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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Fri, 17 Jul 2026 13:31:58 GMT
Subject: 👀 Chinese model rivals Fable & GPT 5.6
To: [email protected]
Date: Fri, 17 Jul 2026 13:31:58 GMT
Subject: 👀 Chinese model rivals Fable & GPT 5.6
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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: AI-native coding workflow  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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 17, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9tSJMW8Gh41i3h8xZRQdHEModBVJQnasGy2DNL4SDlvn9hxGxTrhi7o_iDBUnfq2HuGUNTWoV33Vqi7Hwz0uOPz7ZtZyHvqdapnqZtYEX2qBhKfMaI9f4t0sS2X2I6Z2uvSqO6dmsVN4YRIO9n6Hw3ZmnPcTz_hoeEUm5iGsylnsYOdt43LPe6eAjYjwLkiWnB6BRiR62PHddrt6ctxvay7YQ2M8xI729973DxU5KqND-m8MDswRuu0ivUxcd6fq_Aj2HNQ3GWaVO0aVseTijDF6T9detLpdvAuiquH962o4eFH5T6hbjjIP-OYtkUet_a7FatFazFBTnKARUm6La9fxttgC1zmlWzUSQLN2ZnpBO1-_gcpMc3Od0eiDlW45tgoIRV5DrWmNgtvDIMlO_F968acY-Cbqq8-xzxc9vocct5oHuKbyN3zzshgxe1VjxA6K5jX9UiAxbzDlrlp14WoROinUvI9rKVk2ScsTqJf5f8zti58kyL3K1JckmjVtrd9pVE8GoC2drPQ7DFAEBqfqPcryLnd7-zP532ATjKcFDGrqfX5VjMAKcr3uxAwFAEReSg78SZSscgHEgaMGoc0jmp81wxuHVGGkhzAHpy0_CkWaKkwxuF-w2wXYP_FPsg8JrYeFnckNIuIRMi7KgKr6Ee4ItXjrqHHLSYbHgmzzE3Q6KZSlC7iOKDESDUJJl2H7r3tksDtuf9ZjJQONpMElingtDe-Gh5nd1vMCnor5sY5skKGpLjMcb2SIBDM0IKlRq1R7eIX1JDxuDAe-Xz5yKITRK_A4B6aqhyApfrJGGPd6MOwOEGFFU-k8Wd7zQ0/4se/cx2Mm_IcTqSU78RJvNWETA/h0/h001.OUWJXa_2jcgqsEg40Elc7WjjlcXD5mglciZbIsEj9Es">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/4se/cx2Mm_IcTqSU78RJvNWETA/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.AtRzLqL3EQmRcf6rV4XquhC3EYsTKaF-NCEPRuu5uLTlpZM8XRitnV90pefSfmdb-ESzXnLTfgRe64onusj_R5RyUq5r1Hg3GguRUk9_RyKp6_3yLtss-B7Mbj83Ciq647c47ibjFbrwbC5gsBDgpLIRc77RJTAIfx2BfJfluYRgnWhhh5Vd1rCeGpZlCDvcHDPBHkUX7ckM7kgwSzKcd6jCu-A5L0tuzWkeCiF54HNbv2Sg5G8lBLg0luT_V96X/4se/cx2Mm_IcTqSU78RJvNWETA/h1/h001.A_Hm28xyQd6THiE3NF4mr5xg-XONUIDkQv4mSAJpTJE" 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/15af4090-ffe1-48e7-879e-ead070c05410/Group_Glean.jpg?t=1784234646" 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> Chinese AI labs are quietly minting billions in revenue. According to a top VC, four of China's five largest private labs already <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1JvWgi3DDRFaMVBTxRUrkcDKSK7tnDt7RXDUFExYepnjuVYF3TXggkLW8ucjGsuflpftlS0o76QZFyqvhHx_tLFGk1oc7k7Jenxek3JBYZN9qaY8-CvA-Xj4Mf87kqLnm1T9gp3RA-G2QkpBZ98ca2Sj6nSLQuPQfNyHOEqGWUpOUWwHL6qzvYaAJ0XWKsozyHgJ1QGA0Vu_BTOli_rbyg4dDr3OeueljWQa31KnVUl1W5IKL8CiJNblydJQCLjGAMh-qGPQCzcNbVwd9tpOAsyVNh5A_3KfIE6HdbsZRcI/4se/cx2Mm_IcTqSU78RJvNWETA/h2/h001.JHN0ZjmOxMZ_VyONRScaPQ-xJZQIgIRFlmPqayt7AEI" target="_blank" rel="noopener