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To: [email protected]
Date: Fri, 16 Oct 2026 14:06:36 GMT
Subject: 🔥 Meta’s new model runs on two Macs
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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: Build your own Grok Bot in a day  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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:#FFFFFF;" 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> October 16, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9sTdCUNG5Y0UdVktT2P9Pwtn1gicbJFKA-t2rfNLNnwqlA6-KXzdlQMxdz7O1X9Q6_TmruoRp9-1BsJbkfEWl5PCJutnMuLsOxtle2lJJRGr_EADHhuSjwzNKp8yI_L635fFv4j5MzytRiHOWPPCavrfOi9fTXFeXp56MxtME4Xkjrw7Aape_TiXdFXoU590fXc2WJbEZVy6wKVEpZL-RCClbqybrGRsSYmzVUR5mJdhWZat9Enq_M0yq8l1o6gXFuLEC_BbRigUdfdPwFO-6JiS75w-B6B2D_Ps03hDZVqqDXgKHTB7Du_pOY8n-R2c9ZMQQE72wb7XaFzK8ZCLbwtRPX4qkt3POnaufxHm1ucDyjOzdC-4q47SwztzFtzQQNb44kZPSWFFWQB0hKXyAJzeRDv4P8v2j6_tEE0mKQj-lGXKXkHCKZMy-9-x6UXpFsQIMDjE8HXhJwRBCCvoC2QvqXOam5JluMfxSiGlgeBq-qxORkPA6wmVaym6mYiywVkmEnXN7_gXfim94HivMl9mQ-9t1CqHYrSwzcNKrYf44NyCCazeN8lYsa4ExwWyeKogN7MivShcWiHgAKOrMOFchzPGhFEo1QUvwINI-4fuVanBf2EGeOrwRCxiBrYVZ70oodcgYGwRADBw2lLA1ZFP5croEoZg04Yhip9McQkWePjiAVOGyMjRDdB7F60RvCFp714rdYmDD50KdI3Qnl3IA3JO1pKXxcNt408fjrZVQ/4ux/FesuL2r4RWi0t05PWWaKwQ/h0/h001.8kUrdPzSmDAmRJJvjr4_DkfPEqg1dhnKPLcvvKQFm3s">Read online</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/4ux/FesuL2r4RWi0t05PWWaKwQ/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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.wnAt04iMKBc-3Ax9jpUtUmGAjU0Sff5tZOLVpEfU3z3g-hHYmtDXV0zjyL7uec5uoOLoh44pzP2O_oNm5HqO7iMw2YqoJH3E-TJ1g-Hc7vZPDKjnrqmJJotZWuOVPofWVwNcHm1wnYtgZYRN3lloq-8KpOxEqCp4Kwxz9-nHd9IQ20d_MxYu1vfDi4gDYWfGzz1EU1RgFYwcTsrW6C6aXKOgQ4KZTcMpKZtDNFNavhIusXxCroclaHAYktFhr4NW/4ux/FesuL2r4RWi0t05PWWaKwQ/h1/h001.QIBC3Ux80Sq5DDixire_RrY2YszAeqYSEauHTrXiW0Q" 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,width=1920,height=3840/uploads/asset/file/0541692e-40e3-41f7-b662-9e09de6d0ade/Group_Deepgram.jpg?t=1792091075" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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> Meta is coming for China’s lead in open-weight coding models, with a little help from Apple. Meanwhile, Anthropic and Cognition want to help devs ship faster and spend less time putting out fires. </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>A former NASA engineer spills on life at SpaceX, SF founders and billionaires predict AI’s next act, and Elon Musk teases a Tesla Roadster demo unlike any you’ve seen before. </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:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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 Brief</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;"> Why Anthropic ditched Git while GitHub rebuilds it </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Anthropic’s engineering lead on the best way to prompt AI </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 build your own Grok Bot in a day (tutorial) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Build a scheduled repo reviewer with Claude (cookbook) </p></li></ul></div></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcG1ZPNpiKr7R3MJlQRFiluE-pj1kdXI8_J04ZE-9YkwSEdlud2LPwRtcAQTpEMHSuY1-a2wyz7YgSDYgYkGj7A9p_3rNF706sEumkkM2TJPvnB3xWE_hicCNRJ9espPcsBx2O1iYbRzLX8dCFhD2ew2AXRFZX5PGI2WEtu2nFkvW4QUZxu_zrXPxHKqWr01JRwlRJzXmO-LeSPNKHNeWs8IHfi_O14q94SI7pe2VV8fYg/4ux/FesuL2r4RWi0t05PWWaKwQ/h2/h001.ALi8NbkUAQXRk0ftS-a8Rb83CZetkay9pHoGnNMoECg" 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,width=1920,height=3840/uploads/asset/file/ecf45cb2-103f-416c-bce0-72a3a36728d7/Thumbnail__42_.jpg?t=1792140036" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch how Cognition’s new agent can take on your shift at work. </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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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>Meta’s new open model now runs on two Macs:</b> The social media giant just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEEDWTKcF3gir6xVbhVgfuB9erHNtN-3jksnxV-0GEmto8tUmbzSzpbdDvjl16k-UGIoDJ8R5qm8VGE1SDvjqKIuSjUV_AGzXDoVKo1FucKiLTwt61aB4fqJZid1fUyMNEUUIO_tDnClrKCLTEsLluvD1TqcQiwJHc5znoURFcBPH66-Vai10cqWoTY3OaU6M7mnEbIvDeOBjp-4ABDLg-9yQ3QrGR3X-eCd6a3uuhpEA/4ux/FesuL2r4RWi0t05PWWaKwQ/h3/h001.fUwo_gziC7npXzSqU0wnLNFz4AOZlZUwhBytPMxFmiU" target="_blank" rel="noopener noreferrer nofollow"><span>Muse Spark Open</span></a>, calling it the most capable US open-weight model yet. Built for multi-step reasoning and complex software engineering, it packs 42B active parameters and a 1M token context window. You can <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpIFsdgeMlX8sSNmNA96nM01cDM47hX5Td6Qknx1zpVRLcmiWRJN4vHH31nqVkaskdENvb0QkA4OdilVF9kVL26pronjdZMAhIhGZUFYM5QJdZd-QLlb5jGl5rqurpmcYRxfOOhP2KmbVPAzbYCRjsznRU-eeeYes5ON-UOpe8AB2OIFoCbRgxnt_Y6QonV3x0LV79NUdShc-DsMae10mTJiDDgMp5110ksgS8XwWXVVXbx9EAEOPU_SdVmmYbgSwYQ/4ux/FesuL2r4RWi0t05PWWaKwQ/h4/h001.Jltk3aZHJorwJ1oHY1N27zb21n-w5-YUQvdDXzY0QC0" target="_blank" rel="noopener noreferrer nofollow"><span>run it</span></a> locally on two M5 Ultra <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEEDWTKcF3gir6xVbhVgfuBTKhh_OnQuFv8kSK4RxwuJgmZrJoRogTvlMQSTIVPJyy4RTgBiQ8ur3MB4yaQD_GKrWvgACykFaVBgyg1SSSJ4fn-EJzGUb-0MBXjPqASNCD1455GB0x4kwZWikgVSnz9mR3FjmteNm8Rgb_H4HeiPsSEskdavv1sIcTym9qNPhEJ0MBWojEm169r1NAMd_pBgea7IUM-Goaub7bu0fJLsA/4ux/FesuL2r4RWi0t05PWWaKwQ/h5/h001.h6WK5zXzGMzxcR09ZWx3QvKPcb98XyPsU8uNKQLTve0" target="_blank" rel="noopener noreferrer nofollow"><span>Mac Studios</span></a> or serve it through vLLM, SGLang, and llama.cpp. </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>Cognition wants AI to take your on-call shift:</b> The AI coding startup just shipped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7KfKmXB6WhLf0XyMzFKAAl_3hp3txZIY-NsQHLXTuYyKtVXxEIqEHPHQU8Au2cMCIVqJxG6yBAZipfQJQsD9GIiYUwlWu9rS7Y59ewJ84Ef6ZOTb1gnGgah24osMv11Nuz8ikFo4nCYUwHYFKXvpLvSNJvG4aVSMUZhSXXbFbFdeO_1wlsxj2irTUQBUXYa8yhKOCbfrgjGoAUdmreqkbPq56aFF_ymLODyORq8g_vgV/4ux/FesuL2r4RWi0t05PWWaKwQ/h6/h001.XZ3e386FzSnmgL2NAIkp0mubwFhjaTUpx5mL6RBu-qw" target="_blank" rel="noopener noreferrer nofollow"><span>Devin Oncall</span></a>, its push toward self-driving software. The agent picks up production pages and bug reports before you do, then digs through logs and code. It either escalates with the severity, likely root cause, and a suggested next step or opens a tested PR. It remembers past incidents too, helping it skip roughly 60% of repeat investigations. It <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7Jq1M34NwglSGVSvFrEhOnePqWS6hDg7rnZuTxy1bYn-Q_BQ9eizBB4_QP5zfUcbkI2Oj52Fkq-hztNJr5DCilvtp5qFwgyoQdNHyQS7Jg61b_z_LV2IA1Pdu29qm_iM1QUy_XOYSJfc8FT8WnROYyH1LXfhfy9YLz8PenNAZPja8eqviJQzmqxoA44sJgP1QyzXVOx3RYpcD0vHne5W9DGVMpNyIjR845-xaiy_OPRbMuwSymZvnR4wUTLoFScxQg/4ux/FesuL2r4RWi0t05PWWaKwQ/h7/h001.UjPQdMC_tmeyOdi280AhLhR95Mq1juj3MK6yL0RVVUo" target="_blank" rel="noopener noreferrer nofollow"><span>reportedly</span></a> resolved half of AngelList’s incidents on its own. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Anthropic makes AI code review 3x faster:</b> Coding agents are churning out code faster than humans can review it, and the AI lab wants to close the gap. It just upgraded <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEXJKyDfU3jjSn2HUWANQtulNJi_mDhDIAIZO_uM7YWYdCQ7dto9McjKRAgIqR4G6kxkna4f2Y9ywRaxnex7kqT8xdeqtvP1mraELf3QUFHDq3tLBKiQtrEyhCG8UFA_wwEhSbu6PJcZsoPbUyzKP71iW-VRvA3pZ_edFbzXMNt2c5oaExP2NPCF7kF9qsmfUNYI2Z_tuveOVvNmbJVjCvbp4YaoM7rS6RZ6uRvL8LAOA/4ux/FesuL2r4RWi0t05PWWaKwQ/h8/h001.is-Nr1yQuCQe7Di2sribOwx1Jt15eUG52RGXaAPciQo" target="_blank" rel="noopener noreferrer nofollow"><span>Code Review</span></a> to Claude Team and Enterprise plans, cutting most reviews to 6–10 minutes from about 20. Eligible enterprise orgs can <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0nHjWYmVcKK4BOCL1kMmltm7PJXfjqzVSWQciHdRY5cjI29PtVNB2cRi9whHtPM-QdHq7PbnjZa4pjhrtp2fQFa6is51A-cfBVyc3kbkEwAzJqTOp-zBgc-kp5XyYSfq0cOnkzLaXxOlm3q5r0aQb9qLL8Wx4kYOo8Tf3zPVKpU7UaQEPpI4atJT7YbYp68eBOsPbhNr3AcFThKwqYvNw5qzs11QwnS-2WORMdh1yzgWiEbWiwkN0zoCK5DK4_hSXgUd6SWGp6-rc6wXL9Q8zNosjGNY7qWCJhrVpSidZrSJ3tKxotVGvLFB8H18gwpOcGAI-cBqufimHi_ef00BL1s/4ux/FesuL2r4RWi0t05PWWaKwQ/h9/h001.8f9wU1Jmu32WUm_aHTLbNy2OT21x1xo00ygHb7IPWns" target="_blank" rel="noopener noreferrer nofollow"><span>claim</span></a> up to $50K in credits. Meanwhile, the Claude Code desktop app <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHrj73-9cAnpNdxu_hDkAeNANHMg9Sn0G7JlobQJeYuHcwiOaQ5lL0xinyd6lAFh0vBj0evC9ert9Z_los2mZfsPoFWBb9Piu0ThjZkqgXnRQ57YqI-kjRFwUeUm1Cur94LZAC-U9D0sPhKTJAxuYoMh3yskD0Rls_oFXNLDWkdl6vOVNuC9cMPDImyR76byvHO92zn4xmb3luxjT7wPuA0q7Lgjpu01h2DxI8SF52Kcw/4ux/FesuL2r4RWi0t05PWWaKwQ/h10/h001.uZRn4tRJ5rNU5qXyj0hmMXbrUeT35lZ9Fud9QyqfBJU" target="_blank" rel="noopener noreferrer nofollow"><span>now splits</span></a> parallel tasks into nested sessions, with a sidebar showing which ones need your input. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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 DEEPGRAM</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.wnAt04iMKBc-3Ax9jpUtUmGAjU0Sff5tZOLVpEfU3z3g-hHYmtDXV0zjyL7uec5uoOLoh44pzP2O_oNm5HqO7iMw2YqoJH3E-TJ1g-Hc7vZPDKjnrqmJJotZWuOVPofWVwNcHm1wnYtgZYRN3lloq-8KpOxEqCp4Kwxz9-nHd9IlZAFD6K_3_L7MtxoeAbzhaxFpAqkioBn1l_Tt-0CdUFGbZ-XvUZ3-bdLuDdPqTKRNbWgDBS7o3CO0z9-3RJpl/4ux/FesuL2r4RWi0t05PWWaKwQ/h11/h001.Lcb-cnfudNos4-36kZoUzpJwY5BbkVveUuFmkdZ09wM" target="_blank" rel="noopener noreferrer nofollow"><span>Text-to-Speech built for multi-turn voice agents</span></a></h2></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:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.wnAt04iMKBc-3Ax9jpUtUmGAjU0Sff5tZOLVpEfU3z3g-hHYmtDXV0zjyL7uec5uoOLoh44pzP2O_oNm5HqO7iMw2YqoJH3E-TJ1g-Hc7vZPDKjnrqmJJotZWuOVPofWVwNcHm1wnYtgZYRN3lloq-8KpOxEqCp4Kwxz9-nHd9JTVVLFPwkzMEDb2lXJFgQz4LyPIGu1Y5wKlZ9qSGIbE9Fkw2NPKQZAJc6dpb4DM5QNFHNGakUeHbCJ8tAgfvn6/4ux/FesuL2r4RWi0t05PWWaKwQ/h12/h001.0zBwpNHcYqt8WfbkQqLhzQnpfsAvHeY453FIsXj51Ms" 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,width=1920,height=3840/uploads/asset/file/dd409762-6711-4b8c-902c-6d46a12be4a8/Deepgram_Orbs_and_Signal_Beam.jpg?t=1792091192" 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 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"> Deepgram Flux TTS reads the whole conversation rather than isolated text strings, keeping agent speech natural across multi-turn calls, while offering time to first audio as low as 80ms and native interruption handling out of the box. </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%;"> Test custom scripts, adjust speed & expressivity parameters, and sample 36 voices in real time directly in the Flux TTS Playground. </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.wnAt04iMKBc-3Ax9jpUtUmGAjU0Sff5tZOLVpEfU3z3g-hHYmtDXV0zjyL7uec5uoOLoh44pzP2O_oNm5HqO7iMw2YqoJH3E-TJ1g-Hc7vZPDKjnrqmJJotZWuOVPofWVwNcHm1wnYtgZYRN3lloq-8KpOxEqCp4Kwxz9-nHd9K_NbcXIGrRxU1WxW7WdJ2J1mvUKrDIAsFszOlsGRtdabNczpYq-C4ncZDd1mWREZYBH8HOWiRuZBHJQxViXvjj/4ux/FesuL2r4RWi0t05PWWaKwQ/h13/h001.11yE6YzDZNBlQFMrs3I8AW7Sx-aUJpZzBcqxOpRxsvQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>Test it on your stack.