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To: [email protected]
Date: Tue, 20 Oct 2026 14:07:39 GMT
Subject: 🔥 New personal agent in your group chat
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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 always-on 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:#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 20, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9u6RcsufLVJA0YoPZQQgS2az_BwXpTbo9112Vk9_aiwY2yoVRTbHsAjs32sDrtPuTvLDmJyX170HM2fxtxtO8p20MpufDN3gbSFn8pWoLg7CvdVrEelRxiTe69R7cWSogVYy42pdwvdQE5NggB9fSVgCfq3E8-mi9c_AS7xq-25eZ9OtT2R79NZhjoXTlrf8xyZTPlMaV7mI-JAxWBscmshL8wevRC9ef6FO-8v-UuKJ6YczctigWp2B0JDxJ05qUM1J_F9xvAh_UYfBvpTRaBh0ec_S7M_HQlVypgPSDqSOGRtfWzlXQlPsVYn9cb9r3f77v-zR78jteSwp_Q0wYrRtvyWSwWGkGg_ClYhkXE2HSGSIONo3OATteJCxSz-NRpyr_FIIuvyT-JxWpyTHFKxESvZ65Ohl7J1bkPLojDLMaLEq_jOlL5uFzRZJrWu-bP5aijq_d622VWx_3Qd4hJhb9vkCs0oSIkhwA0OQdG-_glHrgz-9pX_34gbOvcj1OadQv3CDKQmxtW6V3yqjGcYcWAfr1d1QczwDUidhY6oftzAjJFPO32vnXLOsEAKGKq1idIVhK3EjF3Xa8b2wf4gv5fkrxktSswkoCI6Q5kxr0dR00GuTACsLRC4AjUW8XMRCcp2pRE1dC6rGu3rmww6M9yS9cs5TX-le3aWFXYtWMRfF8opEhyuwCVsFdTAgCbqqvHYLovDIbfPD5UJ873VKFCirD5O1778xguouk_Tzyn93mlHlzwinfrdDkrgi6JVuyhslU1ZAMdhLZMGbxx1wbJ-JLrDJY-r0gZ_1dqPcA/4v1/f-tgXV2kSs6uxzUcIlpydA/h0/h001.XddwqFWT_bRf3jaLEngM4geuUov6O39oS07aZoukcJc">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/4v1/f-tgXV2kSs6uxzUcIlpydA/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/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4uPzb2K7TQTzV-LHpwBTGMLxqEONVtXUdWZNkrUZv1W6OFen8q7MsQ2aR_9_uZyBtm_le9fGO5BNYdfruI-JkTnMQpJ5sAVxKxRMKtsqHaaE1pEYPOwKqLiv_-M_e2PvlRu-b6B5jfDxh2OcAhBTvoWNeEESYzu5tcZBM_NZ1aLIKsB3aCf5Z5NrzB3lYb_YjgauqvSonWgNSSLTjIS1qHNw88MylfopPF8_Mf_ott-qreU5QxUq7aBa5vJul38TNs/4v1/f-tgXV2kSs6uxzUcIlpydA/h1/h001.SHUIhUsQ9wOeolftl_gi4tZSZSK6tUvIgHZ3oIcqpo4" 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/5c3f903b-287c-4134-98cc-5b71ceaa0d53/Group_Wispr__4_.jpg?t=1792435348" 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> Cloudflare is back with another model for your workflow. Just weeks after shipping Clef, its decision model, it’s added a sibling that claims to handle your messy inputs even better. Meanwhile, a new personal agent wants to make it easier for you to collaborate. </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>Vercel’s CEO on how dev workweeks are changing, a senior dev’s guide to fixing your prompting mistakes, and a viral story that suggests big tech interviews mostly come down to luck. </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 your cheap AI model needs a harness </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Ampcode’s co-creator on learning in the age of AI </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Build always-on agents with Pi Durable (tutorial) </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 guide to review agents for security issues (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-B2EJc5HI2THLgeYmsOoM5E0hcE1Ij_Z3UTBbO2XZbXk9LnVodfkoSlcKeRKjTq4N4fmNNH8dhOCrpUXTfSBWyCU6zEldo7i0af7YCbifXLoAHYidbAMbM3lnSpMtme9xQNGCHlQ5skNMVIy60-mvoDojptlfNfy6fgl6nvYN_TMjKT-4d955sUA3XeEMjFCiukEEgihVXx4ZkaajgCfUUxCnbqzPMu5KQxYAg5llCdCbOGNtUnobSh74fwt2IqwUtouyfrOPErb8ervZK9R6K7B821McScbG6PKqUtesil6yEbH/4v1/f-tgXV2kSs6uxzUcIlpydA/h2/h001.Ftk60GFIMoSXyZcEV77ZimhpMAkru-PHrEuaN2BCuQk" 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/a6ed09e2-a27f-4c0d-916d-700b6dda7ad6/Thumbnail__48_.jpg?t=1792483035" 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 Cloudflare’s new model is different from their previous release.</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>Cloudflare’s new model reads messy data faster than normal LLMs: </b>The web infrastructure giant just previewed <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIANzD25CChcaJb-TvcB9M3nTVAzWZViStVliOu0SfbgHt3OQJ5hSgSWpSx8hkbft6PjY0lwfgjtl98iJkCTuVix18Krzko_3xyvcn9RLmpOUdxLyACN1deIQ65I0zg9aQ-pLe_P0tF2mFZyWZobBCnCXMpMzcid09GCDuhgShP7kNo0LdYgPVOUHerx3E43hG9LUhgtCfqsIfupteBDCxvi0uBGLoqSCRC094cfMWSrMYqtkqqiob-4fHHGpTpSD8Zg9e2xo9RDDPM6LnwEn_jnsbkv9DeI22Y2W_lF2FVzK7/4v1/f-tgXV2kSs6uxzUcIlpydA/h3/h001.FCYwQkWNRmlQplVUmbyze3hH0Kzd46Weuc9PflaMPCc" target="_blank" rel="noopener noreferrer nofollow"><span>Clairic</span></a>, an extraction model that skips text generation. Where its sibling Clef picks a decision from options you define, Clairic pulls <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEKz5msffuZiF9uhpoHwqD5MlyfQR-uDOXBVoFPwznEwiX2Y7Vkq6tLJkSv9CgI6z0_4jLXIpqPPZyf5EHuheaGgOlkfB6YVbk1JFTabedlPZFgn1qkm-VWViwF2g0mVC2r1ONVrG45ZfUnZ9mUckJanzHGvBGUBafKakmaxKb0PsOF9TnXd3EzoUUY3UmFokeDbdYgbUBBuoGCVAt_RhXNDEfGgZk1N6FcvSE2Pqh5kKA_mZlqtK16FhSMducaUvzsdPBj9PkbQKO9E91VuMIq/4v1/f-tgXV2kSs6uxzUcIlpydA/h4/h001.1T-fsdUEBCJ-w2oHddQrff9Ao0SepqrCUaN2KLWIiU4" target="_blank" rel="noopener