noreferrer nofollow"><span>rank</span></a> among the top 25 worldwide for revenue. Adding to the momentum, one of them just dropped a model that outshines Fable 5 on frontend tasks. </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 pick the right GPT-5.6 model, a software engineer’s <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquhC3EYsTKaF-NCEPRuu5uLTlpZM8XRitnV90pefSfmdb-ESzXnLTfgRe64onusj_R5RyUq5r1Hg3GguRUk9_RyKp6_3yLtss-B7Mbj83Ciq647c47ibjFbrwbC5gsBDgpLIRc77RJTAIfx2BfJfluYQ8ulPsHg3779VrS1yJfnG3dFvKSZa_Jy9GAMTmtgrvB9E3BSsk-BhN-ffTBMIKt_MpeImK4nUSMmAkLuhOSh-G/4se/cx2Mm_IcTqSU78RJvNWETA/h3/h001.KpRMhEpDCcbMO2N6kgthwPIFyKxOHOP2NrzIM7uWC7Q" target="_blank" rel="noopener noreferrer nofollow"><span>guide to AI stack</span></a>, and the hiring truth behind a viral Amazon story. </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,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_0gOXDT9LzdPTs1b2IMzsJ5FxlYgjkxXGhnnX5eZ-I5csUrRuKecJ49Q5R6YmiaO4yZiIJl3Lm0rZ1rVrncXv-a2_KaJ52b2iy0r8SFMdZT0oBHsHEcCIBIoK2WDicIV4kyT-j6XkZBlA907ThXP2yQ89-g1vKg2tkHi5zNSzPoGCYirpY6kj3GpoyNJnXw5GW3OpLQ-RJWc2Y-YKNDw1DktACiSNsakXB6-l46hfKj5LN9Ee7YwdkFmMvCB5DH_HpCMTx8naWqR6zOtp6rWuqq5iVHQkzzWaI6Ole3S7_avPQwH6Lv3Kay8M3cVIIy6pTi1q6U8Zw/4se/cx2Mm_IcTqSU78RJvNWETA/h4/h001.8IbX7cN93991-lI7IOoma7GkC3hxA7dNmmrUSzhGTCU" 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/c9fb589d-550a-417f-a7cd-1ced5fc47195/111Frame_1000003554.jpg?t=1784288196" 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 Kimi K3’s 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>Moonshot’s new model beats Fable 5 for frontend:</b> The Chinese AI lab just released <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquhFv7Uw1PGb6bsxAXb8HzjtRNxG7ElyjieaeHHddl84xHiOPucdbaZjPKbilZe9q-PAGpjwFB0Sxz3y39EV0TxkAbBEC2oHKqpSzR6sEhUYKIJYk0r1NTUOy_fz9TDOX8enANjih0M4HdLD1MrdHCiFIIhvGgZpiKGJf7aW3QaYxN86jEemkcNGDNUysERrJmV80CCwJee-EGH7kprlZHmeS8SolJJQan5vAbDHc7QBzWl3yLa1zTUBWV8gkQ_67qBE3IzNO-elyrDVa5zBcams/4se/cx2Mm_IcTqSU78RJvNWETA/h5/h001.dyL1jixT53ciH82L0a9rBsa7qTH04HX0YjLiK_vznYY" target="_blank" rel="noopener noreferrer nofollow"><span><b>Kimi K3</b></span></a>. It’s a massive 2.8 trillion parameter model with native vision and a 1 million token context window. The lab claims it only trails Claude Fable 5 and GPT 5.6 Sol, meaning it beats every other model they tested. It even beats Fable 5 on the Frontend Code Arena, where human judges compare the designs side-by-side. The full weights will be available on July 27. </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>Claude Code now reviews your PRs as hard as you want:</b> The AI lab just rolled out new <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6QQ_ZE6Fd4WGSqqSuMAQUofpu8W5vhTpTZdStujGNSNGkoSqDPsAD7ihi24R1z8P82JrU3uibIJnY_qiXmvVoj36CjmCWNpOcdkz6YbZRqNAGvt5JTDHYQIQErnsL9KNR90XIqoH-FlJQ1f_WxlHXeWrJXrGUANpmnb1vUcrV5MirV_CFnAVBjbQRbbt3hiE66CKBjcqZrgFNKKxgU7g2k-CRIFjj8kX3XfJbI4t-tHW1ZIXtLFZDjIYbaEvlFVw9bb-QKbuI0OjlroSSYzKGtBHoczhnGESHsK-lS6O3fL_jsKe-cmRj4XChrURn9HOw/4se/cx2Mm_IcTqSU78RJvNWETA/h6/h001.mVzuQxPMW0VSbtWJI3hMHBse2ijwG4ewijIg7wvRbpk" target="_blank" rel="noopener noreferrer nofollow"><span>effort levels</span></a> for /code-review. Previously, the command ran one fixed prompt no matter what. Now, each level runs its own review. Low effort runs a fast single pass that you can use before every push. High effort spins up sub-agents to verify every single finding. Anthropic says even the lowest tier outperforms rival tools. Update Claude Code and try it on your next PR. </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>DoorDash lets your AI agents order food:</b> The food delivery giant just opened a limited beta of <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2K4UXucb5bbbYmXzTiaKS3rZ7Y3-MuP-0nWbVD8ISXBBz1Cwe8dgyhyHoGqWlrkaaqATxB38aKBRopHfhd8ZZ2ut3mLsYOd2KDi6x2d9ehF1b9fa2xcnJ_DQtfq6Au1JofXxvp04CO1cdIUNzqa3R2oHkd_WC8EUsTdya3njIKpwS6T9JcarkncaZknBXIk7ftjVgoL5pHQ2XUuZPegea_ODZAYMZKRM_7uAAewckyBqtZhRUbJ02CdSfknKnfeSCZk-Is6B8mc5bSoURYj40OrCjsq5_3-PiZILjEh2vnZ5jWBk4JlcHLwzkcZnMGaSIcGrKslwYjicZcOFRykInac6P9FFegsvpSqdE6lYT6Bf/4se/cx2Mm_IcTqSU78RJvNWETA/h7/h001.z25_soW4zoxIuV_6UaVznrZ4C2f7_G1-BaosM4kPMx4" target="_blank" rel="noopener noreferrer nofollow"><span><b>dd-cli</b></span></a>. This command-line tool lets agents search stores, find deals, and handle checkout. You can now integrate food ordering directly into their workflows instead of using the app. Early access is available via <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7H8H-5XOW-SfYjsH9u5VrvwUTxj1jfEnY_m2TuSeZN_t-8XpuPSU0rWJHY0iaS9HqHlx8qQFKUZndHSapI8v26VZBGPWogjtV2pkKrSUGYNGi6IY178chm5RDBosapS22IrpEdbe7GqHjdtCaSyw1XDqk1ILYmYHZgE0n_GdP3-8ZnXGqHgTZa2K46fGW_2Dv9RqnFrz3YY11gGGtLhkOR-m603Vyf6hr5r83o2LRnvVLdemxh7aQCjZIHHXnEhIOQCtRUiTcCxZ9XOxhwfIsq2sAmLOxK5frUSVqrynz_KT1bC2Er6wGo5CIx1pYLA23KY8uJA7K7h96SZXgKqhaCakGaKwAV-qkIC8ObN13AG0O9gjFum_14DQo2d09qSsSA/4se/cx2Mm_IcTqSU78RJvNWETA/h8/h001.wSwHjv1m9rvM7UK9a-KkiPe7fRc-cwsSUUO6v62sXok" target="_blank" rel="noopener noreferrer nofollow"><span>waitlist</span></a> for macOS developers in the US and Canada. </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,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 GLEAN</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><span