a> 195 hours of annual busywork into a two-button morning routine and documented the whole build (3.5M views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Reality Check:</b> Most devs are confident going into system design interviews. These <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8m74Su9G6X_4PyMwwvSRTkgenpg7QjJmp3lXv2R9oHQzZV5d4lrru0OSqPixulepPhsV6YMxIrqfhcijsjONvq7btA_OWxCe6e3HOA8R-hC74f2Q6VvOQpDZaUegH-wDrZM_BUvrI5pQKUh0SPTBa91bohHDTB_yThCc40avVlxBgSlLWk0-0YKcesLRwz7OAiY2of3nGPkI0fgZjK86AzXGvXts1CXPkyDoIYSs7DV7wxJ2XjzYjpLLv3Gvs7a1LZqa9UrN1YVD0Vx48Cs5lrFe8JPKkVgcDEsb3dep3mn/4os/cL5OZKQbTv6nWKXKw-cXAA/h13/h001.6Jba-CYzFi5TOE9p9R0FvND7r0SGISYKxnLkR-RKR8E" target="_blank" rel="noopener noreferrer nofollow"><span><b>20+ problems</b></span></a> are a reality check. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>$32K Weekend:</b> A developer was paying $32,000/year for a SaaS tool, decided <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L7miG59tWcQqs8a2DRYlG6DfMsvhKXRSCahxREnY_3YkTsLwAaNG3eldty05aDGzQ0XQYLpOj8RJQpEBNrxGqXQLVglBF43pj2KberDuOcKxZe3XDjhqgq96pominCKHNr6cKZc_3rVrEoaAuN5yTU867ih-gnQZ106R2yKJzyzt7DTyN1pExsPjH4u5vRxO4OeM5OyOvwmMc17WxGfJ_-AY1DVwlqfVdoLDYriNteIXPEXZ2IC_-pQw-qgk4qCIJmlzp0TPPZyv2SZ4ZcOmVDutFJXAwfnNKPi0ko0c9muA/4os/cL5OZKQbTv6nWKXKw-cXAA/h14/h001.7L8qCtnSoQBPeCciEPwPOIy-gPFbaw3hY4sq3w3bm7w" target="_blank" rel="noopener noreferrer nofollow"><span><b>to rebuild</b></span></a> the whole thing in a weekend with Python and Claude, and posted the full code. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Zero to Shipped:</b> AI agents are the most in-demand dev skill of 2026. This is the exact <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L4XbnZ8_M4MyDb88Cf70rCwUZD4DRBLVmNBDmDWgw-surpFDCV25w4G7w7JY8F3TVbrfw_MYQjgGpi92nX4L4Y1vvKL6IlJC1AKnfQxQHw5DaZgNxFqYg4_zxSfcWeRBa0mROKwEAerHnpGI6i6LQm2k0E176NtlH7_Q7lGczHPkjZdtwlwtID-3ThS-R5YCV3GnivEXzy8rNmW0QjoX5uev9nGcXvkNGchB38G-07X9pw2cCuDVszR9X8C8UPtDnQNUngTNUtjTkuwhXOEnUmi9k-CD_ek9rXkoT1gSdcZF/4os/cL5OZKQbTv6nWKXKw-cXAA/h15/h001.JrvBk355KMdH7MTQ6DH3Wr_IjDJfCno37Q7FoHMaUes" target="_blank" rel="noopener noreferrer nofollow"><span><b>6-month plan</b></span></a> engineers are saving to get there (1M views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Senior Dev Mode:</b> Drop <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6Z8hVFTaOeNHnLMj6oLhCYJOnKPy2r9adXV5dXHHiL_kr5ICk47Acz3RxDsk_4XnYeKjo5lkjmfNLPGagwRSII60a83Hf1Wm0ndFO_GLBMvlQueE9rrjyeHPClSfIf3pPI8ggu-QeQHwVK8Z7BcKLTob9cq2-nxa0-58PAlpENa912S5EZbWPpBAUx4-a_mMIcgRIkywO4ig6ef6HYpfq40dnx39mBledVCfZ2wvFt69_uaYTQDQiV20xxx6isCh-EyosYjfhbhtEhNEI_HmQGKvcEbM93JNBobxc_8Seuq/4os/cL5OZKQbTv6nWKXKw-cXAA/h16/h001._VsbTvNFBZ8Dt7eoMXLwg2bqiLEmmN7Qyln6fb__aPc" target="_blank" rel="noopener