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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Wed, 03 Jun 2026 13:02:13 GMT
Subject: 👀 GitHub's new pricing model
To: [email protected]
Date: Wed, 03 Jun 2026 13:02:13 GMT
Subject: 👀 GitHub's new pricing model
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</style><![endif]--><!-- __merge_tags_in_links__ --><style></style></head><body class="a" style="margin:0px auto;padding:0px;word-wrap:normal;word-spacing:normal;background-color:#FFFFFF;"><div role="article" aria-roledescription="email" aria-label="email_name" lang="en" style="font-size:1rem"><div style="display:none;max-height:0px;overflow:hidden;"> Also: How to use Minimax Agent  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> June 03, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9tKHQWwSvThES01BB72QPivUGYVUn7omYmbjE3maPC2SejwHtZf3Biwqpw3EIsQJ7WNThpXkEtJFqt5D-5--3tf0QyR8k4kXxyk95OD-_lc2SuCgBEF99_M_oyc5Azl4TPrAbTNUBAco6JWkMNDtwp5fdSS5H3Zs6nh6gtTTxxlIHDk6K5y-aUIJ3pj5m5HeG-1hAHdhGXKbjCl39bb5WC5w6cX1lpbLrtAhjjm9p_bKalTTsqbdezJFhqApRbO-2ZL1aw7Cq4Iw_CIJy0t-65usQCtOm9ESsDdqVKpHR6wQTGoPAqWqtwctdbJGROX4Cokr6KjjnUfb4SI8ihq2iHrRQUcL00m_O26IIZ3VmHay5zD6nFV7NVqGKq9sRHFH561mrVC9tiyX6NF9iKhu4c9LWu_-a6EYrQSotuPhIGgA2Dkkd-PY9LWkmhITCLa14-S_35d3yQ7t-ZXBmwsaVf568Au7NkA5zgvVOUKQ_RU0nQtekxMNAqZTGk6lMZ0scoOf7ND1m6_FPQafLulcsv66AszAoWgRplU9XNz86aMlzl5uiQAQyRD3K41gBuTXis1BNTMetiYDJL_u6_Nn6SHsNECu6KGBl3vZ-owYbiKUymZKj2yzAXQ96kq0veS3FOgGakIdIapWb09CmR3NCppW5qtsLV-CW_UCcoZRXRZ-TILRjnl-q9lBIosM1ns6RJnug5jWrBM6cIvc-xo1U-MGzTvhCSWNC3yycSpzU9YP62ZR2j2Jlx0uu3TBZtahxaZYiAAaEVCchQF859vIG_l9IdiG-TjNI7o0sWfzYw_Pw/4r6/isoJPyfnTnKEn0hS51Bg0A/h0/h001.bVOlQNFUvVm0z1tcdVcdQLh0j2Huy0XbpXyFD3K_Yb8">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/4r6/isoJPyfnTnKEn0hS51Bg0A/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.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DayzUGESkECp5MaAs6kJm6VM2LPJjLVKoOfige8cuVebyYbIK6rwpSQ3UH9MH_pwDYA4qSeRU9eB1Ym-6sS_dgOS68V1qTPwNnuVPS2MLF_WclvBATW4wc_0oInsnCycbejSk2X6CPg5xA01QS1aPo9nIVnY0LXLKRkXNj29QKf38ns-X0lFHgepk5ewl5GubEcewaHFPeUNDPt31BvGwo92T2BPVkb8jU2Ub4I7JjLgQ/4r6/isoJPyfnTnKEn0hS51Bg0A/h1/h001.bG6RtqueSO2MG8KXzH_ARtGsYDVqCNiw79ExJyoFfpE" 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/98653f11-12e4-42c8-b709-0eef1c60e676/Group_Agentfield__5_.jpg?t=1780405942" 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> Hate usage-based billing for your AI coding tools? Well, you can add one more tool to your list. GitHub switched 4.7 million Copilot users to token-based credits two days ago, and the dev community is pushing back. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5AQLzDQVExz4o-9EVSispIm5ggM0vrzuJ4CAwD7BZ-auNlnsMG1l-8D8DQlKacV9E3h79nttDtmFHtsgj41ZXQI62WdCceRwqtsRpZpMoiSFlAL-UeGHqgfTQIz-SDLVSdvipvW4ViWLjumQCwNwdpRzZ2PygqHRgFlc8zWSruetjY8wqXDHjFyIdutpASYfivoZFIiESZHjqHbDZJxlWR78Kr3urcWeMHD3xM29nZ5-wK7DrjEvivlNGe4sWBSx0PqrvJnDVG0cN1JIGUdBcUD6wO5-kycxmLYkYNNspra/4r6/isoJPyfnTnKEn0hS51Bg0A/h2/h001.x3MAJoIPcLd2yLid6YxsIwIwBTVkf6vgNITGSEfOi80" target="_blank" rel="noopener noreferrer nofollow"><span>See their reactions</span></a> (1.2M views). </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 make Claude Code build its own harness, every agentic engineering hack from a top Python and Go contributor, and find out why agent results can still be mediocre. </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;"> Why teams rent sandboxes rather than build them </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 keep personal Codex rules out of Git </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_0gOXDT9L9uTAYMpr1D51KeCbJ0-ppC7Cbv6nQYO1eG2pZA0ZJ6dmurwRkk_-wyM078a6vA_djLIh2flmTWlWq3RsZa5Tq_VB_nOucmmflEWwqwll4A739d2mUUikjJEXw9FRQKEEWCW1U2jLgnhs348M1MeKveRkWf-ehHvBKKX8wCHxvsQnd69iRKlhcWe_RlVYwFzwszJjzKL8EObT1A1l1Z_PGSfpG9GAFx2M-6Wt-0aclCR1gUeA9rx0fDK2Fv6rh1H6NOUGkZcKO-11AzDpe3cmFy9uD8A0ilNPn8d9eBHqhFt/4r6/isoJPyfnTnKEn0hS51Bg0A/h3/h001.FH76Dshj_aMwm1Fa8dCJGU_DcvAMic4WkwTrBJiOQEs" 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/acf106e1-a28e-4e59-b4da-39e5ee883987/Thumbnail__59_.jpg?t=1780490132" 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 Factory Router 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>Factory unveils a router that cuts inference costs up to 25%:</b> The agentic coding platform just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wnAt04iMKBc-3Ax9jpUtUhiiqwKhttdh82M4WtpzFmPEll1Yojsbk1Fmf6twnjNcRSHj_7iIqxn-30pRa-yeBMdU2mflSuNuNfFRwjSdxB8fobkX0aYbXWfm4PwFaTn2xxcjawC_YpNjuBE9eth1LqDLJ-oDyMzDxZ1uSgWmarkZECak8qy014CDyKw8sP0-8g-MzStDQdqLnAqDfrqRL4KS7sfMrPGe0hQRZ88StJQ8AWiI5m0xusx1CFrbqbLH11s8bJU85OoBwiXh89FbcgXwE_dQAiKuhJvRc7JKWKA/4r6/isoJPyfnTnKEn0hS51Bg0A/h4/h001.EecIN9U0OxN-kBHvyh2hIpjEdUymWAD6vSpr7so6Ok4" target="_blank" rel="noopener noreferrer nofollow"><span><b>Factory Router</b></span></a>, which automatically picks the best model for each Droid session to avoid wasting expensive frontier models on simple tasks. Factory claims it cuts token costs by 20–25% with minimal quality loss. On Terminal-Bench 2, it achieved a 99% pass rate compared to Claude Opus 4.7. It also includes automatic failover across providers if quality drops. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Cognition unifies all your coding agents in one place:</b> The agentic coding startup just shipped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7F4U2LydfVlFz4eocoypoi16rxFLEN3-DUOB3TNUOEmprKkpV1o4BXTn5S_k3cPp_J2A0EO_dThuyICbkuoSLJJGqOEm-tim3KMv6BEcwljc5mFxJRRDYe8nl4Phgtuj1LHLKKEE8qmK601ZJyXWNzzyiuXZ-zWeuRO-oEeOFbUPDXWlMeRLq8Eu5-PmV2yJfXYXt566GQdPgEql7P2euHJMmTLBvukZnskYWruxwosNj7ZBgGhlGtS5-G0KIrXmBltqj6268mNzsxywdwVRQmGxO6F1hsew9BmzqfRBJnht/4r6/isoJPyfnTnKEn0hS51Bg0A/h5/h001.PrHpgOzDqfAk2WWodZ94R7sjKRrkbHKChOQFZvQ13QA" target="_blank" rel="noopener noreferrer nofollow"><span><b>Devin Desktop</b></span></a>, which brings every local and cloud agent into one Kanban board instead of leaving them scattered across tools. Thanks to the open Agent Client Protocol, developers can dispatch and review external agents like Codex and Claude Code alongside Devin, with context shared across sessions. It's rolling out as a standard update for Windsurf users, and plans and pricing stay exactly the same. </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>Microsoft debuts its own family of in-house AI models:</b> The software giant just unveiled the seven <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIY-Ulh4CK3MLJr-X0Rq8LjRyUTE5olPofaRYDM1u0_NVkaPx7r15PwCvQelLe_Znw7z6VowZL0UbNabWpmu4tUKFaDjI3aQOjA3c-y7PdBOTEW0z36pmxEoAlFHNFiA63OExBWMgYMIZcsitbiw_MJIkBlAnHZBmOmnA0dnEULALZuJ74i8EEqee6w9wJG0GsAoTsbfwnD-xQoVZhl-2HMScpxK_W0vxeUXHu_iPG1S0H94UYC4hQ90nkKA5r8UPhdeSUWe9uIskTvh7tC2zsfxjoEl-tdP_wQ7-3q0q36DUEhcGApVOkVPuwcYnvKS0XE_6inrZQRHeApzkp-8bc1Q/4r6/isoJPyfnTnKEn0hS51Bg0A/h6/h001.wv8Nfiaw1pHAPaH6qdG3iroGTRR3hkrhDMvrSHi3sD4" target="_blank" rel="noopener noreferrer nofollow"><span><b>in-house MAI models</b></span></a> spanning reasoning, coding, voice, and image. The standout for engineering teams is MAI-Code-1-Flash, a 5B-parameter coding model rolling out across GitHub Copilot and VS Code. Microsoft's flagship reasoning model, MAI-Thinking-1, was built from the ground up without using distillation. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLqtiRSZ9zIVsWmskvNgf-HRkWvLdwFFOb8HLk8nr9-PjfzuFD-G6s77G8fWRJmK3iRO5zpoF_bYq_LrzPTOmiFJueDCSOed9-a1xymftKzDnA6AnZAUdXDM14IxNw0clz3npA0bv6qXj8tYkK7R39bsjDk0zjtylxRa-UYmU6Ol8mxd2go0U7rngbzfOUzDrL6WvEGBReYi0rQpVU1_O39GgUREMl8vLqTYbCy-4UJqq5EsAA9i7GWnOhg59E4OPQGlQVnbWOWb83jUxHkrzuWw/4r6/isoJPyfnTnKEn0hS51Bg0A/h7/h001.19Bod0NW49NGRbcSlHU9lfSLCGuuBhTw22Nvoehsf-Y" target="_blank" rel="noopener noreferrer nofollow"><span>Try it here.</span></a></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 AGENTFIELD</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.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DayzUGESkECp5MaAs6kJm6VM2LPJjLVKoOfige8cuVebyYbIK6rwpSQ3UH9MH_pwDYA4qSeRU9eB1Ym-6sS_dgOS68V1qTPwNnuVPS2MLF_WclvBATW4wc_0oInsnCycbejSk2X6CPg5xA01QS1aPo9nIVnY0LXLKRkXNj29QKf3xVKncWX75-nVUoh7M1omeLLgpepeevPHULxKSt7V41-nPsno_Gd2AIyFhBnFJtpFQ/4r6/isoJPyfnTnKEn0hS51Bg0A/h8/h001.rEdM15I7n79ANObQ-HYk9R8n-AfDnmyqopnrcmT1-sw" target="_blank" rel="noopener noreferrer nofollow"><span>A multi-agent code reviewer for AI-native teams. Open-source. Cents per PR.</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.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DayzUGESkECp5MaAs6kJm6VM2LPJjLVKoOfige8cuVebyYbIK6rwpSQ3UH9MH_pwDYA4qSeRU9eB1Ym-6sS_dgOS68V1qTPwNnuVPS2MLF_WclvBATW4wc_0oInsnCycbejSk2X6CPg5xA01QS1aPo9nIVnY0LXLKRkXNj29QKf34wL9teGnEuXOoOyiM6fiBeuPPPERFL13rRIhenkYUfcwB9L945d2r0ZH8jZZ7NN6Q/4r6/isoJPyfnTnKEn0hS51Bg0A/h9/h001.LzkmGbELWqsYFK8LAyN16RCVlqRAeEojmmI0oCP_v6A" 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/537409e9-e7c3-4047-aecc-115242481251/newsletter-banner-bytebytego-flow-1080.jpg?t=1780404730" 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%;"> AgentField just open-sourced <b>pr-af</b> - a multi-agent reviewer where the review strategy is compiled per PR, not a fixed checklist. Configurable per team. Runs on open or closed models (Kimi, DeepSeek, Claude). Cents per review on open models. One-click GitHub install. </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%;"> Their team also wrote up <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJeWdoOHk_hDqstt_VpPECwZz2Btz6DbUcih4LQflwMrp1zvukDp1p8tHXWlZZkKZ9KvJsRmwcObbj1Wb80lrkUMmKs-60EdceMiBoBkZQWAToec-hvU_JAJrVrIlZv25aT9Hk5Dam5wcBaF6TFhuGcuSN1UE-2qdZF5Wp3z0y-0kK7l4kLjG16vu9-jwsfag89bgJpwy-FKZ_b856HVlgk3Xfxck25b-rh7idbKQGfGiuDUUhT5xZHAKpqsyaQnXrczQjZDKzhdVVJ5axy3DmSFfFjidaYrcZxCtHji2w5GDW6RoCy1YdpKgcPIv1hqs4fxHZL5xDzSz6G5cJOX_NNw/4r6/isoJPyfnTnKEn0hS51Bg0A/h10/h001.fmtIiXWK-adkNQ5K4Cq-eIAI-mDgNji42UleI4wHPnI" target="_blank" rel="noopener noreferrer nofollow"><span>the four jobs of AI-native code review</span></a> - what changes when humans aren't writing the diffs. </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.