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πŸ”₯ Opus 5 beats Fable on computer use Mon, 27 Jul 2026 14:16:59 GMT
🦾 Opus 5 is here: a cheaper Fable 5 Mon, 27 Jul 2026 13:10:44 GMT
✈️ Lost plane found after 70 years Sun, 26 Jul 2026 16:08:48 GMT
πŸ’΅ Uber co-founder grabs major war chest Sat, 25 Jul 2026 16:06:09 GMT
πŸŽ™οΈ Anthropic upgrades voice mode Fri, 24 Jul 2026 14:05:11 GMT
πŸ’¬ AI's voice control level ups Fri, 24 Jul 2026 13:19:03 GMT
🚨 Chinese labs face serious accusations Thu, 23 Jul 2026 14:04:32 GMT
🚨 GPT 5.6 breached Hugging Face Wed, 22 Jul 2026 14:05:34 GMT

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From: "The Code" <thecode@...
To: [email protected]
Date: Fri, 10 Jul 2026 14:04:54 GMT
Subject: ⚑ GPT-5.6 beats Fable 5 on coding

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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 coding agents work &#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204; </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> July 10, 2026 &nbsp; | &nbsp; <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9tCuWdWq8vBw6VTVe3PXpDp92weNXupjqSqIoCZ-SI1NCnmQqvHErRT8xULmRbEpadIbKI-oUy-tyAqC64oBm6dlILVdOkb8cVLSgxexT16PEOAtENOiWpfVRgXagIRXc4ipqs_DIHfNQkwvh2UX1bGdHmOkag56daRM5FW5cbymPqIaP6fDkEZ7eduAWpymdSHrf2u96vWGlNwzS5jKzlKmM_ySGyuujVd81RfpIvexGufYbbKSbmYYhzZGDm3xAtgoO9xbKizzBxWdigLLeZe6uKWvOVYYTaLMgACZg8Sx0RWlhR9bENjXXnVsWmmLOoy4g3r-p6IyUZAUG1kq_GA270S5TyOWcOkhommaoGl-2yso9UsWUo5Y3dHz9q7yHQbF_RE9oJDlSS3q75ofwfxe6lts2SH-PWf2LctPhIY5Iy3IJGjHw2cL6RfRn97Q7Hgw98pmJtpv11xHPXIa_qnkgLW_ujBaUkunFQfTWipx5lnslVt1tOZmDK1iJVvFLh8Qof0JUsPuix12et1XmyFyU2vPINbSGujtUC571CsRI-uyyyTc4SWUcUp_Q-iHBChfM2mSY6ONJLZNQOLrVsdRVyklX6CQaFqkn4UTRuahmdKO7iT0VHBeI3ygcILQigdbauDpq9yzQfSG9TllB2wCCF7IjxEJCTJZCrFHctXZ9RwP4bb7y94shDcWzYjCwRcJqR9yk2UMtWSzbuUSHcO_x1reFJny9_MnUjeKF5I1R1ZpdaNLWwrZysXShgNChPKKWA_KBlbC3V11uVHXP6M78L7n6oYuak8WVZZ7tVeDQ/4s7/1KLwAkPdSq2Zab_tezck1A/h0/h001.xMBiF5reHEFrF2bN0rTTCf1hJ1NMcZ-EXDbNai82Z1w">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/4s7/1KLwAkPdSq2Zab_tezck1A/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_5VEepnkJ2XyRjDAXS4av8IXy8zkuQULFQAEGZe_AW_6cjpFs6n2sVpKp9ih2__0zjnj3ErnPfwSZGhpq5cGbuotFrQwf_4BOnAG55J7sJCT72yTasG1OaOjFbzvt81HG3YE6NedH1scXKa3xtFkabeFc8jTacruTQVK0_PX6Iylf4k2dYGY4E6vsr_EoqSSrMG9D4U0WJ_9MyrPcsfMR20r3D6sd8aMPR3Huuq_Lp3VE7uSaHj9dUJyPelhKGbHm5WgG9I1RQXuTeSEtInz0vq1ibYutybCEcXW-5tAT4zj0cpgd0ZrlVNOf_rhaS/4s7/1KLwAkPdSq2Zab_tezck1A/h1/h001.b3Lq6otEkjrnGoobQyLzyCTVvFeAOyQcaMrR7Bzb15I" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/db54a89c-7f60-4b0a-9462-747590d090c5/Group_thecode_you.com__2_.jpg?t=1783601957" 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> For two weeks, the strongest agentic coding model on the market was locked behind a government approval process. Not anymore. GPT-5.6 is now available to everyone,Β and they didn&#39;t ship the model alone. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Also:</b> How a senior engineer uses GPT-5.6, a checklist for frontend optimization, and ex-Google director’s advice for engineers. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> &nbsp; </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,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 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_0gOXDT9L8rcbUn-mre-a4Sv76xSCoFrFX4kSmBOG9qRWC0zqZxaSyl_sFPpqw6GvTyqtzxRIAjBd8a1EgdO8lkMhPWOsmIYc9CV14nvUluabAVhhrCpyrntS7WABjLG05WZhUCTcsFYpPfdZd09V8TTgzxfTVCmWTqwEQjLKV6JMJNLVh0bPaTnzUhsVpFTH8R_SEGfSE-fYShe5tMNvjOe2IqamFQkQFyUqGehkoFsLjTL1Gt4Bza58i1leZ64Z-FRSeHCU99HIXosvSuSkWV8BzHAKjH-0mqI8y3HwfETcpXF0oCk/4s7/1KLwAkPdSq2Zab_tezck1A/h2/h001.gwZAOiKn6GwvC_PXNHBdYx-q_BYSmgLvo_Xe9xb8_kA" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/7efe9dca-823a-46a6-8fa2-236cd53aa635/Frame_1000003550.jpg?t=1783676094" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to see OpenAI’s GPT-5.6 full benchmarks.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>OpenAI unveils its most efficient coding models yet:</b> The ChatGPT maker just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g-yOIY4mJTti0RqIZYw8KAVW5r53A8PpRfbWaXcSeGfWgrlbqK5WGM23pP2p5V8Hh1mSXvwPMw1KepCXkUgJNuyf3n2b4Jbbp415pl2H3J3DZSxhJX0SnF-2zw_v-9K0LXeNSS_iAFlwujCahho0PcyYpcSAp584KJ47Tv-tt13qss1rNWUKCmnOKNWH-aVXQxYGO7o5rdeZgNQJzJaehihrQQlKxhsBAClNGCwdT6wDjNG9vZWD0fPd6QothoSUSQ/4s7/1KLwAkPdSq2Zab_tezck1A/h3/h001.QSgCpa5ZZCOKujfayreEuBBoemJrIFdFbG-5z_XeLmY" target="_blank" rel="noopener noreferrer nofollow"><span>GPT-5.6</span></a> in three tiers named Sol, Terra, and Luna. OpenAI claims flagship Sol leads the Artificial Analysis Coding Agent Index with a score of 80 while using less than half the output tokens of Claude Fable 5. All three models are live in <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ-_sJRE1rrv4Ed_sx1g9EPfrJfgIrQo4ngtAGEXPY4004Fo7B88ASM-SJCA9cYtxZp71ZOgVsAdYR9RyDW9ofoiz2FAorZn2yOIg75QsChFgdMkkrYS-6A7qHWmI5WysucZmOc5PCg1E1RSzMpWyruNdOJeik9CejtkwqcsqsSIcU8qpWcHXSrsm00VovCzxctK6rMZGAiiD5HYy7sHfJmhcqxVrV3_666LTecKvG68KGyfkdHMkVKLvr4K0Tt8nR1kTBi9qqo3BTKrJiCpNmHZ/4s7/1KLwAkPdSq2Zab_tezck1A/h4/h001._E5_dMB0WaO64qw_RllJBQpJrYENBd0HiYNals2gePA" target="_blank" rel="noopener noreferrer nofollow"><span>the API</span></a> with Programmatic Tool Calling and a parallel-subagent ultra mode. The models also power ChatGPT Work, a new agent with Codex built in that runs across your apps for hours, delivering finished sheets, slides, docs, and web apps. </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>Meta debuts its first