</b></span></a></p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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>GitHub’s infrastructure is closer to breaking but Anthropic has a solution</b></h2></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:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/42ec3ad2-39df-4ebc-a935-f8bf1ca512ee/superhumanteam_need_anthropic_and_github_mentioned_clearly_an_63f0cb28-59bb-488d-a8e4-94c55308eb8a_3.jpg?t=1792147592" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p><span style="background-color:#f9f9f9;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"><i>Source: The Code, Superhuman</i></span></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 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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>Git can’t keep up.</b> When teams hand more coding tasks to AI agents, the bottleneck inevitably shifts to the repository. Anthropic saw its merge volume jump from roughly 2,500 merges per day in May to more than 30,000 in September. Traditional Git simply could not handle that relentless scale. In a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7TvVaxINmNC9sV33R4OJP2QPgV-8L5ON7UYB4qh_r1MIogWDhNzGURrezJCjbQ7JFsQlDjSsZzdMldRfPKI1V9qJ1Fp0W3CLFqenSe3_DvUjIRonz76QWZ2UbWmsKMZF_FUI4ihkt7vWCF8k0y-8-5dSDFlfdNqNcJSPMCpQMdgLUQ3z9S0dzufAGpWrkoS5jSTo0v9lcb9j4Lyf0raZk53dNmUBsiQ1oKP8jZDi1TszlZz-SRdLPvIp-pf1BqYEnY/4ux/FesuL2r4RWi0t05PWWaKwQ/h14/h001.j3nnvLR0OwGyWxxvTzd0tP8k3RIvkWHMEnfsk0aFjSE" target="_blank" rel="noopener noreferrer nofollow"><span>recent blog post</span></a>, the company detailed how a small team of seven engineers built an entirely new replacement in just five months. </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 sees it too.</b> While Anthropic's numbers are extreme, GitHub is feeling the exact same pressure. In September, developers and agents generated <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkhdoabY6B11zd2lOPdEPODEV0tAApr4vGTxZy0z7epAsxIRUoLafz0p5vJXyLCrUoPzHXhpLxk9MhvU-6MjSnljH9rO7dkacBEAPfH9eL1OZqnDPte7wGZf3Potx_0IcIC434JLhe9gqpqVDFMXn5llRdQzDghwESSdqJWO1Q7oYvQIs5ySrTEc3v0l2oK5Nf3LD25k3FzgZToWIvdgHdJWOFSd12uIX1tUVfMDvW7VzZxoeon0N6NuXs8fb_FsQkxU7ukdujJvQn_5R0T7N9SGcBtEN5NbxL8XJF_6_P57Z6RQHCZp9cmZH41md9-ukep5iMGXiDNK38-dvzO-6tUY/4ux/FesuL2r4RWi0t05PWWaKwQ/h15/h001.SSZ4z4n81ECvgig9gYv11BuF0bUcLmRkPy_dz18H3Ig" target="_blank" rel="noopener noreferrer nofollow"><span>7.38 billion commits</span></a> on GitHub, more than five times the volume from a year earlier. Pushes surged 4.9x, and actions runs more than quadrupled. To handle the load, GitHub is actively rebuilding its Git infrastructure while keeping the site fully operational. </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>Writes are the hard part.</b><span style="background-color:#fcfcfc;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"> </span>GitHub explains that serving the same code to multiple agents is fairly straightforward because caches handle most of that workload. However, saving their changes creates a much bigger challenge. The system must store each update and make it visible before the next agent can build on top of it. Because agents commit after nearly every step, these merges quickly pile up on the main branch. </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>Two very different fixes.</b></p></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>GitHub is keeping Git</b> and separating storage from compute. Azure Blob Storage holds the data, caching workers handle reads, and only the branch update needs coordination. Internal benchmarks show up to 35x higher write throughput. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Anthropic built its own system, Scion.</b> It handles commits, merges, and history lookups on its servers, using 200x less CPU and memory than the old Git mirrors. </p></li></ul></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%;"><b>The repo is next.