noreferrer nofollow"><span><b>this prompt</b></span></a> into Claude Code and watch the way it plans, thinks through problems, and self-corrects change 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>Hard Lesson:</b> A dev gave Claude Code root access to his AWS setup. It followed <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L9t_xXjrp27b74DiDFGQlHmqxVDDnT3693DoXV9sXTF1A8YNOfLjWFWb5_v-5U3ZZMOAbID3p-STgldnzxoDFs3aEVg4ggPS52Ze7v-qIiKbS9zCzAU4ALdlQO3-tmrfPVcwAcE2AWyliKVn-lX1JO0Tui9oxtLvOMYxnx4NdhVtxsgQYBoAmUpJG5S4zqfRGfyUY4AK9ztAdCwbIzvt2UcQ6DZ2WoG0-DTdrrjdgUAce9rgiRlLe5OHgZQMp1VnyVcdDs_ZA15rC7aQpXaZJV0yiVck1twU54MD71-3AVOo/4os/cL5OZKQbTv6nWKXKw-cXAA/h17/h001.bfsWwLu3wc62o12IBasj8JOrFevjypYCKAhbwlv2BvA" target="_blank" rel="noopener noreferrer nofollow"><span><b>instructions</b></span></a> perfectly and wiped 2.5 years of database records. Must-read before giving agents production access (2.9M views). </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 Decay:</b> Anthropic studied how developers use AI coding tools and found 3 patterns that build skills and 3 that <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6wL4ZR9SovA2NIlrqtsMEZtMdsh5QWy87yM8aJjC1IpPA0UyDNjfWAsdm4lJcXaXHygXIY05sG21ABv3FcFP5Fin8xfD4V0N3t5AKHSuBuMTTIzW265DHS4LWRZULeit3henFHT-yeM4kf1lYHzEgm4uer98MTXLxr4rkWDppXzSTp7Vw5eeR1Vf9TUpBO5EH57_SROv49Qw38IHhvplgvhjz5N-yMJNJjebsn3d4rbTtvoKw0to0ctQccP_fRDU-pgOc-QpB4-yDWmPm3yaMazSmeriZzDZkqJikrZoP6P/4os/cL5OZKQbTv6nWKXKw-cXAA/h18/h001.Qgixs3h0TIfLMwai9Xzai1FHCqgvPMFIuZ3e6zHZWGE" target="_blank" rel="noopener noreferrer nofollow"><span><b>quietly destroy</b></span></a> them. The ones that destroy are the defaults (2.1M views). </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 run tasks on a schedule in Claude Code</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.kro7WBsAmEsY5mGgiUDePV3PBOVROoG9niyZ0FY7lxnNJLINL5YcF4R5hzAkSfJr5VOAdbpBBLUFRL5Hmz70xG0en9Hi9MC8HksnWNSTbPOaOlk7i_FXzyL5WM0ssDB-XaAFNw0orLaej9_IYNaVwuQZwEr2Dsi45PexSTZXSxF0cIhbpnoLPeWIjBMqHSSo-WsgyuUuMc-n8EjsOHAXWytmII0qd8dg6whtVF91Z47KR5uZj-eL1rquRszm9i9xAnnObSqbuNw4vhAXdbL4hsfbV7_l3DHpipylWz_DaiGeL27vSJUVv3twoAMQJR8q/4os/cL5OZKQbTv6nWKXKw-cXAA/h19/h001.rxczlmSP2KIiDmyILZk43dXH5OhHXK1TQrkdKgNyAtk" 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/aaae7e29-2580-482d-8a25-d9c988d0524c/CleanShot_2026-03-09_at_14.50.25_2x.jpg?t=1773048064" 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-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%;"> Claude Code just launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePV3PBOVROoG9niyZ0FY7lxnNJLINL5YcF4R5hzAkSfJr5VOAdbpBBLUFRL5Hmz70xG0en9Hi9MC8HksnWNSTbPOaOlk7i_FXzyL5WM0ssDB-XaAFNw0orLaej9_IYNaVwuQZwEr2Dsi45PexSTZXSxF0cIhbpnoLPeWIjBMqHSSo-WsgyuUuMc-n8EjsOHAXWytmII0qd8dg6whtVF91Z47W34rNcqfPMTUZEVE2W_m3v9B-dNAqHes1TqkyPbvsbWiQ-Hpw8BDXEEOLc7Kp-jNzqRybKKV31q3nDcg4JKIG/4os/cL5OZKQbTv6nWKXKw-cXAA/h20/h001.hclJUIvX7p2b9te9jxQY4QZI5hxlfV6gLV3-V05-ZjE" target="_blank" rel="noopener noreferrer nofollow"><span><b>scheduled tasks</b></span></a>, giving you the ability to run prompts on repeat in the background while your session stays active. This is an upgrade if you've ever started a deployment and spent the next hour constantly tabbing back to monitor its progress. </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 easiest way to get started is by using <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8jlDD186r19C3bxo6ItMFNB0mh7e6G_Oqo2ROFSm4I-2CS0OLXmm5qviJL4C4WDeHwm6Ecs8mc7h8roWnZVrNS_V8K0cYOVQuKw5DgSWzQZg3SMsc2NbveCN9rKc1DQTvU2iIXMJP8MsRaB95cCORHNt_1Bf9xtf5tyXMEnU8kXadFQNJGE5BcyCQDtVJIVsptAakKHEZy6nu6rBx8lYHnAKobxNfNA-6cenx9WVe6OaYgepwaHXyn_qiwDd4PKYzs2--Ff2fjAdgzeBeCXvzSBYXs6D3eBtycAcJ_PJW49/4os/cL5OZKQbTv6nWKXKw-cXAA/h21/h001.qYntgGdVAi7nQqWPwkIRN5QvmFbD6NdbqeXciveUt-0" target="_blank" rel="noopener noreferrer nofollow"><span><b>“/loop”</b></span></a>. Just provide a specific interval and your prompt: </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>/loop 5m check if the deployment is healthy
/loop 15m scan my error logs and flag anything new
/loop 30m check if CI passed on main</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%;"> If you skip the interval, it defaults to every 10 minutes. For one-off reminders, you can skip /loop entirely and simply describe what you need: </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>remind me at 3pm to push the release branch</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%;"> Tasks only run while Claude Code is active; if you close the session, everything stops. To keep them running continuously, you can leave a session open on a server or use an external cron job to launch new Claude Code sessions on a schedule. </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyuv2Zy02d8M4_tJvcvHwCpzpcXvrzDfgXjp5p1HNCAgSsmMrg0piBNwfH54-t9bezfVSQibbOIm6_J2_aFEB7qdM8UsJU2j-yZT-SPPhDfJuffN_3ttUOlr0WnPB4BWqKir9I3pE4AAvrq6oDIm-YbewFf0XGpQwEEEWWEuDT1ooL05IIZkQ83QFkKjbNgvBkmc6zDMiupLtijJaHDed9RagYjh8oHH3EiBlYCS2DBbUr2Hij1Wru-Rgw94TxsrAs/4os/cL5OZKQbTv6nWKXKw-cXAA/h22/h001.1lYE3iUUr3MUuPWbsttmcvv5gfiSb0ZCY5WwucinEI0" 