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👀 ChatGPT's new default model is here
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👀 Manus agents run nonstop now
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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Fri, 01 May 2026 14:02:58 GMT
Subject: 👀 Manus agents run nonstop now
To: [email protected]
Date: Fri, 01 May 2026 14:02:58 GMT
Subject: 👀 Manus agents run nonstop now
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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: 6 ways to use Claude Code efficiently  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:0px 0px 0px 0px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> May 01, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9sekXLpmHciqA8_vv8jU5EdqOiTNLV6CL2kZtlT_pUWo00WAH_2E9O9gRticXtqK5dDiwK-_WWRAvIl0DHiVni7g8wfUHSq5bYMKmMeg4plzIbLUYFVD3GjKm5zzUF51ZVfCSsEMRckzIS2xYMwG3-ucMTN7JMpuOLGru_BSMxXANY3FiHN9WDuXgvkaJss_GeqLDkNFg6UuKsJxark3hrLbBl2qRKp97tpv3GfVOKOWTLXFlOcb2YFE900Ll06bTYGe9Uul6eKh2rNwKW03qJAc54Buevig24jobcbtGZ6NBgCw8hKL_oSfK5ILIV019GYZJRhEsHFAbBRylym2J3FmRTfRCFxZCh7OMIQ4-qiTHYOaAL4J2eNPqk0rx44Jh26Hzokh16u6oe6RYQDopPTtKW5CARqdQKYnjwcX60KosF_0nGUpC3i4NoIrtgy6QKcW2Hlu2cuokHjCGk-ZEDclduZrztBZc7Nv7ZgHCXzyW1jFkFpMvcBbvM9D1tl2sguKBOBnWDOERXDvswsJssoSAEw13NynyTMpSKmnnTS_pb-PkT-eRoL4LWHODgDtJPYzzKydagA8omRI7Hkpy91xJa95K-rhymZNm68R62TQxgE0WU7cDXv_nspYn3yNGxKLFDAdmY34QJUAeHA2nIe8PIJ11iPWDvxNuH0kEH4WbYgG2szkzn3PxQYbvyyJBwv7I7goRz5a2Ma9_8a5tPZejf0KZMclc7IN_ZLOMayJmB6hPL6cTe3AMHOWs_73xHWTjdtSItOKt_JyWvUp4fHKsEOIcqhOC6OcYr_LOdAM78N1vxteqVaNPJH9l-8c58/4q9/GPC1EFwfSeGoxmnXOPsDMw/h0/h001.xhmCLRUADCtjWJ0nq4LBBuIDpBHfaLaMzxf3Izq-izM">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/4q9/GPC1EFwfSeGoxmnXOPsDMw/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zXOtUL_gZpxgeb5UrHOurGrpCoo-flULMAinQVzedtcT7WUiG5b5PRs9tLw3njtliSVUWUUcqYpPhpDvfN_-y_OInUeN4ChoEhoQmX-fuBKAlCa6Dky6cDQyJTZbRmVs0SXkVuPZ-Na4ozbV4MjmhF8II04wpO-G08HF2doCn47u0lNQC2S8zj4aMqwD2xxNgky20hG2Vi-yz5QyNczsWkwX2LeBnyYFbxo5ut2CpC_RIvuXnV8yvy1vdu8gWsZ7mf1TkSyHsXrNahpaIUOKdwJ9WGljFmbJS9lE1CJN-D6BZ8WLU1IA8XvKX_4M2WZ-7rUqp-Tz77LbUvbXLEwgAnM/4q9/GPC1EFwfSeGoxmnXOPsDMw/h1/h001.bO_84bu7V9U57tTsbTE8q0h7Od6p-Jy_2QCQ2p7EeVc" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f35f1dc1-c4e1-4237-a008-cff9b63acd8e/Group_thecode_you.com__1_.jpg?t=1777637897" 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 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Welcome back.</b> AI agents keep getting smarter, but hosting them on your laptop or Mac Mini only takes you so far. Manus just shipped an update that changes how you run agents around the clock. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Also:</b> How to cut your agent's context window by 90%, train your AI on 2,000 DESIGN.md files from top products, and where Karpathy says LLMs go after coding. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:rgb(34, 34, 34);border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>Today’s Insights</b></span></h3></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-size:16px;">Powerful new updates and hacks for devs</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> AI evals: The new compute bottleneck </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 stop Codex from giving up mid-task </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Trending social posts, top repos, and more </p></li></ul></div></td></tr></table></td></tr><tr><td height="12.0px" style="line-height:1px;font-size:1px;height:12.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TODAY IN PROGRAMMING</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-zEkyk_eUjFFROmSpohR2efzmVT_aRfVW8jO0PyRI_lDZaBVx0p_32ghvajbDW35QFzwrzxLSsb5HHDqBr9HXVwWpoS0Iip7ZgMpSI0xgbsmc-YM7-FLpmhL4RERITcbDMMZ3t9QnVBz-R9eIXrMMszvyzKGM-1qrjFlBFzuuSEFxrwmTUfKJlbZ41a8pPK95895HEMQtuc-Ffa6Hv5tRlHEje4QQejxW9ij5Cn6Lx69JMfNJ17vpfjJ1VJKrXUlgOiamVr_EpBjzsIEm8CTDzLtiDHTzZzSfowU4JOUdKb/4q9/GPC1EFwfSeGoxmnXOPsDMw/h2/h001.AWwsELbFT6jvEtKyV2zdWER10DGiT8lpEi8s9YxZGUQ" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d7e9e4f1-3f1e-4665-9d5b-310d2d05b82f/Thumbnail__14_.jpg?t=1777627787" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch Manus Cloud Computer in action.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Manus ships persistent cloud machines for 24/7 bots:</b> The AI agent startup just released <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIaqqUL00sV29naNeLVW-DFH5XzeerIciyCSlI0YyQvpVL87eKGEexTTX-dqDstgY7oujJiMzRbB8WsUZL6KEZMBNGV8b8NbI60gY9X5qjT9Y9WBJ6--o9S1xftigEZEh2ZBuOYrqo3iSIMtrwe3N1OfevhO_4FNKrvQZRm1IJyIGzoxcFfSu1s9B8X-E7qHEivjyJHg7EgMyXSHXN_TfeS2rZ8kNTm_mPsXn3OQZ5C6DI2I2jSTaHeTmigVVAL2cr3etTAVsGHD3IyXpt2J2fdVGLAAv8afyHMI1UKnxSn5n/4q9/GPC1EFwfSeGoxmnXOPsDMw/h3/h001._hXsq6IZWK2NA-TrwC6eFevJsmO3uX4qFRKyvCsq7_I" target="_blank" rel="noopener noreferrer nofollow"><span><b>Cloud Computer</b></span></a>, a persistent virtual machine for always-on bots and software. Unlike standard sandboxes that reset, this stays live and keeps your tools installed across sessions. Developers can now deploy Slack bots, schedule scrapers, or self-host apps using plain-English prompts. It runs on Ubuntu and includes SSH and a web terminal. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzpOSxZ1-Z_cAWtLccT33n1dS8rEPTlExvh0gQmC0HExVd0GnMOVpFGea4n40sODJwryxKtYac84hy3_U0ZXaV1efYAipyI4OsDLT60fzna40XmfqaP6DieovVE2IPeizHcpC18sUtzWLv7MitnaMxN3o5Hr1guV2SafkyKSXkQR6xlLql__sqtK0msspKHTYGpsKumyucmwKDgZhwnNkW7LfJ3t8IEc7CSyQ45DIxnBu8DP7U1vP2RGOgLFW99doirCiebo2L2A9QbgRWyDbXB/4q9/GPC1EFwfSeGoxmnXOPsDMw/h4/h001.UZb3a-JFJKH_17KAIqYWRfSAZaAGKWk0EeM4ngMuX5M" target="_blank" rel="noopener noreferrer nofollow"><span><b>Watch how it works.</b></span></a></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Cursor and Anthropic ship enterprise security agents:</b> The AI coding startup just launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5jOc4HPRjeGU7m9wlWQKbskqkyk9LByI_jmTBhD_MJWbmWf_1nlz0wuhB-o0cxeFYyDBmDNBMJJ7vK20kGW4FhGmLqghhpa97LYgnxfZku71g_R_RkozFT1r85pDRSa_CX48XlRWJ90zj_fR4jyxaM6xjXl0RjUGDkCqsMb1-wKVIJwNo64zSjlTwjKvNM24uB046uWavxI6h9SUg17pxpk3Uc149lFsP4vW-URrxAcfxZdzgrsm_FsGpjNHkTPqMcxTy86jHlaRe7QZsBJ9GANDtQtuSC-dqX9aaFFhgjeNWVFOU0oCAyVeBn8tqNhLQ/4q9/GPC1EFwfSeGoxmnXOPsDMw/h5/h001.-6rzesypJ6q8-xuzK06mRJ3W2YZaHQ42_bYuvoGiw1M" target="_blank" rel="noopener noreferrer nofollow"><span>Security Review</span></a> for Teams and Enterprise, using always-on agents to catch vulnerabilities in every pull request and send scan results straight to Slack. Just hours later, the Claude creator released <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6YGXVUsBvZtEeQrv2KrPmSxNVpw2AWtiV30Tu6-AU9HYio1-qCvDQ-1EpnxOQGCcCMiqqHSs7AcUp_ltlvb8b6t6T7G0g3RONR1V3pv0QxoRrhe_HQtGe6sUABXPQxnaBoNEe1b6iYOZCWJ21pA4x7xmaW4j-XCoNETlTKgOQ-Nk5I0xpbUIfITzUVCoijTaWlJOsyg0fAIpArXqcZDGsVjVHhSP0gSu5rXMRxy-Ekh7Pqgd3cXIprAEbyfDFtB3ATdfsYjkNSLG7FHAd5NIceVvZpi1Vaf5K6CzCrzaD0q/4q9/GPC1EFwfSeGoxmnXOPsDMw/h6/h001.N_Q0wA3IsSEVoMQjoTfQDJVcn0d8eqD5WNff7AMSN40" target="_blank" rel="noopener noreferrer nofollow"><span>Claude Security</span></a> in public beta for Enterprise users. It uses Opus 4.7 to scan codebases, reduce false positives, and suggest patches that engineers can quickly approve. </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>Theo Browne urges Anthropic staff to leave in an open letter:</b> Developer and content creator Theo Browne <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-xFqdzO2QOlv81FRGpLY4AAyZvvxEbr8hXKqNqvkQe2Onk2F0l2-z89zPmpL1UK1RbTD8lRxTcKMFyGoOpOLTsqIIrre8Q5pQdhdZEUVKcIOx5mS1-y4WudMRCqRG_PV2JlC2oyE4uet1iGxNeajf01W2XEXJ-Jw56FNTnb0Tr5pOgzl8RyW1_wcxMTr-o4kKik3sLj5iJw42ptrFcdfw7e5lMO-xoeZ2VzHB0tvf8NvfeaUzQMR_9TDsn1WdsUgbDbaVXQ3jx1ukozj9a86DjuKuWifku5O8NcxVkMxx9v/4q9/GPC1EFwfSeGoxmnXOPsDMw/h7/h001.yQeNYu90I_1G4QkrhzRE0_ztZpwEZ_yw7AV8QH98GIY" target="_blank" rel="noopener noreferrer nofollow"><span>dropped</span></a> an open letter criticizing Anthropic’s leadership and urging engineers to quit. Browne described a culture of fear and poor code quality, even offering to help anyone jumping ship to match their current vesting schedules. While some devs call it clickbait, Browne insists the post reflects genuine, widespread developer frustration. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(3, 7, 18);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY YOU. COM</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.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zXOtUL_gZpxgeb5UrHOurGrpCoo-flULMAinQVzedtcT7WUiG5b5PRs9tLw3njtliSVUWUUcqYpPhpDvfN_-y_OInUeN4ChoEhoQmX-fuBKAlCa6Dky6cDQyJTZbRmVs0SXkVuPZ-Na4ozbV4MjmhF8II04wpO-G08HF2doCn47u0lNQC2S8zj4aMqwD2xxNgky20hG2Vi-yz5QyNczsWkwX2LeBnyYFbxo5ut2CpC_RIvuXnV8yvy1vdu8gWsZ7mf1TkSyHsXrNahpaIUOKdwJD2zPhxNJcu6_k_qh7vUs1b6XfBXMCt0iZLwVCPcVSe4ckRgCTQ2vJ5tnT7-H3pTV/4q9/GPC1EFwfSeGoxmnXOPsDMw/h8/h001.cuyCHsDRrb7KHdrhWPvVDRfK4cOUavm3yvdE-4HjKbk" target="_blank" rel="noopener noreferrer nofollow"><span>Is your API latency lying to you?</span></a> </h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zXOtUL_gZpxgeb5UrHOurGrpCoo-flULMAinQVzedtcT7WUiG5b5PRs9tLw3njtliSVUWUUcqYpPhpDvfN_-y_OInUeN4ChoEhoQmX-fuBKAlCa6Dky6cDQyJTZbRmVs0SXkVuPZ-Na4ozbV4MjmhF8II04wpO-G08HF2doCn47u0lNQC2S8zj4aMqwD2xxNgky20hG2Vi-yz5QyNczsWkwX2LeBnyYFbxo5ut2CpC_RIvuXnV8yvy1vdu8gWsZ7mf1TkSyHsXrNahpaIUOKdwJQxIKMbXzKfBPYryJmsxbx3Jn3uEWxnqV4f2G3RxpvwHrxaSyA3YEyxQYzE79DffF/4q9/GPC1EFwfSeGoxmnXOPsDMw/h9/h001.-MPAQX_TcCf35VLxH-RWuwAMxgwZRlXCGYToxPH8beg" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d2e50b45-dc0a-4a62-8a10-14fc9f4fc94f/You_1st_may_thecode.jpg?t=1777545756" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Teams often pick an API by checking a benchmark table and calling it done—a shortcut that could miss what really matters in production. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zXOtUL_gZpxgeb5UrHOurGrpCoo-flULMAinQVzedtcT7WUiG5b5PRs9tLw3njtliSVUWUUcqYpPhpDvfN_-y_OInUeN4ChoEhoQmX-fuBKAlCa6Dky6cDQyJTZbRmVs0SXkVuPZ-Na4ozbV4MjmhF8II04wpO-G08HF2doCn47u0lNQC2S8zj4aMqwD2xxNgky20hG2Vi-yz5QyNczsWkwX2LeBnyYFbxo5ut2CpC_RIvuXnV8yvy1vdu8gWsZ7mf1TkSyHsXrNahpaIUOKdwJyxHuLyNK3r0YQxQk9i8RGBUxWgdxyOre6WlRSGD5Li5LFMi7Amd_jLUw07Z8crwA/4q9/GPC1EFwfSeGoxmnXOPsDMw/h10/h001.YMzZZcghhiWktLM2flRrRn_gb0kc3FTSxmJGTbuR1ac" target="_blank" rel="noopener noreferrer nofollow"><span>This guide</span></a> from You. com explains why raw latency is a misleading signal and what to measure instead. </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%;"> Stop optimizing for the wrong number. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zXOtUL_gZpxgeb5UrHOurGrpCoo-flULMAinQVzedtcT7WUiG5b5PRs9tLw3njtliSVUWUUcqYpPhpDvfN_-y_OInUeN4ChoEhoQmX-fuBKAlCa6Dky6cDQyJTZbRmVs0SXkVuPZ-Na4ozbV4MjmhF8II04wpO-G08HF2doCn47u0lNQC2S8zj4aMqwD2xxNgky20hG2Vi-yz5QyNczsWkwX2LeBnyYFbxo5ut2CpC_RIvuXnV8yvy1vdu8gWsZ7mf1TkSyHsXrNahpaIUOKdwJdhSduZ7PIto_djcABtL8dIwjzbtmGw7pVzEbaHmrUqeINZV1h4EaU_DXSJsoKkOX/4q9/GPC1EFwfSeGoxmnXOPsDMw/h11/h001.9RO0wwM3N4B2H__WSk0ZcovvbK2gxXuSDWIkulg6G4A" target="_blank" rel="noopener noreferrer nofollow"><span><b>Download the guide</b></span></a>. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>INSIGHT</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>AI evals are becoming the new compute bottleneck</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/3d421e5a-ab4f-4a76-952c-23f390910496/superhumanteam_a_software_engineering_team_working_on_grading_80c770ba-4ee7-4acd-b61b-e4601ec501eb_2.jpg?t=1777628113" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Source: The Code, Superhuman</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>The bill is finally due.</b> For a long time, training models was the main expense, while testing was just an afterthought. Recently, Hugging Face <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7jguq6jXQnOkVQUguogUi_JE3JDaNzyR9IEJiX5VLXhn_VRFfc_BoWDD-eFpjjEJg9Qv7OS25HlYBgOP3vYDeFIlF5qrQe5ow64UxzxAVduSOz9aJaTObYSUzC1y_mV5sByxU5G8TAkimlXuzQQdFBsKcSKwX7Da-EmDsIwqnsltgQUI0-hPh93hAp_HUZzPHTbF5DCDd4YADIQ9xuwaPW5I0Hkxy21bpZR9aTG6_tUtCifYZ91yga62Z-L4noQipxdte9Hf9iCipQQ9K3gUTJXpglLoh0ZqJaT7BHXcA5vRUPZYrsROpBiV82RP9v_JpA/4q9/GPC1EFwfSeGoxmnXOPsDMw/h12/h001.oY1dGua_8_aoVtn9IEnWYFeRdb6C9PevsVg8UBz35GQ" target="_blank" rel="noopener noreferrer nofollow"><span>flipped</span></a> that script: running a top-tier benchmark now costs as much as a used car every single time. Because of this, most teams can't afford to verify the leaderboards they use to choose their models. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>The old shortcuts don't work anymore.</b> Back when benchmarks were just simple Q&A tests, labs could shrink them to save money without changing the rankings. This worked because most questions were too easy to really show the difference between models. Agent benchmarks changed everything. These involve long, multi-step tasks where cutting corners means losing the exact data you need. </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>Running a test once isn't enough.</b> An agent might nail a task on a Monday but fail it completely the following day. A new Princeton paper <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJTni013zseu_GX7GnLiecjPPzDSfvVo84a0AJIkWEErvIazQuC3P7WlQoIGuGhfIBRw25lMU41bnhHUaH2u-iqy0uQl2Mr1hOLF2oPa2p7CbMyF-oAUTTFsC0vVeorBcOBnn30MMRZuT9OLV-G9Lem35kV25urYa_woxxGQrMsXk2cdjKn_Awu0p1nXJPC-pSpiGI7oBL_vRKiGbb7_g97ngD3lQo7TuHzPfDcILhg08MI_j9nyfYCzhpQJ4sKKYGMbRXKLW7yr3R3b8NS5MHAM/4q9/GPC1EFwfSeGoxmnXOPsDMw/h13/h001.qTZd7dYwIfKiH2XAFtNUKti5RApb3sPiBCEpXGFii4U" target="_blank" rel="noopener noreferrer nofollow"><span>shows</span></a> that recent gains in capability haven't actually made agents more consistent. Current leaderboards only report the best-case results. They ignore the fact that these agents rarely behave the same way twice. </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>Whoever has the money writes the leaderboard.</b> Most teams end up starting their evals from scratch because there isn't a standard way to share results. Hugging Face's <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ewyx0VA-ZCEh4luIETE-YqwUNS1NWAdRi2b26mcd2tBILUWzgJ-3Eu-KXJEAIG08lnRn7z3CLu-dB2qmREUnejwjtC4im8IfFiPISc_jrI5lSN90ddn9S_oJd2IWufBakl711k0fXjms0ubMFGZIzmBLD7-9p2UkyOaQEbEA8ZCCnL5obOxubYUM7prNPQNLIzwDfufiEoBgIL2goqdBOsADJ5ID6iMX-D4nICRXIUOG8MbmJy3L07crnt3KdbL1v_fSsbc7Qrca-A-pOivLZ1Fu85Vxza4ovgRcBecXnRogPJUftj9IAdK3vXKv0k3s/4q9/GPC1EFwfSeGoxmnXOPsDMw/h14/h001.9mkMrrESGl1FcxWXXRwFNXXTkFUCNr1nhOZjSR7DMV8" target="_blank" rel="noopener noreferrer nofollow"><span>Every Eval Ever</span></a> project is trying to fix this with a shared format. Without it, only the massive labs building frontier models will have the budget to actually grade them. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN THE KNOW</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>What’s trending on socials and headlines</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/bb09fb31-231e-42ff-a9bd-ef9931bd0981/CleanShot_2026-05-01_at_15.05.34_2x.jpg?t=1777628189" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Meme of the day.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Beyond Coding:</b> OpenAI founding member Andrej Karpathy used his Sequoia Ascent 2026 fireside to map out <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1-2R6d1vDP0x0NzlcRCyOgsh34VMB1oGTDMpvy99qGhgs0Wg9TZEIBdJiWTuChl4zPl-AqQ6U1FEdZr_zhU1c9zAPdnrANQ_aw9zYCHc8EC8aA2DOghADcFGMSfuIuKLOPDQVaOg9XPpD3hQdF-XMxHa1HiUzM5qz-8ePsbEDW63-mwJbxilsBTE3KEhJGkWTRupHsUanKYekxgEuOYrUSRh0LsYyl_d_860dDd_NsP0WljPlNIf7co1M3P0w2Yfyxzx12sYLJ2VqYgdX8m-kKvEevXZcrRPz6JlK7Z5rRD/4q9/GPC1EFwfSeGoxmnXOPsDMw/h15/h001.HNxPX1WtqIRYmF9nJs8OocWFREHftGzy_RZEjdKIn2s" target="_blank" rel="noopener noreferrer nofollow"><span><b>three new horizons</b></span></a> for LLMs that go way past faster code.