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DayzUGESkECp5MaAs6kJm6VM2LPJjLVKoOfige8cuVebyYbIK6rwpSQ3UH9MH_pwDYA4qSeRU9eB1Ym-6sS_dgOS68V1qTPwNnuVPS2MLF_WclvBATW4wc_0oInsnCycbejSk2X6CPg5xA01QS1aPo9nIVnY0LXLKRkXNj29QKf3wc-_KtqpTDSf9iFyKOc1AyxTuOAL0drRXw9c8xs6nGuFNXU2reYkBI5SP2IOnR7_A/4r6/isoJPyfnTnKEn0hS51Bg0A/h11/h001.dfqlYgvfxfBpfTDrsgY5yJw5rvNFvlyU-AzE5aZGXJg" target="_blank" rel="noopener noreferrer nofollow"><span><b>→ Star & Deploy</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>Why engineering teams rent sandboxes rather than build them</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/4dcbd8fb-40cb-42da-96f4-5c69bfc4b635/superhumanteam_a_software_engineering_team_working_on_buildin_8c4f9ebe-78d0-49fb-afb8-3ecef43ab2b5_0.jpg?t=1780479449" 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>You can't let an agent run code on prod.</b> A sandbox solves this as a disposable environment where model-generated code can run safely. Any agent that executes code it wrote needs one, and that demand turned sandboxes into big business. The AI startup Modal recently hit a $4.65 billion <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0kop6QblYp_xpl-dvDRPv87-7XSRznYp2lgWuyIJ87wXhnJSQ1pHhcaSNn0x7VH7NZCgS1NIQNxepqrCCnSGa4ui1BAQaB5uYqETmmWa4YwS3ZSlOH9MhRPxImC0Rht-x_pcL5p4Dkfo8ijEyA1Alao-dkXN78dsG8SxWgMwitV90SkZAAV8gFFXNjykaJw_putimqtxKbD0Hb9sqr4EXpeP_d8-hOfo_UlFrx5kmjbxjIVbYqzn-j38v3IFS0CGwpU-Hhujb1HLFyk_MLN6wI4h4txFt0dZ9M95z05EFiFyB8LVTFFJwCW-bp0QgT-7tvdWBygMyxJM0ebpR4jE_Bmbcsr9RfysrQBjc_Lk46nc/4r6/isoJPyfnTnKEn0hS51Bg0A/h12/h001.eBvDUiFsEw5HwnhKfFYUOq9wAA-mjudnICUg3pYKtKM" target="_blank" rel="noopener noreferrer nofollow"><span>valuation</span></a>, and competitor E2B is already being used by most of the Fortune 100. </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>But the box is turning into a commodity.</b> Back in April, OpenAI updated its <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g-mIHkjhiFdXRu88LEIzkn5EkTUWYzwQVbfkL7Vr3-bV4wrO3FqOW2z6YqDRzCb12Gt5l4-owAUQ2zxwNpbnEzJYrNEisUS6Ge21bFKPfEcT_5ULfrx7mttbrT_h2uBHd84GIAtbxq68gs37j5V-r-26Q7frRtRYKMB172yExiw1YlUvUsThBslLMlSY0jQJzs7kDWuQVXgADjxHrk1Hy2DiqSfN8-K2jWLARp0d5wMMuivhato_Qoann84EsGJiEIlNdC2HKaaKQ1GRstrCZ8aLjOerXWHz9IIw2wVvfkfPg/4r6/isoJPyfnTnKEn0hS51Bg0A/h13/h001.1T-4bkW_hZnoqYJun33nvJJUh1V7wVr-ZaliCHomtNg" target="_blank" rel="noopener noreferrer nofollow"><span>Agents SDK</span></a> so developers can swap one sandbox for another. Then Google launched a service that spins up 300 sandboxes a second. Once the environment can persist and reload state on its own, the box is no longer the difficult part. Now that every provider does the same job, they mostly compete on price. </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>Value moves to what can't be copied.</b> As compute gets cheaper, the real advantage shifts to agent memory. Anyone can spin up the same hardware in minutes, but they can't replicate the months of history and context your agent has built with each user. That stored knowledge creates the switching costs that form your competitive moat. </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>So rent the commodity.</b> Just grab the cheapest box that gets the work done and spend your real effort one layer up where lock-in actually lives: agent memory. Building that properly is a skill in itself. Getting the persistence, retrieval, and user context right is usually where production agents fail. This guide to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xquo1jgVVyA_UFp6qmUezbVMeFdbWC_jRPS-1P3jjrTWyakDR4YFaG0Xdv4EoZcQqvZKtyUVFzMO3xpMbiMyZEc8rbdCSswmDUfD8IXI2WNxlIIvQZ3GzAv2UC5AezP6yaHlLZS53dPe6jSJUuvOsyjzKl6v-f0y7iRU1G1ixoBMiD7RNeglLnMCmhAtRUm1AG3rA_m7rmzKvrJMZVMxfVxXgTcJX-O3QmQZg2Mfs5QTJMb_pB5pBJoU18oYBUYS5xpIiOdzYNiB7B3kKDlaQgPHu_hbqSYsoJMJsm3T8nLY7o/4r6/isoJPyfnTnKEn0hS51Bg0A/h14/h001.wwB2n6VbS1rSoL-n_vL-UhNzqVWMC5JYxR-3-mOcI0k" target="_blank" rel="noopener noreferrer nofollow"><span><b>agent memory</b></span></a> is a great place to start. </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(3, 7, 18);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY SIGNADOT</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.AtRzLqL3EQmRcf6rV4XqusDLu9zysFO5yk5RIqzDrZo6MIwoTwwRif2KUCrmgoFH9OEQPpYuBhaoAqARsz75yfBx2IKxtVNJScfJ5SqJhuovN3aRnojevgd3C73OkRgUnlITuEbHwbk8_LcDJren4Io6CB4L9bPWkHy4fn15m3VXUq3hB1RaakGJmekGhT87LZZ672PsVPRZp3_WSxnNxiVBwOvViMMsU6JIjFO-WOI/4r6/isoJPyfnTnKEn0hS51Bg0A/h15/h001.BLjuQDfa2T9SeBDopV0RhlLiN6DGmNKoCKdjn6hFy8s" target="_blank" rel="noopener noreferrer nofollow"><span>Shift validation into your agent's inner loop on Kubernetes</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.AtRzLqL3EQmRcf6rV4XqusDLu9zysFO5yk5RIqzDrZo6MIwoTwwRif2KUCrmgoFH9OEQPpYuBhaoAqARsz75yfBx2IKxtVNJScfJ5SqJhuovN3aRnojevgd3C73OkRgUnlITuEbHwbk8_LcDJren4JzFTIYkLWogZvhpeThcS-1N7m9TGVkzq8ZN2c5ttguYnzPXEF9SFqaFi5rR54rGY0RxIZpdgdvVBsqqeMglKkU/4r6/isoJPyfnTnKEn0hS51Bg0A/h16/h001.l7MiKYaOAeRcZLRiGTtIkMKGk9Wx35GcS6YMLazjIus" 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/2459bf71-e985-4fbd-b144-4e52301b7dd8/inner-loop-simple__2_.jpg?t=1780406058" 