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/06aea4d8-e393-4ac0-840e-fe9372ed66be/Untitled_design__7_.jpg?t=1773048272" 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 this 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyuv2Zy02d8M4_tJvcvHwCpzpcXvrzDfgXjp5p1HNCAgSsmMrg0piBNwfH54-t9bezfVSQibbOIm6_J2_aFEB7qdM8UsJU2j-yZT-SPPhDfJuffN_3ttUOlr0WnPB4BWqKir9I3pE4AAvrq6oDIm-YbewFf0XGpQwEEEWWEuDT1ooL05IIZkQ83QFkKjbNgvBlPvp8hAvbKsqltNrQC53DyI-7RqmSL2ctxn4PswEncsnQyK7TGk9VmRXopCEcvw1o/4os/cL5OZKQbTv6nWKXKw-cXAA/h23/h001.m1RNAwv5iNZUZgzjtri-wXzm1DJIWYzXX_8o7zdrOHE" target="_blank" rel="noopener noreferrer nofollow"><span><b>How a staff engineer uses AI for spec-driven development:</b></span></a> This tutorial shows developers how to speed up web building using AI agents. You'll learn how to turn Figma designs directly into functional websites, run multiple AI coding tasks at once, and use isolated workspaces for fast, hassle-free code reviews. </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.yBywWjiZ7oCsTrXLmaNhknLnKsse9D5a4bROmWGNTVTOZJaNfrnmdmszUi_m2wCm73aHPaxPPdooIZbH8mg4lTtHmxtquqGdTuk11627f1LEj3LP1NbS_HsWtcVY1X-felmdKo3BbMD-DH5vlbyZczfHV9tM3hXMbdHjoPzWLom9zNHy3rPQZNSFqT0mwgvy3uy6b4B_NlLcS7kqyuz4rlZEqr6e_UCvW3B2lqh0WywB1IUx8p_V1Q69A0FV0g0vGUp4v1aiwVlhdJSnQh3QxYb68kPdzwOYvjaCBMDj-bIu6DA9CjLrmKzjR72T3KgJ/4os/cL5OZKQbTv6nWKXKw-cXAA/h24/h001.ILDMK732sDtxx_5lSR5Z7GYCPgZGJeWibhr6-OtmO-0" target="_blank" rel="noopener noreferrer nofollow"><span><b>AI engineering field guide:</b></span></a><b> </b>A collection of real job postings, interview processes, take-home assignments, learning paths, and portfolio ideas for AI engineers. </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.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7TLvPTT8de_XubVHdDYjnMx2jvrrDNLgzc_zEcb6KGY0YOCVtz7apJUF25eU_WEhF4Wd2AQK51cQqKaLg8Dy__qUw3yH7pdhwsX9fTuFwauVnSUbZQZQOC76eIhA1O33IOj0CEZ53GheSmBLuXnYiW5uW2oNV8l-CL3m9RD9hMk4Cq47r06HEy4imelnYxE2rOo6aLGnx3c-UkzUcFBbLlgWFNvT54QFqkweKfmF3BFyOXu7ye_O7U-Xf3ezq47Q_Q5YTH8res3gNKMsBBww28la7S5EhGTXVpUeze1if-Vew/4os/cL5OZKQbTv6nWKXKw-cXAA/h25/h001.w5lKjOBIIM_Lyk9SL7D2-ey6f2WjXZjQwm8L0X8YO4M" target="_blank" rel="noopener noreferrer nofollow"><span><b>Evaluating Opus 4.6 on BrowseComp (by Anthropic):</b></span></a> Public AI benchmarks are often compromised because test answers frequently leak online. In a surprising turn of events, Claude 4.6 Opus independently recognized it was being tested, tracked down the specific benchmark it was taking, and decrypted the hidden answer key. </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. 