</b> Anthropic designed Scion specifically for massive monorepos, so the team is not telling everyone to abandon Git just yet. If your developers run AI agents in tight execution loops, you should closely monitor push latencies and merge queues. Your agents might already be ready for their next assignment while your repository is still struggling to catch up. </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>Try it:</b> GitHub’s <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7Es-YTYwc-ota0DHBcaUuQEwWHcHGPBtiVc8TJg4LZQvgGCe1M4XlWxr2iDHIxMCjeac_rRCVwlMN6MljYxzOwQr9KhVCm7FY_K5DHlYvf2nc_9vHQpmoGennhZ2U2msfoB1QcvSiNF9Ms_cq1xWFGzqOsNogWiaaRFLAMQHd4XqzbFihD8PSkcjzJRuv6xGA3-YkfpFzrdxnaIpyT7Ucp6hYJQ9jkb_cjA5DxZRmTfAhiTLucAICiHHPkLEB3EwT1XzOIFD3r5fniTvszAB0SZKL7yZbCBaXDQkuWnXwWsZTL8CeWnoVIOgcd-ISN6DFQ0_EmeJtMOCKkoTKgzKEFdUayVK6y5T9t6bNKfprT7su1MloHtxiVKJvgAlJRpgrw/4ux/FesuL2r4RWi0t05PWWaKwQ/h16/h001.R-u-4Hxy3IdZmZaVd7VoVTJ5_c7h_1HryQQMWtiFjIE" target="_blank" rel="noopener noreferrer nofollow"><span>merge queue docs</span></a> cover tuning build concurrency and merge limits. </p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/4787c581-5410-4cc6-b5b9-5c41ab87e298/Screenshot_2026-10-16_at_2.19.06_PM.jpg?t=1792145968" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t bb" 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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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>Insider Notes:</b> After 48 hours with billionaires and AI founders in San Francisco, this founder shared <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGT1fXm_aQGtYPp7PrREGig5LHcpWmbR7d3TQuSfOx4S_Ghsf8aTC78eKKQNZwOgObjW2phNHH70zSIHZhoYtYLg2mbJv22eECruvuhI7xotPh5xnGIrchb-q7KvWv8eKfYKT9WaQwxYJd2g-LeAKvLlN3R0o4bWZV9Qf9x_AAyucR36fBTs3RsR9n5CmFl1HRl4GnlL-dj7CBs8S650CddKLj-ferpQZwTJljWKFlV0Q/4ux/FesuL2r4RWi0t05PWWaKwQ/h17/h001.ct1Sc646AtqaTBOFZ29_XPvC7eFfKUZZ_bREmABeY9M" target="_blank" rel="noopener noreferrer nofollow"><span>what insiders actually believe</span></a> comes next (2M 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>Culture Shock:</b> A viral post claims a retired NASA engineer joined SpaceX at 62. What happened in <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGltSnXGD6tFAtfYQipyza_1jCZbfjrYEC7C3Xp0OaD9pQxQl99Itr6uwTgzrRihMUCySrAqTZf8ULq-eRTl5oMjM-XSgLts2p0cxyZOnnLZR-Sg3SNJOTEaULDg3w1KMUUIDoGVkXzwFg2oi1E8jgbIGcaRxWXVurSBkYhFJANIYt6TvBNE45Yg4m1DnEpToEPgilOnR0kT2LgsPN44f4_dArBbFaQB2M6h1PYy_9uUg/4ux/FesuL2r4RWi0t05PWWaKwQ/h18/h001.TjYhM3MPBjIQ-vMU0358Q54HjZFoaSImiePQ4_sVUE0" target="_blank" rel="noopener noreferrer nofollow"><span>his first 6 months</span></a> says everything about bureaucracy (10M 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>Smart Home:</b> A dev <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHIIOth9f3qFLq-WoSBAhYH-vRwoyfQ6TjIYqd4GCGct9gCAPzHclCzigBydLH0aBYNoEk2k-AftPe_5awDnJIlbYKUg-Jj4oS9BWgujUjyqyNFSXh8qSfC2QWfbE8LJB08-NCjQo3lgaZO1oArg551fd7WwS3jh7YudjV3s2vAuYJedq6S5lJVhmDBJmI5WkZkkpf3Y6De7mGW0RMh76q7n2BIKwZTnnfw2s2W0jb0uw/4ux/FesuL2r4RWi0t05PWWaKwQ/h19/h001.BZqoDihoUYdDt4OZdWFSM_5Enq_Iz1B-sSpKRNAHwno" target="_blank" rel="noopener noreferrer nofollow"><span>vibe coded</span></a> his entire apartment into a 3D model in his Mac menu bar. No apps, no accounts. He’s <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhksLKY5EGdBv9rpmliLmlyNhufnfB4-_yt6Zu4J4Fw3UQ4Xml_V5Gj_dzzVfTVe81PcP-XsFXZ-1d1PNsd0yXRyPHbhuq1wvUPUjhwcMP_JBRiz3bB1De-lJRu3mMh8Tl3hxIr0Z0t53qLR4X8nNTcTU0oRkvyP8q-DfT4UH91Natnb3PBdMsh1EsVdU-POjfMT_r1DHrYQbc0mwgrgEPlufhGkr6AmIckIyjQiK6eTek4MnBu-9CYmS-MdGC5FwwNQ/4ux/FesuL2r4RWi0t05PWWaKwQ/h20/h001.9fcl792dO4wsI-hi4ssmFnRnes5krvEimMGMhT4FtJ4" target="_blank" rel="noopener noreferrer nofollow"><span>open-sourced</span></a> it so you can copy it (6.5K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Take-off:</b> Elon Musk just unveiled the new Tesla Roadster, and the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGUNn8b9mtyniwS4IjnR3vrd7ILk8BNBo4EmmwSjxKG6JYgvpkq71LEiZInfZMaoVDRNqZjEIowZyATLB2w0BwEYyomgH1n-KwatI8x_TQI1S3YCEIcMXAIPTY-YIlASi4r99wLBmWEesqGz1v7x-1o3NhLOsRYn07gE1YjhP1jupfRgPVhAwSZ3u-W3vEz-TbRuSkaMOv46vTMx7Hqh2RqfPmGP7JWwEEJOitFkRlqsw/4ux/FesuL2r4RWi0t05PWWaKwQ/h21/h001.RyrqsTxGwCzb16O8Y2Ido-S2-UzVAvWXtqHGrr71rCk" target="_blank" rel="noopener noreferrer nofollow"><span>launch demo</span></a> is unlike anything a carmaker has done before (22.3M 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>Live Vision:</b> A software engineer hooked the Jev model up to his webcam to identify objects in real time. The <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFkvgGXDr_sO-2TQd8vDbNvC_nDFyBI1yaFta2Xt4XoZx-wSPQlrL9rkTJpk_O5OJjWfgXRGl1xwNOgkfILj8_Gw8ls69DJGlGSpFMloyYr6r6cc_D9XlCPWUg_gTNk1aUUWpITxW9g5GMwt1vd8iEtNdk3zDHrQQRZ5VIDWNQ75lyb9IU3_lv8d7jBiqftZTzzmJ-_wolTW1IahaaPKEkVOPlVkxbmPEd2ku1IzYjYiA/4ux/FesuL2r4RWi0t05PWWaKwQ/h22/h001.cmpy9GbMlfZbJp-DMWjHGf9OM-D44rljyf8FfOeBhCA" target="_blank" rel="noopener noreferrer nofollow"><span>cost per second</span></a> is the shocker (1.4K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Think Bigger:</b> Even top AI builders rely on prompting tricks. Anthropic’s Claude engineering lead shared <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcE-AUcbVFZq9hGZvipaaYegKm7pTxKH3hYFaQ2L4TSsQppyD_MvVbedodAKXtYE1rzb1tLNxBtdq008M4TG1VsLXx5hnr1fyrag-RNHQO8nerFoc6_Tvy91b4C08axwBC3Sw2tdBgxzCY-xnNypTp_L9vX4wM_8GG2Se_Xbj1u2OkMpHZhSyRiG-a1cdlcCC-oMjomDbyYkAIKA1BF8Ul1rIB8qCiykjZNxl1QewPcNMQ/4ux/FesuL2r4RWi0t05PWWaKwQ/h23/h001.K1MOUytuXEv0OBVLRD21mQECbjmCpA3h7OYCweaz-D0" target="_blank" rel="noopener noreferrer nofollow"><span>how he uses meta-prompts</span></a> for deeper results (4.1M 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>Unfiltered Opinion:</b> Someone suggested