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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqusDLu9zysFO5yk5RIqzDrZo6MIwoTwwRif2KUCrmgoFH9OEQPpYuBhaoAqARsz75yfBx2IKxtVNJScfJ5SqJhuovN3aRnojevgd3C73OkRgUnlITuEbHwbk8_LcDJren4HKDnG5fWrJwhVDXZqLTdYXTdTJ7B_7o0nB90rOPtrgYCVPqFzqf3cJe5IEP-FsiczFOuQUOX9_bsLVUegahXNM/4r6/isoJPyfnTnKEn0hS51Bg0A/h17/h001.AIbDI5MHeVASrdH7b4ZD-jhhsIcPGUszGEGgreh-nHo" target="_blank" rel="noopener noreferrer nofollow"><span>Signadot</span></a> drops every agent into an isolated environment on your existing cluster, wired to live services. Integration, end-to-end, and load tests run before the PR. Many agents, one cluster, no conflicts. </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.AtRzLqL3EQmRcf6rV4XqusDLu9zysFO5yk5RIqzDrZo6MIwoTwwRif2KUCrmgoFH9OEQPpYuBhaoAqARsz75yfBx2IKxtVNJScfJ5SqJhuovN3aRnojevgd3C73OkRgUnlITuEbHwbk8_LcDJren4Io6CB4L9bPWkHy4fn15m3V8c2m2z_0oaBcefxg5atV0DLlvKOhkOcOi77dvFhTpeQ3KHu0iHPgL1ZYhZrU6AZw/4r6/isoJPyfnTnKEn0hS51Bg0A/h18/h001.pPRitNg9NyQVF9Kt0Y-RkA8UHA7_yVGdn3hpQ-t8fiE" target="_blank" rel="noopener noreferrer nofollow"><span><b>Read the docs →</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>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/c9e17327-c998-4e51-a794-9bc3a15ce292/Frame_1000003537.jpg?t=1780489908" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Meme of the day.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Workflow Magic:</b> Claude Code can now build a custom harness for any task you throw at it. An Anthropic engineer shares the <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6OUThKZPtznLuMKCXD39bVvTHTRMPQlbDD_DHgs11FXErEL4yzKotv2QVeCmg0sclUqWcCGAo2cLSUVUjfa9KurLjsgSZWpgbN3uhYbjBbp5c9l6T6iiDQfy5A8hxnW-xyZMKupEGh66Ns9zR7oHB5UQi-Es7Kxhk8dGHjUwRR2DW71SDtThHLFxewfoGzeAgDuGIx6qoN_qDBbCQeIqwpZowWLn7IBjuyiZJxHSeH3uNMNIR0yEgr98iBgSfEbnpEEoz-ic8EgkF7CU-Q8y9u5XY1TE72lAMP8fZNYBEMD/4r6/isoJPyfnTnKEn0hS51Bg0A/h19/h001.8Roiy_n2NI_A0z-ZhGuxIPhllsEpVdqKpghlKRpG_xw" target="_blank" rel="noopener noreferrer nofollow"><span>patterns and prompts</span></a></b> to unlock it (1.2M views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Ship Mode:</b> A founder who hadn't shipped software since high school now tops the contributor lists on Python and Go. Here are the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LzWzer3czJCORfspZFa6ESB0mS2Fj0qfyGFrgS5K61IZsBNd7fi7P16pkb259vhYZ55yXt4NOQr79s_0b0icwRzlJtuloyebxqu2atSdcLpz3ItAl0AfUlXfG1mxs9F7-h9IKfGcc1jJuWBomxTBrmxgx3lbkJL9NDYU5Xht799iozEwkkU2Adl5HA-I79wRjdhFB1_FNviS9TFjcD3cxDpHXHXe-gelNJ9GYUgPOmbulEGS1BiblFHtokuYitTf3eHKjoy_uvqbNJ2cin17yTeToaErXVbfUoiXdNaNHTtl/4r6/isoJPyfnTnKEn0hS51Bg0A/h20/h001.UE3N89FPveGRWixB7sGXJGDYLZ-RwnfQFJsgicfy1-I" target="_blank" rel="noopener noreferrer nofollow"><span><b>22 agentic hacks</b></span></a> that got him there (1.6K 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>Native Hermes:</b> After being featured in Jensen Huang’s GTC keynote, Nous Research have now just dropped <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L2CWXx-rRSgETtzYVdIVHkxvwZ06spF2VuHm2NlkAjHUnnyqcSuVb5D6Y2LYj06KRp9PsnP0YyFgW8MANWyPNldo4ZgXE_5cX6T28eM7UTmWBT9bJHPC1n2gYUuHiR5pwUGl2pu_piLGBAhHM1PcV3tHtjWNJscyMAUFhcuCFH9seih5HeRu6ArWfJ_OFSUfJAbcDlWHqLPZ9bGB0TC5M2inDaripUQslTrXtA0stXo0fW--zynk0ekaU1zgMhieqUI5-K6AnUWrlXPlZgoK9W61FsTK1iCCxngpk-jCcuqH/4r6/isoJPyfnTnKEn0hS51Bg0A/h21/h001.TH6HEemmliBo-kRnPTroZNNCrB-X3Y3vtTDk7HeTO1c" target="_blank" rel="noopener noreferrer nofollow"><span>Hermes Desktop</span></a></b> in public preview (4.7M 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>Closed Loop:</b> Tired of reviewing every Claude Code output? <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6QQ_ZE6Fd4WGSqqSuMAQUrE-Xq36l94EmRApFSZd8CzHhJgkVYO9PVaf2uge33DK7rqrYHduuMRUPUXc6RbSRrTCcMouSu6ltYwNf_c_ttiEasxAGZiHgTL3tBUN0b78x_I69BaQb9e8KLbdTM1BlY-vqpqkrGiqldfbzCF6dN__2akvo32KnNYiCW1aazRpe5hxRYT66has40ma8wFYhFzCG77pXQ5pFDlG37PSLm2n0zpEhsBEaTYaOh1StMCmCQEpd7RJ8G_RVsch9xdie0YksJvQUmOkWwu7-hXamm_/4r6/isoJPyfnTnKEn0hS51Bg0A/h22/h001.w8YqqvLCLwbaFgKkMOFPfi9Y__uv4yrwplAg9FBkiKs" target="_blank" rel="noopener noreferrer nofollow"><span><b>Watch this video</b></span></a> to build a verification skill that lets Claude test, screenshot, and catch its own mistakes before you ever see 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>Code Fluency:</b> Now that AI writes the first draft, the skill that matters is reading code you didn't write. This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxAx9xqUXaohqpvpEqqfdNz7azQjIQBbFS4FLEh1xG4HBgypBljiEw8o3cv5QGUU5pe5BlOyT6KgYcV8ajugNBBeWfLXdglvgjrZeCWnqMZjg5uIfiFFC6GYBEmTpGohB_w9qXOB9FO6qXusPoH8AVI7-DCTgEs_MNH16QAv2ISgtjqBIqZUtNjMcTeo4CULW87L275MX3_MSTa0uTtTUG2sf3bSbtKmkVWBO0gJYnpHt4aYM6Sk8oi6pdVcm0zUgk/4r6/isoJPyfnTnKEn0hS51Bg0A/h23/h001.8eB2FMGOCFWMxku1yDwP92EVIaFOVvyvAUHgxspgwt4" target="_blank" rel="noopener noreferrer nofollow"><span><b>walkthrough</b></span></a> teaches you the 6 techniques to map any codebase fast. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>System Smarts:</b> An ex-Google engineer breaks down the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxCGkH43Kbp6BWgRyJ3BNXDnd1ZSfOdxf4ak_WXWzJZVBpzfTUELn-jIPiGxV6q5YqxfXq5zVSs4jOh1CoMtHka9qD10YguWiCxMWBWxDgOXU6DyDF6CMFgcfgtm_PO1vecZy9L7YFMESNKM8poqVfx9xDDAV9Qcf8IptuPxBqgVIRIjYmIgp9Uqv9svUjHTpYGa0k3fzEFxUPKs9zRiHgWQVSFOVvmLqOPDqz7ATRKEMByeGS7U7kwGrJ1Vf9gvxo/4r6/isoJPyfnTnKEn0hS51Bg0A/h24/h001.Kiyv-lYPWLeG-ti9ZfjKBWUp8CTKrkzPZTv_qzzB17U" target="_blank" rel="noopener noreferrer nofollow"><span><b>6 system design</b></span></a> concepts that separate juniors from highly paid seniors. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Codex Sites:</b> OpenAI's <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8rcbUn-mre-a4Sv76xSCoGLaoVRsHUBBG1JY2ubBKieQpXPuN1cCbUNjrcQoOwqsvLy5k6NBoOr9MRJa5Z-fIzNHSUJuYkCicwqYaR1Xh9zNcjdjYLrGZfXFZFdYByCkts_nwDrxMwnl7qOlHqHwlR8Ht8ig6WuqubpXwi0vQYsKqfixb76XoM2pa8AC62SAOHMqTI-JdEfFiKcyv4pHx9RYhNkHqa4lWFnSTzkMpVfsTxrxgEXChYprxXPjWqpFSXacJfNHQ3UKxklfK7vu4EuxC9qw0g6_j2knzULCfTb/4r6/isoJPyfnTnKEn0hS51Bg0A/h25/h001.2FHuoQ58LBL3AXyGbeCVhCtdrTJxp02QAAU3TT3A97s" target="_blank" rel="noopener noreferrer nofollow"><span>new update</span></a> turns whatever Codex builds into a live, interactive app your whole team can explore, use, and share with a single link (6.7M 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>Think First:</b> This engineer ran an agent loop that produced jaw-dropping numbers until he realized why blindly trusting agent output is a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6saBom8QxmV6fTuNqrOD2Pfxw-d6fM32XLxj5nKf7e6S5oUCYc4Cf1FmGlrAdXnbfW2klSkT9M-4L76gU-yr28D9UVOV-lKL6HQWoxXhu7Krthjr5nsBImvWZpkAl-v7ajKoU9HVVpFeOo67N69bo24Eh4Foz1Rr-MH0vei7X3R2dOQH95MyWfft-6kSQm_eTFnYcVDa3JHzp7P2bf56qTSmfJf1oZy-cVajH5kwruvc6Kikb_MsDo0iA6RJ0GDI1lEgGZNMzeqhR2HBL7KylgnrzbyKhe8APbmeIh7B0VR/4r6/isoJPyfnTnKEn0hS51Bg0A/h26/h001.HlSJiVwFeNo63RoxjLqLAc1b9_R5NWCC8RVLQ_c4KQM" target="_blank" rel="noopener noreferrer nofollow"><span><b>dangerous trap</b></span></a> (753K views). </p></li></ul></div></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></td></tr></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" 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 keep personal Codex rules out of Git</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%;"> Codex pulls project rules from a committed AGENTS.md file, similar to Claude Code's CLAUDE.md. Since these rules are shared, adding personal preferences like detailed explanations or local paths usually means either cluttering the shared file for your team or going without them entirely. </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%;"> OpenAI’s Codex docs offer a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ_HqjtE7mxY4tpiIWR8HI9_gxDF1RwF5bCj34wEFQwYcaXVx120P2VxvO6pc6b1OYFyM5-LYa5y2PsJ_iCynSiOqRhuAYThAUkCPUscuv4bVE-Tmaz6iceRM2bcNjgonQO2pDGVmee2Y_c5iNJZORXMjsB7rK0KmWi7wK3lZfQYhZyXH3zdBFvGNiu3KPIWz9EeIO5udBDBwuMpVYgwQ1XPNYbQNVRI9Lt5gHTxl4qzzfKNYbOLz2XpKMGD0KQz1CUxRi6N--0Z9UjGN-uGQdWC/4r6/isoJPyfnTnKEn0hS51Bg0A/h27/h001.3crfopjoRHJKlo7UEpMVvmKwS0iJ_beov5Cn3ZNhpN8" target="_blank" rel="noopener noreferrer nofollow"><span>better way</span></a>. To start, just tell git to ignore your override file so it stays out of the repo: </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><span style="color: #ffa657">echo</span> <span style="color: #a5d6ff">"AGENTS.override.md"</span> <span style="color: #79c0ff">>></span> .gitignore</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%;"> Next, add your personal rules to “AGENTS.override.md”, which sits right alongside the committed AGENTS.md file: </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><span style="color: #1f6feb;font-weight: bold"># Personal overrides</span>
<span style="color: #c9d1d9">-</span> Explain your plan before editing files
<span style="color: #c9d1d9">-</span> Use ~/work/scratch for throwaway test output
<span style="color: #c9d1d9">-</span> Run the full test suite before calling a task done</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%;"> Codex prioritizes override files over AGENTS.md in every directory. This lets your personal rules layer directly over team settings without you ever needing to touch the shared repo. </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%;"> P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7smScni7E9ePvR5sqx4-vEhrh5sne6QCT0Gd4jR5noE-KnDcX2VEX6-H6mXwrLdqL6Pg7PR7i8k299H-_Dbk8evJGgOTFpO078C8TtC_32RHIBNWwNSpFSfP0rj5kgZK4al5S2JQ23iw66BHUqjiZDjWIoqiMonEXyucS-c9UV5ANpeLbimIck2HKcAFdZo4nw4P5HtFhvyDPhdzNskBLBnnKJMOCZzeur-QuhQ1W_R4wJ50M_AwvZLqMwQg0pKoHt9Ihh2ie7VlowbJza_lWC4/4r6/isoJPyfnTnKEn0hS51Bg0A/h28/h001.14KW46J-GjozIuBawtf9Am2gWS8GekZDm-CqfQRr7Gk" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a>. </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzlb0TraAz8OS3kp-LUVm6128_PstIWnEGazlG8bmCCe9zNYeyTiRH2aVP6OAkybXZmKXrz999ACrHMDX_rdGwMuPCcFtM7AcoQjqfCmXZTsVLanmbJD3bgZwKveeWPtD7ILBjLlPLwN39ojD0B0K8ycN6D2jezuVlpUPTmqeANHX7X1nAq_saNxnGaeqtTxS8tXVxqAoN-0T3t5VitPjsPfiN6GnLm07B4PX5b0b5e3GwYbKJRf7GS5tIu5pGuX5g/4r6/isoJPyfnTnKEn0hS51Bg0A/h29/h001.SsTn97t6gxAOfo_MKbrXHuapBfL7VlCl9YmA1rR6LxQ" 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/f7e0e689-c207-42a9-864e-cd8fd9b33fcd/Thumbnail__58_.jpg?t=1780476512" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch the tutorial.