noreferrer nofollow"><span>typed values</span></a> straight from the input in one forward pass and returns null when the value isn’t there. When you run both models before an LLM, the LLM receives clean data directly and never has to parse the messy original input. Cloudflare says this setup was 3.2x faster and 49% cheaper than using an LLM alone. </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>Your coding agent just got a creative studio:</b> Two releases are giving agents more to do. The <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFWI5JL6kZqAhsLcYLBGixKnsUiIQPAaSWEzSbkrlGrg10JeIvTtcFdcs2LjjKz3X2v3QLifJQSn5l_KOPk8sBWErkTp8zeL0SeWOriuN34l7JJ3lxGyhS6EAisJFkbh7fH_nJYDS_iVoGsT8IgJ_ECCykFY5xxF5RSE1j__rJsL44FhIrs4tXgYExcgK9Itt9MOVuNpUEAQEWVMIrvEDI7Qz8ZgedWbk7SvzUp4vKT2VI8_G_BMpzlygdsCS-5PbTLogrd_z_rl4hXQiAYNj89/4v1/f-tgXV2kSs6uxzUcIlpydA/h5/h001.GmESldr6mgpS0V4C1IV3_NsAcPfx37Hh1IV7Z6z6Tmg" target="_blank" rel="noopener noreferrer nofollow"><span>Sunra MCP server</span></a> puts leading image, video and audio models inside Claude Code, Cursor, and Codex with one npm install. You can generate app assets, demo videos, and voice-overs without leaving your agent. Meanwhile, Replika’s founder just launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFWI5JL6kZqAhsLcYLBGixKpwMpsFGcRV0E99ZARO4bcaF7PI9t1MGp4wDk3AyUQDhcjI_hZ_aG8vsWxHU9mRJG1KKV6D0sB6VdQS8pmpK7dDdHPk7lH4gig1-gKjSxoetWw2LE-VbqNW4pVkE1JphuAQ2OcqnIckRJunRE_2Ajsi2HZi9hy4XUfC_bfXaqoj9WkZhpgFR0tVibOSLDXJpBGhL3mFGyWtMuci8JVrtB6-N7506KawhT4AgKVlhEDrjHskxXKpRExcgMtNAEwIHo/4v1/f-tgXV2kSs6uxzUcIlpydA/h6/h001.PGKNTN4265vXPaXLy4hRjgPFPoYUhzqQNfqE5utTnAc" target="_blank" rel="noopener noreferrer nofollow"><span>Wabi 2.0</span></a>. It is a multiplayer personal agent that builds mini-apps inside your group chats. </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>Inception bets on diffusion to speed up agents:</b> The AI startup just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoKyCxn6XwFhAAK1xrGJiRSCH0oBipk1CKlACSIqcb5cHN_DXrtAd0rDQRJQbGvPDr3aiwDGhtST99HdwHUdA0_GCUr8mUPSPXwg_02JnKzCgFNTKGJ5OY2PFyKXzcGo4uboCW7pmt6hCAwou8nHxVzVPppmCaswU093U4434Q-oXZLr4nqHIvT4iGdd0tyMG1pIl2rA-RtJTkHlbBmwXmk_uGPODB3MsKvk6hH-sbqqh9gmPsKYHp-r6OqTkvnTcAZDfXh7XByxrIx-ukbR_3y75kbyPP-sFziB-UMeSj89/4v1/f-tgXV2kSs6uxzUcIlpydA/h7/h001.9cijQJZhoxhoWJRaXYns0RCbIjKnboy8JSQ3-aQ7x6U" target="_blank" rel="noopener noreferrer nofollow"><span>Mercury 3</span></a>, a new LLM that drafts answers in parallel at 1,068 tokens per second. That means less waiting on your agents, plus a 1M-token context window to work with. Inception <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFlFxvWDyQFoslOQgeg3Fc7EQRVrl-OpQu7xSGchBa6A2TUZBcxNj2TE3hALY4YH296iw7gcsS5E4kS3L-211pzAijTVfXI0OllHynYuePHYnDDqlySEq_SH2KDghg4aD2RjASIILiRF-Ku0U29a5jp3I6mLEUKh6VkgZ9Q2n3n-pc93Shr_J0E9XdGcF4Wk9LoZy5WLTVaMoyE_xuHfTokAkYTH6Hbx9fwIp5F7q3rYONI6K6Ze8_KlzObjvCBC2MXQ3Q_XWeZ6RShAc0aRm4N/4v1/f-tgXV2kSs6uxzUcIlpydA/h8/h001.bHTKaoc-wlJea7xGjq3jXRD3JUO9y5a5NBfbzsL2_PY" target="_blank" rel="noopener noreferrer nofollow"><span>claims</span></a> it beats GPT-6 Luna and Claude Haiku 5.5 on agentic coding, though Haiku still wins on longer coding tasks. It’s live on OpenRouter, Vercel, and Baseten, with launch prices starting at $0.10 per million input tokens. </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 WISPR</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%;"><span style="font-family:inherit;font-size:24px;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4uPzb2K7TQTzV-LHpwBTGMLxqEONVtXUdWZNkrUZv1W6OFen8q7MsQ2aR_9_uZyBtm_le9fGO5BNYdfruI-JkTnMQpJ5sAVxKxRMKtsqHaaE1pEYPOwKqLiv_-M_e2PvlRu-b6B5jfDxh2OcAhBTvoWNeEESYzu5tcZBM_NZ1aLIKsB3aCf5Z5NrzB3lYb_YjhC0TnTx0VSC0mEMk6YViUcgef6sBn78fx3k-_NyR7SIYirvVM8sxkg5wl3j8t3GdM/4v1/f-tgXV2kSs6uxzUcIlpydA/h9/h001.L1AtG5eyPknLiwW7vug2ZEwN1z0RI-0RPvF2hq56NnU" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration-color: #3593ff;"><span style="color: #3593ff;">Cursor for code. Claude for thinking. What about input?</span></a></b></span></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/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4uPzb2K7TQTzV-LHpwBTGMLxqEONVtXUdWZNkrUZv1W6OFen8q7MsQ2aR_9_uZyBtm_le9fGO5BNYdfruI-JkTnMQpJ5sAVxKxRMKtsqHaaE1pEYPOwKqLiv_-M_e2PvlRu-b6B5jfDxh2OcAhBTvoWNeEESYzu5tcZBM_NZ1aLIKsB3aCf5Z5NrzB3lYb_YjiUHh9xy2gKOFTA4S1ikQqRNVbx-WhhD3m7bFwHhHbGaYu6zHy37tDMhEZy-foNN3c/4v1/f-tgXV2kSs6uxzUcIlpydA/h10/h001.4tJevO5Gb_gClHRQTWw9k6iIdKJ5i22u9y-9m9xBhBU" 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/f54ec5f9-ef74-40ba-bcdb-7c959f9cadcc/v8__1__V1__3_.jpg?t=1792489861" 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%;"><span style="font-family:inherit;font-size:16px;">Your dev stack got an AI upgrade everywhere except the input layer. You're still typing every prompt, every ticket, every review comment by hand.