paid AI model for agentic tasks:</b> Zuckerberg&#39;s AI lab just shipped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJSwXozGfCzThJWTkovFtr9yRClWxaB8OkLRryrv86xtXgFDVWG2Pa0BLFSLompUc_MoG3NDVOhgFe5O8ompDYVsHUoNPCLnGDmxvrvMpA7Qo0BZK_rhgu6rgp0F7GdCfHG5Q9a3_cmSGEIzznOuVNVroueLzfetQ0SI3y1jyY0ckXQQiyOSgw7CK8KASv0xKeuzgE2x02dgzoDAjLkZV9tQRap6yXDrvvzYhgByhJUG9QgktXWzAAwI26EjVvR7hHLbzWZq1h4GHfv3DOMn_PCqhY-1xwiXSkJuVwfjb0UVsEiYMSHKuHK3dqT1_No1bhQ/4s7/1KLwAkPdSq2Zab_tezck1A/h5/h001.39Cg2649vBe7aKK2qRxk_L-JIITyOLpTMKR5-5hYO4w" target="_blank" rel="noopener noreferrer nofollow"><span><b>Muse Spark 1.1</b></span></a> along with the Meta Model API. This marks a shift from their usual open-weight Llama releases, moving to a hosted model with per-token pricing. The update is built for long agentic tasks. It handles planning across parallel subagents and manages a massive 1M-token context to help big projects finish faster. You can check out the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7MSUeV-RHoQn9QTK-ZB1UUX7kVT_V3kuBDSzc1bEeDrNVvrt3a1u1p7PP0TnFB2okBTZAN_-OarHM2ttOp2rJHU8VA80FSjcYdIqMBv05mgkVPtj6ws4WntRrVupDz7R-Q0NYCNjdSiLQTKJOxa_A5PxNu3OuVomCV4nhsPjHgHtWsZkEJEgYWjIoy4yJOG3IxOsdeg9iv_UtcgFsmiaRj41WNBThq5O3tHNmVmbJjgF5sADz_WpO6Kt-NhUsQzPIr5qRgnu13sQ88KhgSZaCno9NDklVdYGG2zxkgf8u6tn/4s7/1KLwAkPdSq2Zab_tezck1A/h6/h001.01APwXTuZyHg6OrqRmpTPhUEgJQerKDQ4xBoe06NO5Y" target="_blank" rel="noopener noreferrer nofollow"><span>API right here.</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>Ex-GitHub CEO&#39;s startup gives AI agents faster Git:</b> The new venture, named <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ewyx0VA-ZCEh4luIETE-YpnvdOyTt9L7I0LUL1Mduv7I9eQVJbk38kL1zQKdfI9lOCiRzo_RLG5SrNvJoM_V3pIhjNhTnzLYwkjxF2e5YjoKEay9fLuWy3ma_nEg3wIVJEQdMNGtbRZTUgC2qie1CZEocPOxw_kX_HRAy8ms79ULofUkn9hBoUmWOSjDxx_bhBeGQbCgowTdrdF33lR7QaGz8M_amWeuT5ryC93J324OJmHY8PG2tq2sXNo1criMA8vNcWkhV-tgE2UlK8tg2-xhdCYUsWvJkyLtiL7qD3yuBya0cpcN8gO9NYeBA-Ws/4s7/1KLwAkPdSq2Zab_tezck1A/h7/h001.Xv12k4aFPTtl0kiyj56ZKhVNP1d45l06ZIW-336LzPM" target="_blank" rel="noopener noreferrer nofollow"><span><b>Entire</b></span></a>, just released its distributed Git network platform. Your code stays on GitHub, but agents can now clone and pull from a nearby mirrored copy. Founder Thomas Dohmke says this setup eliminates the rate limits and latency issues caused by billions of clones hitting a single server. It works with Claude Code, Cursor, Codex, and Copilot. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L2fsS-Nhmp4IXQwX7xRtBqsKdectrsc45IMirj6xNg5-WtzViD9Tx3f01vLsiJ5JfVa-YchJmsRY_8y3FPxRhMSO2vR1UiyYXyUe0VnZsuUMo7rX9NaI_PXqgmDc-yJQylIoaP0j7Da92EXt0rbOmKENCoIqmtkDot699HDdzw71OV9oGKPCZmkHUwo3Wvehc1nRXoRg44KWuX99ap76XpTdRR8xEhgAaGEdEloP33nCYCLqB1VBP1hf1Pf1gjPg7qolHB9MnAUOLjYR5fPpcy1zMHrmgVHNb5H_mr5g3ZpP/4s7/1KLwAkPdSq2Zab_tezck1A/h8/h001.R1aoGktCgIC-ZJ83w0vGp5bUsgSqb5Y5KD_uzAr9hOY" target="_blank" rel="noopener noreferrer nofollow"><span>See how it works.</span></a></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </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,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 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_5VEepnkJ2XyRjDAXS4av8IXy8zkuQULFQAEGZe_AW_6cjpFs6n2sVpKp9ih2__0zjnj3ErnPfwSZGhpq5cGbuotFrQwf_4BOnAG55J7sJCT72yTasG1OaOjFbzvt81HG3YE6NedH1scXKa3xtFkabeFc8jTacruTQVK0_PX6Iylf4k2dYGY4E6vsr_EoqSSrMG9D4U0WJ_9MyrPcsfMR20r3D6sd8aMPR3Huuq_JdT1R75Ay2586pzL8Z-Z8EvL9R527RjhYVE8yxL-G0z9u3T0HuXCY5LotndSKWDnDj5tM6rWBaLCtaAG3nCXGp/4s7/1KLwAkPdSq2Zab_tezck1A/h9/h001.REPCPpwriUZaoOnVbJv2QHNyWw8fNncN3280t8gwmYI" target="_blank" rel="noopener noreferrer nofollow"><span>Ship faster. Skip the hallucinations.</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_5VEepnkJ2XyRjDAXS4av8IXy8zkuQULFQAEGZe_AW_6cjpFs6n2sVpKp9ih2__0zjnj3ErnPfwSZGhpq5cGbuotFrQwf_4BOnAG55J7sJCT72yTasG1OaOjFbzvt81HG3YE6NedH1scXKa3xtFkabeFc8jTacruTQVK0_PX6Iylf4k2dYGY4E6vsr_EoqSSrMG9D4U0WJ_9MyrPcsfMR20r3D6sd8aMPR3Huuq_J_RQfcAfkOsJ64KoqiOFDkCmoVBhaE7VzCXdPlm056O2s_2mDJ2t4fM_KhNKMWABfHI463hErCjSVGb7u4l30y/4s7/1KLwAkPdSq2Zab_tezck1A/h10/h001.xTUW3X9yTareIGk24XY2_2NVfq1kFuRjf0x_ajCCTfw" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/58d2e077-ceca-4785-a47f-8f85a0bfeaf2/you_8_june__1_.jpg?t=1783602185" 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%;"> You already know AI can write code β€” the hard part is trusting what it tells you.<a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4av8IXy8zkuQULFQAEGZe_AW_6cjpFs6n2sVpKp9ih2__0zjnj3ErnPfwSZGhpq5cGbuotFrQwf_4BOnAG55J7sJCT72yTasG1OaOjFbzvt81HG3YE6NedH1scXKa3xtFkabeFc8jTacruTQVK0_PX6Iylf4k2dYGY4E6vsr_EoqSSrMG9D4U0WJ_9MyrPcsfMR20r3D6sd8aMPR3Huuq_Ih0SWG2JZezmAcZiPcueEI5WkZEuyx-7qIzWk7cH_4GScYs56oPKygHZoL21APhXqJ2GMSUg3TKio4tmV4pnPw/4s7/1KLwAkPdSq2Zab_tezck1A/h11/h001.A6zy9kB_oeBnT7nsnc3FSfBcxwB_UtFJWPzqpp0FPZ4" target="_blank" rel="noopener noreferrer nofollow"><span>Β </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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4av8IXy8zkuQULFQAEGZe_AW_6cjpFs6n2sVpKp9ih2__0zjnj3ErnPfwSZGhpq5cGbuotFrQwf_4BOnAG55J7sJCT72yTasG1OaOjFbzvt81HG3YE6NedH1scXKa3xtFkabeFc8jTacruTQVK0_PX6Iylf4k2dYGY4E6vsr_EoqSSrMG9D4U0WJ_9MyrPcsfMR20r3D6sd8aMPR3Huuq_JWhqU5bfUEAt8s3WHwT3zGT1w7gaYIBk7Qv31Dh5z8ZfuK5hx3nE1h2VxLM0OhUe6iKzBTlMIjZ1kvishb1Edy/4s7/1KLwAkPdSq2Zab_tezck1A/h12/h001.cN4Md7eTojFPOfJeVH8xWSgdb5FyW2eS8nQ2XboVe3c" target="_blank" rel="noopener noreferrer nofollow"><span>You. com</span></a> pairs coding help with grounded, cited search, so you&#39;re debugging real answers, not