style="font-family:inherit;font-size:24px;font-weight:700;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquhC3EYsTKaF-NCEPRuu5uLTlpZM8XRitnV90pefSfmdb-ESzXnLTfgRe64onusj_R5RyUq5r1Hg3GguRUk9_RyKp6_3yLtss-B7Mbj83Ciq647c47ibjFbrwbC5gsBDgpLIRc77RJTAIfx2BfJfluYTOboEwmqJk9KHG6yVFud5tZfxumCgJgdcy5vEh4lMTFHIFXmZ-q4LIo3sOtCmbw8oL7YdBIy2tsSmD38nv3ypH/4se/cx2Mm_IcTqSU78RJvNWETA/h9/h001.EUR9LfaKQPV5G1b8DHop15y63YP89YqK96tZ3ptIxxA" target="_blank" rel="noopener noreferrer nofollow"><span>The AI stack every software engineer needs</span></a></span></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.AtRzLqL3EQmRcf6rV4XquhC3EYsTKaF-NCEPRuu5uLTlpZM8XRitnV90pefSfmdb-ESzXnLTfgRe64onusj_R5RyUq5r1Hg3GguRUk9_RyKp6_3yLtss-B7Mbj83Ciq647c47ibjFbrwbC5gsBDgpLIRc77RJTAIfx2BfJfluYSWMFztTLmNig2lKXYUDQ6a5iblcgLQVereKGLzP_hu9arFqR-G0NF3pHsvNGIfmsY1WxTXVlMiSHoitSzF2d5D/4se/cx2Mm_IcTqSU78RJvNWETA/h10/h001.69dxZdmCitFfXoln4ekhiO-qAuYMne6sKJiS5HwCeBI" 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/9a434eea-e2bb-4330-a40a-5711fb3a4dee/Frame_2083937110__1___1_.jpg?t=1784235008" 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%;"><span style="font-size:16px;">AI coding tools can speed up writing code, but for most teams, the real bottleneck is finding the right context. </span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-size:16px;">This guide breaks down the four categories of AI tools for engineering teams, explains the </span><span style="font-size:16px;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquhC3EYsTKaF-NCEPRuu5uLTlpZM8XRitnV90pefSfmdb-ESzXnLTfgRe64onusj_R5RyUq5r1Hg3GguRUk9_RyKp6_3yLtss-B7Mbj83Ciq647c47ibjFbrwbC5gsBDgpLIRc77RJTAIfx2BfJfluYTlPtpqml-jszdfYDdBIuX_wO0sDWJLE-Xpz3x7Za3EnsJlTmmbugKFIcN7otUr98iZKYK3I8Bup-wWZ-DYyK0d/4se/cx2Mm_IcTqSU78RJvNWETA/h11/h001.8Qz1GhJ0ElwKN-unXyo4WTM6Z2sQXCFQhF2ZqhYoA6o" target="_blank" rel="noopener noreferrer nofollow"><span>two-layer model</span></a></b></span><span style="font-size:16px;"> leading organizations are adopting, and offers a practical framework for evaluating tools based on </span><span style="font-size:16px;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquhC3EYsTKaF-NCEPRuu5uLTlpZM8XRitnV90pefSfmdb-ESzXnLTfgRe64onusj_R5RyUq5r1Hg3GguRUk9_RyKp6_3yLtss-B7Mbj83Ciq647c47ibjFbrwbC5gsBDgpLIRc77RJTAIfx2BfJfluYRjsz49XRFb4AcHDmQCYLzPwB7uPHDcBK9ain49xp7zotVzbbPMLYntBJFvMhmo4WkYmudFORI5Uc4t9jh-ZAxS/4se/cx2Mm_IcTqSU78RJvNWETA/h12/h001.M2eHIHbH8sW8QapOlkdkB-N8q7b6HoR8O4mJX0vwrAE" target="_blank" rel="noopener noreferrer nofollow"><span>context depth, explainability, security</span></a></b></span><span style="font-size:16px;">, governance, and workflow fit.