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-family:inherit;font-size:16px;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4uPzb2K7TQTzV-LHpwBTGMLxqEONVtXUdWZNkrUZv1W6OFen8q7MsQ2aR_9_uZyBtm_le9fGO5BNYdfruI-JkTnMQpJ5sAVxKxRMKtsqHaaE1pEYPOwKqLiv_-M_e2PvlRu-b6B5jfDxh2OcAhBTvoWNeEESYzu5tcZBM_NZ1aLIKsB3aCf5Z5NrzB3lYb_YjgaQV8tF00kaiymQ1rn5A4ccxUqPn_LwK7reuosxWfBptd13xvzXrFIhKVjyJ0oQOk/4v1/f-tgXV2kSs6uxzUcIlpydA/h11/h001.4kbEwaFm7Bs8e7AYr4ZirQ-dLjUV5mhs4oX8svtoCfY" target="_blank" rel="noopener noreferrer nofollow"><span><span style="text-decoration:underline;"><b>Wispr Flow</b></span></span></a></span><span style="font-family:inherit;font-size:16px;"> closes that gap. Dictate into Cursor, VS Code, Slack, Linear, or anywhere else you work. It's syntax-aware: camelCase, snake_case, acronyms, and file names all come through clean. Mention a file in Cursor or Windsurf, and it auto-tags.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-family:inherit;font-size:16px;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4uPzb2K7TQTzV-LHpwBTGMLxqEONVtXUdWZNkrUZv1W6OFen8q7MsQ2aR_9_uZyBtm_le9fGO5BNYdfruI-JkTnMQpJ5sAVxKxRMKtsqHaaE1pEYPOwKqLiv_-M_e2PvlRu-b6B5jfDxh2OcAhBTvoWNeEESYzu5tcZBM_NZ1aLIKsB3aCf5Z5NrzB3lYb_YjhYQTjJwtksx-sitbdxdzb-Z9HBgS8HPLovDxjYEduBWo-AJz_q-dm7O0dIMXnIeUs/4v1/f-tgXV2kSs6uxzUcIlpydA/h12/h001.u6-mx0a6AmfpxB8pJ2FwSTHyWGGVtJnBC637Cnx5ISY" target="_blank" rel="noopener noreferrer nofollow"><span><span style="text-decoration:underline;"><b>It's the voice layer for an AI-native workflow.</b></span></span></a></span><span style="font-family:inherit;font-size:16px;"> Speak your intent. Your tools do the rest.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-family:inherit;font-size:16px;">Available on Mac, Windows, iPhone, and Android. Used by millions of developers, including teams at OpenAI and Mercury.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-family:inherit;font-size:16px;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4uPzb2K7TQTzV-LHpwBTGMLxqEONVtXUdWZNkrUZv1W6OFen8q7MsQ2aR_9_uZyBtm_le9fGO5BNYdfruI-JkTnMQpJ5sAVxKxRMKtsqHaaE1pEYPOwKqLiv_-M_e2PvlRu-b6B5jfDxh2OcAhBTvoWNeEESYzu5tcZBM_NZ1aLIKsB3aCf5Z5NrzB3lYb_Yji55rKbvxVXbkKMZ_hXD7dogjwZu0dbOPFyiA3PV_5EzamJINNwtSfeybRh_e8MiDk/4v1/f-tgXV2kSs6uxzUcIlpydA/h13/h001.6dCctmgL94lP4v2TzBi4PG9PdU3KQIvsQB3jFgP5mhk" target="_blank" rel="noopener noreferrer nofollow"><span><span style="text-decoration:underline;"><b>Try free</b></span></span></a></span></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>Your cheap AI model just needs a harness. Here’s why:</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/c27e96fc-5ed5-4f2a-829a-b4f862306d6d/superhumanteam_an_engineer_standing_and_helping_a_small_robot_793699f4-118b-4f6e-ac0d-6291e127fafe_3__1_.jpg?t=1792495690" 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>Cheap, but unreliable.</b> Smaller AI models are tempting for coding tasks because they cost less, and teams rarely choose a model on raw intelligence alone. But they often struggle with consistency. Specmatic founder Naresh Jain <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIXN2zo7g8Va4yGn5jbgqmX_fzBuLCt0uAXp8Cv4wpBhuqt5VRXBHkdxq1audyW2ixjfQOT2AsivgxV2-4gUwrQDalu6V6ULmTWSs7cJTuMs0YxOHSVfgbsjegQoMEhs6GMR7UrByoDyKAD-g_0pCFwO1B4o7_tRrvaEh3jNaFg5nMx-wMzzy4kqIgvmTGWEJ5IgDGRpMmcK-E4ipJu5ktz1C-Zstpl7yRw9rNvavmGl_XMZIX2TvvqNw2ZiBIJaV1qYv3HksBE8kdWDUBlXXBvWNM-Zsytqayf6WcpKn49aKlpeUsn6loh-WFL67JqDgkA/4v1/f-tgXV2kSs6uxzUcIlpydA/h14/h001.3YuWFsQ0PHOFTz_YKVEuYA4h-vBPkSOQmAPcyPu-XlU" target="_blank" rel="noopener noreferrer nofollow"><span>wanted to know</span></a> if a behavioral harness (a set of specs, examples, and tests that flag mistakes as an agent codes) could close that gap. </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>40 builds.</b> To test this, he decided to run an experiment. He had Codex build the same Java backend with OpenAI’s flagship GPT-6 Sol and cheaper GPT-6 Luna. Each model got 10 attempts on its own and 10 more backed by the Specmatic harness. Then each build faced 178 hidden acceptance tests. </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>Luna needed a lift.</b> Left to itself, Luna passed just 3 of 10. With the harness, it passed all 10, matching Sol’s perfect record for $0.273 per run, about 33% less than unaided Sol’s $0.406. Giving Sol the same help changed nothing except its bill, which jumped about 7x. The extra guidance paid off only for the model that needed it. </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>Check smarter.</b> Jain’s takeaway is that you should tailor your testing strategy to your model’s capabilities. Every model needs an independent check, but some need more guidance along the way. Here’s his advice: </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>Cheaper models.