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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 orchestrate coding agents  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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 06, 2026 | <a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9tyyhvmOcNloGLDM7TiYBREfObu8XWKjbOS_xnVMgOkSNTrRNINMMsd-etQbiVXtDfqKJOnbRFGKYrKmqUIzXz2daZNVmQup1L1FePKUtXO2Ok1o8GqPfQIesGYXszdL5sCN-5zZwXQXTp702K8EiqXE-Wk25nd8ScDmHBsTR_GbctapQWXLin9O8oK2_XjvtOuMeV5Prl5A-WvrNz_uLACLwZwVcHJdjTTMVnj9L_eDGMULYSw5cgzC0UBpTz7-8SL813PVuqLETTn8-jjxGzx-NA9IJzhat9ko9ZKfw2elxQJT5Pnxy55g7eU-dfxgvMdcHnaDm6tsJPG-tCT3LN_vhu8QouhngAjruU9hKvvhSoBZCWrEb9RysUcXYLYY0R8_PVOYXNLryvasiAdKkcbQt6XLLa9a_2vLwNTQK-C-yDtM7ZfsY120htch2GyInbE0IdHVWn6TtoJfnhGooIQGas7BDf6YxAPj_dif1CfGxnSrZUIJAHV0qz5EK-OfCsBB2ZpJp9Ykxpvzb-6BHijPPGU9024bGzZS3ifZNy-QZGBewMf_mdRu2emWNnsL62P60kVIws4ouSAjw2SK_xZxBcVQWG6eghhgizgTYQV2Cj12GFzFkQg3wpQwv9AStK1EsyQe0mujZ8rdSxazeGoMJYBcvp-KXvf1MCEi3pdPT-7LOaMQQ8K8BQkAe5EaLI_Wc5ooc0VZflISdimpv1KHl-djD6vTq380ce-p-7KVHpPFUaBme2DLTKcJwnn9EysZaswVfPoV6mfzlJO9eDr9aW2y7jYanxeH6yK1Q5mtA1QxC68rnlLSRe-1-fgxUEJJIRIVxBL9GB0aY9gH0-SSaXgstGZ512tRdbEXXtqfMKPHwKei2h0D9AvVzwENGQ/4op/3tYLk8v9TVSB63GUQail0w/h0/h001.E9TASi0ey-ygXcuU_eluHNUg6G1FvjTVtpoCj8WySHE"><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/4op/3tYLk8v9TVSB63GUQail0w/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> Every AI lab is racing towards the same goal: agents that run in the background, handling complex work across your apps without lifting a finger. OpenAI just shipped a new model that takes us one giant step closer to that future. GPT-5.4 combines reasoning, coding, and professional workflows — and it's their first model that can operate a computer on your behalf. </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> How to run an entire company with AI agents, the 30 security rules every vibe coder needs, and the ultimate roadmap to becoming an AI engineer. </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;"> Devs: First in line for AI impact </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 cut Claude Code's token usage by 70% </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_0gOXDT9L_ciJ3yfbgnSCGMs9ZvmplL1eywwcojaY0NHEwZY7Vi03NkbxTxzbLE6gt1rcDJuj1qJpt6vkz4Jlm32wi0Q8f0R8RLh7flO23dNFjj5U14meft_3EdC_uXh9CEyjtVRdBmVZoKMHM9KVWEK3UfP1p8l1dy3cdX_q4s32HLS06uYISJMhvVaAfYGDk-GMOX0rSUf5jGmYRnD-TUI7lFtwPOFl2aZqauKRkAVzK8kmfbed4oukwdodZnxnq3G9Er1oy0ViItiWvo2j14_JN3v2R5FoyuVe-6vnQGxQainNLQz/4op/3tYLk8v9TVSB63GUQail0w/h1/h001._aZXd7qWXMDUnbsj4Vk5tx5lihcTghg7ssAUx4wh8K4" 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/dc9951ba-f858-4ef1-a0b8-11a3eb321ee9/Untitled_design__4_.jpg?t=1772781717" 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 OpenAI’s GPT-5.4 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's new flagship model pushes toward agentic coding workflows:</b> The ChatGPT maker just shipped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g8U4kRP9vKufyYDzOvQS8aMChAgiWh54NnMY0FnEllA0ss3Z40QJvL6HRPasvoUVBfjzBa-77PPZ3CEc63_vg9SoqGhMq3owtZDCVxbvu49s5KPu8Y0zlnll4avLhyKApGmSoDLLHrhNaEqinz2OxoKvM48z34q5pVxA4BcSR6FzpN9i8YcyaNfrRkaVMWxXlOC3ZIODQFIzHKye9cvAND7Ocr1PC9H3D39Q9LcBUa8zgKYbuxZvzMHOlw4xcrSWC6xGmVFMmkrxb9OloV-dFu1/4op/3tYLk8v9TVSB63GUQail0w/h2/h001.DAUKjDHP8ayJQ88elddlpZH_BnIo5y1AGGrD_cQshG4" target="_blank" rel="noopener noreferrer nofollow"><span><b>GPT-5.4</b></span></a>, its most advanced reasoning model to date. The model features native computer use, allowing agents to write code, execute keyboard and mouse commands, and navigate applications autonomously. It outperforms GPT-5.3-Codex on longer-running tasks, with Codex's /fast mode adding up to 1.5x faster token velocity. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjybC9NTVint4h1gBftMHBG3Jr3nFzyY6R7GLvYy0pScWCzDnitqu54UZLCU39Ig5_HGWAUYYcCXeKUeeE8GKAbNp-DSDmadjJcbgpEFvzqJZ5Gs39nH--gY4_YW9-UmTS1OAGxovDKSl7E3Ht_3vt1k7212Wpea4lI8crR1mPiM09XeMeEFsQf_Zvw1Yw-culbevoPHTMlIjLYHIahRmC9ZOOEJZPXe9MMhySr5nFdyKZ7uewSdWfQQRjD0WYRyd03XXRkfGbXziv3TZEilefON/4op/3tYLk8v9TVSB63GUQail0w/h3/h001.fYVQksFXuMvu59msPPZXfAeyj4CzXSaIRVvasUkM2V4" target="_blank" rel="noopener noreferrer nofollow"><span>See how it works.