made-up APIs and phantom docs. </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%;"> Try it free: <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4av8IXy8zkuQULFQAEGZe_AW_6cjpFs6n2sVpKp9ih2__0zjnj3ErnPfwSZGhpq5cGbuotFrQwf_4BOnAG55J7sJCT72yTasG1OaOjFbzvt81HG3YE6NedH1scXKa3xtFkabeFc8jTacruTQVK0_PX6Iylf4k2dYGY4E6vsr_EoqSSrMG9D4U0WJ_9MyrPcsfMR20r3D6sd8aMPR3Huuq_Jzy0WSxg450uyiBLA4CHii70C0_IBPFnJFpFjWrSmymyCdN31NIX6FsAfYAB0j-dILiE3NHt8zT2by2WYR0Uit/4s7/1KLwAkPdSq2Zab_tezck1A/h13/h001.sdYv45LioCXdNhVAJDr_w4yI_nXBRMGpj-2TjtX9Nao" target="_blank" rel="noopener noreferrer nofollow"><span>new users get 100 credits</span></a>, no strings attached. </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.WM_5VEepnkJ2XyRjDAXS4av8IXy8zkuQULFQAEGZe_AW_6cjpFs6n2sVpKp9ih2__0zjnj3ErnPfwSZGhpq5cGbuotFrQwf_4BOnAG55J7sJCT72yTasG1OaOjFbzvt81HG3YE6NedH1scXKa3xtFkabeFc8jTacruTQVK0_PX6Iylf4k2dYGY4E6vsr_EoqSSrMG9D4U0WJ_9MyrPcsfMR20r3D6sd8aMPR3Huuq_IL_rYpz3Thm34a8nzCJzc9oeMNZ3HqRyUob1a_lQMgWtPBHXJ4GwF-5VrIKqse0mQ9EU3cdEtDoF8VoEhU_P0j/4s7/1KLwAkPdSq2Zab_tezck1A/h14/h001.u0xES2uWm0J3M72HVO0iRVrj9pxtTAackFhWZNWSWr4" target="_blank" rel="noopener noreferrer nofollow"><span>Sign up now β†’</span></a></p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> &nbsp; </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,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 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>Your AI coding bill has less to do with the model than you think. Here&#39;s why:</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.AtRzLqL3EQmRcf6rV4XqutsrSwrlXUa4CLXik5r8lE14OskpEY-lvuVdJDJ8mMQJTaliTYjjFOGDtezOENLm1-smZQU1_JTt6Fq4cBWt_cFFPLjbMs2gFFL7pNVEpL9d4JJ8tx-J5WdGXjcwdbuhQerCvRAZastJVGviM_stuZl4fT1kempxk9t-BoBzZKaIdSiyvO5rmNeeDZB0oyiRg8_mDL08wmmaBujxtiTpMHUbghAqi8Mn_g3BCfuOzTdar2rdSTlr591yCBT3VO_YjymqpIV_aPMgu5AmhGSD76NOK7X__WJoYWLrM4mnx8-Gj1bSOLdhCpO_9y2puDcYnPbxfjifc-67LB4IkgB9gVvRRxdXICkH7ATipWun4YwvGIhU-Csxj7mB-HhfxuOBuz7TuSmK2PGpf6__m4tjfHB4iUdAyDIB6P7oaA67MS8M4Xug9DdH9RZ6mi5xmMyjbg/4s7/1KLwAkPdSq2Zab_tezck1A/h15/h001.5U6bBCPWY6g1sjBW60mEplEJCWOauCQCYRYiXSaIY9k" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/a1a2574a-62d2-4797-a349-74164fc46ce3/pareto.jpg?t=1783685444" 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>Cost vs. Performance on Databricks’ Benchmark</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>A benchmark from real PRs.</b> Databricks created a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqutsrSwrlXUa4CLXik5r8lE14OskpEY-lvuVdJDJ8mMQJTaliTYjjFOGDtezOENLm1-smZQU1_JTt6Fq4cBWt_cFFPLjbMs2gFFL7pNVEpL9d4JJ8tx-J5WdGXjcwdbuhQerCvRAZastJVGviM_stuZl4fT1kempxk9t-BoBzZKaIdSiyvO5rmNeeDZB0oyiRg8_mDL08wmmaBujxtiTpMHUbghAqi8Mn_g3BCfuOzTdar2rdSTlr591yCBT3VO_YjymqpIV_aPMgu5AmhGSD76PocEzfxu-U1j-JE2UwSIJRQ2tuJ-fgQJZGIMxFZXzgK-2WSGbfxtURzqTj1XtAnIlmns8xZWJGo1dLpR9o9799/4s7/1KLwAkPdSq2Zab_tezck1A/h16/h001.R5X0kZ_epUyma4jLFdyJ7jRESL5Ovvfd0xYjbdNyKh8" target="_blank" rel="noopener noreferrer nofollow"><span>private benchmark</span></a> by using real tasks their engineers completed in their own codebase. They tested various AI agents on these tasks and graded them using the original pull request tests. The most surprising takeaway: open-source GLM 5.2 performed just as well as Opus 4.8 but cost about 30% less per task.Β  </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 bigger gap.</b> Every model runs inside a harness like Claude Code or Pi. Databricks found that using different harnesses with the same model can double the cost with no meaningful change in quality (see the above image). The efficient harness sent less context each turn and required fewer runs to complete the job. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Sticker prices mislead too.</b> In this benchmark, Sonnet 5 actually costs $2.09 per task, while Opus costs only $1.94. Even though Sonnet 5 has lower per-token rates, it ends up being more expensive per completed task.Β This is because Sonnet 5 takes longer and re-reads more context to get the job done. Ultimately, the only metric that matters is β€œhow much it costs to get a code change that passes your tests.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Your repo is already a benchmark. </b>Databricks points out that teams merging PRs are sitting on a goldmine of evaluation data. Merged PRs capture real intent, and the ones with solid tests come with graders built in. No model has trained on them. The post outlines a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqutsrSwrlXUa4CLXik5r8lE14OskpEY-lvuVdJDJ8mMQJTaliTYjjFOGDtezOENLm1-smZQU1_JTt6Fq4cBWt_cFFPLjbMs2gFFL7pNVEpL9d4JJ8tx-J5WdGXjcwdbuhQerCvRAZastJVGviM_stuZl4fT1kempxk9t-BoBzZKaIdSiyvO5rmNeeDZB0oyiRg8_mDL08wmmaBujxtiTpMHUbghAqi8Mn_g3BCfuOzTdar2rdSTlr591yCBT3VO_YjymqpIV_aPMgu5AmhGSD76OogBhKmbv3T1k2poqhRF8y79OaZMGRZNw3SxmargutxwdbbdJOLLA-hlCN3bvZYGf9fGILuC09srgN9_75uzzh/4s7/1KLwAkPdSq2Zab_tezck1A/h17/h001.hv6LpvkkLw2172GIf7oUpFVaaPJ5mRG6FEwRJzxgJNk" target="_blank" rel="noopener noreferrer nofollow"><span>step-by-step method:</span></a> pick the right PRs, rewrite their intent into prompts, and hold out the tests for scoring. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> &nbsp; </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,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 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,width=1920,height=3840/uploads/asset/file/7ca90f24-71e0-4a8a-b215-d1589558240f/CleanShot_2026-07-10_at_12.15.10_2x.jpg?t=1783665993" 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>Extreme Testing:</b> A senior engineer pushed early GPT-5.6 access to its limits, from 20-hour tasks to full app rebuilds. His verdict is <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxiTsMiyZl3b1BdV0fE7aK_uLrptG_MHbTDO4nHgG_PtCzGNmlP0iDMZJ0trcxvE3yhP3zLXMd6mjsq9e1FQflJ6TsZDwf_Wiv1YiWz7uOeiw8pOpUCGyp67X0yZD3v98FCGDxY-E5m7J1IsRL1UGSoU89U-_qgSiJW61uqGtBZNxjm-0m4c1w-raEN4zfvUcwNe_soY5Z9horPN0ss5g6MsbIJ0vUMY2Lnu_fgsDPmQ-ljGKezh5B5q36pUMJLGJM/4s7/1KLwAkPdSq2Zab_tezck1A/h18/h001.039K9Hi6i6gaD8axgnoUoODohFtO1SmdjNMxo8Kf0mI" target="_blank" rel="noopener noreferrer nofollow"><span><b>blunt</b></span></a>. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Frontend Fixes:</b> An ex-Meta staff engineer dropped a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoRU_vu54x3XeB6yDKA6HD9Yle9QJ46lAgnzQNNLQdDKAdJLDXCk8wNBQraIhxJP3Ckei-btupU9fesHOFmiSJMJLExD7lvvE6w6OU9qMgcXgienDo9zULUjiy55HacmQ2-j9BaEr1Phrsc9UtZKnqwuRq6GaNEqxPjDBfxZuH1XMzarLmJtrGPC4Al_M_oI4KjicGIljg5c01fB0wwY3jKTDJ1gKMuteOekDPGmvwqU-OmVApERUBRu2eY6zStYvsTFA-yLplh2JZmRMks7HCDnoi_y4dGUyb6Os8eQd7M09x1UzWEmCYFzTh4PkyJlOFObw_DU7bckscU4I_GvKBHRx2HM-CzFFjb-ugmr9QfvPti-bdBTTZ957s2F0CwgYg/4s7/1KLwAkPdSq2Zab_tezck1A/h19/h001.J8jiSth7WJnukEZAE2YIvjs9HHDPZzRhexUo1YrtyDg" target="_blank" rel="noopener noreferrer nofollow"><span><b>9-point checklist</b></span></a> for fixing slow frontends before they cost you users. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Agentic OS:</b> This viral <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6LhlofTb1twW9bUGWHS12RPDj9ekoSu2bebcSzq-bkQe33Twrx-3vqYzQJovebkLzi56dMQNyOwftK_PeLkprQxqeC5nAwJ33tQcii_mtTZ2CtoEbHirAfbbST4bvWR2vEDkfRfAzdb5b8EzlV4h526pTWv2tn4EUqxfau9amWG6eDITzxsD2fcId91y35--Rt3s_qKdTXkD_Rrgwie9hmKqNvpKxOfIPxyg8hFgpSgd7VGKwQDewvFqyx1vLfmyjI4hlBvXgIZQ30ej0ISXtO2i8BV5jhoCO6tqye1hqNf/4s7/1KLwAkPdSq2Zab_tezck1A/h20/h001.CuukF1Ieto1A44r5kxl9LMyumjcvZPGK3ePCgH_TP-g" target="_blank" rel="noopener noreferrer nofollow"><span><b>guide</b></span></a> turns Fable 5 into a system that ships work while you sleep (1.7M 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>Apple Design:</b> A Linear design engineer reviewed Apple&#39;s WWDC videos and turned them into <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-KK-4p14FCky9nVc7XwEpk0tbpSSnWcnCzRpobGcu_ECRm_CRdfXNEgioNVN3ab-rS1lVNOcfYRg8s_dlpQYsLRyXz1PZYuSS8HWDfLsath77mu-DZNdRi1VDn2pf3Mc0cj2T3xJ617z6jsA2_zqS2ExMMeGtStHrdBOSEmfZ7Uk-x-Qqsp80X61-N2tT1SdtnSbNV9QvEeu7K8hyBt0xFqi_SOPcNujhRzDiNzPyL9XdUE_e9xQRnv4iAszjvZhbLW1kYYcmzeW46MBmpqNXUm9Rk8EuffFkgsOu9n7oZN/4s7/1KLwAkPdSq2Zab_tezck1A/h21/h001.hH6WshqWLAlsRivbndhVOYnmNkT752o0iYu-dzWeoag" target="_blank" rel="noopener noreferrer nofollow"><span>17 design principles</span></a>, packaged as a Claude skill (9.1K 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>Claude Code Tip:</b> You don&#39;t have to wait for Claude Code to finish a task. An Anthropic engineer shows how to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L3eFXf30zcDFvlMTAvTe0Gx-4-I1YAULDI8q6Uj3VSjZRU4sXAfqaLxrPJkyfyiCqVnpkJwiBFtBHKT51oydDo3Bf5kRs-_Ve3gOSWLuX1qDLj8w-nXcr17fA1ZsJu0TCUsxNxE6T0eN-Di3sodl4JmsNoHeA-T3ggq5NwUe_5JgjTPCxakTso5QisAMsOARjH6Iziq-HiKzcmRyemxJwFkip6qqGR1x8EDi8Zb0OI_v2nRa_RJ-cHKQ446-nx8bpEsHbbofsWdTq2oRwihxljN2NFEfYutC5AlrGrFNSPN0/4s7/1KLwAkPdSq2Zab_tezck1A/h22/h001.AqT04HynPRDuZHmkuqNeLlNAU5UXIG4fJPc6k4zubis" target="_blank" rel="noopener noreferrer nofollow"><span>queue up</span></a> your next prompts instead. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Career Advice:</b> Google&#39;s former AI director on why the best engineers won&#39;t run hundreds of agents and the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoRU_vu54x3XeB6yDKA6HD9bIvwWnl3kPhosyE5WViCO1xkmr-7DzPQM6-F9Z1_i-vMO5Pdo8F9LQcpgWqFPz-gmS3nOkyIQhTC6t5I1uBig1KvYcXeQf1NolDN8aXbsbyTiFheVbreJzCYqoCKYTo6MQRaYLa-8F36pST_7MeXJ0VOQS1etv1cy05PmoytX1ZVk6PYCFGjD3dXS6pGaMzh3qggtfmr6yJ2iLAqZWWewxqOTGbisZn6iGqYRdT3x9zUG_8GMI9snuWMiVUmMMurR0PLi4gN1YY2spynHTSPvvggHVKI_FoSLCWmvQsA9_CmgrIrnKoJHHR0c7BKDm9CO7eYzM8b469iMhevVSFj4/4s7/1KLwAkPdSq2Zab_tezck1A/h23/h001.IYj38xQkv4i9yDPksqoWdYbF63DrUXkCGfY2Cdcebvk" target="_blank" rel="noopener noreferrer nofollow"><span>5 shifts</span></a> that will matter (1.6K likes). </p></li></ul></div></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </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,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjy19hcpwQuljYkJ737b_Nk-Ml0F2E5QAkynzCWuqlLIeDQjb5eBF40rThsRW0D7EAtcKTK14tzgFkhdVnzyYanjw0rKUmYDNASyrDv3yaCW3mzmm1pTrurOCFP9lHF5AXlsE180M3smaawuYW9o8jPO2fZ1iV7aIodtMGfcQs7w4eBWN_UYUcV8Wom86YJWehLv8-MlkxtNuyTP-LmQOCMzSbkF0h-4qFGPm43CQ1bQMctOadRnRCh0MtGSDA_yVn8/4s7/1KLwAkPdSq2Zab_tezck1A/h24/h001.nryXQobOGZlz1f9JlTU4yfYQEagRTwIxdNiNNFlQ6yA" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/31727f40-103d-45ae-b1c1-2d70d905bb91/Thumbnail__47_.jpg?t=1783666098" 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%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjy19hcpwQuljYkJ737b_Nk-Ml0F2E5QAkynzCWuqlLIeDQjb5eBF40rThsRW0D7EAtcKTK14tzgFkhdVnzyYanjw0rKUmYDNASyrDv3yaCW3mzmm1pTrurOCFP9lHF5AXlsE180M3smaawuYW9o8jPO2fZ1iV7aIodtMGfcQs7w4eBWN_UYUcV8Wom86YJWehIN5u38WxQ1p0fY-8dsSCNDEHUg1tX9ep_tlUoKWqYGnUB7f5byexXvSKDq7UsHpys/4s7/1KLwAkPdSq2Zab_tezck1A/h25/h001.L1yDH42nyRoBeFqMErXxdDrvITzgZoljSIcyEb59fbY" target="_blank" rel="noopener noreferrer nofollow"><span>Senior engineer’s updated agent skills for an improved dev workflow:</span></a></b> In this tutorial, former Vercel engineer Matt Pocock shows you how to optimize your dev