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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_h9ck9FHbNKb5VNNf32nDyQ42FAYkbfcY3ILGw4GvQCp-mbx_qzjqoAGZuAyPfP0FeIALJXOSK5vjwmMR_QO4G_WJOwvIaJkTt1iJWEiIMVpeFeEXXYHTEp4_UfhBLGbdZkGpQVT0CG4O_uiYtHL0toXmV-BbRFuhFhKGY0NM2dna8ZRYcdViML5fKvQY09h3FaN34DLMzozAF0Mssy80XDhq4Kj0-50DrNkTf3GpkyCYWmGy8nsq6TFAKKUR7ZcA03YF_gkOjI6Y9gHW6SyjZUC4mQg4ZxSaka4PSIcZ4CRFza_AXd6iCEXIiZOYSZxy2DrMaO9ye1SY7lUj06tWKq9GEpixGvF4WDnfIQbqG2tOciBKIuSuXVI_wn9xf_3Ms-3HkPrJ50SkYRT_lMgpg6v8CEtH6ouWr917C7nFOEwtnlrOtwJ2Fu776eLLAhMmnf__gU4tqSpp_8TbBVV3Pk9cwE-P7AYWHph0ege5ZnrLKiHvRPqALKUfherl5-sl0ubRIfHriVPwi0Rtaxs_eDbIRr2JxXkwC5ZXoxgBiTTnReXo8SyDfpr2-llezQoFqzObtnKipfQQ0qQMn49PHtb6LSaAjlg90g-fpHxgCji9gPX88UyZPwQtKlWexzTdtddxO_AOjmJ4a1KB2n1Q3MEkWa0qgBZgKug9N9MwjwRZ4ypUQuWdP5N8iXgM8nfBxOBrzxC_bR-FQt8qoCGd-ZJBp0PJLUxK9JdLWIv3gpx9iljxDlv8HJNFcpJ8d4Hc9vduKCpZlCrf3-CRf-zDB-NYzjGjJGjXavCh1igTsD_r6H6pbL6ipIhNeKT_ltdubCjyEj2D1nBCf-ktaT7QhIns41G42xW0ufdKctXSa39XL61HAUt5_YxPDCm8SRPpqwHT08HjkaiLjmMDDm5AJh50MURDK5k/4os/cL5OZKQbTv6nWKXKw-cXAA/h33/h001.0xc_YqPuMZOZiur3ZikZTgKNiPwxOqw1gx4IgNS7SSc"><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;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrANqaaF2ft4LZNSaoIDXjUpqdWD4X47Cztewvx9_eSAMyt-U_s6AftXBC3OfCry1RhAVtyfkqdGFdLZsS5oihOYrlf4bQjKa8J62j3sztv7UPt_4_siZmaXLtR8k1oFNdGaiNtqDq3krsotv6g0qPLbaGv1UlI_GNMB9InsmjxfN0h_8ZUd-ZjwwG13Qvz4jQ4tVyuL1lzlk-ucB83r1hzoVGgV3DLH5UZGEpEHeiJ7MF1swkoHEM1D4q4I6Y5ZPatE2DP8WfwT8nSjTzVNuElTJr1mAiS4UeUSJMPcUHuY9McCBao1lOsm4dS6meCJ5QGDur1a8PnmOnuPBvd9WfCu3YY_v3Whl3gj2f88yIrhuG_ehGdjQ-QtTEjgqwY59lpcYvhnOrH1YtlcQoN2exvMAhf6vmxwQs9kpPtun48Ik4t225TzY4OTazuLIa2MQ5MWyVqLSWfwXKcJBuClAFHLA-IxWbkSaCZOlsImKUBAWGePBOOgbHZdsi0v3ufaSN4K76_e2kgeCRfUYcMOIZsYjtpMobbGGZYp84gFNeyqfAby_0o6sWhsiOdsJNCXA8jVdRE6JtEhethajROu1dx_cNXPZTwEIZmZXYlcYCM737ot83c97OMBrAVJrL4HCRLF8a1sD_ghQYg4bMl9ocncIptwNI-t5U7t73N6e3BhTC9lXFSpgxH1h3VxXTPJQz2AG5k4elH0G6QR5y-oVCynZSOJDeDdQlzhLlolJAUNr4NOxOFA8xnoXLNUl5brVJdy6sSBT1G-d6lEx0bctF1DQ_eCCrsbb7JJdBiTN7c8zVITHzDj1zVRTuCnkDjTIXCgitLhggEo1jh3E7rdOM3SCHng7rMeuJ1NsjTEXyx_lOpb9DFaQKi5hKBKjhGqmn1snSXnNXYn-UaaVCVCknJvYoatYDvIIICX1hzrvJs_Qme1Dtm3akQidGYBGhtjcXn7LysuC5RIZhRzt6IqVZuTF/4os/cL5OZKQbTv6nWKXKw-cXAA/h34/h001.OHJxTT9770GtkBu_sbF6opCorJ5jHFGhz1NZ-9wNciI"><p 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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Plain Text
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Caption:
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**Welcome back.** Two weeks ago, Anthropic shipped security scanning into Claude Code and set a new bar for what a coding agent should be able to catch. OpenAI just came back with its own answer: Codex Security.