</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>Cursor can now monitor and improve your codebase on autopilot:</b> The AI coding tool just launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePeFStcHHC9PnLRHRvGfOdnAqfXm10yMTeAV6a1P-fJ1rN9mlxUSU68bQga7j1YBSR7fWqKzqejsJOqolwjU_REMEC3AS9ChJltqAPQogDkF7MrQBVYXSuvlUnmI0Es9qp4Sq_cItP5KNMnLqdCKemG6CtV06HzR1FFiDXzaCTkaSFyVtw7meWx5L7UEXwjXYsoI1z_wtAHMTbk4_x-7MyaUFNw-w_H6fpT4obFVtoA00GvRqsbMW63QD2r3G9fs2t6Rm7e9iJh5VBI6o2bkCVBw/4op/3tYLk8v9TVSB63GUQail0w/h4/h001.CPaNsdUXwWbSnMjT-FtCrl_DfcrrSZL8C2-G-1hqSjI" target="_blank" rel="noopener noreferrer nofollow"><span><b>Automations</b></span></a> that let you run agents on schedules or triggered by events from Slack, GitHub, Linear, or any MCP server. These agents run in secure sandboxes, use tools for tasks like editing code or running tests, and learn from past actions. Teams are already using them for security audits, PR triaging, and incident response management. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5jOc4HPRjeGU7m9wlWQKbuWBmsftctyZsjd2V3MjyJUWezNzuFz7SJplVKx4e7W2A_0Tf1AS1fondmIXt86OllcURrMdPRYx6r8duPxm2Ul9C7sLPW-9usvt_ZakkE8Sm-4VjqfALDcnDOhBW2lqfY470rtHY_eF3K-fXezd1Q2jZPSIY1UJUvskXp1Cf0sr6PvwciTI9-ZYPot4PH5h4FvHja2A0wdV5biSgqMGVLOhOMPSoM3QLiDZ9RuaS5Mbi_uT78-eIQFipeilm0rqlqRMXPbe2pI1HROEHiMWoQ_/4op/3tYLk8v9TVSB63GUQail0w/h5/h001.zcR9V3RRmZnXjwVChcr_fbNnZgHLVyrMVDAZhhwYJ3E" target="_blank" rel="noopener noreferrer nofollow"><span>Watch automations in action.</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 pushes back on the Pentagon's supply chain designation:</b> The AI lab is taking the Department of War to court after being labeled a national security supply chain risk. CEO Dario Amodei <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7Qb_ecwxWLecWkJ0UZjuWMo6Jl-SZFaR3a0nEBZUyxCGd-PuHU5z72NYAHjlY03gdkStSi_G3ZbhSJaezuvqHp3ivF7gS9tFLhDIClutxVvLH48EWa4PWDU7Hz0aFBCheO0Y40Fweaz8dqoRzPLIl1ZkyW9FGEXAcKZeWVvGp1y60pUaHCtb6Qnr2G1lxDaoSJ_WmjWgiu5ie1Zwlgx-ti1PrB8Pp_Xo2NB16hJrvvTU1GnP12dP9HqRNcUPn4Wm17yTXY8WGcs8n4Ji9aVsYP4/4op/3tYLk8v9TVSB63GUQail0w/h6/h001.8W4aiyp1l6bhwBwXdtn6N1uqgOIBfcuQ6cUyYpXQ2qs" target="_blank" rel="noopener noreferrer nofollow"><span>clarified</span></a> that the designation is narrow in scope, only prohibiting Claude's use as a direct component of Department of War (DoW) contracts. This leaves the majority of enterprise deployments untouched, though defense contractors should double-check whether their specific integrations are covered by active DoW agreements. </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:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY MONGODB</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.AtRzLqL3EQmRcf6rV4XqumyxtBcGtINNITpooqLB1bzx07Uu0I3-0LhQ5ceTwfvZ_6yd16FtFFgWX0fb7RaTokhfDrIjPlUMqv9ft2pWB5n8QMY0T4WrXObd15_CgDcM8K1fBTjl8hH5tnCXE4JWM_weDdkXGzv5oTivbMs0Ee3n8DA5tna1DjLH7DYrd3gcNG98_FJ6dkCR524JGB90X4m8lCTOWpO4D7bcWLmeHA8TYND7B19KbJenRCB4OehIJlg_mtr3JK0nVCIYD94GKfTLMGK_6h05ISPpOybR3IE/4op/3tYLk8v9TVSB63GUQail0w/h7/h001.WcpE_wmGNklOplKUC_pVtIZYbQ7dUuMb4jIzt3g5GvY" target="_blank" rel="noopener noreferrer nofollow"><span>MongoDB for Startups: Scale Without Rebuilding.</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.AtRzLqL3EQmRcf6rV4XqumyxtBcGtINNITpooqLB1bzx07Uu0I3-0LhQ5ceTwfvZ_6yd16FtFFgWX0fb7RaTokhfDrIjPlUMqv9ft2pWB5n8QMY0T4WrXObd15_CgDcM8K1fBTjl8hH5tnCXE4JWM_weDdkXGzv5oTivbMs0Ee3n8DA5tna1DjLH7DYrd3gcNG98_FJ6dkCR524JGB90X2qUcRbL1wpd5gfGEUg5BEfapBTzaL4Nd1_TNW93O0u5if_5WzGrQIMq-JgUKGoa7c9wnlPi_4s7t_5eoGf9I2k/4op/3tYLk8v9TVSB63GUQail0w/h8/h001.E5ar_zsCc2twulbdl4Cmo4m-PBi_E9xj8ieuvL_wxDA" 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/594d5016-ca0b-4b37-99fb-d92e40887c74/Mongo_DB_1920X1080_V2__1_.jpg?t=1772779129" 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%;"> Get exclusive <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqumyxtBcGtINNITpooqLB1bzx07Uu0I3-0LhQ5ceTwfvZ_6yd16FtFFgWX0fb7RaTokhfDrIjPlUMqv9ft2pWB5n8QMY0T4WrXObd15_CgDcM8K1fBTjl8hH5tnCXE4JWM_weDdkXGzv5oTivbMs0Ee3n8DA5tna1DjLH7DYrd3gcNG98_FJ6dkCR524JGB90X2EF_KMC_4n_-Cj8yPfNECBrBAirtSSLniYFMjmN8TC91CQVHMPUtFAO0pHokTO8lxKVZufcj1t57CaYqj5G8Ww/4op/3tYLk8v9TVSB63GUQail0w/h9/h001.vdbEDljK4oCFV1sj6UPwJG0d4il7Bmxlz7KtmQam5jU" target="_blank" rel="noopener noreferrer nofollow"><span>MongoDB Atlas credits</span></a>, hands-on engineering support, and a unified platform for document data, Vector Search, and built-in