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-size:16px;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquhC3EYsTKaF-NCEPRuu5uLTlpZM8XRitnV90pefSfmdb-ESzXnLTfgRe64onusj_R5RyUq5r1Hg3GguRUk9_RyKp6_3yLtss-B7Mbj83Ciq647c47ibjFbrwbC5gsBDgpLIRc77RJTAIfx2BfJfluYRLFLrMj7tYnKqc3-N4lUlFygXABw4pZLhyN4JAZ_oN1ZoQqOSK3wjjaEAeBVAyAQxb2623m7fbL70hzzGkGNcG/4se/cx2Mm_IcTqSU78RJvNWETA/h13/h001.HCoHfcStrD8_KQWgwiH5rJP_9fkn-jxZVJhgK8j-4dc" target="_blank" rel="noopener noreferrer nofollow"><span><b>Get the guide</b></span></a></span><span style="font-size:16px;"> to build an AI stack that actually helps your team ship faster and more reliably.</span></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,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>Claude Code creator explains how to build an AI-native engineering team</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/260c1834-41fc-42b3-9010-e193c2b3d739/superhumanteam_a_software_engineering_team_working_on_one_eng_70565ac5-787f-476d-8852-9f734d244895_3.jpg?t=1784278570" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Source: The Code, Superhuman</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>The lone sprinter problem.</b> AI adoption follows a familiar pattern at most companies. One engineer might be 10x'ing their output with Claude Code. Meanwhile, the rest of the org hasn't caught up yet. Claude Code creator Boris Cherny hears <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8jlDD186r19C3bxo6ItMFM2OR62wiB1PL6Xu-H1eWKFB3U4X_Pncx0gwkO_xbF_SUlcNuhJgV0LzM9nMqLOVfn1n4mc7kTNW1taTbM4uZTA1HS-6IuHHz7p7fPP96ENABWBPujZQOg_jO45phuGcnTWCW-tLp_r7D839gQpely-Hru_yhuq_I5Fq5JuYtd4_7oGRWlus-Gu-aDfgtY52zJ9pDk-JGOdEjezmm-kn6JvkRQLHHyLhRrsZDuxA0bqhTE4fWNZq4RWrPmnxoJt7to_8pV_ktV7qqRevfeiFYAK/4se/cx2Mm_IcTqSU78RJvNWETA/h14/h001.sS7-d4UXOQuELCL9QHRImK3mOfZrC4na7OfaNAhwPeE" target="_blank" rel="noopener noreferrer nofollow"><span><b>this story</b></span></a> every single day. So he mapped out the exact roadmap teams take to close that gap. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Four steps to AI native adoption. </b>His <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePRf8LUkQuK45s-taqNn8hMugQ8dBkKkgcYmFT06ilLMInjSKBqBgHZ7FsmgfI0n9f2YoP76FpdbNRLnbQunntBGNES1UpbOND21G9-DRU4DpNL-IcMuJe_x8lVQA_bqTP0ogPjJ8aV06wZM9YIyA2RhoLPDRvDiCFjH7T8hjRSgRkRjjJcr8Mjpk4E3Kpn1_SFeYjQ0JPlnLGMKr1Eakpy3HWGNQ3iO_FZYY-KiYfpA7dpz5dn3CBSZjKUzzn30mXNkYRYSmOoR6oczJqTG5_p_QxUZ9OCc9ThAhg40VsBPu7Ghafg_P15MCBXZifQOiCnm4b1Oa6f5wkW961dG9-NU/4se/cx2Mm_IcTqSU78RJvNWETA/h15/h001.i0Xc7UXN0pvjih1nD9W6vgA5su6hk01LfZ5sBrHdka8" target="_blank" rel="noopener noreferrer nofollow"><span>map</span></a> tracks how the engineer's role changes: </p></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Step one pairs an engineer with a single agent. The engineer reviews every change before it merges. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Step two turns that engineer into an orchestrator. They juggle ten agents at once. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Step three is supervised autonomy. The engineer acts as a manager of managers with a hundred agents running. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Step four is AI native. Thousands of agents run at once, and Claude kicks off most of them itself. </p></li></ul></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Bottlenecks not budgets.</b> The real question is what actually scales a team from one stage to the next. Simply buying more tokens won't cut it. The biggest challenge is domain knowledge that lives in your engineer’s head. To overcome this, Cherny recommends <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8jlDD186r19C3bxo6ItMFPO5NuwcepHoYVTEE4_cNx4aShf-1UewRG-tG_QfDwN_A3TycdwtBDyF0-fJHXynXqrlQmoTTLVa7AQufWWXbjO0YAG3weZRBxN_b5u9Vv4FbV6-POLsKwn4P_SARBadEcxTZqvrJeH4dt6218p60zp45qJ7d7A7hqgmoI3gGC2g7AZN_g0mr-QEyUZS70mQms6Cd300nYNkIGNXWQPvXp1RWbnVNBDDJG27rn7HMqikGW8NhtcAf3c-JcCfAbqW_x5SKrHdruhfT8eQVZpDTQu/4se/cx2Mm_IcTqSU78RJvNWETA/h16/h001.w_f3RrqjhWF5pH99CvSaqDH8u8uFzFjj9RKRzz1Sf3k" target="_blank" rel="noopener noreferrer nofollow"><span>documenting </span></a>everything and building markdown files for your agents. It ensures that technical knowledge doesn't just sit in silos but becomes an active asset for the entire team. </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>Every line earns its place.</b> Most teams struggle when it comes to documenting domain expertise.The natural instinct is to over-document, but models start losing the plot after a few hundred lines. HumanLayer's <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquikmNBp4HaR8TBbXOTUpHjcDZWZ_FEBkBXC9Auj65vFelveUZHUs85IRFyfKSd51gAQMp4SBke4fbd6CkBMhb6tDOT-hJo-W0MIM4esvlxn2Uj0IquLSNZu1Qw7dKbaAjUaiSvtVajqC9XsNy-lkismuuVJ9sHEZBoDKUjLn6L1TkXxhBYL8bIhBFgHi4ksfsaL0nEraVYeldMzIA_ZVu8l_dsGp8jUsaV4sySVIZ_T6ZaYiHNENBRBxb0J_cYsM7j3Hbc7OmNMzySAMrGX834z-IpOI6GWw7qvvyiO5efXIEPkRf7gw7pXvswyLSWZrQA/4se/cx2Mm_IcTqSU78RJvNWETA/h17/h001.Pkdx24pAbereQYSqn0AE6zWymlpTs93zkaXGsJUdG_s" target="_blank" rel="noopener noreferrer nofollow"><span>guide</span></a> shows how to keep a CLAUDE.md inside that budget, and Anthropic’s guide on <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpNqOPD8pRonArJLqDsoWdADlDKWWJBMs2lHqw3HPem6MO2_YjTf7ej7xpvJbNs1fhh6v0XgGgDdaZDwLY2F9nRbCtYJY7kx7LNafJcZYLTIS4pXfMmBz4LeHF7AexO1lF4Ru-_99khf6rphQqlejGpyirT-5FO79zhKkmi3X1vYTa4IQLhHZ4dKs2wtBwSGuc9ulYRLbvnD_mvH0AEbyba-ac61NnRZqnwC6kQt9ZzWpBh5YH4W49PsX77UQZmkR_hqLkMuVatyidN6aHoyCg2GsPIqQAPpvHDkPT95MkMPNz6oF6nsJ7apbQpv5RN25BimlJ8AVLe4eZxBeT23PXXkwQ1w1mLLNcnE6BW7HDAsL/4se/cx2Mm_IcTqSU78RJvNWETA/h18/h001.wN-f5rd5b-4wSOVz319gOPsMoPuHixrdm6rNGUlUK2Y" target="_blank" rel="noopener