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tutorial</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzlb0TraAz8OS3kp-LUVm6128_PstIWnEGazlG8bmCCe9zNYeyTiRH2aVP6OAkybXZmKXrz999ACrHMDX_rdGwMuPCcFtM7AcoQjqfCmXZTsVLanmbJD3bgZwKveeWPtD7ILBjLlPLwN39ojD0B0K8ycN6D2jezuVlpUPTmqeANHX7X1nAq_saNxnGaeqtTxS9JNvZEj7UWreWuAAUQE6I4h_CDYEH2uLDs3ooPAKSCIrQ7ho3MnOJtnJlZhtOMpBg/4r6/isoJPyfnTnKEn0hS51Bg0A/h30/h001.fVqRc8MTxa7i9I3MAPx-VaJ-ZABd94EoLqBla4aOTyU" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to use the Minimax Agent:</b></span></a> This tutorial teaches devs how to use the Minimax Agent desktop app for offline AI workflows. You’ll learn to process documents, create multimedia, build and deploy games, and connect custom MCP tools. It also covers how to automate local tasks using custom agents integrated with platforms like Telegram. </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.AtRzLqL3EQmRcf6rV4XquseCRQrdXuY4jYlDt8HPXE3XswkGzVKptIJQm6I1fRHdn0kVqj49yjz9Na7d__S1FM0VU1VKx8nKe9v3B_9chDoi03jNYhO8W3V-bCYT27bFM1RFAp3Vx2uLc3fr9Slqrk6xU0t_OL89-sSDOpokVRao912oISq9g_CL9adLqKeMUmazdKCmeTQDd0CqFNK8dk7CYriQsDUVyuOTmk8fhZ1__a8HVuLqqZD2Mid8n04pvq6xXCSGTlxE-N6U_INGaw/4r6/isoJPyfnTnKEn0hS51Bg0A/h31/h001.1LvCbNlL4dcc7GrXYFdMrwod5w8irmfpwsGDLkqn5Gc" target="_blank" rel="noopener noreferrer nofollow"><span>Integuru:</span></a> This tool reverse-engineers a platform's internal/private APIs to build integrations for services with no official API. </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.yBywWjiZ7oCsTrXLmaNhksVgMGcON-Z5gi8yxLWrvV3kjAMZI0pENZOAGDOSgE4hmfy1Id6q-0PnvqRtTFU757usZRloT-AdtaokIap4XCwej_dkJvvwFN3bwEDx2IictVeRe3WKLftMLOLofd2JdR2WFmv9lYiWQQcJ89B_Ap-MyNVDIjG_rx7_rovNqoamoG4Zrjzn2tOHdJFaup3l3xV23LgHdwbASFGE9HxOM0ITWqEGnk0SqVJ5yoHVtJCO_1j7mUnI-X4yVsYjHpt5Af9x4OPNtNtzUbhx2SMhMbM/4r6/isoJPyfnTnKEn0hS51Bg0A/h32/h001.HSz34yJ_qFbpEinGxhXbQm2t2Iq4t0G39hNo_GIuFyY" target="_blank" rel="noopener noreferrer nofollow"><span><b>Claude-red</b></span></a><b> (1.8K </b>⭐<b>):</b> A curated library of offensive security skills designed for the Claude skills system. Each skill is a structured SKILL.md file that primes Claude with expert-level methodology. </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.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ98qQzDhIdTzOMH9rUOput2Ppb-GBwiwHpYTaHc4QyG55PCX28arb6rwHfliJQs2lwUFgGw9aA2GhVbGi3A9e5lrxZqHeZr0tyidH3LSHp939y5zk1ZlIxCW5116l_Tda0vOfDweXt-MqeUHyENBJCtu_0ZNBMP2HQPz5x9HPbStuA9cfkYGPJTHb5vi9FWzaUY25q5iyTKua08tNSPHJbnuYzH8kzBtcORhYxiGYPkf1OnN2xvy0EK07u-vJuIPOSKvFJmtAM-fJLFZSGHz8mkzuEPkoy_VLVcSiPavelpqRmcE2UU6lcMu-cUzqr2Tz0/4r6/isoJPyfnTnKEn0hS51Bg0A/h33/h001.umzTCLVtniKqgjumwQTyMOxvPFEUQHohI5t7PN_yzXo" target="_blank" rel="noopener noreferrer nofollow"><span><b>Build an agent improvement loop (by OpenAI):</b></span></a> AI agent feedback and traces are often just disconnected comments instead of drivers for system improvements. By uniting them into a single optimization loop, you can generate ranked, actionable code updates for models like Codex to implement. </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>IN CASE YOU MISSED IT</b></span></h5></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%;"><span style="background-color:rgb(255, 255, 255);"><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%;"> This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6OUThKZPtznLuMKCXD39bUm1LRSdA8AyXgD0JCexaHmXDEKTANxcRFr9dkcBo8yReAGAAquCWtDErK3Zz7CnPn-v2P6ZTkvNpvZpSIVsYg6jBGYQWpZ0LYE2aYs_LRmE9NaACMHcgYZxNEZP0LvWr1kIOxFJPZngZrAwJSdDy4_NcjAH341loIbRe3D1dMR6pSm_WRYYhWufiEpcuGmVzp-e4UF8jkZWDbuoRoOmD7uqO0jqXTmVGiT8EiWT4JVLm4xePbuJlgzasa4XWHeiQZzq7RwwGfo4_sLy_S4CUdj/4r6/isoJPyfnTnKEn0hS51Bg0A/h34/h001.zbdIYTQ22DGglg72Cl6YcWphD6SlqZNZAYzu-pOpJGw" target="_blank" rel="noopener noreferrer nofollow"><span>prompt</span></a> shared by a Claude Code engineer helps you track every task your AI builds (10K bookmarks). </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 300K+ engineers and 150K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585K7z5B5XFJirNvNnacmJkE02XBGnIjc7NdWblNOQ_6hEr8zngWGxeiOtpRcZWXfb_wnK4y3toyZm7V2Izf1XMokPoo0PW-0KM9Dsb8PV9z91K-MP8mrWoyfYZsau-reb3tTShuNZg_-iMwtbwgCA-K4yF58vK8lcp1LV3oU-cZdk/4r6/isoJPyfnTnKEn0hS51Bg0A/h35/h001.1Nj8k_8cNJAZc4jl7djP8mhgCtJ_hpcyyFfrqIyg00Y" 