scale. </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%;"> See how thousands of innovators—representing $200B+ in combined valuation—got from idea to global growth with MongoDB for Startups. </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.AtRzLqL3EQmRcf6rV4XqumyxtBcGtINNITpooqLB1bzx07Uu0I3-0LhQ5ceTwfvZ_6yd16FtFFgWX0fb7RaTokhfDrIjPlUMqv9ft2pWB5n8QMY0T4WrXObd15_CgDcM8K1fBTjl8hH5tnCXE4JWM_weDdkXGzv5oTivbMs0Ee3n8DA5tna1DjLH7DYrd3gcNG98_FJ6dkCR524JGB90X3GDzdPYqwJV4J_RqoRJ9BKJ-iw2zbvSnQs5Rc4XoWo7V7V0YjNqCpOBN1Pc2MBEJg7lbLP_h9Wixn7F5ENsMLY/4op/3tYLk8v9TVSB63GUQail0w/h10/h001.aMHDeqMcCse9AiTMjw-BFH_m5oSRdoluXyiQXIZP26w" target="_blank" rel="noopener noreferrer nofollow"><span>Claim Your MongoDB Atlas Credits</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>Anthropic studied AI's job impact, and devs are first in line</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:603px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7T8Zy3gnlNBMHgA0VJIEwe29Vi9cMVVK1x559wYL3YYDMKUFi9HnLZAkP1DvyS6mYXNwHJAwPKkTrekFzkEGPlREiXA9njBMOXvu2V_inIIKjGewlErkaCUNDd0ODTBBDOrfiwFwazmS8QoDtDGPAWqwOfSBzKew8HEtoZ4VOMc5iqChoD_BdXgmsrqWViWi_5PntWQiOOk4hNUgtlcxyyHbtUR7niFaFylHJIn9iTKIUs5p-YW6SIMWUuqYNmmbKiIpMGAlumcmbGGMLbzCRPu/4op/3tYLk8v9TVSB63GUQail0w/h11/h001.9J5cAFhYdYGSdxtlc4TYsS8NNM62xFWVLZHalx9OMdc" 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/181722f6-bc5a-47bb-8b60-9d67269e6a4d/Frame_2147224326__1_.jpg?t=1772786636" alt="" height="auto" width="603" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:603px; padding: 4px 4px 4px 4px;"><p>Theoretical (blue) vs. actual (red) LLM job coverage</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>Numbers over noise.</b> Everyone has an opinion on whether AI will replace developers or not, but almost no one has the numbers to back up their claims. Anthropic just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7T8Zy3gnlNBMHgA0VJIEwe29Vi9cMVVK1x559wYL3YYDMKUFi9HnLZAkP1DvyS6mYXNwHJAwPKkTrekFzkEGPlREiXA9njBMOXvu2V_inIIKjGewlErkaCUNDd0ODTBBDOrfiwFwazmS8QoDtDGPAWqwOfSBzKew8HEtoZ4VOMc5iqChoD_BdXgmsrqWViWi_5PntWQiOOk4hNUgtlcxyyHoT0xgzLmjZvNBPWWENfs4A343FAXTeCpr1BsMTa2fweDKRU1EA8w1r1um-cUOm4h/4op/3tYLk8v9TVSB63GUQail0w/h12/h001.N8hUUKmkNnH-XbiXgIcI9IP_Uj-KPVz0xUsqg3LH8Ng" target="_blank" rel="noopener noreferrer nofollow"><span><b>published</b></span></a> a study using real usage patterns, and for the first time, we can quantify the impact. </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>Top of the exposure list.</b> Computer programmers rank as the single most <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7T8Zy3gnlNBMHgA0VJIEwe29Vi9cMVVK1x559wYL3YYDMKUFi9HnLZAkP1DvyS6mYXNwHJAwPKkTrekFzkEGPlREiXA9njBMOXvu2V_inIIKjGewlErkaCUNDd0ODTBBDOrfiwFwazmS8QoDtDGPAWqwOfSBzKew8HEtoZ4VOMc5iqChoD_BdXgmsrqWViWi_5PntWQiOOk4hNUgtlcxyyHLoSi4cLmnDwp0aNR77T_TXRFJIIBuZV_ww77Nh9NpOt_8Gm23rxdQ-451Qqw2KDrjkZuW5O-i0_8XCb_zPMKI_mk1B6PZ6RvCK5yvCtwXD6UfOwG0PKaQsjnHmqL1Jk6D5LVgcy_8wXok2IgfK6uAmp-FdmDW10URrTuqnELfCc/4op/3tYLk8v9TVSB63GUQail0w/h13/h001.s6tx6hD5rzx7nVvtWSz_YM647oOUoar-yKj4sguWyE4" target="_blank" rel="noopener noreferrer nofollow"><span>exposed</span></a> profession, with a 74.5% task coverage rate. The tasks being automated aren't abstract — they're writing, updating, and maintaining software: the core of the job. </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 gap that matters.</b> LLMs could theoretically handle 94% of computer and math tasks, but real world usage <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7T8Zy3gnlNBMHgA0VJIEwe29Vi9cMVVK1x559wYL3YYDMKUFi9HnLZAkP1DvyS6mYXNwHJAwPKkTrekFzkEGPlREiXA9njBMOXvu2V_inIIKjGewlErkaCUNDd0ODTBBDOrfiwFwazmS8QoDtDGPAWqwOfSBzKew8HEtoZ4VOMc5iqChoD_BdXgmsrqWViWi_5PntWQiOOk4hNUgtlcxyyHpkcDgMJFOl_t2VL0urn74d41mac_e4z12pQsP0a_Fza6GvvSk3P6bd9lIuDshVlcH_s6PTmWqXOadJNqfE7bRsnBIvytFq2DaCSCqTmW_WsGxE77uON5fgKiEH8tECygCheJnbt2--Gb-rZgT-DMHqvKmrjizWP0luC3MmOM1Zn550H7e0asIPUKhRtC1Ix0e6ioLTV7c5MhLcRXgyM4vPuWGnvzhGvJqXhwz_B3qL8-UEFg1EmCOKN8mC5i4JaV/4op/3tYLk8v9TVSB63GUQail0w/h14/h001.K78noi1bbo1SN9zU_EHbIjD4iN7il6r2gQTY8M5GymM" target="_blank" rel="noopener noreferrer nofollow"><span>sits</span></a> at just 33%. That 61-point gap is what Anthropic calls the number to watch. As it closes, employment effects may follow. </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 front door is quietly closing.