<br><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b><sub>3,800 bookmarks</sub></b></span></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" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Pretty Agents:</b> Sick of agents shipping ugly UIs? This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0tx535HumTqT7sKv4YyCyrQaVBE3hiru94TzqGc_UMEg92dOD4AnJ1pMCPBWu6_ZoyXNeaJSbMX5q1-K4uErwCQAdjdsq0dGJu7fM0nGSsV0B8SwUQMajnA6ieYAJnkdPxJrQTIWyHoA1tn4Vko8eoSWJbVmGeh20nhg_WgfwquL4BlpliSY7qe3EMZ9pms3Z43-RhLiLIa4knbsL6EVAoE8MJzanu2JI_4oWGIPL0y0MdjO2IintQkcyZGD4hl8sp3RFXj_3Pa7IseNDmNxEr0/4q9/GPC1EFwfSeGoxmnXOPsDMw/h16/h001.kfWvz-uZht3Y1vxtsAa0CvPfhuc5XykyxpUizdQff4I" target="_blank" rel="noopener noreferrer nofollow"><span><b>site</b></span></a> has 2,000 DESIGN.md files modeled on the world's best products for your AI to study.<br><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><sub><b>10,000 bookmarks</b></sub></span></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" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Drop and Done:</b> A developer used Cursor's new SDK to build a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L9rwXbdLLp4q7tzf5Syx4l7sDGvZ9c-sToZVIMiNPOvqy4yvWUWxsiayDYX9NVAsoyGxvmSsbNPApe-U6ua1nPuAAh_-Tou7Ti_qDrgW64dRxshbMBK_Y-Qxg_MUkuFyJ_q4IRcCJWe-uCQagUNQ7aly0UU9d-aRoPkLhuMLQdvqQwbXFQ6VaWOY9m-pyC6J2Gi-5SwwdSm6DDeeKGrjnxVQoUIFZFhZXZNPUs2QfPUXNsiTngWcVaXDKbVKS1pkr3JNjEpZdSEXPUa2P8CMvCpA_hCA6wObizVYQXPOBUdMfDJ_ytwNhMWGrmx2JhS7PQ/4q9/GPC1EFwfSeGoxmnXOPsDMw/h17/h001.N4IKqhs5LVJMtl6L7p1rfod1FTIHFtolOfoJgs8hr1Q" target="_blank" rel="noopener noreferrer nofollow"><span><b>Kanban</b></span></a> board where you just drop in tasks, and the agents handle the rest.<br><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b><sub>5,200 likes</sub></b></span></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" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Brain Drain:</b> A 22-year-old dev says six months of running 6 to 8 Claude Code terminals at once has left him noticeably <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1NeYlZkNcITKQPKhujkEP2U9B9-0xEdIEKlPvvvpaBuC5ALznGCPFgcKGQYiTMif-wIbSpaMqKLyTQhuvqABS5-X-70Wyv2Yb8XJvLCigIDPqzpC6Az9lAlEM1mv_Ldm23IUfQ0V3y5PRsBDyRspkzhfNieQJZ0xexDKx0-Rml4Da-bNiqF0W45wPsU0l87TbuuzL81LfY1syCUNceApywk4bPh6-ocsY2qk9JldbBnpYexYkqhYi-PBpfZabcjpf40TkZY6qf6xwax7Mv4lBbEmav6E1dH6X-CMDRB-SB_0-cwTT6zjuwVX5KAeiB91w/4q9/GPC1EFwfSeGoxmnXOPsDMw/h18/h001.0DecKEd9FrnovDqmL2Mq7MHkjXAeSU9Q49LZS38qa9Y" target="_blank" rel="noopener noreferrer nofollow"><span>less sharp</span></a></b>, and his friends agree.<br><span style="color:rgb(40, 140, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><sub><b>783,200 views</b></sub></span></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" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Context Cut:</b> A dev cut his agent's context window by 90% after fixing one thing most AI builders <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6LhlofTb1twW9bUGWHS12T0H-RbKHxk0LXU2XhF1w43Nicc_bjEMv0nBgPWNbv1jB-hvfsmLM3vdvZS0zeFTuEF6b4CGYAN_06Pl8cI-_KwT3QoFzD2vkEElGG_7ilYLDj7-higt1uYbfTCY9ZhywttLOG-pX_GEtE65xqV58mdcVoWlece8UO5x8s6UWbqnn38jYWl09H_tpfqsZdrXsd6OZ1FEcOBQaCRed5wADNG5jjcZloKftkineZxAtOPUrj71IrdhfdKdKtabpBRskGBo-_J4lukVbapuhtXY9Os/4q9/GPC1EFwfSeGoxmnXOPsDMw/h19/h001.yFuQ9dv5OJXz1n7keHZH5WeoV716Fo44Dvr8r2ZW0PA" target="_blank" rel="noopener noreferrer nofollow"><span><b>never check</b></span></a>. His prompts had nothing to do with it.<br><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><sub><b>152,100 views</b></sub></span></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" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Teacher Trap:</b> Why does fine-tuning on data from the strongest LLMs sometimes hurt your model? This viral interview <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L7cAk5SQs7mWkQIDmIpBDT8pW4M5K_BMT_uNBwc6zbKcrucxB-Q61kFPPyxCR9BFQfbAWAO9end4qF6YN9wMUFVtCUfQeVg3jwFlh3nNSwpMaRceE-YyhY56QUz5LfpUlfelnab2YIjZdBJJnvi8CDlW8vsBxJNF_EDvZ7taM8pkdj9Bm-Isrk2vd2BUsT-3m3v-uYgDW-tZWn-IgMyDAmVnUuBPD2e9DJ5yB-AIJwz3Znk0-JTkiGfPJnPqVjMzDSHegxtQTvlBH2NW-NjHJ_2oje4Am6ak7Z60pyiwnfEQjyHa2qGBai4oy_uGWN_DZg/4q9/GPC1EFwfSeGoxmnXOPsDMw/h20/h001.Alcv4-uvuhTQgSEoHbMZrO6YYvVM1H6foPPYr47piug" target="_blank" rel="noopener noreferrer nofollow"><span><b>question</b></span></a> shares an effect every AI engineer must know.<br><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><sub><b>32,400 views</b></sub></span></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" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Stack Check:</b> A developer shared a 20-tool LLM engineering stack for production. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1wGKc9vPZqyxit4kpjtcySH-5jBVOi_IdebM2j151Xa6eP8q3PyDgzxzNXEGmSQLlcYZqcPyDgswBBu_kwRCyi4jHzT8FV-jMEvbdOgLsx9IHZhTrV6NZGfl9SkvYIabVybvpfbx1R6FwKJUBrlaT06YrcYJC1RsPQesxX2mYt9VmBzD5zsg4z4L-WiGMBdFtuYZuIASVxdHWfvu8y2QAYfxiOuDyiGUoD71e8kJBL2ZLeUUVt3S_DudecoMCBRbWyV5BmKaoG0PMQOp4boZ2jdOmGOXK0moGxuJn9rmtB-e2vgLdwgutKHBEtScHrKSw/4q9/GPC1EFwfSeGoxmnXOPsDMw/h21/h001.bKcIYJccy8AhMAFbjr1fDJWNkyRB5nbUCYY-cWYz3T4" target="_blank" rel="noopener noreferrer nofollow"><span><b>How does yours compare?