**Also:** The exact 6-month roadmap to become an AI engineer, what to check before giving agents production access, and which coding habits are costing you.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* Karpathy just turned one GPU into a research lab
* How to run tasks on a schedule in Claude Code
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a22913a7-8fc3-4844-8e90-eabf086b77f0/Untitled_design__6_.jpg?t=1773057070)
Follow image link: (https://x.com/OpenAI/status/2029985250512920743)
Caption: Click here to see Codex Security in action.
--------------------
**OpenAI ships Codex Security to catch real vulnerabilities:** The ChatGPT maker just released [**Codex Security**](https://openai.com/index/codex-security-now-in-research-preview/), an agentic tool that scans repositories, builds threat models, and proposes context-aware patches for real vulnerabilities. Unlike standard scanners that often overwhelm teams with false positives, the tool uses sandboxed validation to pressure-test its findings. But that isn’t the only thing: OpenAI also launched [**Codex for Open Source**](https://x.com/OpenAIDevs/status/2029998191043911955), giving core maintainers free API credits and six months of ChatGPT Pro.
**Anthropic adds background automation and a new app marketplace:** The AI lab shipped local [**scheduled tasks**](https://x.com/trq212/status/2030019397335843288) in Claude Code Desktop, letting developers automate recurring jobs like dependency audits and PR triage that run while the machine is awake. Separately, it launched [**Claude Marketplace**](https://x.com/claudeai/status/2029966517497122886), a one-stop shop for enterprises to procure Claude-powered tools from partners including GitLab, Replit, and Snowflake.
**Luma's new model brings reasoning into image generation:** The AI video startup launched [Uni-1](https://lumalabs.ai/uni-1), a unified model that understands and generates images in a single pass rather than treating them as separate tasks. It leads the RISEBench leaderboard overall, topping both Nano Banana 2 and GPT Image 1.5. Powered by Uni-1, Luma Agents are now available via API for end-to-end creative workflows.
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Caption:
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##### **INSIGHT**
## **Karpathy just turned one GPU into a research lab**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e4095060-05f4-413f-8e53-2918e067df0f/superhumanteam_a_software_engineering_team_working_on_a_wall__671d61c5-dc23-4f7b-be58-d39d26f34714_2.jpg?t=1773052002)
Caption: Source: The Code, Superhuman.
--------------------
**The experimentation wall just came down.** ML research has always been gated by one thing: the speed at which you can run experiments. Over the weekend, OpenAI cofounder Andrej Karpathy cracked that wall open with the release of [**autoresearch**](https://x.com/karpathy/status/2030371219518931079) - a repo that puts an AI agent in charge of your ML research loop, automatically rewriting training code and only keeping changes that improve the model.
**The proof came before the hype.** Shopify CEO Tobi Lutke [**ran it**](https://x.com/tobi/status/2030771823151853938) before any ML team. He pointed the agent at his query-expansion model, went to bed, and woke up to 37 completed experiments — and a 0.8b parameter model beating his previous 1.6b by 19%.
**You can run this yourself.** Simply clone the repo, upload your training data, and create a “program.md” file outlining your research objectives. Once you point the agent to your GPU, it takes over the rest: editing your Python training scripts, running 5-minute experiments, tracking validation loss, and discarding failures automatically. To help you get up and running, here is a [deployment](https://x.com/hooeem/status/2030720614752039185) guide.
**GitHub wasn't built for what comes next.** Karpathy's [**next step**](https://x.com/karpathy/status/2030705271627284816) is SETI@home-scale collaboration - agents running asynchronously across thousands of branches on shared compute, and he's already flagged that existing tooling will crack under the load. The moat has shifted from who employs the most researchers to who writes the best instructions for agents that never stop.
----------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)
Caption:
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a06d33c2-5086-483c-8a10-e16fb9d8a999/CleanShot_2026-03-09_at_13.41.47_2x.jpg?t=1773043943)
Caption: Meme of the day.
--------------------
* **Plausible ≠ Correct:** LLM code can clear every test you throw at it and still be catastrophically wrong in production. This [**breakdown**](https://x.com/KatanaLarp/status/2029928471632224486) shows exactly how it happens.