</b> While mass layoffs have yet to materialize, hiring for workers aged 22 to 25 in high-exposure roles has <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1wcw3qhlqAsnTXcrtL6UeYAKAhjA0cySo_j04OtvwrnmPZLEjxRnIS6iA4Fo895px5nQQe0-XS0UHu_Bo9uCAVCPkPdKj-ujqkFcs60gAPprp294re1r4fAQgVzyWWkpI80e_HBAQgKBYnnCBpt0XoNjtQ7cWAxcn-PI3aPOupSir6oIF4FcnSp32voIQ9zGOe1bzypudaPb87Y9tDT4Xpp6uVcyFH2obvnUWhZAJVaQ5ddCPrEQSXuzV2le_pFGsFqQ4BmLUYVstGwuP8_Mq87Ten-BXukxKXsdT0MaQkg/4op/3tYLk8v9TVSB63GUQail0w/h15/h001.NBbq15tcsm4-XcVgov6jd9TW-GS8IpCUoIbnVrdFi00" target="_blank" rel="noopener noreferrer nofollow"><span>dropped</span></a> by 14% since the launch of ChatGPT. Rather than resorting to layoffs, companies are simply choosing not to fill vacant positions for now. </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/1008ed24-542d-4bc6-969c-83474f3f5d6c/CleanShot_2026-03-06_at_13.34.58_2x.jpg?t=1772784327" 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>AI Engineer Stack:</b> Prompt engineering is just one skill in a much <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-dr7XsHcyDE0lpSCRNt06Kgeb7sE7e1u_helCrIwen8uoEOBq4i8oW7Z2RxEoBXEv8z09YE-AdqQ_UXziD4jjfjJSOIS9YXs8i7xecNyqMrYVRFY9iiyOKHrS_LthVKjYnUbU8uAEIjguZTKisy-d-i6qE4AYDb8TtloWYXx9kHQv7vRl4t_Fj_XPwFbwXp_UwBgyOAI9RiFZBWB8pdUtZ-Z28L7qPFevOiZfBabybB8iJ4LUf_lqckhB0hFfGTEG7U_x9pchjIDOoev3c1smtswwT-OHIptuwHUWLLsuA_/4op/3tYLk8v9TVSB63GUQail0w/h16/h001.1EnQRb2gtfTuANYOhsF5CYEztlzPza4tVZc9QcVmabk" target="_blank" rel="noopener noreferrer nofollow"><span>longer list</span></a></b> of what you actually need to build AI that works. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>One-Person Army:</b> A solo founder runs his entire company with 10 OpenClaw agents for $400/month. Here's the <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L7eUd8VCxb-9ZWEi7pbCr8IiIS9VeRyiKskhFQosTskHOBck5a-hL-hFpoQFEbhRIJhkfF-IR7QeVxxidXAdbNwV60yPz2ilqu-ehqOh-TYxOa2vG6F0tWqOlFaGJOy9O0AMhGafOuDvmYSO7gwLc2F6If-uPBs4SdgoX8Y6ErNNvoBZIVW7mOOMRuJ5PD9RCYHzijAwvT2SXs70P9Q5nHQ5HTWB8VV7vKBkNgdxXOmNulnNQTXCnpSHa14pHWvHdgBOe7P8njsQh8A6ZBa0BTR6Sfr0N4cbk-9YIClobHtM/4op/3tYLk8v9TVSB63GUQail0w/h17/h001.kOza1ttcw6tx8bewm5SwCorNQ-tXDRLFIlP8lPVRhv0" target="_blank" rel="noopener noreferrer nofollow"><span>exact setup</span></a></b>. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Real-Team Rate:</b> Claude Code can estimate what your project would cost a real dev team to build. Someone ran it, got <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0ZYWrFPNJSkNQoI4dDUC_O1HaS7wRv6uk-aBYu-lfJv8zIN_B3QmFgBmgzR61-gbaDnK2r1gnzsgOaz6ZTJD06wRCur9-MaJIz-asO5UN1mEGstNZ5ZtKIW5YWeg39gCNo7-VkWl_bgtJCDYNlUFsUN8kVYMOG7f7FW5qhl7_mkNG7GAenJTK2AFsYJhaFzNxaOuMA9Ik6YPx7HnZJH95oySnto4k3eFnaftHZslrmSvnBajX2HOBHx08q9P_r9mwmifq8ktSf77oPBFYm1aM-Ja_BQxA2FY5xB2H7Gko8c/4op/3tYLk8v9TVSB63GUQail0w/h18/h001.Ex20x6Heyo7PEMCKGJUTFMrC76gqEZxXh-3gOL2493A" target="_blank" rel="noopener noreferrer nofollow"><span><b>$650k back</b></span></a>, and then checked how long Claude actually took. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Vibe Check:</b> Most vibe-coded apps are one exposed API key away from a very bad day. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0HJjZiDK4L8RYukNmZBTElMb8hnvqYqQq9AE4f6i7iPpKqXvNw7AbWMXby3L7va2rT9JzudrYt1BKC-xXxVcWdWoEKtNxZwGQtzaByGAW2VXiKUiSkxcXlmjuCKBZ5YVoylGBHHLdFSprE8XjYL283_gsNokqgre8C-jo3KQhCiHEBvIVVt-uOrZ43hzZo1Xa-ugOp8yWOAOKiQjd0c52NsiPbjUC7-YKp6MN9IkiRHUc6-MLSdy6SjSs18wdx2p-7mQTnWTG_7ZHdQ5tsdB-Fuopy0_VgCaw64F5m7iODp/4op/3tYLk8v9TVSB63GUQail0w/h19/h001.y3-OezrnNVKRHXhwPiEcNhfRSrJ9THa6hPcp33lLgCs" target="_blank" rel="noopener noreferrer nofollow"><span><b>30 rules</b></span></a> to read before you ship. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Golden State Advice:</b> An engineer gave Claude full access to their financial data and asked for <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1ItFWy4iAijKQCBYYxPoQ3WwI4UnNDgd5wJyugguG_FgMXdGsIToIDipyqOW7PbHag1X-9vaf90ME1OZRMsCMvRy4J_WxTsYLwE9qvL8cMYIy6oA8IExA_V2Ic1skWLSASHy8kfNe20YvXKhl9mBGBXMGS0JvOpwDwIyrZBpG-NoLw7yF1iSvGSjNu3spyAVpAXNIxLZCPcNX8KItEV98D9Ecu-tx6gl_iRxnsMGyy4KfDIe5kJV1Q3EzrhMvJfaViudjkl4mR-na6L9xjWG5fCTpchng37RLH1dTLygIyg/4op/3tYLk8v9TVSB63GUQail0w/h20/h001.KO59LIH9-cEbJz8dGf49ftaVrvETfxpO61RaH0HgVRc" target="_blank" rel="noopener noreferrer nofollow"><span>one suggestion</span></a></b>. California isn't going to like what it said. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Quant Roadmap:</b> The highest-paid engineers aren't at Google. Here's the step by step <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lypa3TZJGdHMaOo4xkHp7DGyWogdwAeqmq9jKgStPBIjePpiEkQ7rC2vLnSJSdRR5RpayfZgB0ADyRE2POqJzuEHVv-gzTzuLN8mBGE6p6yRPIeRKMLoQtdSgGTJhmujVkjiaW7U4IMY-_KutQxeXseIZol48vJOuthVwjwe6GCljZ2FbSiO3BLt11zEnRhP3ov74NtC8V-tvnwEPtEpcvLvtIF8bnGpdg_G96zccpi0LDeMXir_qs3HbRf_Vgjj2ZXvmhrLVFjJTqm-SjYMVvdGfliMh86-kGFn4pea61H8/4op/3tYLk8v9TVSB63GUQail0w/h21/h001.VkKZKYf_gWBjg8D9SQjLSOYrKFCzZlycksuQ18Iv4_0" target="_blank" rel="noopener noreferrer nofollow"><span><b>ML finance roadmap</b></span></a> to get to where the real money is. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Robot Applicants Only:</b> A company just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-5B_HsMJcM12huUeRx_m7JWzK-346PulymZMVEvWE9ShNxml0IiMBS1MsxEyRgbExzYCKWeuUD-_SzjxQDa0ShV6wLInnpdsZhhOO0P1s-guUsGPviAkAeKXXnMOczAn1keyM75ROrTMmwyksi6HS7OfPEHqcVY3CeMBLaaKjuTlMkNY2ZVww5Akjk5cEnFA4EIpcoBHMJG4-LJ2OH2qWk47N_trwkwMlma8H52ZEMAaSC5sGHDOaQdaMpfm5QaeQ6ptA0YjgXNoSLYTt0CCkaktQKUi4_GM2ZNRKZuJexl/4op/3tYLk8v9TVSB63GUQail0w/h22/h001.axTNQldYdzrgGdM__LVU8aMDeWU39O2z7WjNdZX5P00" target="_blank" rel="noopener noreferrer nofollow"><span><b>posted</b></span></a> a $10k/month job listing, and humans aren't eligible to apply (2M 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 cut Claude Code's token usage by 70%</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.yBywWjiZ7oCsTrXLmaNhknlZUUn7l_U7dIYa2bpCwaXONy942xMkUpr8k2sSNTMzMLfmKkeo-Q_eM97sD4U59ZcHCayFH8Qw48px8ak5xktFPcEPCKvRtGRPWT2FxE2evT_CGOC11oRIR01nkS8YmzRUsWn8OiWNv84YGrZc4SciMO8do2J9G_zba-ugZQHS1rbf_fXBehcAzA0VVx6Ij1bIwMblFDDK5BwA63IV0hCpbh2ZQQymdv12i-TyK2Cwj2Ft-0iiXvQQp4no7n9NPtrG-CFto8KoreRISoKumhY/4op/3tYLk8v9TVSB63GUQail0w/h23/h001.M7LZDau3BgDOa_lQ8eP0wgr3cln4PQWs51bkKx4cc7w" 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/54ca9e3a-707f-4525-9e8f-a194dc04a0be/image__85_.jpg?t=1772798796" 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: Github/rtk-ai/rtk</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%;"> Every command executed by Claude Code dumps its entire output directly into the context window. A brief 30 minute session can easily hit 150K tokens, most of which is just noise like passing tests, progress bars, and verbose logs. </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%;"> To solve this, a developer created <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhknlZUUn7l_U7dIYa2bpCwaXONy942xMkUpr8k2sSNTMzMLfmKkeo-Q_eM97sD4U59ZcHCayFH8Qw48px8ak5xktFPcEPCKvRtGRPWT2FxE2evT_CGOC11oRIR01nkS8YmzRUsWn8OiWNv84YGrZc4SciMO8do2J9G_zba-ugZQHS1rbf_fXBehcAzA0VVx6IjwvFNitvFGnN68BjRFFzJ6KFjPy9MVt3yc-e7WzjKlhRaYGqNuA2zIQPnNey_3OWatroH_9SAUtQFlzmKC_rk2k/4op/3tYLk8v9TVSB63GUQail0w/h24/h001.2tR2r_znDfka2eMbTBqcWs4edH7aQOW8QShZdsJnjzU" target="_blank" rel="noopener noreferrer nofollow"><span>rtk</span></a>, a CLI proxy that compresses command outputs before they hit the context window. To get started, make sure you have Rust installed and run: </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>cargo <span style="color: #ffa657">install</span> <span style="color: #7ee787">--git</span> https://github.com/rtk-ai/rtk</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%;"> Then wire it into Claude Code with one command: </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>rtk init <span style="color: #7ee787">--global</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 hook intercepts every command Claude executes and automatically compresses the output. Sessions that previously peaked at 150K tokens are now reduced to ~45K. You can run “rtk gain” to view your total savings. </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzXYlGlGjna_vw5ylQAYCyE4AwOprlI-juRNeEFIATP1CaH0Q_c-pxM7Kdj-voO8icgRnK4TGO81S1wJadJ2yX1NqBOXm19fj8uE7YkP6xkUV9h-iFrswQ5lYTBdUxm_MfpXBVt2DSe2J2-hclEiLaxpLPb41V1J82SUuReJogSgsM0jjJjHrz-JGA_NWH4r-85Vmt7R_D-8KUYcyG7aLKueVSjUOJL0poxuZ4orno9Qe1mYb5LATgZLOaeKmDCwlbDMSbCGWsHo17TG_zmRgOp/4op/3tYLk8v9TVSB63GUQail0w/h25/h001.Mo2x2AU4k6h0bFnubYQ2LyhaR_M8COoHlt8zaYnvS3A" 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/29d2737a-6eac-4bac-8108-4f06d139f39b/Untitled_design__5_.jpg?t=1772784510" 