</b></span></a><br><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><sub><b>4,500 comments</b></sub></span></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>How to stop Codex from giving up mid-task</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lz220p-3YFx9-uFJoaQUIUtBM78fZfwfSQAeZwWVEIDmIJMfeZER6QysuU2uVvE38Ui04bI9jKZPRVdo9SD4J1K8G2l1Zd5WAms9FSCVqnzLHb0pHGFtHDFwyHqJmhy5v_LRCTmXT_GSf6odfYRrp8WbNuskPlae-vCNo9eC2DH_DEwXahnwGHV75xv3jpk5SGxp8GCZ_nSgC9d4rA8o7-XlGuAnY5GWImPsFQuOGx7GYBasNIYsvtYf0_cc9pkoIyuDXs2V_ivRZu3r5obIwPgPv3xAE41xKo1obK84UkagH2l-_4ayvY0Jj876uKF2EA/4q9/GPC1EFwfSeGoxmnXOPsDMw/h22/h001.dL8nPCdaxJAioVqndBtrjTsZ2bhV49NUcMZu7WJjLuc" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/bb58163c-cce8-42f7-953f-9eccdbcd8ef0/CleanShot_2026-05-01_at_09.59.32_2x.jpg?t=1777609803" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Source: X/thsottiaux</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Coding agents usually quit mid-task, but OpenAI’s new Ralph loop pattern lets Codex run until your goal is finished. Head of Codex, Tibo Sottiaux, recently <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lz220p-3YFx9-uFJoaQUIUtBM78fZfwfSQAeZwWVEIDmIJMfeZER6QysuU2uVvE38Ui04bI9jKZPRVdo9SD4J1K8G2l1Zd5WAms9FSCVqnzLHb0pHGFtHDFwyHqJmhy5v_LRCTmXT_GSf6odfYRrp8WbNuskPlae-vCNo9eC2DH_DEwXahnwGHV75xv3jpk5SGxp8GCZ_nSgC9d4rA8o7-XlGuAnY5GWImPsFQuOGx7GxdGUZve99AuVWTjAX8dUkGPMB8LOYy74IlsnQWyU0nSdBE57ORWHtSZWwfP5T6s-4BlSgXLyhKPz9MVps6uTjg/4q9/GPC1EFwfSeGoxmnXOPsDMw/h23/h001.DwKouJ513eQ3UJcaf3jbgmLVAFyHl5BTVTxTOuwbWqM" target="_blank" rel="noopener noreferrer nofollow"><span>announced</span></a> that version 0.128.0 now supports tasks that can run for days. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> To enable this experimental CLI feature, add these lines to your “~/.codex/config.toml”: </p></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code>[features]
goals = true</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%;"> After updating, use the “/goal” command to keep Codex running until the task is finished. You can pause, resume, or clear tasks anytime. </p></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code>/goal Refactor the auth module to use JWTs, update every call site, and fix any failing tests.</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%;"> Just remember to set a token limit in your config first to avoid unexpected costs. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TOP & TRENDING RESOURCES</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4cLx5kK0JjL--st9Doc7cQlV3P7VEDleqsbv0Yaf2qHDnCmtIYTD6iv_NXZxZ282zz5mh6TQmjcTn2C_WNlDW6SKrNwKQaWfTcLvjdKn7Dph-7uCQX4VAcWFwe61Kr4RDrDTKtOGZ-MrVFKZ2bGVh7RStGnQ8VtI4TLt3ZIh6c4Kw_BgAlwC3cv6q5nPZtCO14aRM9Qqr-1tiAVtN07IVb7iPfx3uWbm1fCynW5TAAfXKUUFLrfcLr3ya_oYhHIhOVU8rNAZVisxqbc6ANy0CNU/4q9/GPC1EFwfSeGoxmnXOPsDMw/h24/h001.q7KMVOqhEAZ75hA-k04ugaKW4Q_1XWGBzH9yIEQcYns" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/fa487731-3549-43c8-87e9-718bf5ed4a93/Thumbnail__13_.jpg?t=1777627821" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch the tutorial in action.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tutorial</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4cLx5kK0JjL--st9Doc7cQlV3P7VEDleqsbv0Yaf2qHDnCmtIYTD6iv_NXZxZ282zz5mh6TQmjcTn2C_WNlDW6SKrNwKQaWfTcLvjdKn7Dph-7uCQX4VAcWFwe61Kr4RDrDTKtOGZ-MrVFKZ2bGVh7RStGnQ8VtI4TLt3ZIh6c4Kw_BgAlwC3cv6q5nPZtCO14aRM9Qqr-1tiAVtN07IVb7UbrwqFS0a1qErnE0QAmEqj-FffRgkxp698dA_fhfDDrjtC7DpM8kj38yL6gSpoQw/4q9/GPC1EFwfSeGoxmnXOPsDMw/h25/h001.xYRRUDQcIanXU6lvWRB9t18ivm5RL_VDpFwA2mtM9xo" target="_blank" rel="noopener noreferrer nofollow"><span><b>6 ways to use Claude Code efficiently:</b></span></a> This tutorial gives developers six practical tips for getting the most out of Claude Code. You'll learn to maintain control by avoiding loops, reviewing AI actions in plan mode, and building custom agents. It also emphasizes providing clear instructions, verifying all output, and the necessity of writing your own code. </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.yBywWjiZ7oCsTrXLmaNhkg61oHJy5JRs9OjV_NIzEgV-iU-P_fmO8XT1oZIRqOWsR6e7LeaeHd9lFmL-iKN4H0qdGqJQn6zLg2prk-WDjzEzCtDtXKcJ7UDSjWVK9pAOE-WvVxE5AcfOwOKbK4vjfySD23uCzsCe2iJQ6nAoVotJfeEq0PVJhO74IE0wSRvxagl5NZdx0C-1QErUfJfFgYMXzQQT53jEph6fbRr3obz-SiEvsA2ar8ff_vQ2WZJslhEQYwnQlxYWm4F70RD-RTvju_HH_rFgY0sCb_ur31s/4q9/GPC1EFwfSeGoxmnXOPsDMw/h26/h001.3CJvXm-VpQKP8Z2yaCoNwpO2-xT6qSeL88jzEr_6rGI" target="_blank" rel="noopener noreferrer nofollow"><span><b>GitBar:</b></span></a> Manage pull requests directly from your macOS menu bar. Get instant updates on reviews, conflicts, and approvals with a live PR count. Built with React Native, it’s a no-cost, one-click solution for tracking your team’s workflow. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Repo</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkvU3QR8-f8MtMrvsWqgRoEWydnivnH6bfW-D3UEFjoEfl0xZOufDosBc5LFIfndXNW1IziPDJ_a22j3kwRW31IIBcrVSS2otdDZ7CsZ5K2zyiWHUvxEVW4JXuXWsUd1WhC1pZS66nrxMydkg2er0KHAf7HWHLQ3rQphri0G4GjT5yXlnvy-cDdzJchL92Y4jCW__71uAnrVRSMYIBBVV3VOL05FfAZqHxCLjdyZjo2Csr-UXyQry2g5N4bw3vfq6kk6cfczQxvcyXNopu6CKtbtiEZJWgr3QtYW_GJvpDI_378yte_DRiUn1q6F7zOeNyA/4q9/GPC1EFwfSeGoxmnXOPsDMw/h27/h001.fPyEev5PNDdPJEnYJp1Uvz-j_ql48sma6IgEjqmKlzc" target="_blank" rel="noopener noreferrer nofollow"><span><b>Dynamic Context Pruning</b></span></a><b> (2.5k ⭐):</b> This plugin cuts OpenCode token costs by compressing and auto-cleaning conversation context. It preserves history with placeholders for pruned data before it hits the LLM. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Paper</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePdWM2L22K_1lyhjpdw3gKMd-GMYO6wucQ18AYmpSCXRvKb3WMWmSgNwHxlIUd3L-xy2-hOA9G8NWFKQ-1Dsg59oOV-28XUfbZ3o3fTZ0RzQHq55OyGTwNw57KdGoo-ukB-9R7tl6rPfFvvllBZK81X8Vfq-6CFeLd6kQKOEjSydq7gdR7DSPKH51pLULftroznmiqSRNftzw3WTt_Bl2ChLw45ypWdQurnm9bvq3XTSQmKBjOdjAvrpT6-SATHk-HDLfwPWy1cbgkQ4dRwvbVCcLgmX5-ifr5YyJTTcQC0CElzAo57kAQBV-nH_oAd1F7A/4q9/GPC1EFwfSeGoxmnXOPsDMw/h28/h001.nwgUpKhQD8a0XirbPmU4wnBj6lOrfeFFxL51h5-K_LU" target="_blank" rel="noopener noreferrer nofollow"><span><b>Continually improving agent harness (by Cursor):</b></span></a> Integrating AI models is a challenge because rigid context windows and tool errors lead to "context rot," which drags down performance. By constantly fine-tuning a dynamic, model-specific "harness," you can drastically reduce these errors and make the agent’s coding much more reliable. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 8.0px 8.0px 8.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="background-color:#f1ff00;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. Showcase your product to our 250K+ engineers and 150K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585g5jz0R6H2lEdHlKylNAVL1PMP7j_UeQ4DfZh1pquXJCJO0gZmhgjzOHSRqGE_587IXWHnccpyUlp6SRCzDKHHlfl1muex8ZgKgfwcaWJzoqD4Dft0ohkdFdbSGjb0KaWK2z6eW_qERbi1kxZxOweMd9LbYfvPB3m-kmLMIYwTxgEAbF_tW5-8W0J8bCHBKDi/4q9/GPC1EFwfSeGoxmnXOPsDMw/h29/h001.PXanGvDhKdgeo1MjaMEthxIOvfZmgXIBc-Uu0JBXZ10" 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="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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GFzUBL4HbF2FHfNNC4z0OvzZeopdVNydgQNABsaZ2bTgOEYxKVMTWKW99OQ0msC6v5TqrniVvAXrnjKcGg_67pS0CAwkLdYUlpIPPLSzuTp7iYp0wK0c-k3jZH7yVQ7emRgvUepMRPHDqHdEoP5OFCpq8RIhxphjDAXUfv9JKa7dU5sXP3RcsnnfbKLEgHrbsXrY4zUNdZH9H2efAGEPTG3sQe212_8wreWKLA5STsqg1xmucCOieQ4C-0_qDsCI-fmr925fpt4qscJkC_Cjf-zAskgz9tUv7XO-JsraB0SAd4a85tX3W4QlgocGrz2OKqXY29-hqbEZ4Y6hDvjDX6HaQAIeMCoAvOgn7kfwmEJsD-TrtQCoxdH5LOEBPCSHTXXZND0bs4O-9UKazdiR0aazLYZJtXArJfr88BoOqXZQ31R15k9-Zqu4kI9GgTrkxmFvfbZJOhhKNrxdYdPfYrJvJutTiUUaDTvcwhan-3a3inudZdMPzTemur_yLvka6nzT5J5HWbTECjuunOu1ESaipiWseNAk2j6UyJDX0jvsL_KTXFZkaDlVi0j6ME9V-_pkA2urPBa_DtsAeuYLKtQKQKmkWBQ1ZBdT1qlQ3Lmqrg7Zi3hJZFl-s88Fk2tWzb2qwq8uvwNw71QA2W9N6MCzV-_PlS-A_WCGd5yI4ujDvaTGpSS3wyfPmQrcOULYZA1UiQl5ymWJCO6hDCvy6RUUsviXeNbFpL3qoPpNuzpnFL0IwKH_O1ZZNuMvkhOJvcCIUMxgSqcLlo82YcT6qu-FzTpR5sQbD9sgdKp8qQ4uuoAB_vz37d7o9BoNz4BeyGBd2cnLzzdvE4iRAQ5g7NlyzI7vcAhvCqv1Fd41fr6OdvNf0AiRGn5JfRl5APfq8ZN5Zo82IkhCscfnrm-u6zs5iewVH-_Pahe8UeQyGO3Lw/4q9/GPC1EFwfSeGoxmnXOPsDMw/h30/h001.BhfcWDdZug5v_jH_nS0UM3eEfrT_VkEpRxsMLg_xpbI"><p style="font-size:14px;color:inherit;"> Loved it 🧠🧠🧠 </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAO_5iK01-grb5B6b9rxJbggCgMjlnTyujZ67LuZkL4w3QYbSZASQEjt_h9ck9FHbNK-r4IcOwlaeOdcpXi5dagC_LvVLatb-Pl43blOf7sYBRQcKK-Q-rZBcw8H8Ai7ZzMF6RZ6BGhNF_J7c66atEu3wJ-kATWdJv4C-9UkRNXKAqsrHXNCr44TQR--yXP6buN3QPVl86cJP9-Q5dTjavZUvD1cuxYe1G-MUdtj0BlpDoeBaBrTe0EhZ-IqSX6jaeWfXtgzHuWJ-j5X_r6mf1kqsBqisF11Zs1j8SjLK1J2ywpNsztn3N99WgJaOS5mKvsJgkLjxS3zQJIwHsxPlz5mqoIzQqcQy-xBFVB0-jcAVtE_UzifMaHAh3vEYE8dJgJWao02CfKE7S9b0CHwylZTsqtNrBNZnwrB9Oq-RZDb7WnL7Ph14k74UDLmJJE0NQa_MV_y2FEseiqAMqn6V2y3JI3L-WJZugjCLz-725ofcqbVJvCO5Uw-EbVzmWU1aA0t1gR2phXwmW1lwWXkO6G4OpPoEJzSMkFQDebGj44R42TuJ3M0Ta8CgLT4ohWngtO_1unGZx-6_U7fAznbwyYN35v93LbwlumjkjlasDmvoFv_kmNeXA8d8U6hdhanC24Gz8VOHEh7xaQillWw_1nxhRXFO_RZVzvgf7q08a9wnjmUFc7ki0JIZXKACVILXhrSBLhBjAsKH7lCbOf2ZH11C-Zy2BJmIFps5C67fj7L2AQfVmUMho1MPOsXRw3HoaE1AssuOU_6FF9Qs4ZXR0FQWx55V8X3Kj-1z9OBkstrQabWoSHG9HRoHb5dAIeMRTSn5nz5wTmg_dpvgVZD1sBtcj0jvCXtUUYPoqim782LR-bipy6hmARjRn6Vvq5_D1gX-jll4UXFuCeQ9gXx7k7xedlgl7x715mlifelGEjn4_VIMYJPdDAO2wjjlWBxgiurtysLE2snjDZBlaY4fsD5KuKMLGKDLJcXRScpLKr-OQ/4q9/GPC1EFwfSeGoxmnXOPsDMw/h31/h001._T4bJ3kIXu0Ip0rBFzlxucv_R0Lzfb0TE7tIxD8yZeY"><p style="font-size:14px;color:inherit;"> Average 🧠🧠 </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrANqaaF2ft4LZNSaoIDXjUpqdWD4X47Cztewvx9_eSAMyt-U_s6AftXBC3OfCry1RhCqeyd67MoBN5zXGBwqumG38hz_WfN_K1X7zn1OI6rhK2SZWvyj0WDOGMJCE1-0kqUIn59caA25sckGlvFEQ6SvwBUnBnTGykQiWHa1Z8TNCdkxH6OpSJdHh2FhbebAE735mYBzVgW_VqBRkpIY7OtAlmav55pOUoDDfTR-zKtBEpgFoNfrmVF2nH8DZfUR066iqt1bf3bePRwOnWcJaElQvg5AUIIRi1qYx5VqjLUj2OsGETGuADC259YsiADSfWZ_n77kf0HoQq1ZNO94lHnq4IHQXX9ANIMz0NvReY5bXduMdFExaYzhEoanL6PRxOvYq4XOcwvZ24TkMDIL0f2TLEjZ8IPc9SaF1KvyUXZNN3weDPhrJw1AkgMsg9R4yopDIw6kKLtXr_qdMCvEWE8lFrD-oL836GPVNP7E24NjzVSx-zAa9W-VMcOyuKPUkANbbRN9-sT04iL76r4LXXcOQErVjjpEHJcWS6vugp1vCwk0e9xKgEWpXF9Ku91k6YaW3gV20Owlc9f8LWwQ80EjBq_n33h4thmgUfrwFDZDVRZMvhzgfbyOsxM6V33z4mQXTWgxas4b1cLFsUnlmbxxgjkK3Io6HzW9HLQ42dDG3R_cVE1Xm5qUT2Z8yqAsKqB8_3X2iKedCJpurSNJfQnMy8jobflsfydqVyrWO-0F33Q5-mWkKbhpjbqfIqDy6yD3D-7HpUwozOG8IjBQt3s__QfSotw1R0-r3lyarUZgCWvSmRVZjBfIhfW4lxFiAxDyWJXVYk9_GSHPCbVxOS0J9RE35obMRVI_g5ZGKObkXaBLO9UzabW7-wt0V323peTnOVCuvAqqGddCnJiktwUkhWKuJQDhbBhlmLs13AK3lvWrsUygCTVS4h2eQ_jqGY1-18FwWVZpuTyWONzSruPjdRzAzrh_VncUbMMhJMXf7A/4q9/GPC1EFwfSeGoxmnXOPsDMw/h32/h001.XS8smSfNS1fDL0aiZEUyEx7MqdlLbZHI7SpOc6FBmW4"><p style="font-size:14px;color:inherit;"> It sucked 🧠 </p></a></td></tr></table></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> You can also reply directly to this email if you have suggestions, feedback, or questions. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Until next time — The Code team </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td align="center" valign="top"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td><tr><td class="b" align="center" valign="top" bgcolor="#030712" style="padding:0px 0px 0px 0px;border-style:solid;border-width: 0px 0px 0px 0px;border-color: #FFFFFF;border-bottom-left-radius:10px;border-bottom-right-radius:10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td height="10" style="line-height:1px;font-size:1px;height:10px;"> </td></tr><tr><td class="w" align="center" valign="top" style="padding:15px 15px 15px 15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top"><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> Update your email preferences or unsubscribe <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9szpjhO_X7CGaQ-dHuFN4dv2nDJM7VwywhH_aNIWJ7DpCUiK5m3JnN9be-e_wBbmchHe5y58AGenpvwTn14-nul3kf9x2Us0FaLnztx-uIbjBzqq7XBOZXEvf-ismTcWtwiaZn0tJ9ml8J410J_8TI2hOYvTfSQDVv3r7U5iRlKYGAxk8qPRATaYcjGF6ICDTHw6oJUdClm8p5tJtH8LFz7DoQHK4FOWkEc3aTQn6KmTblAafVgBd298siEJGSzKu9ajwd_zKC1jAdT5OkaSpddoHjLr6gs50qLPpU7q_Fr2ZFO5kQrN47xspxT0UFaC1mtbX2bkAnDAPHO70giNCWGJGR2WEGoF67c2JfVaPNA0AQbORHEcT1lR0ApynVxY9IF4nMDjglz3jM99exkg8NlXd-gb7qyNc0WvBuFU6jHEcv6F4YFWYutthjIyXSxbtyNUmud-YvpTQ1bAY1OCdhr7CJTDkIm_HWZDofA5tt00qhyTO_Z1I6DCniei83Z8sI9xO3qA5SXY6y1hryh2HHEwsAjrz2attYn5HWk4AkXTJOeN0VwubFPMGkL1ILHPSgCZCViPwqHzhkQUZYvlAmpmetEi0M0Is1mU6t7BQvFZdG-h5mfLr-oa49oDtlQdCYyLmv1GAlTzIWwO_uc2CeeaovO5uzh_6_Ptw4biZLsEPYKF0QSBS6oKY3qRRfkmL6qev5J1aDWEyaEqAo2YJXsYQSGnU5gFr1Q-maCy_kPJSEMVDivJqiijM2yNniW7_N065jrl5HnvZ-IcVtl7wWSXaQUNNA1MRqcmphG3oDdIv2BxIuLyYtYP8i4OBFxxLuJ7bi-gLlrq1ziN2altEoaN69Ez3ByFyMx0KQ3VdfLTn9J39oSRK3QQ600Z50FemohrmBvsdxD-zorAKC205PALpRvTTVj5KJwdXRmUzXZWCV-n3JhzXaN_vizyU9j_tdB49cCyGZ-3kPX19TnyfShTf_LLUmjJuLdmOEdRgAJQ5C9cmZq3J4Sx8OozlxejgVzxfH47IVLWF6NMiked3f0/4q9/GPC1EFwfSeGoxmnXOPsDMw/h33/h001.7lPzIOlmRfezZ3dQHTBeJF3dj8r3qtB8dlArLCOy8vw" style="text-decoration:underline;text-decoration-color:#FFFFFF!important;color:#FFFFFF!important;"> here</a></p><p class="copyright" style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> © 2026 The Code </p><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> 228 Park Ave S, #29976, New York, New York 10003, United States </p></td></tr><tr><td align="left" valign="top" height="2" style="height:2px;"><a href='https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7uhFPeDiAXllchtVb3ARdSmgeTOVYjNABTLSj0sIlkKCskkGgA1RO9I5oiggfHFCsCKEetsAfCqK7dGXR0zIuNc/4q9/GPC1EFwfSeGoxmnXOPsDMw/h34/h001.QGiQ_jgN-bWUB3EqNjhP_u9xHlOTmQvqjfD-kowW3SA' style="color: #030712 !important; 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Follow image link: (https://you.com/resources/why-api-latency-alone-is-a-misleading-metric-download?utm_campaign=26337114-Superhuman%20Q4&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_thecode_51&utm_content=superhuman_thecode_51)
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**Welcome back.** AI agents keep getting smarter, but hosting them on your laptop or Mac Mini only takes you so far. Manus just shipped an update that changes how you run agents around the clock.
**Also:** How to cut your agent's context window by 90%, train your AI on 2,000 DESIGN.md files from top products, and where Karpathy says LLMs go after coding.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* AI evals: The new compute bottleneck
* How to stop Codex from giving up mid-task
* Trending social posts, top repos, and more
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **TODAY IN PROGRAMMING**
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d7e9e4f1-3f1e-4665-9d5b-310d2d05b82f/Thumbnail__14_.jpg?t=1777627787)
Follow image link: (https://x.com/ManusAI/status/2049870078896963962)
Caption: Click here to watch Manus Cloud Computer in action.
--------------------
**Manus ships persistent cloud machines for 24/7 bots:** The AI agent startup just released [**Cloud Computer**](https://manus.im/blog/manus-cloud-computer), a persistent virtual machine for always-on bots and software. Unlike standard sandboxes that reset, this stays live and keeps your tools installed across sessions. Developers can now deploy Slack bots, schedule scrapers, or self-host apps using plain-English prompts. It runs on Ubuntu and includes SSH and a web terminal. [**Watch how it works.**](https://www.youtube.com/watch?v=W-7_PW1_Vws)
**Cursor and Anthropic ship enterprise security agents:** The AI coding startup just launched [Security Review](https://x.com/cursor_ai/status/2049926283061035254) for Teams and Enterprise, using always-on agents to catch vulnerabilities in every pull request and send scan results straight to Slack. Just hours later, the Claude creator released [Claude Security](https://x.com/claudeai/status/2049898739783897537) in public beta for Enterprise users. It uses Opus 4.7 to scan codebases, reduce false positives, and suggest patches that engineers can quickly approve.