banning AI from Linux kernel development. And its creator Linus Torvalds’ <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEfrggTXHbKKIx1GTmgSTGSOqL42WIVr8LP4iAFPBWv97XjHsGQncNggiupKvAerAnO6wvYdeB_A_9gOFxHxeaRzMp-K548989evICRSIKLQgw4uUfJ7ddNFZk23-2xWC3iK4rOg3bmWm1Q-2UXI8f0khefD0u6bHaLfJzyMcxjBW86xW5G8nFFx7GNKGk6HJe0o_wPCcBlZKzGHp1UCCGPVXO3OKK5mCNOL4v1yWzeDA/4ux/FesuL2r4RWi0t05PWWaKwQ/h24/h001.otomLmBeKSJT9DcpZCCxX0ddBGaStRNtOlIwTUgwoeE" target="_blank" rel="noopener noreferrer nofollow"><span>response</span></a> is as blunt as you’d expect it to be (7.2K likes). </p></li></ul></div></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwmKbKBqdnK8Ttc7QNy6vdzI3IhKQdcnHZXiTjVFKpAvIZyghq4LWNlqNFBXHWaKD27Ay60OK8vA6nwyzpcc2bfU377vInGKdHczJgWFiSoxWmwTiXSTWRk0TpR4xF874s4_e4czFrGYePP5YwLWN-_nZRSpEmM1uOReKplb7rlTqRyh1i8aRer_9kDtwGoDeYeLCzAk1miPwCz_UZ7gO0olOS9_z00r4gWfHCPKW1iEQ/4ux/FesuL2r4RWi0t05PWWaKwQ/h25/h001.Ti-I5FHHiBWqnuJpYKpK3nTgFEnNwNAgL8-QKKEz7-Q" 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,width=1920,height=3840/uploads/asset/file/af09194e-3673-4110-9f6b-51a269f3d113/Thumbnail__44_.jpg?t=1792145876" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t bb" 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:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwmKbKBqdnK8Ttc7QNy6vdzI3IhKQdcnHZXiTjVFKpAvIZyghq4LWNlqNFBXHWaKD27Ay60OK8vA6nwyzpcc2bfU377vInGKdHczJgWFiSoxWmwTiXSTWRk0TpR4xF874s4_e4czFrGYePP5YwLWN-_QF2VI_1atuNSzJrOUPHa4rXzLDY2cY6g-ZghyABXrw_LBie0MlQIKy6hcfEu8_yoctstgGktSby5XsCa01CLaw/4ux/FesuL2r4RWi0t05PWWaKwQ/h26/h001.Gq-hx2ZPoQSPJb30x63Ex6RwiuuHFeYDHlOXPoDyA6M" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to build your own open-source Grok Bot in a day:</b></span></a><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwmKbKBqdnK8Ttc7QNy6vdzI3IhKQdcnHZXiTjVFKpAvIZyghq4LWNlqNFBXHWaKD27Ay60OK8vA6nwyzpcc2bfU377vInGKdHczJgWFiSoxWmwTiXSTWRk0TpR4xF874s4_e4czFrGYePP5YwLWN-_3B6Q1Fak_JDL-wA_uu-evGxPfBBLAwVhhdn-o5GhnhpP5bn-YTNYpRnu46GfkQtu28x-YVHRVMVKJIqCfa_Kuw/4ux/FesuL2r4RWi0t05PWWaKwQ/h27/h001.cKqMjbEPJAP2b6-g-fjcWsNtGj4leFgOuTpIwwpCkGM" target="_blank" rel="noopener noreferrer nofollow"><span> </span></a>This tutorial walks through how this dev built Rakazo (a GrokBot alternative) from the first plan to a working agent. You’ll learn how he used Claude to build it, screenshots and emulators to verify that tasks actually worked, and bots to review and merge PRs as the project scaled. </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 Tool</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.nWZojHskIfWq5w8Zm9qW7rCkdi8bzBDLB19WwksFgRo8IBXAWdoT8sQkWc2_UK9XiziITE0MaVg8MwBFPrDOfeJODajD0guchvlzaq17Ubf4_lrSZ_G3ohF8unlt6g8gs1wDwToeOahblAhBUEoyRVhwI7envZvxOo3J0uADZXsLpXUBqTFXs_IME-6NzSo6bH7C6tidELt_hlR1j69MwGqu-89jx9YhWWVLylvT3WHcYCvgXfZ3ZZNXm3u-DdFhk1QSUHgF5syZhO8PeWqlfQ/4ux/FesuL2r4RWi0t05PWWaKwQ/h28/h001.IrftrAOdoJ4o3D6o-Yf08uqbb1oKOHsTZYQfn6YPo7Y" target="_blank" rel="noopener noreferrer nofollow"><span><b>Humanizer:</b></span></a> A local 12B model that rewrites AI-written drafts so they sound more human without changing the facts. It works on emails, essays, reports, and posts in English or Chinese, runs offline, and is trained to preserve every number, date, name, unit, and quote. </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 Cookbook</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.y8XueU-stBfRyqUeoBxfLlHq_IXNb3MOcKdPmSAsUVDrtXRzC9UqJvrrTYyu-cqC-qbhB4Sv8-F1lB-px_dej0cZwImQcYF1JpUjZnhQY8xEqajsKH35ODA_tcaHw_O-VsjGtzxfYQYolPJXsX08r_JdFb2JCnZh7OoQgXWjQrQGOommyD0xnIwSu2i8gv8V1NC_wxa-_oadQpSNmbZ1jm_Yq8jB5a6-fOMy8sHMIC1H56FBVz2qFj3QKLXz4SI9LmWHnD8uXnYvj7-6CGQ4BxTgVPYm6569Z0wh6P2PgrQwrRT_Zp81YkNTayWD9GNcQ1rUzJ8nZ9pD_fv-3jxZmTHZWUr0XHFGbQ0iBoSfz_g/4ux/FesuL2r4RWi0t05PWWaKwQ/h29/h001.04-8TA4OPG0ya6t9Hk1rRPNEGeKd0mjIgHwWaEcLo8U" target="_blank" rel="noopener noreferrer nofollow"><span><b>Build a scheduled repository reviewer with Claude (by Anthropic):</b></span></a> This recipe shows how to set up a read-only agent that reviews your repo on a schedule and remembers what it found last time. Each run picks up from the previous review, flags new problems, marks fixed ones as resolved, and stays bounded with read-only tools, turn limits, and a spending cap. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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 put Cursor’s agent in rigor mode</b></h2></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%;"> Agents ship sloppy work unless you supervise every step. SpaceXAI engineer Lauren Tan <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcE9eLE_-TECFRcJcgxmFOTzcJ9BSsjBved_wfHYgs5d7J4VlDcUxnRB4zQ46v6DmrNcfUkCAHRSb5CHm5fnCBuOSBchf6x4MeATN5ZCZAJGDeTLM3Qq77_K9oOnnEu1W8zySaurQnVk_FzwUtfBCFxZ4IlWrrDzUDXbvVBpyHDxfptUuQMp1owDL---JNLTGCNpUids-xFmSk72dPOU1B5neZJbo_v179yZXKjxTj2g0Q/4ux/FesuL2r4RWi0t05PWWaKwQ/h30/h001.pXl7lCvfsEe9v_dDrFt0c3C84aKN46pjZZT8_XhzROM" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> the 10-second setup for pstack, her skill stack for rigorous autonomous engineering. </p></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 1:</b> Install it in a Cursor chat: </p></li></ul></div></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>/add-plugin pstack</code></pre></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 