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzXYlGlGjna_vw5ylQAYCyE4AwOprlI-juRNeEFIATP1CaH0Q_c-pxM7Kdj-voO8icgRnK4TGO81S1wJadJ2yX1NqBOXm19fj8uE7YkP6xkUV9h-iFrswQ5lYTBdUxm_MfpXBVt2DSe2J2-hclEiLaxpLPb41V1J82SUuReJogSgsM0jjJjHrz-JGA_NWH4r--NYX74yLJm7wjn0ysbd60Lxnro1pTIoNiUQbnblB3E6PCMPVbd7s8iraOLlX76HHcGR25nAPxJniWxlvrbDb_E/4op/3tYLk8v9TVSB63GUQail0w/h26/h001.gn1sPKcDVCtTvneOgGBdxUSubULHgYz3BPLbNE5kDDc" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to orchestrate coding agents:</b></span></a> This tutorial shows developers how to use the AI-powered Warp terminal and its cloud feature, Oz. You'll learn how to fix bugs, navigate local code diffs, and use APIs to trigger automated cloud agents that resolve GitHub issues directly from your workflow. </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.yBywWjiZ7oCsTrXLmaNhkqI89luBcnMAf5InG-iMvUr2h6tkaIPxJ-szkko5MkIvS_SefhtkfQUwapgccZLST-NWE7zy7EcF1hUZ9UvH_kF0878sfRRhusxcbbgeKUDsLEj2_kYOeAVW7rwhteUoYTQCZ7rhq1-j22FqRwdridaQkwDouTGrezlbp_CzoR_AAO4LN5GXmrZkXTo7kK8anzP13urPFP3PRnwVmWCuFqAWuuVu0z8N4KiIOf5GvKYSFCriE2XtWQYwoXB2RVceZzXjXhT5T3i6rAerBjZ5bxcOauQIabYoo5jAd52COkwt/4op/3tYLk8v9TVSB63GUQail0w/h27/h001.nD5M3HqJWzFP9l3cTu4GeN0XuBg_VRnoSVZPvrYpMrM" target="_blank" rel="noopener noreferrer nofollow"><span><b>Awesome-Selfhosted:</b></span></a> This is an ultimate anti-subscription playbook with a collection of open-source network services and web applications you can host on your own servers. </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.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g9Dzz-HF9nVLJbZb72bF2KY64ceUmSTylOaSmnSvimv8a8q3rqsCu_j_AqRxTUliAJw3zGMr8Y_BzaujXQijOBQaIXj5T_sJQYs9ZADgdHApUVWVDYXgsRj-TOSmS_79UA8_KXfh5QP8wt_3xgI-zkUC1Q2SO7EI8jVH94nWUUOERDQ37p_8lEf6Tzh_npVykslmpp5zH1YWI-P_bVQ3VOP2-81fMw9207cBDeFCvkg4_rOaTFiGKDyy2W-7PKhspqxF9OkOimff242hzn03VvG3OJdDWZHr2Wj0TKOSzbcsaaPJKcIWuBbSNHWHBvnRFA/4op/3tYLk8v9TVSB63GUQail0w/h28/h001.PQZvmdHYHpu8VjBdHWEINxT8fSwT0VO7S7gavsmq1Wc" target="_blank" rel="noopener noreferrer nofollow"><span><b>Can AI hide its chain of thought (by OpenAI)?</b></span></a> Researchers worry advanced AI might hide its internal reasoning to evade safety monitors. Fortunately, current tests show that models still struggle to manipulate their own thought processes, making them easier to monitor and keep secure. </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_ygjggEXBnwdJX50VI3VNf5mA585KGa05QZ-u4YxQKCpdk6OtcNduPigbNMsqA6-CNOSqA5TeeOf0ZMEkMHnLCeVAL7Z4KE9qkLeLweBQIhgExMcAJ04pg_iCLy2RTqq726SPzoV8tyswbsrBoySN6uYzG4Mqiv_MKnAOpjjU3YpgE03c2osXoDQcJVZ13pyAMFAHrE/4op/3tYLk8v9TVSB63GUQail0w/h29/h001.6BrBmAdnKNdQ-8QPwdv7TKg5lTLUzby2Tp-2Nb3Y8GM" 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 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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_h9ck9FHbNIKwxyiDNyCH-y0_oamJVtNkN0Kme5INXWh7bLmg3Hfu9XFUevrtT6NyQ3TZZBtdQ5XgqfoChrTvfLJc8HIz-tYIQSledrzMedvt62LXpX4VtV1ERndqqya7UA4xmHgvOmdFqzlCSR6BUe1k_D9Gd3vxnAU6R2jY_eA28gdxH1w11X_lt2Hcs0h4dg7JV5dxQM-PmAddMTDHwsyRY5TFdGJ22ZNieIJY-48H9mwPSDO1E9bqMLKpOnsc3qBuf2Xj9Ewp1N66d6hoycotIt1qVbV3ZvbLrJvzvY5zqNtsQrZu3Y_PaOVneL9Gx78y8Joo9lk3fSHqw8a-fAJvQxuATbebWK_Esr4L3Un5Snswxs1WPDfF6Y_qPGHLXKD4IKXwRflQJqorJxjW6fyOCrlvQ6EipN0igyREpFUD1-38W-H5BqmnmQvWCs7l1ggLQKA5RVQYW7fsrJTs-FiVSBp1dSsDfzLkmdxfISa4tDguIgMWW9f8rM3WLx6f3M6nvLy8_IYbblsfKraL9j1JUnChVgQKPT11l_CkpZVEGygFAl-2KTY7UrSjvOx1bxMIckJ7KxHkaK3_CJaslK-lBmvFXmQiNzdXlrz214uXOuLKPXfRYaATWgiadT99kcLd82SOQBmy_-2CxfMeuRJk7Arq7DkkR6-6RSSs7RkX3VEiTcg1YvsyD62c8mV2p5-A_sBl7CDcJPRtOajoaB-k77ZFTy1R-0c5XWsOD5tux174ebeb0yWGqs0n-K0TkGyU_pR_B97n-F1_BODFW1wZBTurtSixcEcL-iuJvUXU_Fab__oiadbhW9Hp3YWsj8n0_h-wonQPI7l1kse1hgy6pRiRLRciVEdz_DjVYzWMn4u-o2LjAvkYBjPk-Vrwf25rcbmLgc3F5n9filzWTFvzKVkAqPm/4op/3tYLk8v9TVSB63GUQail0w/h36/h001.XyIOB_hmn9iSpbgSIHnvtl3DnkZp2mXpmqLSkDSnd9I"><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_s6AftXBC3OfCry1RhCtlVEQI5jHgMWNAvsfNLHg8g_YwqTwa9pyiHGSMQPMfAtFpVWCnZ9HKzAQtcznPzEDnZsshjohSdDi7H8fCuL8uBu0wkordxUZmr3FqolFU4CtBv7v9S70MKbJySIZXDC-0Lauj9BjrD-vcgg5qfHxNiiYpUOpeAc0IcmBfBIODEQeJ_KzqHacwbtTQBOt2NrEqQOpNzT81_RsFJYaYyCMi46AUJga2DVMF3f9hBFNDTKv6ujABIu4BrV65zQ4ioaOpipML0t5r7q4xkcGqPPq4CvGNyKQf_NDb0Jyj1epQDfkWboWsOl8Ugbkti4NhRvMoByF8B-UCVdXsODsG8UTbajRaJxFvNX1og4V4FFZf5K0atkDgves8n9k6DI-R9ptNXXw-N7kbnPws6dP_ntjCDECfOxpGM-pxPVqijnwG6QvWwoR6-0uRB4WvRd9yp7iu9DtAuhbIvlor09pxxgWt9YIoBEwYXqX9mk6DxqLrXjB8rFrQkYBS1B9Ke-Ww7ZVdCJOc7n-pa3l3ohlvq1qvqI7-5m_MPQs-Cfzlr_oc-Xb719hAcKC2s7RrEYCprQaPBPaIKqMQgitTbP0QzK0ePVLM_qCOT_uQHGB1efeCneKSqNxWTPAJ4Xy8PS8Fk0ULSU3LLTMXetarm4EJeHIfYhUlir_Lso7AqbvgzLAX1-vQ5o_7WZS2-ENTPH2ncdRyQhf616bg6K2JKIzhdKsBrSCpc5tw73I9a5OMwSakbYLho11PeLDbDK6Xk7mFWF-3sNTPS9MtmnpNxKdjN17cODgy0V94A0SDW2AG6nYHxuUAP79qaNrmIYNUtRdzCXUdrGZhX1WVj7MrShC9zm0a_Lah-yKNY8D3nIH4YUN5smnzjbMwNqwtqrM5uSyuP06G-_zdLbb2PUAubdM1_-A/4op/3tYLk8v9TVSB63GUQail0w/h37/h001.m0l8NUAr9cRvPFD8xPnak8s1HQLHiusWGOQ4K0iatdE"><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