**Theo Browne urges Anthropic staff to leave in an open letter:** Developer and content creator Theo Browne [dropped](https://x.com/i/trending/2049676879788228832) an open letter criticizing Anthropic’s leadership and urging engineers to quit. Browne described a culture of fear and poor code quality, even offering to help anyone jumping ship to match their current vesting schedules. While some devs call it clickbait, Browne insists the post reflects genuine, widespread developer frustration.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **PRESENTED BY YOU. COM**
## [Is your API latency lying to you?](https://you.com/resources/why-api-latency-alone-is-a-misleading-metric-download?utm_campaign=26337114-Superhuman%20Q4&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_thecode_51&utm_content=superhuman_thecode_51)
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Follow image link: (https://you.com/resources/why-api-latency-alone-is-a-misleading-metric-download?utm_campaign=26337114-Superhuman%20Q4&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_thecode_51&utm_content=superhuman_thecode_51)
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Teams often pick an API by checking a benchmark table and calling it done—a shortcut that could miss what really matters in production. [This guide](https://you.com/resources/why-api-latency-alone-is-a-misleading-metric-download?utm_campaign=26337114-Superhuman%20Q4&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_thecode_51&utm_content=superhuman_thecode_51) from You. com explains why raw latency is a misleading signal and what to measure instead.
Stop optimizing for the wrong number. [**Download the guide**](https://you.com/resources/why-api-latency-alone-is-a-misleading-metric-download?utm_campaign=26337114-Superhuman%20Q4&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_thecode_51&utm_content=superhuman_thecode_51).
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **INSIGHT**
## **AI evals are becoming the new compute bottleneck**
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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/3d421e5a-ab4f-4a76-952c-23f390910496/superhumanteam_a_software_engineering_team_working_on_grading_80c770ba-4ee7-4acd-b61b-e4601ec501eb_2.jpg?t=1777628113)
Caption: Source: The Code, Superhuman
--------------------
**The bill is finally due.** For a long time, training models was the main expense, while testing was just an afterthought. Recently, Hugging Face [flipped](https://huggingface.co/blog/evaleval/eval-costs-bottleneck) that script: running a top-tier benchmark now costs as much as a used car every single time. Because of this, most teams can't afford to verify the leaderboards they use to choose their models.
**The old shortcuts don't work anymore.** Back when benchmarks were just simple Q&A tests, labs could shrink them to save money without changing the rankings. This worked because most questions were too easy to really show the difference between models. Agent benchmarks changed everything. These involve long, multi-step tasks where cutting corners means losing the exact data you need.
**Running a test once isn't enough.** An agent might nail a task on a Monday but fail it completely the following day. A new Princeton paper [shows](https://arxiv.org/abs/2602.16666) that recent gains in capability haven't actually made agents more consistent. Current leaderboards only report the best-case results. They ignore the fact that these agents rarely behave the same way twice.
**Whoever has the money writes the leaderboard.** Most teams end up starting their evals from scratch because there isn't a standard way to share results. Hugging Face's [Every Eval Ever](https://evalevalai.com/projects/every-eval-ever/) project is trying to fix this with a shared format. Without it, only the massive labs building frontier models will have the budget to actually grade them.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/bb09fb31-231e-42ff-a9bd-ef9931bd0981/CleanShot_2026-05-01_at_15.05.34_2x.jpg?t=1777628189)
Caption: Meme of the day.
--------------------
**Beyond Coding:** OpenAI founding member Andrej Karpathy used his Sequoia Ascent 2026 fireside to map out [**three new horizons**](https://x.com/karpathy/status/2049903821095354523) for LLMs that go way past faster code.
**~3,800 bookmarks~**
———————————————————————————
**Pretty Agents:** Sick of agents shipping ugly UIs? This [**site**](https://styles.refero.design/) has 2,000 DESIGN.md files modeled on the world's best products for your AI to study.
~**10,000 bookmarks**~
———————————————————————————
**Drop and Done:** A developer used Cursor's new SDK to build a [**Kanban**](https://x.com/ParthJadhav8/status/2049564851060801663) board where you just drop in tasks, and the agents handle the rest.
**~5,200 likes~**
———————————————————————————
**Brain Drain:** A 22-year-old dev says six months of running 6 to 8 Claude Code terminals at once has left him noticeably **[less sharp](https://x.com/astnkennedy/status/2049942673608352236)**, and his friends agree.
~**783,200 views**~
———————————————————————————
**Context Cut:** A dev cut his agent's context window by 90% after fixing one thing most AI builders [**never check**](https://x.com/Av1dlive/status/2049530622088298952). His prompts had nothing to do with it.
~**152,100 views**~
———————————————————————————
**Teacher Trap:** Why does fine-tuning on data from the strongest LLMs sometimes hurt your model? This viral interview [**question**](https://x.com/_avichawla/status/2049765928737579132) shares an effect every AI engineer must know.
~**32,400 views**~
———————————————————————————
**Stack Check:** A developer shared a 20-tool LLM engineering stack for production. [**How does yours compare?**](https://x.com/kmeanskaran/status/2049892160552788406)
~**4,500 comments**~
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **AI CODING HACK**
## **How to stop Codex from giving up mid-task**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/bb58163c-cce8-42f7-953f-9eccdbcd8ef0/CleanShot_2026-05-01_at_09.59.32_2x.jpg?t=1777609803)
Follow image link: (https://x.com/thsottiaux/status/2049970070873629026)
Caption: Source: X/thsottiaux
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Coding agents usually quit mid-task, but OpenAI’s new Ralph loop pattern lets Codex run until your goal is finished. Head of Codex, Tibo Sottiaux, recently [announced](https://x.com/thsottiaux/status/2049970070873629026) that version 0.128.0 now supports tasks that can run for days.
To enable this experimental CLI feature, add these lines to your “~/.codex/config.toml”:
```
[features]
goals = true
```
After updating, use the “/goal” command to keep Codex running until the task is finished. You can pause, resume, or clear tasks anytime.
```
/goal Refactor the auth module to use JWTs, update every call site, and fix any failing tests.
```
Just remember to set a token limit in your config first to avoid unexpected costs.
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Caption:
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##### **TOP & TRENDING RESOURCES**
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/fa487731-3549-43c8-87e9-718bf5ed4a93/Thumbnail__13_.jpg?t=1777627821)
Follow image link: (https://youtu.be/WwdIYp5fuxY)
Caption: Click here to watch the tutorial in action.
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### **Top Tutorial**
[**6 ways to use Claude Code efficiently:**](https://youtu.be/WwdIYp5fuxY) This tutorial gives developers six practical tips for getting the most out of Claude Code. You'll learn to maintain control by avoiding loops, reviewing AI actions in plan mode, and building custom agents. It also emphasizes providing clear instructions, verifying all output, and the necessity of writing your own code.
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### **Top Tool**
[**GitBar:**](https://gitbar.app/) Manage pull requests directly from your macOS menu bar. Get instant updates on reviews, conflicts, and approvals with a live PR count. Built with React Native, it’s a no-cost, one-click solution for tracking your team’s workflow.
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### **Top Repo**
[**Dynamic Context Pruning**](https://github.com/Opencode-DCP/opencode-dynamic-context-pruning)** (2.5k ⭐):** This plugin cuts OpenCode token costs by compressing and auto-cleaning conversation context. It preserves history with placeholders for pruned data before it hits the LLM.
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### **Trending Paper**
[**Continually improving agent harness (by Cursor):**](https://cursor.com/blog/continually-improving-agent-harness) Integrating AI models is a challenge because rigid context windows and tool errors lead to "context rot," which drags down performance. By constantly fine-tuning a dynamic, model-specific "harness," you can drastically reduce these errors and make the agent’s coding much more reliable.
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==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 250K+ engineers and 150K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
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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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