2:</b> Run setup and choose your budget. It detects the models in your Cursor account and maps them to pstack’s <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wnAt04iMKBc-3Ax9jpUtUnI3WP_uDwwNddKqGDZlcLHCuAjOmj0bMX3FRsN4IaPTfzPrpZdlVDMDKrGBWnaC9TxT6xOw2wAxCY4hQMgqUne2o32P2W2TotqjyrzslJf3TPsqBwoRqoaZK-0OtdrszCgClZpMXVH80Q3E7zkP7K2ooem0UXiSN_GNwE3IpUc459DohtbGsc7dCq3LAJPhbLqpBdPmEw8KYhiLXx8U3omyOn8avlHQM3NJjkBuyrRH/4ux/FesuL2r4RWi0t05PWWaKwQ/h31/h001.iA6R427-JcxAk9noYqywvkRXOGAtPzamFTB53tnxTQ4" target="_blank" rel="noopener noreferrer nofollow"><span>roles</span></a>. </p></li></ul></div></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>/setup-pstack</code></pre></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 3</b>: Start a new chat, then prefix any task you want done rigorously: </p></li></ul></div></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>/poteto-mode fix the search filter resetting when I change pages</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%;"> The mode stays active for the session. Run /poteto-help when you're unsure which skill fits. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN CASE YOU MISSED IT</b></span></h5></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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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="background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"><span style="font-family:inherit;font-size:18px;font-weight:600;"><b>Our most-clicked story from yesterday</b></span></span></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 senior founder says <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGWmAlM5xxU1qsulO6RXZ85WEyJcLdArD8DxprDQjnGJgwAOSCaSk0KAwNFrN3wQy6TZWqfpNAOzbUcjxx9NIMaTfnI90vuWD6qLSFfPy0pkSK2iaxwseXTOFAiBYtRgGBcz0KNlatNmICJAtletqU59Hzyt9EsoZY-XNi1pK0JILpn38ET0xeOSvYqWmy6JehM7i2vURTq-_C4xFN9wU2e2BXBznR7pqA_8uCk5OCCSw/4ux/FesuL2r4RWi0t05PWWaKwQ/h32/h001.H5JTpm60oJ-2ldec7PkDUgmVpzdEf-wu5wK-IgMXKTk" target="_blank" rel="noopener noreferrer nofollow"><span>this thread</span></a> will change your mind if you believe “humans will find a way” through AI disruption. He called it heart-breaking. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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 0px 8.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="8" style="line-height:1px;font-size:1px;width:8px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. Showcase your product to our 350K+ engineers and 150K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585b-27CaYwYdnCBrY5Lfl6fjLaX0l4f4y1uC9iRg66qQ9EqhceyIS4p9vjeWReGZ3vZPExL2Me027cBhO2L4ViaGMg0uh5SZ9o3MhpGmy314VdlB4qUvXfeUqP20Ac4R4u/4ux/FesuL2r4RWi0t05PWWaKwQ/h33/h001.Jzk4b6FMwMG0M0OwagYrBxFweOqnBNOlRrYHXH0fDhM" target="_blank" rel="noopener noreferrer nofollow"><span>Get in touch.</span></a></p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Whenever you're ready to dive deeper</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%;"> We put together a few guides on coding agents, agentic engineering, and leadership frameworks to help you level up in your career. <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9swIO_4_RCL9DE5UAlr4-SyFehzOuLxMx_QVrGzqL-mob3ROeLTAtnfkCvx0syn6cNakS5lIjm4giQ3s30clGuTBl6P5ZgHLVP6Yl86-Dgx-Gq-UqisW7jEE2CRxCRyMlNfeGphzrc3E9L9gal1GOTNTA5t-vqP93ukEq2nkloKusn0SkpqIZprrPxrv1hnKZctkJSKci8hjMFbeWRpdypu6d2UmhMRQZGkmK9sQhFH4BctVORqD-jrsW6w_5v4PCAC9aT3PdJ1reXDpo3zq5WNxAPBhw7J9jIn7elx6JEimM185roMZ6pDMgL0cc71VJTKqeKlnhxoQV4-XFM4Z80YTflonET3dy1mZz624z3ckpMsRLswmZmWHdFWIO1h48H_f-1uNvoYGhzqvxtr8yRbHalRit_-NGzrX9XVMXVQld6ygGJDjMOVGpBeQIjaRcIrr7Ag9rlf4AlPoxJkHS0IN1sHOMclXZy7_xHGLFwnKKlMaN8dKRbtx6E6ERjp5XdzE64twFxZMzzZm962VcNULXQJSmUJa1hM1qzMYM1-0fJcQXbp5xyumVjBTMoJatbOebOOcJBWvW1tT3qPuGh46BM5ZSeXd2boKWvqjJBVuxSt2skuotsRaXeyltj_K8KtJmIeJUpdJcYO5DZPiBz_z95TMX0oUObqW3xDoQregBo7m4bP9Gt6WuVvXM8WZ08HyvgcN3ABNeOTYf4EjR621a66pH8x9rY_aUVTcVOFxRCXJF6CYbz2oT8oB4V0g--uazEs-bKPCBAo23qqSwLh/4ux/FesuL2r4RWi0t05PWWaKwQ/h34/h001.5wKDhrSiJC2fS9GcOGnIKnLVLaKG7tk6mGeDkfZylSU" target="_blank" rel="noopener noreferrer nofollow"><span>Browse all our guides.</span></a></b></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="e" align="left" valign="top" style="padding:0px 0px 7px;"><h3 style="">What did you think of today's newsletter?</h3><p style="">Your feedback helps us create better emails for you!</p></td></tr><tr><td class="ee e " style="padding:0px 0px 0px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GHxd0MgHOUwL1FRqWeUji-HhfadLg6j5HmDA1E54O81JacCDfbML2YO1nN585iYgZgQiehE5zfy4PpDH1gUq99oWkILsZGGsn8n_jzjfNZLksoBgFXQbYcomiOUyKpf0TA2jCul2IfCzJwtFU0TKj02eSPc2bIQyXrXiV0KotoY168d7dTsENq-YRxSwBi5jwfNgnnfJCKBjZxqBQab-ooH2-D63gt3tZx2HqxtevdkI9ffR1UwaBCRhmUKM_hbi4GiIToAG28lpSipX6jetJxZUUcAMWxOWDXpiZnmGeb4YJucEyjArLmH_MUi9Tmtkg-NF9jcal5wU67TjIM7Skd03eJBLCnLAhSBTyJRRczwmszDGIexDp3meEQYUAjn1_2zbRUO24TCo0HFZ24gv5k3HeJ5qh3fym1holMa9WIGaFUTYCXao58cxPKdpbdRs17JIWOFpmxfbmbgbATs7lWcsceS5ZyjweEbrWlSHl4XOK8Tskh95yE3hdVGytElA0zsuenLOWz7h0kCsQFcQPolm1DS8WDjUHk0FQQJzzp-OvM6OEX_5z9UIOjtGDOqhmJreWrfrlwU6bsgO4ZzDMb697gzroOTfI6EeX4jTn5WF-Ij4XaWqf_q2O7XFQb19wZWalZvjdVqEXt3hPRHxNkM97PeiVbf1EbymEylh57i_Py6D3SgmCOTpNvYDX-JAATYXLyOOMibYVn3B0xHBSnDIpeaN5Ouitly9Ze0vpngCOI_Go8Fizy1XdIPFEz61ib9z7dEJE5sRhmD6H2qQzCJg80ewYPXQRIGz2EMLe5YpRiyA0OXNJdXUcm7XjU0HNlv5LQuALzthO41aFC1dmgzT-9zIjY1RYDIk1ghG-Bfmg/4ux/FesuL2r4RWi0t05PWWaKwQ/h35/h001.lPaJ8nyGbYS5VoVTfMh1pT1xb3tZ65NkyUtE9-yXG_8"><p