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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GHuDkzYT7c728-EwBHg6p5MYI71tz6Kc8onf-4P4THp-d8eafVQnF-X9nCOlK1lRvggHa4UCKLNWdHF4lTvgA-YqixQIyzCO3agi3iiLPn4rb4V5nQ9DhRowvpiwF7DAC_bVL2PN8wRisSjd2hBtt71T9GU29hxvKQ9a3syCmtBlu5x79v4nVdfsv9NSoqJTxONcIPIBNYoken5vUOs143mY2P6H4q-Lq9nBu6-ad_WPEoOqepjJc_htp1vsNrm5vFbpmw3RT3IyFCjqrE1gi0qvrFJXCA1HZvipiIT3XXuG71WTMXXJs1rnW4u4lFopAqe4SH54--NCyRfNf23LYhOs9bHGx0ZOe1Pb9EKXgB9VgLCy5F6wHUedLzg6QD81RuTEiQaQT7x0AzAMXN2TsmYvIWLwHB69gEsV24I0A_-kGym5mdRy4GP7aPyZlbb0P7XTjFVUY4tw5Ul5eqFiBLFvBgW8HXMpu25k5blPU58hvmSws2cyJu6K7pEB2LLwSb1S1b5pT1LisgALSwukJv2VtQ8CZObKwozObF-Grech0JJWWf0Ki_bIPL1DQVq1Nf-xwvEqRWMiNKVm7yCinhiH8MhfZ_YkAfnYCvpuZhq2tlIl7li6JQreni5EBMZfmwsJdFo5RL2FoGlYIDwTwtoP0lVYgyPj8pn352ULgtwm6kjF0jSk3e4diXKt7UCp__D7BZjcGSvgOLC6bCqrTMg9XY_mdpwG2YXAPd8Serk-qHtsZMeG8IMbY198uIkwKmDC4Xpqe4bUhS8f6YaMysdm1zlyQdqRMYVejB_N80RKaVHD5VaAJ6T7TaFlHrJBfKFE31BJU_ckwe0iYMMOfrpJ-yvwatGNnwi-slq6i_D6pQYVNK6qe6o27sqp26GJOgRVg8Uxe9r6u1z8nfJnVIT/4r6/isoJPyfnTnKEn0hS51Bg0A/h36/h001.LwJ_MTPcnjc6T1fx5qGvOI9zv96xfGnEp_kVW-iXQAA"><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_h9ck9FHbNLhWs1aPiW7b64dJa7NdU_ZivaZerGoB70OKnPcnJVed6Oacf7W6HDxduXZoS2FBaijN8sh1ZPy3FKxkZJ5ocTJK6Uuz3aoakBp6v5wUOKTDLzilvUEiQALjcSu66eP0WW6nCRyf59XUaWwz9ygtJX3Npq-9ot-KjubeFEbeaWxFsMSRC3jQd1pMKxHHGjG0EvzUWGFZWGv8CQndcYf6rwDzqRuq2wMepsQKK3GyUGBEBTe_4-6xXe3KOciffrPOFSyIZWfX8XtqCGxDNxZ76piZ-82oSFQoeFVULevGIDoYJSs5vOEiqJ1PbCkUH3dBldWE1jeBM_8ZOxc4N8_Xjs-8h9sLME_fDFwKakJR37pQQpEHZuMWxKaybYprDOMMZgoH6-ZZQaEzlttMVMNry4l7mGefVNicWW_pEVACxPo2kCXepzHmeqGHlV73p5qhbQztM4Z_Eluq9mfYFNftn43GW0g1HHkyTfe-RUWMc0wcffV9N7AQaQV3_6FkPYI1UELjmUk4jyAaP09f58bjkuTWEguBDj-jK_tT-ulqVBbqTvgOdn0YuNjIFJ7Z1EQ58PrgMRj4yvP0KF-bsKR-_lJWGVpiSriSwOzGJ9jH3eQHelXh8xnPtNytgLCKlrdfsPDjhZqZ33CZ3wJY44tZ1rFdDXP7_Xu5fVzkp9rK0NdDpmXo1wDVH0NAwCpM-PK1ovhrcRUxUfyjpOaMZssODTLmIA4PJuTrV7eXXZFID4Mu9eH9J4pVXS6tw3rdDlzTR5md24jNbGmspmCYfgqOvcYk1FMST4GMMv_EaDY4jLksTuOvB4qrdZEWW7ZxtLvZ9RGDhlgyjbLasOaXSSpbkl_TcBrt-BxnEE6-MFV5tilOn_cwPik66bkNGIjtN_RKUXn-r7CZuweKS9RVDURRoaI/4r6/isoJPyfnTnKEn0hS51Bg0A/h37/h001.1IVyoufN9ZWCPjn32RbCjBbh1ZGBZhLmBn1zutgoeng"><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; 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Follow image link: (https://agentfield.ai/github/pr-af/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-260603&utm_id=thecode-260603-pr-af&utm_content=pr-af)
Caption:
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**Welcome back.** Hate usage-based billing for your AI coding tools? Well, you can add one more tool to your list. GitHub switched 4.7 million Copilot users to token-based credits two days ago, and the dev community is pushing back. [See their reactions](https://x.com/edzitron/status/2061453137500643384) (1.2M views).
**Also:** How to make Claude Code build its own harness, every agentic engineering hack from a top Python and Go contributor, and find out why agent results can still be mediocre.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* Why teams rent sandboxes rather than build them
* How to keep personal Codex rules out of Git
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://x.com/FactoryAI/status/2061862733126275549)
Caption: Click here to watch Factory Router in action.
--------------------
**Factory unveils a router that cuts inference costs up to 25%:** The agentic coding platform just dropped [**Factory Router**](https://factory.ai/news/factory-router), which automatically picks the best model for each Droid session to avoid wasting expensive frontier models on simple tasks. Factory claims it cuts token costs by 20–25% with minimal quality loss. On Terminal-Bench 2, it achieved a 99% pass rate compared to Claude Opus 4.7. It also includes automatic failover across providers if quality drops.
**Cognition unifies all your coding agents in one place:** The agentic coding startup just shipped [**Devin Desktop**](https://devin.ai/blog/windsurf-is-now-devin-desktop), which brings every local and cloud agent into one Kanban board instead of leaving them scattered across tools. Thanks to the open Agent Client Protocol, developers can dispatch and review external agents like Codex and Claude Code alongside Devin, with context shared across sessions. It's rolling out as a standard update for Windsurf users, and plans and pricing stay exactly the same.
**Microsoft debuts its own family of in-house AI models:** The software giant just unveiled the seven [**in-house MAI models**](https://microsoft.ai/news/building-a-hillclimbing-machine-launching-seven-new-mai-models/) spanning reasoning, coding, voice, and image. The standout for engineering teams is MAI-Code-1-Flash, a 5B-parameter coding model rolling out across GitHub Copilot and VS Code. Microsoft's flagship reasoning model, MAI-Thinking-1, was built from the ground up without using distillation. [Try it here.](https://playground.microsoft.ai/chat)
----------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 AGENTFIELD**
## [A multi-agent code reviewer for AI-native teams. Open-source. Cents per PR.](https://agentfield.ai/github/pr-af/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-260603&utm_id=thecode-260603-pr-af&utm_content=pr-af)
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Follow image link: (https://agentfield.ai/github/pr-af/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-260603&utm_id=thecode-260603-pr-af&utm_content=pr-af)
Caption:
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AgentField just open-sourced **pr-af** - a multi-agent reviewer where the review strategy is compiled per PR, not a fixed checklist. Configurable per team. Runs on open or closed models (Kimi, DeepSeek, Claude). Cents per review on open models. One-click GitHub install.