</b> When results are inconsistent, keep the harness running as your agent codes. Failing tests act as “executable attention,” catching mistakes before it builds on them. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Frontier models.</b> Run the same tests once as a final gate, keeping overhead low. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Specs and examples.</b> Your tests only cover what you put into them, so keep them current and let human review catch the gaps. </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>Starting Point.</b> Jain shared the full <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIXN2zo7g8Va4yGn5jbgqmX_fzBuLCt0uAXp8Cv4wpBhuqt5VRXBHkdxq1audyW2ixjI53Nt1vpnYCDVPNs3dG49Yf8vr7sV4zayo34Lm51tBOuRscFnZWkbtNZ2qR0SqtBldGjfzUjJIQJ3V4uLlhnpJOkTBM-WFZF_Q_DcoPKwbeUU2uq4rrP8faWL2w431dcjTHksd7j5k5vUBoKpPPS-AbImTzLkTHO20NV4C4f3_CAbLUj3FEIThO0oX25Fa8lZvU7Cp3A4ptWZN_SjfRrRoA6ED5QdVNT7byRNnfJBoUHnH2aqOa0PD1X_QfhNG9FXPpecbzQCwQgdFRh0IgZ0/4v1/f-tgXV2kSs6uxzUcIlpydA/h15/h001.gytVUJuszm5x506QnPEj8cMSko2SgCghC9P1EYD_yV8" target="_blank" rel="noopener noreferrer nofollow"><span>application brief</span></a>, so you can rerun the comparison with your own models and decide what works for you. </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:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY MAJOR</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.pljPPsurrJ8ITcFAp15gIexOcVU680E8ZqvP9aDRW7BTqyr-FymQcb1x1eP_I9bhD67B6Y7unZDyyNdjQsi9keVVYqI2esxDKqSKs6HFZ8dij9LNJMhDVjEc5-DzbJXOdxW95tzRAKjkdfYS2Bxkx5DmP68Vw52k4qXxqZ1IeY4/4v1/f-tgXV2kSs6uxzUcIlpydA/h16/h001.W-kB_DKH2JGdq7RE620ZtVP79mg-iFKzlTwKkJbGSQg" target="_blank" rel="noopener noreferrer nofollow"><span>Production grade security for all the team's vibecode</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.pljPPsurrJ8ITcFAp15gIexOcVU680E8ZqvP9aDRW7BTqyr-FymQcb1x1eP_I9bhD67B6Y7unZDyyNdjQsi9keVVYqI2esxDKqSKs6HFZ8eeV71X71ICNlb7ZKoh61xM6bf_KqMthD96W-UinwBdJ6ueS3b-mM5KmNqoToVI-rE/4v1/f-tgXV2kSs6uxzUcIlpydA/h17/h001.QWd2L6XWJ9vo3SmOPhbkHxWmOPbNRflClb4k4Ev8FeI" 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/7d559c4a-b3f6-4a49-b6a5-b52661d44e88/major-quote-sydecar__1_.png?t=1792435799" 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%;"> AI tools already handle critical work across your company. </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%;"> Most of them run quietly on personal accounts, connecting to sensitive production systems without anyone noticing until something breaks. </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%;"> Major instantly turns vibecode built by anyone on the team into <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIexOcVU680E8ZqvP9aDRW7BTqyr-FymQcb1x1eP_I9bhD67B6Y7unZDyyNdjQsi9keVVYqI2esxDKqSKs6HFZ8duJ2bsPFK0t6J7wlp1bKdsG-trSOXezruVoFo7FBh-rrOXVIfmfFJIpf1Fq0b09bc/4v1/f-tgXV2kSs6uxzUcIlpydA/h18/h001.-OGP4xNrE9EIbY5cl_QWnMkktBIkMHRh1slHPany8Gg" target="_blank" rel="noopener noreferrer nofollow"><span>production-ready software</span></a> with SSO, secrets management and auth that you can centrally govern. </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%;"> Your team gets the freedom to build with AI, and you keep full visibility and control over what goes live. </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.pljPPsurrJ8ITcFAp15gIexOcVU680E8ZqvP9aDRW7BTqyr-FymQcb1x1eP_I9bhD67B6Y7unZDyyNdjQsi9keVVYqI2esxDKqSKs6HFZ8dtZxKnscKaam6jHDTJ5vbmewG83U-foQFbkV6XG1TP2LnfoFePcOIoNpTl_iG3Pz8/4v1/f-tgXV2kSs6uxzUcIlpydA/h19/h001.1Ammhqo8yjNyFsXDG9l_jaYOaIcFj9Dv1k7gKEph7Tc" target="_blank" rel="noopener noreferrer nofollow"><span><b>Code readers, take a demo to claim $200 in tokens at major.build.</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>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%;"><span style="font-family:inherit;font-size:24px;"><b>What’s trending on socials and headlines</b></span></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/46db2c48-3df9-4ec3-82bc-1be6bfc52156/Screenshot_2026-10-20_at_12.12.06_PM.jpg?t=1792483960" 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>New Work Week:</b> Vercel’s CEO says the 9-to-5 is gone for AI founders. What they <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHPw6AozC6RBfxFSUM0vyDVILWTZ_rmGyd1PfsdrTsImZ3OCKEUr3kQcfb8otQZQZIclEVHvx_2i9vCHgKDaSptCV1WFmw66xgJHAW_OmvJWq-chd69mlVHNNDZURZP7AqZI6wV7RIDz-kAqKDDM4INfYCP4Imf5PcaNZ3jmsMedrcGMx9E-DldWqKFZYSUhwwo65momLiYagQ4ytuGBcILL3_LbSJUHohe9YBc7Rfqc7_BEwr3dkz3X7mdGvVpObAmQxZAcEIq7h2_FAI0PcF2/4v1/f-tgXV2kSs6uxzUcIlpydA/h20/h001.1EqDoYkavdG6Cao8u2taFpMTZTzHePeChkigAf7BRkc" target="_blank" rel="noopener noreferrer nofollow"><span>replaced it with</span></a> sounds even more brutal (1.5K 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>Prompt Fix:</b> A senior dev says most engineers