style="font-size:14px;color:inherit;"> Loved it đź§ đź§ đź§ </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_h9ck9FHbNJEAQH-qvXQANd56JAF-WOTpRAlB7ioD-YL0RPLDBUwEglfkIJiWD9_Qi8EO2ootP8M8H1nxHOLOWVPgiR00M0s8B515MGA-uHQvpk1vE0xE834DZIsLJZjmYKSdeOZYpJsP29j6nSRhWBaU8XYWN6nepJ9ffPMTasfAlsWS3WhuVc-9E_Vj1m7i9DN0Wa1ddei5W2YLL2egIhnXWVPTLq5KaZabBRXiMgM5LVAHiW75JAv0BmKJrPSnTvwmUFH1VldCZ-MMPhqsdUeNYtjRQVGl0BGP324ysK5s4OarQSYCVM7uWrZKZP4N-PTD6f93KR9JorAFCNwGC4foIJR4ubRTDlWrHXqKMQlpCxhM2F5TMAEKf4lH-Z6AE02-7FOhRfoSb2MStJIsTcdXPvS2kJ9OGZMZCiu07AKE7dI70fnmFfmxYjE04BkGNF73VDB5JFkFwzdtZOiyC1iVbv7q_8oq8srhDmjtBJXCF6ZlFUIOVrwuzSRB8HwBpGezvrV1e_wr5D1ynC2PMfcTBXB06bQNo181TtJFrJt0ap4-65XCdBotza6DG6k3XHo-GY1CL8qsergTZp-1zQy9A0QiY6vLpMnsxDK1hXFHnTFAEtfyd_LUV2zDOR6MiuJoMFVynQXYSN6skiV7VdFj5RG3cjwqDeoclIkAqBFh_P4mzf3VPy4GDVY-sZjMU3HbuBnBcIjkQe1KsFMuCl_IMqPrzy6I86X0pAWF5wYVBE29NwabQKMU_SnLCdHyqdQzJXyJwl1j7sFPuYWXVMMV81p6Or3QKxVTQbZKM1cEdUtUF-YyS3NCw3thCQgHuUITqEuXrfPfY-rVopPNo3lsW1O7qiIuwW0cKbVErtQY7YALoWOsA/4ux/FesuL2r4RWi0t05PWWaKwQ/h36/h001.iXTdHqtMDAbQzNBsNaeKENHAvetV7_AbXrqb0PfeXcQ"><p style="font-size:14px;color:inherit;"> Average đź§ đź§ </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; 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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/0541692e-40e3-41f7-b662-9e09de6d0ade/Group_Deepgram.jpg?t=1792091075)
Follow image link: (https://fandf.co/47cpx0Y)
Caption:
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**Welcome back.** Meta is coming for China’s lead in open-weight coding models, with a little help from Apple. Meanwhile, Anthropic and Cognition want to help devs ship faster and spend less time putting out fires.
**Also: **A former NASA engineer spills on life at SpaceX, SF founders and billionaires predict AI’s next act, and Elon Musk teases a Tesla Roadster demo unlike any you’ve seen before.
--------------------
### **Today’s Brief**
* Why Anthropic ditched Git while GitHub rebuilds it
* Anthropic’s engineering lead on the best way to prompt AI
* How to build your own Grok Bot in a day (tutorial)
* Build a scheduled repo reviewer with Claude (cookbook)
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Caption:
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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/ecf45cb2-103f-416c-bce0-72a3a36728d7/Thumbnail__42_.jpg?t=1792140036)
Follow image link: (https://archive.codenewsletter.ai/2110790097369010292)
Caption: Click here to watch how Cognition’s new agent can take on your shift at work.
--------------------
**Meta’s new open model now runs on two Macs:** The social media giant just dropped [Muse Spark Open](https://archive.codenewsletter.ai/2110778736434184611), calling it the most capable US open-weight model yet. Built for multi-step reasoning and complex software engineering, it packs 42B active parameters and a 1M token context window. You can [run it](https://research.meta.ai/blog/muse-spark-open) locally on two M5 Ultra [Mac Studios](https://archive.codenewsletter.ai/2110778025629347999) or serve it through vLLM, SGLang, and llama.cpp.
**Cognition wants AI to take your on-call shift:** The AI coding startup just shipped [Devin Oncall](https://devin.ai/oncall), its push toward self-driving software. The agent picks up production pages and bug reports before you do, then digs through logs and code. It either escalates with the severity, likely root cause, and a suggested next step or opens a tested PR. It remembers past incidents too, helping it skip roughly 60% of repeat investigations. It [reportedly](https://devin.ai/blog/introducing-devin-oncall) resolved half of AngelList’s incidents on its own.
**Anthropic makes AI code review 3x faster:** Coding agents are churning out code faster than humans can review it, and the AI lab wants to close the gap. It just upgraded [Code Review](https://archive.codenewsletter.ai/2110866210573386065) to Claude Team and Enterprise plans, cutting most reviews to 6–10 minutes from about 20. Eligible enterprise orgs can [claim](https://support.claude.com/en/articles/17603594-free-code-review-promotional-credits-for-claude-enterprise) up to $50K in credits. Meanwhile, the Claude Code desktop app [now splits](https://archive.codenewsletter.ai/2110445844675838148) parallel tasks into nested sessions, with a sidebar showing which ones need your input.
----------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 DEEPGRAM**
## [Text-to-Speech built for multi-turn voice agents](https://fandf.co/47cpx0Y)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/dd409762-6711-4b8c-902c-6d46a12be4a8/Deepgram_Orbs_and_Signal_Beam.jpg?t=1792091192)
Follow image link: (https://fandf.co/47cpx0Y)
Caption:
--------------------
Deepgram Flux TTS reads the whole conversation rather than isolated text strings, keeping agent speech natural across multi-turn calls, while offering time to first audio as low as 80ms and native interruption handling out of the box.
Test custom scripts, adjust speed & expressivity parameters, and sample 36 voices in real time directly in the Flux TTS Playground.