noreferrer nofollow"><span>writing effective skills</span></a> will help you document deeper workflows that your agents can use when needed. </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; 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" 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.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqP4JDlB43Z0nm7hoCyNEg77BJ7Rwhu1-_SCiXP0ZjBf_eCezRXXdOuDmx9XWzKvctvOnirv3rqwPeGUgv5CbOjETCyoDn01iYCFVzwOmh-3ijYLBTNfLiDr2XqiuhtYwVYq06JyBljs0EymaUVNM1IQLL22qnBnc92vGrvlM8y1HQnJ01wyVW1fGASl_08ORqKhawIGMdBhVDvenVUQV94MYDAgZzsmE7eswGlcd2W9ko68cQapgpsgMIGEp6p5jbKM4cZKxzwUR62SfJt8ShL-EEwblBjQhylpJKlT9MW-FrVBr20AXTPOP0XUa59_LU6EbVZlrAUA3eh24L-S0kFrTDcIFIemIKwfWDXENXezYec3ZNe5KvbVtoa074wjCIsThpR2d8fFc3XwIEYOx4KW/4se/cx2Mm_IcTqSU78RJvNWETA/h20/h001.pl6SeFzo71bSEsWkRbrN_Po6PQ5smXf2tF3aabrdL84" 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/8bd923f9-37aa-45ee-a7d1-1db47fb060b8/1920_x_1080_blank_-_Jul_webinar.jpg?t=1784235243" 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 pay for every token your agent burns. When it returns code that doesn't fit your system, you prompt again. And again. That back and forth is because your agents are still missing critical context. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqP4JDlB43Z0nm7hoCyNEg77BJ7Rwhu1-_SCiXP0ZjBf_eCezRXXdOuDmx9XWzKvctvOnirv3rqwPeGUgv5CbOjETCyoDn01iYCFVzwOmh-3ijYLBTNfLiDr2XqiuhtYwVYq06JyBljs0EymaUVNM1IQLL22qnBnc92vGrvlM8y1HQnJ01wyVW1fGASl_08ORqKhawIGMdBhVDvenVUQV94MYDAgZzsmE7eswGlcd2W9ko68cQapgpsgMIGEp6p5jbKM4cZKxzwUR62SfJt8ShL-EEwblBjQhylpJKlT9MW-FrVBr20AXTPOP0XUa59_LU6EbVZlrAUA3eh24L-S0kFrrEjrbNNnHww4ux2wJaz-FY-EcZaPNHyLMDY4n1-aIEEF5CP9UUJc5vKi3M_QDN-B/4se/cx2Mm_IcTqSU78RJvNWETA/h21/h001.wybgmJMnpRhh-yGIE3dUN3d_0x5-8nBqnmiYJ32LOM4" target="_blank" rel="noopener noreferrer nofollow"><span>Join live and for free on July 23</span></a> to learn more. </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.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqP4JDlB43Z0nm7hoCyNEg77BJ7Rwhu1-_SCiXP0ZjBf_eCezRXXdOuDmx9XWzKvctvOnirv3rqwPeGUgv5CbOjETCyoDn01iYCFVzwOmh-3ijYLBTNfLiDr2XqiuhtYwVYq06JyBljs0EymaUVNM1IQLL22qnBnc92vGrvlM8y1HQnJ01wyVW1fGASl_08ORqKhawIGMdBhVDvenVUQV94MYDAgZzsmE7eswGlcd2W9ko68cQapgpsgMIGEp6p5jbKM4cZKxzwUR62SfJt8ShL-EEwblBjQhylpJKlT9MW-FrVBr20AXTPOP0XUa59_LU6EbVZlrAUA3eh24L-S0kFrSU5KnguuybDgE4L66o_vLboBW2slJj65ufD3TsHmokO1MEBplL77dspQhWz3-xla/4se/cx2Mm_IcTqSU78RJvNWETA/h22/h001.n5PghQ7JJbzt-q0L3drmjvDReCysGka7gRPn_O-8f6U" target="_blank" rel="noopener noreferrer nofollow"><span><b>Register now.