suck at prompting. His video shows you where you’re going wrong and the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGyJ2JWQd-BjWqV073vo1wkf6-P-RmEtqAxwtT_jvTQ-pasWW0VNgOvASuwnP4ACi5F88IRe5syA0UaNfFABpptfd0gl8PGPhDor9PTvW0r0LywDZSZRHkM9zDrObwpk1KUBiw1DstFpu-JAdEOlfOyau8cJITfYUop_ysLigFWxVMeZZlUoUlokmCYJzFT209IhpWvQoIXnZt_Ko9U8Eso3RcB6ST3EFl1D3zi7iYNIRuuR-xVlkupSmre07Frx1qmBs-Sr3A34Kz5TN9T7vGc/4v1/f-tgXV2kSs6uxzUcIlpydA/h21/h001.dYWDiA-DbN6AlVfNpzZDVN2GWPfXc747WIfhWf9J758" target="_blank" rel="noopener noreferrer nofollow"><span>techniques that actually fix it</span></a> (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>Lucky Break:</b> A viral post claims Big Tech interviews are mostly luck. See how this candidate <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGs_9aRmNC75qtmxgShyARisikjiIA3Ix7h3k3nlSc3L3Yc0n8a93fQfF829LOZMBxnNPEu0dCzvSbKTq1osQMU2Dxqnm9iwn-Y2miCaAoHnaJcZuHot1wQUAdwft4XsL4wLWb8I0P8l594qXkcM4oaHuDxMK9S_TEnakvND27lHEFMzr2VOwbk86dO3cyhQHTKU4ZAQhXpRmDjoGswi0m3iUMMZGPprGDcDvaGxNqmmMNed46Rz0rHRT5BkbpZtpVS6T76kjJ6RBMQ7-dL0Hw-/4v1/f-tgXV2kSs6uxzUcIlpydA/h22/h001.GTDY-topjAJe3qm6ne9TTJ6oJJk_cLdkRUKKl1fbm1Q" target="_blank" rel="noopener noreferrer nofollow"><span>bluffed his way</span></a> past a question he couldn’t solve (1.6M 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>Honest Answer:</b> Engineers kept emailing Ampcode’s co-creator asking what to focus on. So he shared <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEF9huSkuZQcl4_TGDRW1NyX2s6Bk_2_lsN4ngLzNNDidxkF-3wayaP1qFla2WmwJ0AwQ4r97IrN5yuMUKqbLLxAq_96uIyyirpdFgtnJXggt11AtHEdeVu7j1rDR4g3wRncFrgkBbX7v1tc-Rq9FodoNQZw-C4d09732MaPVu5C9Din3P5bpBVeBzqIxXqHxUmNOZkPv0QUQCbFiiqiIOUXePe5qSMNLyzz_WgiSTJivpsDifm-wqIzOHhwv1s5Zc3vzLaz2tvfsp0L_75M-RC/4v1/f-tgXV2kSs6uxzUcIlpydA/h23/h001.nxa3SJVTIfYjJDq7sJlYM6Q1XjMqPp8YBaxTCDFLJyA" target="_blank" rel="noopener noreferrer nofollow"><span>the exact email</span></a> he sends them about learning in the AI era (3.7K 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>Local Power:</b> A post claims Apple is quietly way ahead of Nvidia on local LLMs. One <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFc8jgbL1feqMPiAnWwzPs8JDLqE4QS0XW0lZ2WC8rGjSP3C5qtL65dMWYQZN_JFZZhb3xt_WJ_AoPtlZ9sedspDsl-2uTX2KW2R52ij0wgFrFcTmbqn3IVpwqI_Zie7iLMjUvG4tnICiBGNU5y4qHaRX-d0OPFkIJwtpiZwDTiRFeCvVVbQNAP0xcB50Zcf66YeZcBMA4PPsTc1yrbB-rLUa7LITbmt1ywuGIewPZimKRB935elVTWVXHbMtk9V1pKlXO_r_rcTkYdD1p1JAYl/4v1/f-tgXV2kSs6uxzUcIlpydA/h24/h001.eR2JEyDn7N9M4FQBkMzo5vtFluBXg51umX1glFscwkI" target="_blank" rel="noopener noreferrer nofollow"><span>Mac Studio setup</span></a> allegedly proves it, at a fraction of the cost (1.4M views). </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzhc43CBu1bhcrjqvPOGyRNsAFxuT8QOtiAgBFhlc4Y0Dgjze73iIqF9H9X1QzDM8-y3Y2nuYRkLGh2pjICbNBZ5-q2cLFudBDWmiCL7WocSiBSwaYwd_Yp4NpiugGkyRJqV3DN4c0AODY2LAZ9IGEUYCnXwH0bnwlQwuXJqqFqOnGGbZvcNt1nNYXqh9PSux9gPAynNWJ2Gpocyv-wHkDTokjz_xAzIFWTJYJ4xios5vpkX4PRSZOOfJ2dbhw0kIeJDv8IXZ9VYQlwXpuV9LIQ/4v1/f-tgXV2kSs6uxzUcIlpydA/h25/h001.mDUBpX0n5KrYnSJEQPMypxkRTeLLEh11Mic_S7gagRE" 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/5d27f637-ee3a-487b-9998-4d2d9854b6c3/Thumbnail__49_.png?t=1792485040" 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzhc43CBu1bhcrjqvPOGyRNsAFxuT8QOtiAgBFhlc4Y0Dgjze73iIqF9H9X1QzDM8-y3Y2nuYRkLGh2pjICbNBZ5-q2cLFudBDWmiCL7WocSiBSwaYwd_Yp4NpiugGkyRJqV3DN4c0AODY2LAZ9IGEUYCnXwH0bnwlQwuXJqqFqOnGGbZvcNt1nNYXqh9PSux9nj1ZtcHcsJwoFTffneHrvUVWE5lQlGgsaZ8Kc7nu-IdjvzAz5Znb9Dvw6sv6OOXMOy2pDrIbeEJHQHVY9t_xS/4v1/f-tgXV2kSs6uxzUcIlpydA/h26/h001.gyDKCQBwvJSK8HUJjTdjFMw28ReX5InNEhQLqaW549I" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to build always-on agents with Pi Durable:</b></span></a> This tutorial from Hugging Face’s Alejandro AO shows how you can use Pi Durable to help agents survive crashes and pick up where they left off. You’ll learn how checkpoints, conversations, and storage fit together, then build a local setup with llama.cpp and Qwen that can resume interrupted work from SQLite. </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.y8XueU-stBfRyqUeoBxfLs8yUNz1niUNJwAxNfBlk9FRQneKT_pqTJp9II4il7KONCVVEuVuX67s9uWsmLDz3iNZNXGlWBnTSGxnus2-dInWDutgK88O1n8HpGzzds4Ijt0qiGj3mlHMvq5eFqeMcBzSQRJyny8Zhvcxpr5GahQ9SLDDpICI48DaSmDXLHUrUy2kV9FA0yxt16yPhdl61kVEvszE4suJYz3bdpKuNWasdVQL7Qa6q4VM0U79keCSnz9de3guFfIoJHizY4lbhg/4v1/f-tgXV2kSs6uxzUcIlpydA/h27/h001.XoaTtHxLiX7xtgeiY9h2P67PeHVN-tNcd4jpBUIzWoI" target="_blank" rel="noopener noreferrer nofollow"><span><b>Pele:</b></span></a> Obsidian creator kepano’s tiny open-source alternative to Mermaid.js for rendering diagrams in your app. Feed it Mermaid syntax, and it returns themeable SVG, with zero dependencies, a much smaller bundle, and claimed render speeds up to 500x