View image: (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)
Caption:
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**Welcome back.** Every AI lab is racing towards the same goal: agents that run in the background, handling complex work across your apps without lifting a finger. OpenAI just shipped a new model that takes us one giant step closer to that future. GPT-5.4 combines reasoning, coding, and professional workflows — and it's their first model that can operate a computer on your behalf.
**Also:** How to run an entire company with AI agents, the 30 security rules every vibe coder needs, and the ultimate roadmap to becoming an AI engineer.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* Devs: First in line for AI impact
* How to cut Claude Code's token usage by 70%
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/dc9951ba-f858-4ef1-a0b8-11a3eb321ee9/Untitled_design__4_.jpg?t=1772781717)
Follow image link: (https://x.com/OpenAIDevs/status/2029620984853188738)
Caption: Click here to see OpenAI’s GPT-5.4 in action.
--------------------
**OpenAI's new flagship model pushes toward agentic coding workflows:** The ChatGPT maker just shipped [**GPT-5.4**](https://openai.com/index/introducing-gpt-5-4/), its most advanced reasoning model to date. The model features native computer use, allowing agents to write code, execute keyboard and mouse commands, and navigate applications autonomously. It outperforms GPT-5.3-Codex on longer-running tasks, with Codex's /fast mode adding up to 1.5x faster token velocity. [See how it works.](https://www.youtube.com/watch?v=YICiHiU2GBU)
**Cursor can now monitor and improve your codebase on autopilot:** The AI coding tool just launched [**Automations**](https://cursor.com/blog/automations) that let you run agents on schedules or triggered by events from Slack, GitHub, Linear, or any MCP server. These agents run in secure sandboxes, use tools for tasks like editing code or running tests, and learn from past actions. Teams are already using them for security audits, PR triaging, and incident response management. [Watch automations in action.](https://x.com/cursor_ai/status/2029604182286856663)
**Anthropic pushes back on the Pentagon's supply chain designation:** The AI lab is taking the Department of War to court after being labeled a national security supply chain risk. CEO Dario Amodei [clarified](https://www.anthropic.com/news/where-stand-department-war) that the designation is narrow in scope, only prohibiting Claude's use as a direct component of Department of War (DoW) contracts. This leaves the majority of enterprise deployments untouched, though defense contractors should double-check whether their specific integrations are covered by active DoW agreements.
----------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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##### **PRESENTED BY MONGODB**
## [MongoDB for Startups: Scale Without Rebuilding.](https://www.mongodb.com/solutions/startups?utm_source=fnf&utm_medium=Newsletter&utm_campaign=mongodb-rtb-march&utm_term=TheCode&utm_content=startups-partners)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/594d5016-ca0b-4b37-99fb-d92e40887c74/Mongo_DB_1920X1080_V2__1_.jpg?t=1772779129)
Follow image link: (https://www.mongodb.com/solutions/startups?utm_source=fnf&utm_medium=Newsletter&utm_campaign=mongodb-rtb-march&utm_term=TheCode&utm_content=startups-partners)
Caption:
--------------------
Get exclusive [MongoDB Atlas credits](https://www.mongodb.com/solutions/startups?utm_source=fnf&utm_medium=Newsletter&utm_campaign=mongodb-rtb-march&utm_term=TheCode&utm_content=startups-partners), hands-on engineering support, and a unified platform for document data, Vector Search, and built-in scale.