* **AI Chief of Staff:** A solo consultant used Claude Code to [**automate**](https://x.com/jimprosser/status/2029699731539255640) 195 hours of annual busywork into a two-button morning routine and documented the whole build (3.5M views).
* **Reality Check:** Most devs are confident going into system design interviews. These [**20+ problems**](https://x.com/javarevisited/status/2029946309847970284) are a reality check.
* **$32K Weekend:** A developer was paying $32,000/year for a SaaS tool, decided [**to rebuild**](https://x.com/heygurisingh/status/2030321838619054265) the whole thing in a weekend with Python and Claude, and posted the full code.
* **Zero to Shipped:** AI agents are the most in-demand dev skill of 2026. This is the exact [**6-month plan**](https://x.com/mkbijaksana/status/2022823167031455975) engineers are saving to get there (1M views).
* **Senior Dev Mode:** Drop [**this prompt**](https://x.com/JackCulpan/status/2029478582352003150) into Claude Code and watch the way it plans, thinks through problems, and self-corrects change entirely.
* **Hard Lesson:** A dev gave Claude Code root access to his AWS setup. It followed [**instructions**](https://x.com/karankendre/status/2030532098210283932) perfectly and wiped 2.5 years of database records. Must-read before giving agents production access (2.9M views).
* **Skill Decay:** Anthropic studied how developers use AI coding tools and found 3 patterns that build skills and 3 that [**quietly destroy**](https://x.com/aarondotdev/status/2030538096517796030) them. The ones that destroy are the defaults (2.1M views).
----------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)
Caption:
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##### **AI CODING HACK**
## **How to run tasks on a schedule in Claude Code**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/aaae7e29-2580-482d-8a25-d9c988d0524c/CleanShot_2026-03-09_at_14.50.25_2x.jpg?t=1773048064)
Follow image link: (https://code.claude.com/docs/en/scheduled-tasks)
Caption:
--------------------
Claude Code just launched [**scheduled tasks**](https://code.claude.com/docs/en/scheduled-tasks), giving you the ability to run prompts on repeat in the background while your session stays active. This is an upgrade if you've ever started a deployment and spent the next hour constantly tabbing back to monitor its progress.
The easiest way to get started is by using [**“/loop”**](https://x.com/bcherny/status/2030193932404150413). Just provide a specific interval and your prompt:
```
/loop 5m check if the deployment is healthy
/loop 15m scan my error logs and flag anything new
/loop 30m check if CI passed on main
```
If you skip the interval, it defaults to every 10 minutes. For one-off reminders, you can skip /loop entirely and simply describe what you need:
```
remind me at 3pm to push the release branch
```
Tasks only run while Claude Code is active; if you close the session, everything stops. To keep them running continuously, you can leave a session open on a server or use an external cron job to launch new Claude Code sessions on a schedule.
----------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)
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/06aea4d8-e393-4ac0-840e-fe9372ed66be/Untitled_design__7_.jpg?t=1773048272)
Follow image link: (https://www.youtube.com/watch?v=Ednpn1mjKiY)
Caption: Click here to watch this tutorial.
--------------------
### **Top Tutorial**
[**How a staff engineer uses AI for spec-driven development:**](https://www.youtube.com/watch?v=Ednpn1mjKiY) This tutorial shows developers how to speed up web building using AI agents. You'll learn how to turn Figma designs directly into functional websites, run multiple AI coding tasks at once, and use isolated workspaces for fast, hassle-free code reviews.
———————————————————————————
### **Top Repo**
[**AI engineering field guide:**](https://github.com/alexeygrigorev/ai-engineering-field-guide)** **A collection of real job postings, interview processes, take-home assignments, learning paths, and portfolio ideas for AI engineers.
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### **Trending Paper**
[**Evaluating Opus 4.6 on BrowseComp (by Anthropic):**](https://www.anthropic.com/engineering/eval-awareness-browsecomp) Public AI benchmarks are often compromised because test answers frequently leak online. In a surprising turn of events, Claude 4.6 Opus independently recognized it was being tested, tracked down the specific benchmark it was taking, and decrypted the hidden answer key.
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==**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)
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### **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)**
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