process using v1.1 of the skills repo. You&#39;ll find major updates like renamed flow skills (/to-spec, /to-tickets), improved grilling, a full development lifecycle, and the new Wayfinder skill for planning large projects. </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> &nbsp; </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%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkqz2-3l-pyAy6lC4-E5fatkth2FX37Es3JNe7NrjrrGYlUDfkUE24LfT_upEq3uAnDWlz-4rithQ3SpH_-ZszTyv2spTJLvVuPQhTQFhgPwWbVUlIPd9eXf4-JiAJVT8vfUlJ7K-qbynrTSyAUxTl_uhnLRyY-pmF0ZrvMem-uHo0xnarruHIxjX9j5-w7EnQNiWLi7iFGIvS4trXplTe7yQErHEIgDKpbO7RtpI-yN1sDutLaDrf-f9S5-t1_8q7L0lVFzuht6ZRprHGOrOocI/4s7/1KLwAkPdSq2Zab_tezck1A/h26/h001.t6jkAox5606ms-ZAsFPulWGO_sTbY7o1EepYmJaT_60" target="_blank" rel="noopener noreferrer nofollow"><span>agents-cli (by Google):</span></a></b> A command-line tool to build, test, and deploy agents on Google Cloud. It&#39;s designed to work with your coding agent like Antigravity, Claude Code, or Codex. </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> &nbsp; </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%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkrRlp0j5rhn970_Ek4BYmljy1NseQtUBRtbCyDufkUa4wR39uLKD_IwD5PSq4VlJk-W5zdc_wqRgGuj8FDA8bBpfxSwUkb5nY8idJCfK8gXXm3uzaE1KQL_eObvnV7EVFOVS8vGHMouG7FwXolaHtmj9InV8R0v9-0gSnq5IhbmYbDmLF43mqbjIYLO6FFN21uCUwirOCJPxmx9Ei-3hrONHgoUbqHrlSCP6spPeuzWU83i6i7MUh4a-1I0G9b_qwzbPCjYBPaRKmOhMdRmw9wU/4s7/1KLwAkPdSq2Zab_tezck1A/h27/h001.akwiZF4jdMuIbXZjphbhrN0hKiUSU-DxWk3epSh42CQ" target="_blank" rel="noopener noreferrer nofollow"><span>Claude-Video</span></a></b><b> (6.9K ⭐):</b> Claude handles most inputs, but video was the missing link. &quot;/watch&quot; fixes that by ingesting your links and recordings. It analyzes frames and audio to answer technical questions just like a teammate. </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> &nbsp; </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%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0ielihvD-5Sd1EZZb5BrovCz8qB1OdpWdj3e1LZt0fbVkTTbn4Do6KLyuGZjCGBTLrLpXxqBEjSSLQt0hWm-NkmFbCJnIq8TzpFbeStvpvoRBIx_v20DdKwgYgx19lc6A-JB-aEXIJjbZSY-g3vU0XEUUfrwtHhQ4Cv9k8WCzzsyjgReGCKrOyHwSnpyd52ZV8_xzAWGqIJgm0DCNK9SY-Mk53LY4EOqsA3JpaLH_Uz17ju-EMWxUsrWKtdg2HaUqNSpRqwI4qqNZNh4xbArm-wa4ZFhDBEZ4Eubsm4GdGdXortimGVzJ2K9JKkCXKwpNbuatsIvCEk3nBh0ESgjcMS7aLJgYzzA2NWKh2f3Eo_B/4s7/1KLwAkPdSq2Zab_tezck1A/h28/h001.h710LenboIQ7OV_cxtjPFXXuexED-yzzB_uN8Ks0Qgg" target="_blank" rel="noopener noreferrer nofollow"><span>How coding agents work</span></a></b><b> (from the co-creator of Django):</b> You can&#39;t get the most out of coding agents without knowing how they actually work. Django co-creator Simon Willison wrote a practical guide to fix that. It explains technical details like system prompts and execution loops without any fluff. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </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,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 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 run Codex locally</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 usage limits can run out fast, but running it on a local model bypasses the quota entirely. Thibault Sottiaux, OpenAI&#39;s head of Codex, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lz220p-3YFx9-uFJoaQUIUsFbBmJrpnh3zmpT-Piy0BtL21izqqFTxfOAqoI0T70fCTh7nBkitCPjh-uFFi-qSu9qbGZ29zFHiapt5EgPmC2phU5RnG8pNqaD97CfMasRsitRSs6h_CAA2AEOgpDUTIp7pON1rCkSQSiFYStumtMojAk8B4pSHbD2iv9tAIJQZg8MkV2fZMHz8PMqyJxoQAeCgSTMUDRPCe0UZ02r8YPeSogeBmbZC4r8vsa8mnzBb9roRJUNW99JJVHSDdHKRI8UHVMclSxKuSD7pyCL5OC/4s7/1KLwAkPdSq2Zab_tezck1A/h29/h001.ZJ79m7cpZqPdyqU2CTPjA5CEFlW8UVSVBk79uoxXntg" target="_blank" rel="noopener noreferrer nofollow"><span>mentioned</span></a> this in a post back in June. </p></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ol start="1" style="font-weight:400;list-style-type:decimal;margin:0px 0px;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;"> Install Ollama from <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx18wC8miy2RHtgAkjfZsHrRnZwBZY5rL5IdxwvRzomEPuDfEDeg7XWQmXrpvImmnFdEhCrH2sY8S24JoAuxv3ALsae5EvjUJhtMAExq1R6HfriFpa95UZAvgCsZjAzSliM7cb6XZ7dJjM_dBYAf2p1pbxTYs9OTFdrHidLmCnDZLDuUOtCx43Q9GmDKWeRKZqnCM95vQNmXvJQ2fCs17m-B22Zfoo9hmM3efuxIyh7fqY3pPtlbg4FdtFX9z6kNrAatQ/4s7/1KLwAkPdSq2Zab_tezck1A/h30/h001.bnAjKpyM2Iiuajx-i4DHVbBCezUFpqEoXYwuFRft7QU" target="_blank" rel="noopener noreferrer nofollow"><span>ollama.com</span></a>. Codex CLI should already be installed. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Pull a model: β€œollama pull gpt-oss:20b” </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Start Codex with the β€œ--oss” flag, which points it at Ollama automatically: </p></li></ol></div></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code>codex <span style="color: #7ee787">--oss</span></code></pre></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> You can now run Codex locally on your machine, meaning no API bills, no rate limits, and total privacy for your code. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lznXd49QiNGJYJE2EWz2vZYjiAu2bc3C1VxEhvESjF2dpEGi9OqimHTWLTWlWKmQTp7t2eUaGW25dPQ5_5bzN9ONvsCG48FlHz_g9IDDcIuL6ImoB1N-5HVn_PXt12V3NMBcRQSs8yGr7eP0SRVOwjd9GjR8ZGa3sFu_WhNh03KdcvlDZjD0Up1Ruc-RNkHtjwqmPL29Mfdk5hqnm--6jOmiSKy18cNZiPrSahUN3Z4mMnpveNMFvuDw-ZUYWM6uWN4pRUwsvMpnGJuCQW47UtgfLlIEaon51TOtWEI52oREtd4nJNDRplPPrany3NGCiflhhEevu1CTinLKGpdFsBcn802TypZ0r8RNMpYUA4fEG0zdOCowZbpRoS3ok3F9Jk-fYncccblPmBZ3N_06JiCkBXMDi1SNt6nka0LABVgOOGQOyM2yBQbbDXWGEuOEvQe5yqwNqf45Imc04fdZRg/4s7/1KLwAkPdSq2Zab_tezck1A/h31/h001._cfpYNqjqVmjFtD0HPZVn-kY-dBng8XMDAB0KkQ0F5c" target="_blank" rel="noopener noreferrer nofollow"><span>Full setup</span></a> details in OpenAI&#39;s docs. </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_32RHADPV1eDQCx78v34otCR_ko7jMA7Oxs0csBV4o4Akt8WA1OqjtVLIvlnMfMFZvOP67-CRNtdC-SBCUuZUEwit2ATKeHd0BpkD_WLsAeBTUSsFCX5Oy7yIEQOGU1JgZufnAgJ8wsg0Jo68wbDYQGB3L82pFBgjs1D8iic2I3fj6lU/4s7/1KLwAkPdSq2Zab_tezck1A/h32/h001.nUQcj7U5hKV4j6d89oo7km_DIkBVEmh0KxlYyu1mP9E" 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;"> &nbsp; </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,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 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 open source tool lets you run AI locally with a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L525pnzv7i7wxBXtmGDdJ5kPWzDLjoxYHmxiipB9hsn1_MePazKa22IFqSEdD1aM-WDxxDw2jiGAF8bVp1LdFxe8G43DRl7Ey2e6zBAw3aG2PMmdhb8h3O_KBHd0eg1I_WxY2SFSZOX2Co3tCbrL8_LJsjQyn49HIVKAxdl57RkV-OPn1DcqG-9T3Mzs38nds9zK-x_-gBDWMwREc7VtwOVZn_bpH7dOMKnbJRckWntgHVksvNxD-pmOhLS2fijqMhpn7f5d_CmxBE3n8kHsNc5Bo9EdTZOdi6WoBPZMcnHq/4s7/1KLwAkPdSq2Zab_tezck1A/h33/h001.t8-2kgSxfbs6vVebhz8Ily7j_keTKhtvRX2okR_1exY" target="_blank" rel="noopener noreferrer nofollow"><span>single install</span></a>, automatically choosing the best model for your hardware. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </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_ygjggEXBnwdJX50VI3VNf5mA585KGa05QZ-u4YxQKCpdk6OtXrOqFcK6b2HY6evMqMvBMdritCAEdC9LeiG5TW1A8U3OkezmLNOHLddeGlkvbezoi79_l7LNdLHa4R3eO-crozT_34HicKmRr3S_I3_527Bjs6QIdCVo0ora2zYa4Rd7yXs_nsJGy_dslEnseGzbzs/4s7/1KLwAkPdSq2Zab_tezck1A/h34/h001.A9vavEZxCNZuptnz62d_-rJVJBUPM2EtUUMdngTt2qY" 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> &nbsp; </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&#39;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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GGFjJ6yzdlsgBxBqYL7bv8t97oq11XvP7n6qIw5tQCSnN9iXENnBQ5KMGakfl4EMj8Bl_FELTFYShESUS-tn66k6EXpzmT9KMqlNmMogJmxHx256_LZDnxvunIcQzq9WzRZ67ZWKifh_LnFkN5dIOrxD0wC6-21ODpauzrxX7JIri4HwBnF8tf9aQ2PclSPUlR87GmI4BVfyJqputBkLeVkzctyOaTkD4RNIXMgy50fZqS-KHI8eR5l69amGdWGDHsEnOzRiqr45NpjtHg31_5fIEv3jbdH_-zLoNAomjkvrPOH8Xfo04oChtn1ooPjkkL-3y7W8z62_exsVnmlpUItFUYN2L0Vz28Jv6LCrTwyEcRbshuxZGBHk3U2XYqgtzTgzqAsD_yZYrZ3NmIsFAP1EqxxOMlOYGMSG-o_TUIQGT3Q-Gg0isR3UxAVJDddWGH7i1Zwd-83Rn9vUoB4JyeV-ggSEgtGgSq-2FnoODhLkxrCfQlPjOsQoM2KkRukCYOyGNqNOGKPSwpcuAtKBWgetCZ1xzakdIj2ou3wwbk6HV5F8jzbJNVxNqDonaMsl4gfdYaXuJ08weXqZoxJquWLMcfkuHtHeO-JVW8suvIVKkbtNjdnUugle5fah8bQ8dMSFtNDpX8KQjT-6_nDOi_mNpBiXUWp_2JutKsvpOyxwa_VKjS5y7WrKV9ucX8mUpGKh_C_Mm7ZL2VSUkX91BQTsKbeel5aG0bh40r7Rf_PrqBjthKWHFeEg5YsERvfFbJaHRtzakxJBSvIn_6gPuEAqzSwd5GLHw0tpzRs6V73s1ZBiB6VmRz9j2f1tKuYOL_91RU5KmmbLAOrEb9xqpMJRtyHOFH1nG6lXrdHYoiIiF8Rjl9ze8cm-aQrSpBB8cUjS9WoNUISHf6q7-mwKJ8p/4s7/1KLwAkPdSq2Zab_tezck1A/h35/h001.HOj8qUgfb2aLEOtLBKIKAub4vfxaA6fyBiOJWboOPLw"><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_h9ck9FHbNI2PLlQBCctqjw_rNDNwGQ7WfMHmqwCaes5ISA_4CDDe_Ej00TDDGFGKyj1RO_IzHZT1-TZlSAv-fGVjO2OteGvVZf-bwZQDkm96fNci57UDi96ENQzUOdGHU1f3_6LL8ZTR9B-wiAaR7yoxGESwv8Oy7tySxbYWmJsI_xv6BfOCJTBWoLHDS7mRQYDu1V1V24SWY6ZnxCxOgK0onG-b7jOBIIyGDXEC_HIKrr9mAu3_4fwrnwfyfktIY07zxL5UmXpA0NnNx9KmK9xTnbAX4O-06-2pp2xmqTLsyUzKSkuKznXZ4kxsIC5uDY1u3OYQztFZ9xlSu3gBzRsGgHg1ygyrOGJ9v8zdskrPG0L_yLcJvEJG-OpBJ-rJwomJQ_Kw0BJVnAQycUUbijlTuH6nP_Je92wsiQxd7U6QyFH2-GVgDe4y-CjfeCHDGppodB7gFz5CpJr-voGR4ooSAdtQPk_ZG05gfOT3EWsD1ZB-lvKbiuc93Ey2g6KMZDKRrMhotPOU9OZEGxBkethPoywOtePqMNVF9tDllrf6iaggWxIv7uaKHz8dmWuU3gozYJMbcJvLb16bJA7UylDbsbcwO1RWRGqAWIBdYX3RR6B7jA2sAXtffAlu4hepdQyW7PKn7jufz5VYoAMDlCFILdGqPoKudgzhiydBpcLzaWmmP-Kw0CDlcOmn-E-PZ0TMMss_pbqlibecq2nRKL7JjmD5xJgejmXF5V5BomDVRXKrAvXpOHQwsIJgWEEGko411c6NXr-tndY7oxQJ_m-Q9sbeBCXJmFt-HPH1SZa2o5gnxvIAMpVaWE1VxJwtUvbpW7dhHkKI6P9peyQr-pqomUYKzwAAcKv3nY51J-vxD1o3DXZ1FtfOUKjZTxpxsOUK_YVwmn3_RsFpBFP8qPOYV355lvZ/4s7/1KLwAkPdSq2Zab_tezck1A/h36/h001.OZpx3o9R6DowUHuWmQ-uqnlL7OVxZ3CrygFUBe6uw1E"><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_s6AftXBC3OfCry1RhCHGHnM6l3nHoNmI_GXgqZ3TF0GWcu2ArfU-8D2UJni7aoZcJte2cz_Zr6NApJJ124VDaaTrjuE_aQ6_9ITU_um8uGrevVzJ88DadUxkNyRk_3jb9psOLNbEQ19DDkV--R5z0jBGgHYdiO1jqrgbSC1tlhOihJ13e15OrAI8HybWlriYJKIMq1JSRbuc6x035KUgmsEKQNBBvN3UA1ABFt857QiyzIRxbis3runeV4CcWDQXgqpqp_7WctgFZzwROMQ8_XbWo22Gj2jUm3vZFpSmObX3-_6kZ3PGFqCzepMLA1Ebbi_5UpCXHZ-mI-uIIvp7iiLWzN8qX1P3uPKj9EbYRepZ8hCpD88WPDFFCCHrrEcWB_BmnZNSvWy9xJ_cJsPZRShgt-6eUfQuMMbNDF7VPepHVl6NK8QzEl-RUexlOJKaGAqb_MTqnhfgg18_QbOsV566LWiV60nug0a_Z5AqYfSEEBM38361BV-zaxtwqUxA5Xt_L-gQygpMxkAOyCMDWf1f6OQSU4bE1G3GMXdH3lA_CZl_SMgnWoTvq1B6QKMG5BhsXuXAGv6fpEnI9sWExzAIspjoQ3TdqKc-FgBtdsYZQHN6W_Yff42kcgBkIXYiYploSTi15caSCR6xcF7kgEw6onidxx14IaAAAk4v3uWsjNh8-qXx_fkFP63XU0CApfbLZKDa98Gnw_IDD9cAtY8Uqe4JhAbgpTZW197lKOekTKENtlUJbL6Vn6EwlIeAq6Lzx39ftIeOa4Llza7Mhlc-KT-CuJf8csn9lz9oYhXmjFc__7wI8OycKoFCMIOy6qYO86oluWIcWuWYWCm-Nr-7pWHR7aYmWRQRcSTSS-oE0C3fkQJ7s6iqDAE6F3Zn_4ow63PATiPxBzKvwEPSN6fHY6m9YmZlLSjn_JF/4s7/1KLwAkPdSq2Zab_tezck1A/h37/h001.i8OZPo3h0k8OohsRy4h1-mzzOqbcS9LnWzFGH5OUdS8"><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 β€” The Code team </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; 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**Welcome back.** For two weeks, the strongest agentic coding model on the market was locked behind a government approval process. Not anymore. GPT-5.6 is now available to everyone,Β and they didn't ship the model alone.