faster. </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_IXNb3MOcKdPmSAsUVAY2G5tfaSsFOkXmSTU2cE9_u4iqgibBGQzP0L8dNlfFLY2ggHddL3YansoXV0OPObZWazB6-Dy1GOhsQxVEXeF_D4PfIpbpVoCGK82EPFE_eL5G4E68ANnPAL4EPRkj6Y6JvUSLaOGzaH1pCogyCMBFTRNcUMvQTkxjUuadHXchVTIIn3-Xv4cHqXjeEOmhugLXr4E94-GliU3x9F_Gw-5vc6KHKsTs3bvm_mnb2uqyN5A7wAQFxCQ1Sq-1TmCDDPOpiknCwWlVa9BQof-m9dGP1HtKxpS_VHMUKQZMth1w-J1IND5Z1zfCKZiuZM_g9o/4v1/f-tgXV2kSs6uxzUcIlpydA/h28/h001.P5iha3lvJNBV9Rd5GEjd2Uq_K95qkY6_EsLS1KAM8mw" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to review your agents for security issues (by Anthropic):</b></span></a> Learn how to audit finished agent sessions for things like prompt injection, unauthorized hosts, leaked credentials, blocked calls that get retried another way, and data sent somewhere it shouldn’t go. It turns the logs into a ranked report with the exact evidence worth a human looking at. </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 QA your launch with 5 synthetic users</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%;"> Your first users hit bugs you never saw, then leave without telling you why. A dev <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcETfhKV90XWf27U7KJh2IwV6_6PtWMWPleHEnuojmBfJXe3nAVNO1qzIa1TVEFOTaf96OAP0jfJ99fgC67SPvUSZbqO1RjzRA1RxLeNlU3lJeFvWW36agL9emOQlDN-AxV3lgy2-eywvYFEjGWmXVCewtX359XzfM9UWrX6QTMz-nb7w-quZXNPBrhRAX1kSkdLYoNntXaVtd-aS5jH5iFIoh3MuBdzvPYSi2HQbyLjLJCz8Lxg4apmlW48tz5s1DGNDAgp0xO3hdQ5XiEyZlfO/4v1/f-tgXV2kSs6uxzUcIlpydA/h29/h001._s8dHax1w43jf9GwrRSRr6RdSXqUs5fNF6vkQmT6FFY" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> a Claude Code prompt that spins up five subagents acting as your worst first-time users before launch. </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> The subagents need a real browser, so install the Playwright MCP server first: </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>claude mcp add playwright <span style="color: #7ee787">--</span> npx @playwright/mcp@latest</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>Then paste the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcETfhKV90XWf27U7KJh2IwV6_6PtWMWPleHEnuojmBfJXe3nAVNO1qzIa1TVEFOTaf96OAP0jfJ99fgC67SPvUSZbqO1RjzRA1RxLeNlU3lJeFvWW36agL9emOQlDN-AxV3lgy2-eywvYFEjGWmXVCewtX359XzfM9UWrX6QTMz-nb7w-quZXNPBrhRAX1kSkdLYoNntXaVtd-aS5jH5iFIHbJLh92FvQYn1GNBdKi_MLDGJFHlzWi27p4gszQNXzQjsRJibPAvL8kavUJqLUZY/4v1/f-tgXV2kSs6uxzUcIlpydA/h30/h001.2kRERS6vjpkTmvNKGyxR1ZRLPgoPbqvr3FXN4tSB-Rc" target="_blank" rel="noopener noreferrer nofollow"><span>full prompt</span></a> into Claude Code. It defines five personas: the impatient one, the skeptic, the mobile user on slow 3G, the non-native English speaker, and the breaker who pastes junk into every form. </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%;"> Each subagent clicks from landing page to first success, screenshots every point of confusion, and merges findings into one ranked bug list. Claude fixes everything in one pass, then reruns all five to verify. </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 dev used Claude Code to strip his smart TV of ads, bloatware, and lag, and <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGQ1fLgQUFqKjFazTNiaXXhNnzhJntEesaYPcTpmND_ETK_TaFgwg7c9CNjVDO5SIE-usfxtxL3cv1M083REpFnqa3X8fPsgACquZRdMLZMt0j9Uu92gtZyqpsb0yMGfBleo_nmDkG912i7ldPNji7d86LWoRdridRW1-ZILjdEtVaT1yfJWi0mF7KADME0iUOs_Zh07u05TdIOfNHAt2A5yxgfSWXnojehw_26xTD74vqh2S8kPcK2PPlX-1vmTSIJ1wycI84ZomUgAjECQDm9/4v1/f-tgXV2kSs6uxzUcIlpydA/h31/h001.wH_0w0jq74rld-BzO471JKM66c9oBvq04w3iKM4-8jQ" target="_blank" rel="noopener noreferrer nofollow"><span>the demo</span></a> is phenomenal. Another dev tried it too and posted <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFZcbpluUmBsCALoM2mZVKEfKc0vlD1iMwgICJuvH8GS92JOvmXpxmmPbwuYY_oktusMmWJwon1gmIOKNafuob-NiMtd6rQvKQJ8EyB_MLVTHr3nZvlCuLjRn-zFxzvsu-SlMAFRocIZz6ED1_i0OPi93i0kupo8WtObJbqUZHGXHhyNoSCrS_R2TJnhss32w9GOSWIt4tI2Mq9g80_YE1hE3sSgv6INyssdEAfUFcV2YkSCuErlkN-aqVkEiZ5r65e5WESLjO-6-EY6FTS_dPD/4v1/f-tgXV2kSs6uxzUcIlpydA/h32/h001.9G8Qn2I6Cgg4Ihp-gcrWeSDBIvKJ0qEBFFPhyVNKyoM" target="_blank" rel="noopener noreferrer nofollow"><span>the prompt</span></a>. </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" 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%;"> If you enjoyed this newsletter, you should definitely check out our IT and cybersecurity newsletters. 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Plain Text
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Follow image link: (https://ref.wisprflow.ai/thecode-oct20)
Caption:
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**Welcome back.** Cloudflare is back with another model for your workflow. Just weeks after shipping Clef, its decision model, it’s added a sibling that claims to handle your messy inputs even better. Meanwhile, a new personal agent wants to make it easier for you to collaborate.