Their team also wrote up [the four jobs of AI-native code review](https://agentfield.ai/blog/ai-native-code-review/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-260603&utm_id=thecode-260603-blog-ai-native-code-review&utm_content=blog-ai-native-code-review) - what changes when humans aren't writing the diffs.
[**→ Star & Deploy**](https://agentfield.ai/github/pr-af/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-260603&utm_id=thecode-260603-pr-af&utm_content=pr-af)
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##### **INSIGHT**
## **Why engineering teams rent sandboxes rather than build them**
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Caption: Source: The Code, Superhuman
--------------------
**You can't let an agent run code on prod.** A sandbox solves this as a disposable environment where model-generated code can run safely. Any agent that executes code it wrote needs one, and that demand turned sandboxes into big business. The AI startup Modal recently hit a $4.65 billion [valuation](https://siliconangle.com/2026/05/21/serverless-ai-infrastructure-startup-modal-labs-seals-355m-funding-round/), and competitor E2B is already being used by most of the Fortune 100.
**But the box is turning into a commodity.** Back in April, OpenAI updated its [Agents SDK](https://openai.com/index/the-next-evolution-of-the-agents-sdk/) so developers can swap one sandbox for another. Then Google launched a service that spins up 300 sandboxes a second. Once the environment can persist and reload state on its own, the box is no longer the difficult part. Now that every provider does the same job, they mostly compete on price.
**Value moves to what can't be copied.** As compute gets cheaper, the real advantage shifts to agent memory. Anyone can spin up the same hardware in minutes, but they can't replicate the months of history and context your agent has built with each user. That stored knowledge creates the switching costs that form your competitive moat.
**So rent the commodity.** Just grab the cheapest box that gets the work done and spend your real effort one layer up where lock-in actually lives: agent memory. Building that properly is a skill in itself. Getting the persistence, retrieval, and user context right is usually where production agents fail. This guide to [**agent memory**](https://www.sitepoint.com/ai-agent-memory-guide/) is a great place to start.
----------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 SIGNADOT**
## [Shift validation into your agent's inner loop on Kubernetes](https://www.signadot.com/docs/overview?utm_source=the-code&utm_medium=sponsorship&utm_campaign=q2_26_newsletters)
--------------------
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Follow image link: (https://www.signadot.com/docs/overview?utm_source=the-code&utm_medium=sponsorship&utm_campaign=q2_26_newsletters)
Caption:
--------------------
[Signadot](https://www.signadot.com/docs/overview?utm_source=the-code&utm_medium=sponsorship&utm_campaign=q2_26_newsletters) drops every agent into an isolated environment on your existing cluster, wired to live services. Integration, end-to-end, and load tests run before the PR. Many agents, one cluster, no conflicts.
[**Read the docs →**](https://www.signadot.com/docs/overview?utm_source=the-code&utm_medium=sponsorship&utm_campaign=q2_26_newsletters)
----------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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Caption: Meme of the day.
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* **Workflow Magic:** Claude Code can now build a custom harness for any task you throw at it. An Anthropic engineer shares the **[patterns and prompts](https://x.com/trq212/status/2061907337154367865)** to unlock it (1.2M views).
* **Ship Mode:** A founder who hadn't shipped software since high school now tops the contributor lists on Python and Go. Here are the [**22 agentic hacks**](https://x.com/mvanhorn/status/2061877533885473181) that got him there (1.6K likes).
* **Native Hermes:** After being featured in Jensen Huang’s GTC keynote, Nous Research have now just dropped **[Hermes Desktop](https://x.com/NousResearch/status/2061843507417944552)** in public preview (4.7M views).
* **Closed Loop:** Tired of reviewing every Claude Code output? [**Watch this video**](https://x.com/ClaudeDevs/status/2061900434722496604) to build a verification skill that lets Claude test, screenshot, and catch its own mistakes before you ever see them.
* **Code Fluency:** Now that AI writes the first draft, the skill that matters is reading code you didn't write. This [**walkthrough**](https://www.youtube.com/watch?v=4t8QcDdrL6Y) teaches you the 6 techniques to map any codebase fast.
* **System Smarts:** An ex-Google engineer breaks down the [**6 system design**](https://www.youtube.com/watch?v=3Pusamd6BO4) concepts that separate juniors from highly paid seniors.
* **Codex Sites:** OpenAI's [new update](https://x.com/OpenAI/status/2061845949170045346) turns whatever Codex builds into a live, interactive app your whole team can explore, use, and share with a single link (6.7M views).
* **Think First:** This engineer ran an agent loop that produced jaw-dropping numbers until he realized why blindly trusting agent output is a [**dangerous trap**](https://x.com/mitchellh/status/2060088112257372610) (753K views).
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Caption:
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##### **AI CODING HACK**
--------------------
## **How to keep personal Codex rules out of Git**
Codex pulls project rules from a committed AGENTS.md file, similar to Claude Code's CLAUDE.md. Since these rules are shared, adding personal preferences like detailed explanations or local paths usually means either cluttering the shared file for your team or going without them entirely.
OpenAI’s Codex docs offer a [better way](https://developers.openai.com/codex/guides/agents-md). To start, just tell git to ignore your override file so it stays out of the repo:
```
echo "AGENTS.override.md" >> .gitignore
```
Next, add your personal rules to “AGENTS.override.md”, which sits right alongside the committed AGENTS.md file:
```
# Personal overrides
- Explain your plan before editing files
- Use ~/work/scratch for throwaway test output
- Run the full test suite before calling a task done
```
Codex prioritizes override files over AGENTS.md in every directory. This lets your personal rules layer directly over team settings without you ever needing to touch the shared repo.
P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex [here](https://hackbook-chi.vercel.app/).
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##### **TOP & TRENDING RESOURCES**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f7e0e689-c207-42a9-864e-cd8fd9b33fcd/Thumbnail__58_.jpg?t=1780476512)
Follow image link: (https://www.youtube.com/watch?v=bdoFG31TJQU)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**How to use the Minimax Agent:**](https://www.youtube.com/watch?v=bdoFG31TJQU) This tutorial teaches devs how to use the Minimax Agent desktop app for offline AI workflows. You’ll learn to process documents, create multimedia, build and deploy games, and connect custom MCP tools. It also covers how to automate local tasks using custom agents integrated with platforms like Telegram.
———————————————————————————
### **Top Tool**
[Integuru:](https://www.integuru.com/) This tool reverse-engineers a platform's internal/private APIs to build integrations for services with no official API.
———————————————————————————
### **Top Repo**
[**Claude-red**](https://github.com/SnailSploit/Claude-Red)** (1.8K **⭐**):** A curated library of offensive security skills designed for the Claude skills system. Each skill is a structured SKILL.md file that primes Claude with expert-level methodology.
———————————————————————————
### **Trending Cookbook**
[**Build an agent improvement loop (by OpenAI):**](https://developers.openai.com/cookbook/examples/agents_sdk/agent_improvement_loop) AI agent feedback and traces are often just disconnected comments instead of drivers for system improvements. By uniting them into a single optimization loop, you can generate ranked, actionable code updates for models like Codex to implement.
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##### **IN CASE YOU MISSED IT**
--------------------
### ==**Our most-clicked story from yesterday**==
This [prompt](https://x.com/trq212/status/2061545633560010826) shared by a Claude Code engineer helps you track every task your AI builds (10K bookmarks).
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 300K+ 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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