**Also:** How a senior engineer uses GPT-5.6, a checklist for frontend optimization, and ex-Google director’s advice for engineers.


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##### **TODAY IN PROGRAMMING**




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Follow image link: (https://x.com/OpenAI/status/2075271425548795909)
Caption: Click here to see OpenAI’s GPT-5.6 full benchmarks.


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**OpenAI unveils its most efficient coding models yet:** The ChatGPT maker just dropped [GPT-5.6](https://openai.com/index/gpt-5-6/) in three tiers named Sol, Terra, and Luna. OpenAI claims flagship Sol leads the Artificial Analysis Coding Agent Index with a score of 80 while using less than half the output tokens of Claude Fable 5. All three models are live in [the API](https://developers.openai.com/api/docs/guides/latest-model) with Programmatic Tool Calling and a parallel-subagent ultra mode. The models also power ChatGPT Work, a new agent with Codex built in that runs across your apps for hours, delivering finished sheets, slides, docs, and web apps.

**Meta debuts its first paid AI model for agentic tasks:** Zuckerberg's AI lab just shipped [**Muse Spark 1.1**](https://ai.meta.com/blog/introducing-muse-spark-meta-model-api/) along with the Meta Model API. This marks a shift from their usual open-weight Llama releases, moving to a hosted model with per-token pricing. The update is built for long agentic tasks. It handles planning across parallel subagents and manages a massive 1M-token context to help big projects finish faster. You can check out the [API right here.](https://dev.meta.ai/docs/getting-started/overview#first-call)