**Also: **Vercel’s CEO on how dev workweeks are changing, a senior dev’s guide to fixing your prompting mistakes, and a viral story that suggests big tech interviews mostly come down to luck.
--------------------
### **Today’s Brief**
* Why your cheap AI model needs a harness
* Ampcode’s co-creator on learning in the age of AI
* Build always-on agents with Pi Durable (tutorial)
* Anthropic’s guide to review agents for security issues (cookbook)
----------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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##### **TODAY IN PROGRAMMING**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a6ed09e2-a27f-4c0d-916d-700b6dda7ad6/Thumbnail__48_.jpg?t=1792483035)
Follow image link: (https://archive.codenewsletter.ai/2112248553703928141)
Caption: Click here to watch how Cloudflare’s new model is different from their previous release.
--------------------
**Cloudflare’s new model reads messy data faster than normal LLMs: **The web infrastructure giant just previewed [Clairic](https://blog.cloudflare.com/clairic-extraction-model/), an extraction model that skips text generation. Where its sibling Clef picks a decision from options you define, Clairic pulls [typed values](https://archive.codenewsletter.ai/2112279165596819627) straight from the input in one forward pass and returns null when the value isn’t there. When you run both models before an LLM, the LLM receives clean data directly and never has to parse the messy original input. Cloudflare says this setup was 3.2x faster and 49% cheaper than using an LLM alone.
**Your coding agent just got a creative studio:** Two releases are giving agents more to do. The [Sunra MCP server](https://archive.codenewsletter.ai/2112212015045296395) puts leading image, video and audio models inside Claude Code, Cursor, and Codex with one npm install. You can generate app assets, demo videos, and voice-overs without leaving your agent. Meanwhile, Replika’s founder just launched [Wabi 2.0](https://archive.codenewsletter.ai/2112212804979880239). It is a multiplayer personal agent that builds mini-apps inside your group chats.
**Inception bets on diffusion to speed up agents:** The AI startup just dropped [Mercury 3](https://www.inceptionlabs.ai/blog/introducing-mercury-3), a new LLM that drafts answers in parallel at 1,068 tokens per second. That means less waiting on your agents, plus a 1M-token context window to work with. Inception [claims](https://archive.codenewsletter.ai/2112222911218291051) it beats GPT-6 Luna and Claude Haiku 5.5 on agentic coding, though Haiku still wins on longer coding tasks. It’s live on OpenRouter, Vercel, and Baseten, with launch prices starting at $0.10 per million input tokens.
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Caption:
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##### **PRESENTED BY WISPR**
## **[Cursor for code. Claude for thinking. What about input?](https://ref.wisprflow.ai/thecode-oct20)**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f54ec5f9-ef74-40ba-bcdb-7c959f9cadcc/v8__1__V1__3_.jpg?t=1792489861)
Follow image link: (https://ref.wisprflow.ai/thecode-oct20)
Caption:
--------------------
Your dev stack got an AI upgrade everywhere except the input layer. You're still typing every prompt, every ticket, every review comment by hand.
[_**Wispr Flow**_](https://ref.wisprflow.ai/thecode-oct20) closes that gap. Dictate into Cursor, VS Code, Slack, Linear, or anywhere else you work. It's syntax-aware: camelCase, snake_case, acronyms, and file names all come through clean. Mention a file in Cursor or Windsurf, and it auto-tags.
[_**It's the voice layer for an AI-native workflow.**_](https://ref.wisprflow.ai/thecode-oct20) Speak your intent. Your tools do the rest.
Available on Mac, Windows, iPhone, and Android. Used by millions of developers, including teams at OpenAI and Mercury.
[_**Try free**_](https://ref.wisprflow.ai/thecode-oct20)
----------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**
## **Your cheap AI model just needs a harness. Here’s why:**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/c27e96fc-5ed5-4f2a-829a-b4f862306d6d/superhumanteam_an_engineer_standing_and_helping_a_small_robot_793699f4-118b-4f6e-ac0d-6291e127fafe_3__1_.jpg?t=1792495690)
Caption: ==_Source: The Code, Superhuman_==
--------------------
**Cheap, but unreliable.** Smaller AI models are tempting for coding tasks because they cost less, and teams rarely choose a model on raw intelligence alone. But they often struggle with consistency. Specmatic founder Naresh Jain [wanted to know](https://martinfowler.com/articles/are-harnesses-worth-the-cost.html) if a behavioral harness (a set of specs, examples, and tests that flag mistakes as an agent codes) could close that gap.
**40 builds.** To test this, he decided to run an experiment. He had Codex build the same Java backend with OpenAI’s flagship GPT-6 Sol and cheaper GPT-6 Luna. Each model got 10 attempts on its own and 10 more backed by the Specmatic harness. Then each build faced 178 hidden acceptance tests.