See how thousands of innovators—representing $200B+ in combined valuation—got from idea to global growth with MongoDB for Startups.
[Claim Your MongoDB Atlas Credits](https://www.mongodb.com/solutions/startups?utm_source=fnf&utm_medium=Newsletter&utm_campaign=mongodb-rtb-march&utm_term=TheCode&utm_content=startups-partners)
----------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**
## **Anthropic studied AI's job impact, and devs are first in line**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/181722f6-bc5a-47bb-8b60-9d67269e6a4d/Frame_2147224326__1_.jpg?t=1772786636)
Follow image link: (https://www.anthropic.com/research/labor-market-impacts)
Caption: Theoretical (blue) vs. actual (red) LLM job coverage
--------------------
**Numbers over noise.** Everyone has an opinion on whether AI will replace developers or not, but almost no one has the numbers to back up their claims. Anthropic just [**published**](https://www.anthropic.com/research/labor-market-impacts) a study using real usage patterns, and for the first time, we can quantify the impact.
**Top of the exposure list.** Computer programmers rank as the single most [exposed](https://www.anthropic.com/research/labor-market-impacts#:~:text=Programmers%20are%20at%20the%20top%2C%20with%2075%25%20coverage) profession, with a 74.5% task coverage rate. The tasks being automated aren't abstract — they're writing, updating, and maintaining software: the core of the job.
**The gap that matters.** LLMs could theoretically handle 94% of computer and math tasks, but real world usage [sits](https://www.anthropic.com/research/labor-market-impacts#:~:text=For%20instance%2C%20Claude%20currently%20covers%20just%2033%25%20of%20all%20tasks%20in%20the%20Computer%20%26%20Math%20category.) at just 33%. That 61-point gap is what Anthropic calls the number to watch. As it closes, employment effects may follow.
**The front door is quietly closing.** While mass layoffs have yet to materialize, hiring for workers aged 22 to 25 in high-exposure roles has [dropped](https://x.com/aakashgupta/status/2029786741952106564) by 14% since the launch of ChatGPT. Rather than resorting to layoffs, companies are simply choosing not to fill vacant positions for now.
----------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**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1008ed24-542d-4bc6-969c-83474f3f5d6c/CleanShot_2026-03-06_at_13.34.58_2x.jpg?t=1772784327)
Caption: Meme of the day.
--------------------
* **AI Engineer Stack:** Prompt engineering is just one skill in a much **[longer list](https://x.com/hooeem/status/2029660075774574660)** of what you actually need to build AI that works.
* **One-Person Army:** A solo founder runs his entire company with 10 OpenClaw agents for $400/month. Here's the **[exact setup](https://x.com/Jacobsklug/status/2029550513747112377)**.
* **Real-Team Rate:** Claude Code can estimate what your project would cost a real dev team to build. Someone ran it, got [**$650k back**](https://x.com/toddsaunders/status/2029301170670309740), and then checked how long Claude actually took.
* **Vibe Check:** Most vibe-coded apps are one exposed API key away from a very bad day. [**30 rules**](https://x.com/Hartdrawss/status/2029489729729642702) to read before you ship.
* **Golden State Advice:** An engineer gave Claude full access to their financial data and asked for **[one suggestion](https://x.com/RhysSullivan/status/2028905893371539746)**. California isn't going to like what it said.
* **Quant Roadmap:** The highest-paid engineers aren't at Google. Here's the step by step [**ML finance roadmap**](https://x.com/zodchiii/status/2029501247212925373) to get to where the real money is.
* **Robot Applicants Only:** A company just [**posted**](https://x.com/cgtwts/status/2029361796054958098) a $10k/month job listing, and humans aren't eligible to apply (2M 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:
----------
##### **AI CODING HACK**
## **How to cut Claude Code's token usage by 70%**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/54ca9e3a-707f-4525-9e8f-a194dc04a0be/image__85_.jpg?t=1772798796)
Follow image link: (https://github.com/rtk-ai/rtk)
Caption: Source: Github/rtk-ai/rtk
--------------------
Every command executed by Claude Code dumps its entire output directly into the context window. A brief 30 minute session can easily hit 150K tokens, most of which is just noise like passing tests, progress bars, and verbose logs.
To solve this, a developer created [rtk](https://github.com/rtk-ai/rtk), a CLI proxy that compresses command outputs before they hit the context window. To get started, make sure you have Rust installed and run:
```
cargo install --git https://github.com/rtk-ai/rtk
```
Then wire it into Claude Code with one command:
```
rtk init --global
```
This hook intercepts every command Claude executes and automatically compresses the output. Sessions that previously peaked at 150K tokens are now reduced to ~45K. You can run “rtk gain” to view your total savings.
----------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**
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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/29d2737a-6eac-4bac-8108-4f06d139f39b/Untitled_design__5_.jpg?t=1772784510)
Follow image link: (https://www.youtube.com/watch?v=S96lHbaQMWU)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**How to orchestrate coding agents:**](https://www.youtube.com/watch?v=S96lHbaQMWU) This tutorial shows developers how to use the AI-powered Warp terminal and its cloud feature, Oz. You'll learn how to fix bugs, navigate local code diffs, and use APIs to trigger automated cloud agents that resolve GitHub issues directly from your workflow.
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### **Top Repo**
[**Awesome-Selfhosted:**](https://github.com/awesome-selfhosted/awesome-selfhosted) This is an ultimate anti-subscription playbook with a collection of open-source network services and web applications you can host on your own servers.
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### **Trending Paper**
[**Can AI hide its chain of thought (by OpenAI)?**](https://openai.com/index/reasoning-models-chain-of-thought-controllability/) Researchers worry advanced AI might hide its internal reasoning to evade safety monitors. Fortunately, current tests show that models still struggle to manipulate their own thought processes, making them easier to monitor and keep secure.
--------------------
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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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