[**Test it on your stack.**](https://fandf.co/47cpx0Y)
----------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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##### **INSIGHT**
## **GitHub’s infrastructure is closer to breaking but Anthropic has a solution**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/42ec3ad2-39df-4ebc-a935-f8bf1ca512ee/superhumanteam_need_anthropic_and_github_mentioned_clearly_an_63f0cb28-59bb-488d-a8e4-94c55308eb8a_3.jpg?t=1792147592)
Caption: ==_Source: The Code, Superhuman_==
--------------------
**Git can’t keep up.** When teams hand more coding tasks to AI agents, the bottleneck inevitably shifts to the repository. Anthropic saw its merge volume jump from roughly 2,500 merges per day in May to more than 30,000 in September. Traditional Git simply could not handle that relentless scale. In a [recent blog post](https://www.anthropic.com/engineering/redesigning-source-control), the company detailed how a small team of seven engineers built an entirely new replacement in just five months.Â
**GitHub sees it too.** While Anthropic's numbers are extreme, GitHub is feeling the exact same pressure. In September, developers and agents generated [7.38 billion commits](https://github.blog/engineering/architecture-optimization/building-git-infrastructure-for-agent-scale-development/) on GitHub, more than five times the volume from a year earlier. Pushes surged 4.9x, and actions runs more than quadrupled. To handle the load, GitHub is actively rebuilding its Git infrastructure while keeping the site fully operational.
**Writes are the hard part.**== ==GitHub explains that serving the same code to multiple agents is fairly straightforward because caches handle most of that workload. However, saving their changes creates a much bigger challenge. The system must store each update and make it visible before the next agent can build on top of it. Because agents commit after nearly every step, these merges quickly pile up on the main branch.Â
**Two very different fixes.**
* **GitHub is keeping Git** and separating storage from compute. Azure Blob Storage holds the data, caching workers handle reads, and only the branch update needs coordination. Internal benchmarks show up to 35x higher write throughput.
* **Anthropic built its own system, Scion.** It handles commits, merges, and history lookups on its servers, using 200x less CPU and memory than the old Git mirrors.
**The repo is next.** Anthropic designed Scion specifically for massive monorepos, so the team is not telling everyone to abandon Git just yet. If your developers run AI agents in tight execution loops, you should closely monitor push latencies and merge queues. Your agents might already be ready for their next assignment while your repository is still struggling to catch up.Â
**Try it:** GitHub’s [merge queue docs](https://docs.github.com/en/repositories/configuring-branches-and-merges-in-your-repository/configuring-pull-request-merges/managing-a-merge-queue) cover tuning build concurrency and merge limits.
----------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:
----------
##### **IN THE KNOW**
## **What’s trending on socials and headlines**
--------------------
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Caption: Meme of the day.
--------------------
* **Insider Notes:** After 48 hours with billionaires and AI founders in San Francisco, this founder shared [what insiders actually believe](https://archive.codenewsletter.ai/2110414696037716372) comes next (2M views).
* **Culture Shock:** A viral post claims a retired NASA engineer joined SpaceX at 62. What happened in [his first 6 months](https://archive.codenewsletter.ai/2109335218478108770) says everything about bureaucracy (10M views).
* **Smart Home:** A dev [vibe coded](https://archive.codenewsletter.ai/2109978137794883621) his entire apartment into a 3D model in his Mac menu bar. No apps, no accounts. He’s [open-sourced](https://github.com/0xProbabillity/house-control) it so you can copy it (6.5K likes).
* **Take-off:** Elon Musk just unveiled the new Tesla Roadster, and the [launch demo](https://archive.codenewsletter.ai/2110913107094606330) is unlike anything a carmaker has done before (22.3M views).
* **Live Vision:** A software engineer hooked the Jev model up to his webcam to identify objects in real time. The [cost per second](https://archive.codenewsletter.ai/2110753767150981509) is the shocker (1.4K likes).
* **Think Bigger:** Even top AI builders rely on prompting tricks. Anthropic’s Claude engineering lead shared [how he uses meta-prompts](https://archive.codenewsletter.ai/2110023283169247623) for deeper results (4.1M views).
* **Unfiltered Opinion:** Someone suggested banning AI from Linux kernel development. And its creator Linus Torvalds’ [response](https://archive.codenewsletter.ai/2110524360377458786) is as blunt as you’d expect it to be (7.2K likes).
----------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/af09194e-3673-4110-9f6b-51a269f3d113/Thumbnail__44_.jpg?t=1792145876)
Follow image link: (https://www.youtube.com/watch?v=xk-aLMQRYfk)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**How to build your own open-source Grok Bot in a day:**](https://www.youtube.com/watch?v=xk-aLMQRYfk)[ ](https://www.youtube.com/watch?v=xk-aLMQRYfk)This tutorial walks through how this dev built Rakazo (a GrokBot alternative) from the first plan to a working agent. You’ll learn how he used Claude to build it, screenshots and emulators to verify that tasks actually worked, and bots to review and merge PRs as the project scaled.
———————————————————————————
### **Top Tool**
[**Humanizer:**](https://huggingface.co/jialinyyzz/humanizer) A local 12B model that rewrites AI-written drafts so they sound more human without changing the facts. It works on emails, essays, reports, and posts in English or Chinese, runs offline, and is trained to preserve every number, date, name, unit, and quote.
———————————————————————————
### **Trending Cookbook**
[**Build a scheduled repository reviewer with Claude (by Anthropic):**](https://platform.claude.com/cookbook/claude-agent-sdk-scheduled-repository-reviewer-scheduled-repository-reviewer) This recipe shows how to set up a read-only agent that reviews your repo on a schedule and remembers what it found last time. Each run picks up from the previous review, flags new problems, marks fixed ones as resolved, and stays bounded with read-only tools, turn limits, and a spending cap.
----------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 put Cursor’s agent in rigor mode**
Agents ship sloppy work unless you supervise every step. SpaceXAI engineer Lauren Tan [shared](https://archive.codenewsletter.ai/2110757066709356851) the 10-second setup for pstack, her skill stack for rigorous autonomous engineering.
* **Step 1:** Install it in a Cursor chat:
```
/add-plugin pstack
```
* **Step 2:** Run setup and choose your budget. It detects the models in your Cursor account and maps them to pstack’s [roles](https://flaviocopes.com/pstack).
```
/setup-pstack
```
* **Step 3**: Start a new chat, then prefix any task you want done rigorously:
```
/poteto-mode fix the search filter resetting when I change pages
```
The mode stays active for the session. Run /poteto-help when you're unsure which skill fits.
----------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:
----------
##### **IN CASE YOU MISSED IT**
--------------------
### ==**Our most-clicked story from yesterday**==
A senior founder says [this thread](https://archive.codenewsletter.ai/2110542006124748814) will change your mind if you believe “humans will find a way” through AI disruption. He called it heart-breaking.
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 350K+ engineers and 150K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
———————————————————————————
### **Whenever you're ready to dive deeper**
We put together a few guides on coding agents, agentic engineering, and leadership frameworks to help you level up in your career. **[Browse all our guides.](https://codenewsletter.ai/guides)**
———————————————————————————
You can also reply directly to this email if you have suggestions, feedback, or questions.
Until next time — The Code team
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Warning
Almost all the messages that arrive here are garbage! Resist the urge to click on any unexpected or questionable links.
It may happen that e-mail will claim to come from liamon.com, perhaps from some administrative role or process. There are no users with liamon.com addresses that should be sending anyone e-mail. There are no accounts to expire. There are no passwords to leak. These are certainly garbage messages. These are certainly phishing attempts in some messages.
Absolutely ignore those links!