**Luna needed a lift.** Left to itself, Luna passed just 3 of 10. With the harness, it passed all 10, matching Sol’s perfect record for $0.273 per run, about 33% less than unaided Sol’s $0.406. Giving Sol the same help changed nothing except its bill, which jumped about 7x. The extra guidance paid off only for the model that needed it.
**Check smarter.** Jain’s takeaway is that you should tailor your testing strategy to your model’s capabilities. Every model needs an independent check, but some need more guidance along the way. Here’s his advice:
* **Cheaper models.** When results are inconsistent, keep the harness running as your agent codes. Failing tests act as “executable attention,” catching mistakes before it builds on them.
* **Frontier models.** Run the same tests once as a final gate, keeping overhead low.
* **Specs and examples.** Your tests only cover what you put into them, so keep them current and let human review catch the gaps.
**Starting Point.** Jain shared the full [application brief](https://martinfowler.com/articles/are-harnesses-worth-the-cost/application-brief.html), so you can rerun the comparison with your own models and decide what works for you.
----------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 MAJOR**
## [Production grade security for all the team's vibecode](https://major.build/demo?utm_source=superhuman&utm_campaign=the_code_4)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/7d559c4a-b3f6-4a49-b6a5-b52661d44e88/major-quote-sydecar__1_.png?t=1792435799)
Follow image link: (https://major.build/demo?utm_source=superhuman&utm_campaign=the_code_4)
Caption:
--------------------
AI tools already handle critical work across your company.
Most of them run quietly on personal accounts, connecting to sensitive production systems without anyone noticing until something breaks.
Major instantly turns vibecode built by anyone on the team into [production-ready software](https://major.build/demo?utm_source=superhuman&utm_campaign=the_code_4) with SSO, secrets management and auth that you can centrally govern.Â
Your team gets the freedom to build with AI, and you keep full visibility and control over what goes live.
[**Code readers, take a demo to claim $200 in tokens at major.build.**](https://major.build/demo?utm_source=superhuman&utm_campaign=the_code_4)
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Caption:
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/46db2c48-3df9-4ec3-82bc-1be6bfc52156/Screenshot_2026-10-20_at_12.12.06_PM.jpg?t=1792483960)
Caption: Meme of the day.
--------------------
* **New Work Week:** Vercel’s CEO says the 9-to-5 is gone for AI founders. What they [replaced it with](https://archive.codenewsletter.ai/2111471042262646810) sounds even more brutal (1.5K likes).
* **Prompt Fix:** A senior dev says most engineers suck at prompting. His video shows you where you’re going wrong and the [techniques that actually fix it](https://archive.codenewsletter.ai/2112309753674371292) (1.4K likes).
* **Lucky Break:** A viral post claims Big Tech interviews are mostly luck. See how this candidate [bluffed his way](https://archive.codenewsletter.ai/2111784234440658950) past a question he couldn’t solve (1.6M views).
* **Honest Answer:** Engineers kept emailing Ampcode’s co-creator asking what to focus on. So he shared [the exact email](https://archive.codenewsletter.ai/2112046496396833255) he sends them about learning in the AI era (3.7K likes).
* **Local Power:** A post claims Apple is quietly way ahead of Nvidia on local LLMs. One [Mac Studio setup](https://archive.codenewsletter.ai/2111922564474016146) allegedly proves it, at a fraction of the cost (1.4M views).
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Caption:
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##### **TOP & TRENDING RESOURCES**
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Follow image link: (https://www.youtube.com/watch?v=ti3vVYwzW4A)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**How to build always-on agents with Pi Durable:**](https://www.youtube.com/watch?v=ti3vVYwzW4A) This tutorial from Hugging Face’s Alejandro AO shows how you can use Pi Durable to help agents survive crashes and pick up where they left off. You’ll learn how checkpoints, conversations, and storage fit together, then build a local setup with llama.cpp and Qwen that can resume interrupted work from SQLite.
———————————————————————————
### **Top Tool**
[**Pele:**](https://pele.run/) Obsidian creator kepano’s tiny open-source alternative to Mermaid.js for rendering diagrams in your app. Feed it Mermaid syntax, and it returns themeable SVG, with zero dependencies, a much smaller bundle, and claimed render speeds up to 500x faster.
———————————————————————————
### **Trending Cookbook**
[**How to review your agents for security issues (by Anthropic):**](https://platform.claude.com/cookbook/managed-agents-cma-agent-security-review) Learn how to audit finished agent sessions for things like prompt injection, unauthorized hosts, leaked credentials, blocked calls that get retried another way, and data sent somewhere it shouldn’t go. It turns the logs into a ranked report with the exact evidence worth a human looking at.
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Caption:
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##### **AI CODING HACK**
--------------------
## **How to QA your launch with 5 synthetic users**
Your first users hit bugs you never saw, then leave without telling you why. A dev [shared](https://archive.codenewsletter.ai/2111717667228770611) a Claude Code prompt that spins up five subagents acting as your worst first-time users before launch.
* **Step 1:** The subagents need a real browser, so install the Playwright MCP server first:
```
claude mcp add playwright -- npx @playwright/mcp@latest
```
* **Step 2: **Then paste the [full prompt](https://archive.codenewsletter.ai/2111717667228770611) into Claude Code. It defines five personas: the impatient one, the skeptic, the mobile user on slow 3G, the non-native English speaker, and the breaker who pastes junk into every form.
Each subagent clicks from landing page to first success, screenshots every point of confusion, and merges findings into one ranked bug list. Claude fixes everything in one pass, then reruns all five to verify.
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Caption:
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##### **IN CASE YOU MISSED IT**
--------------------
### ==**Our most-clicked story from yesterday**==
A dev used Claude Code to strip his smart TV of ads, bloatware, and lag, and [the demo](https://archive.codenewsletter.ai/2111247627748565091) is phenomenal. Another dev tried it too and posted [the prompt](https://archive.codenewsletter.ai/2111379569030939102).
--------------------
### **Whenever you're ready to dive deeper**
If you enjoyed this newsletter, you should definitely check out our IT and cybersecurity newsletters. Subscribe using the links below:
* _**[The Code Cybersecurity](https://thecode-cybersecurity.beehiiv.com/)**_
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We put together 20+ hands-on guides covering coding agents, agentic engineering, and leadership frameworks to help you level up your career. You can [get them here](https://codenewsletter.ai/guides).
———————————————————————————
==**Advertise with us:**==== ==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?)
———————————————————————————
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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