**Ex-GitHub CEO's startup gives AI agents faster Git:** The new venture, named [**Entire**](https://entire.io/blog/an-entirely-new-git-hosting-network), just released its distributed Git network platform. Your code stays on GitHub, but agents can now clone and pull from a nearby mirrored copy. Founder Thomas Dohmke says this setup eliminates the rate limits and latency issues caused by billions of clones hitting a single server. It works with Claude Code, Cursor, Codex, and Copilot. [See how it works.](https://x.com/ashtom/status/2074863476959248876)


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Caption: 

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##### **PRESENTED BY YOU. COM**

## [Ship faster. Skip the hallucinations.](https://you.com/platform?utm_campaign=26337114-Superhuman%20Q3&utm_source=external-newsletter&utm_medium=email&utm_term=thecode_primary_710&utm_content=thecode_primary_710)


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Caption: 


--------------------
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Caption: 

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##### **INSIGHT**

## **Your AI coding bill has less to do with the model than you think. Here's why:**


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Follow image link: (https://www.databricks.com/blog/benchmarking-coding-agents-databricks-multi-million-line-codebase#:~:text=Figure%201%3A%20Cost%20vs.%20Performance%20on%20our%20benchmark)
Caption: Cost vs. Performance on Databricks’ Benchmark


--------------------
**A benchmark from real PRs.** Databricks created a [private benchmark](https://www.databricks.com/blog/benchmarking-coding-agents-databricks-multi-million-line-codebase) by using real tasks their engineers completed in their own codebase. They tested various AI agents on these tasks and graded them using the original pull request tests. The most surprising takeaway: open-source GLM 5.2 performed just as well as Opus 4.8 but cost about 30% less per task.Β  

**But the bigger gap.** Every model runs inside a harness like Claude Code or Pi. Databricks found that using different harnesses with the same model can double the cost with no meaningful change in quality (see the above image). The efficient harness sent less context each turn and required fewer runs to complete the job.

**Sticker prices mislead too.** In this benchmark, Sonnet 5 actually costs $2.09 per task, while Opus costs only $1.94. Even though Sonnet 5 has lower per-token rates, it ends up being more expensive per completed task.Β This is because Sonnet 5 takes longer and re-reads more context to get the job done. Ultimately, the only metric that matters is β€œhow much it costs to get a code change that passes your tests.”

**Your repo is already a benchmark. **Databricks points out that teams merging PRs are sitting on a goldmine of evaluation data. Merged PRs capture real intent, and the ones with solid tests come with graders built in. No model has trained on them. The post outlines a [step-by-step method:](https://www.databricks.com/blog/benchmarking-coding-agents-databricks-multi-million-line-codebase) pick the right PRs, rewrite their intent into prompts, and hold out the tests for scoring.


----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption: 

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##### **IN THE KNOW**

## **What’s trending on socials and headlines**


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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/7ca90f24-71e0-4a8a-b215-d1589558240f/CleanShot_2026-07-10_at_12.15.10_2x.jpg?t=1783665993)
Caption: Meme of the day.


--------------------
* **Extreme Testing:** A senior engineer pushed early GPT-5.6 access to its limits, from 20-hour tasks to full app rebuilds. His verdict is [**blunt**](https://www.youtube.com/watch?v=mHG7K7QmQyU).

* **Frontend Fixes:** An ex-Meta staff engineer dropped a [**9-point checklist**](https://www.linkedin.com/posts/yangshun_frontend-performance-optimization-checklist-share-7480262685406691328-JT-n/) for fixing slow frontends before they cost you users.

* **Agentic OS:** This viral [**guide**](https://x.com/Av1dlive/status/2074169173178212621) turns Fable 5 into a system that ships work while you sleep (1.7M views).

* **Apple Design:** A Linear design engineer reviewed Apple's WWDC videos and turned them into [17 design principles](https://x.com/emilkowalski/status/2075188252877672732), packaged as a Claude skill (9.1K likes).

* **Claude Code Tip:** You don't have to wait for Claude Code to finish a task. An Anthropic engineer shows how to [queue up](https://x.com/delba_oliveira/status/2075263157874962558) your next prompts instead.

* **Career Advice:** Google's former AI director on why the best engineers won't run hundreds of agents and the [5 shifts](https://www.linkedin.com/posts/addyosmani_ai-programming-softwareengineering-share-7480503398514167808-P6fJ/) that will matter (1.6K likes).


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Caption: 

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##### **TOP & TRENDING RESOURCES**




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Follow image link: (https://www.youtube.com/watch?v=A8mokin_YOs)
Caption: Click here to watch the tutorial.


--------------------
### **Top Tutorial**

**[Senior engineer’s updated agent skills for an improved dev workflow:](https://www.youtube.com/watch?v=A8mokin_YOs)** In this tutorial, former Vercel engineer Matt Pocock shows you how to optimize your dev process using v1.1 of the skills repo. You'll find major updates like renamed flow skills (/to-spec, /to-tickets), improved grilling, a full development lifecycle, and the new Wayfinder skill for planning large projects.

β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”

### **Top Tool**

**[agents-cli (by Google):](https://google.github.io/agents-cli/)** A command-line tool to build, test, and deploy agents on Google Cloud. It's designed to work with your coding agent like Antigravity, Claude Code, or Codex.

β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”

### **Top Repo**

**[Claude-Video](https://github.com/bradautomates/claude-video)**** (6.9K ⭐):** Claude handles most inputs, but video was the missing link. "/watch" fixes that by ingesting your links and recordings. It analyzes frames and audio to answer technical questions just like a teammate.

β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”β€”

### **Trending Cookbook**

**[How coding agents work](https://simonwillison.net/guides/agentic-engineering-patterns/how-coding-agents-work/#atom-everything)**** (from the co-creator of Django):** You can't get the most out of coding agents without knowing how they actually work. Django co-creator Simon Willison wrote a practical guide to fix that. It explains technical details like system prompts and execution loops without any fluff. 


----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption: 

----------
##### **AI CODING HACK**


--------------------
## **How to run Codex locally**

Codex usage limits can run out fast, but running it on a local model bypasses the quota entirely. Thibault Sottiaux, OpenAI's head of Codex, [mentioned](https://x.com/thsottiaux/status/2067181377028538431) this in a post back in June.

1. Install Ollama from [ollama.com](https://ollama.com). Codex CLI should already be installed.

2. Pull a model: β€œollama pull gpt-oss:20b”

3. Start Codex with the β€œ--oss” flag, which points it at Ollama automatically:

```
codex --oss
```
You can now run Codex locally on your machine, meaning no API bills, no rate limits, and total privacy for your code. [Full setup](https://learn.chatgpt.com/docs/config-file/config-advanced#oss-mode-local-providers:~:text=Amazon%20Bedrock.-,OSS%20mode%20(local%20providers),-Codex%20can%20run) details in OpenAI's docs.

P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex [here](https://hackbook-chi.vercel.app/).


----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption: 

----------
##### **IN CASE YOU MISSED IT**


--------------------
### ==**Our most-clicked story from yesterday**==

This open source tool lets you run AI locally with a [single install](https://x.com/theahmadosman/status/2074287304810885294), automatically choosing the best model for your hardware.


--------------------
==**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)

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You can also reply directly to this email if you have suggestions, feedback, or questions.

Until next time β€” The Code team


----------
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