</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,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/f1de747d-1da3-484a-93f3-2ff9dbad8abd/CleanShot_2026-07-17_at_14.29.02_2x.jpg?t=1784278775" 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>Model Match:</b> OpenAI's Codex team <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L3-i7OjZUFTKuM5DegH_1RkOmGfFENTzS5GmRyfTgxLGM5I3YLrx9eZSnpiptGmpJDLhYlynKxCcLfN09X36Kv9knOzEaS1nkBstOA7V2HXFVsIVlIw3GwYsC2WUMt_5IS2jxZUE4dh_ylvhGj6ErbJKxFhJNXfPoSa25FjzsGWN9y8lLnEZZgtlplOc21yJ2WvIvllKxCXTwikdsa5et4JD1KeaJ2xwGdCchPnDlQpV_TtSOVOYW_XzRlUzl1Cs4r88U7i0RaX6ByfwYeOgNesD_SwHK3rX8Ao1KzViGlpu/4se/cx2Mm_IcTqSU78RJvNWETA/h23/h001.ghZeczvcl0IzTD6NZTVJhTNGOH2DuXnLUXCow92Mo_I" target="_blank" rel="noopener noreferrer nofollow"><span><b>broke down</b></span></a> when to use GPT-5.6 Sol, Terra, or Luna, including the one setting most developers get wrong. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Three Weeks:</b> This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8O0f-V3aMY6SKzPc7L4LDROxbPifkQrtHkHbflNtODZt99XwNKM6DYJ-BsnmU5JJs_tNCdqNyrVXuODO3V-AyVvNkgrtNXsUVKMdwHQRnV-ZzTvogJ5bPj01HI94WW_bmRFqBpgMkOyX3LD9npSY3G4ehMYjip5dcFiVNO0u5GVOK6AebXr_JenK3VTTuYdUUm8PIMEvCCBn3ItZi61Fz2OKP2HTG2AlrvDmvw9kYEzsXXrvePU9s2r88mzXnNBekmRjRrIWNjN8o1YZNlZm0_wGa73BWoomOTTmUo-9FXist53Odcu9NtrRff6S4fqvg/4se/cx2Mm_IcTqSU78RJvNWETA/h24/h001.HjFSAILlSWdt4XiJZ0AKl4vTGLL8yYk_O_oqn0E7DL4" target="_blank" rel="noopener noreferrer nofollow"><span>viral story</span></a> about a new Amazon Principal Engineer shows the career edge that separates senior engineers who get paid from everyone else (2.7K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Under the Hood:</b> Most devs use AI they can't explain. This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJbiX1bKySR0yHtvFFp93NRIanrTvkZpJ3q-EpI8t01pcvSx0FMgfvozDouFUbiZKlzi0GXIHMJ9Z93Ejeq0hzVRXOwZqH23g3yffbtLdnoWdQeBV-KL7A-OV3zAig4nt9OBl87cYRx8JVaJJLNs895sdFBphDoQJqCJwgK1J1FzEsd8OcXnW1kCMruL48ytTtrQCNLBSv_W8Z6KHAflv4umokelZJs2RfBPimzYrpQUYO9U-J6Bm5HqtxeA5lW9JHKKwUxQ7uzRa3AfAHODs75t5OnxZqN3FGtpAxg2qXqWh/4se/cx2Mm_IcTqSU78RJvNWETA/h25/h001.1Z3LyKVc-AbUo5E1Nf-AN6D_fdSZWcJ1w0YijlJZ5eo" target="_blank" rel="noopener noreferrer nofollow"><span>website</span></a> teaches AI engineering effectively, from the math up to working agents. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Motion Prompts:</b> A Linear design engineer shared <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-KK-4p14FCky9nVc7XwEpnYa8XQ2AIDlZt-NKYWVNQovUxA01JrVcJqLEL6q7W-dGtrL3rnyWkJxmIdMHJBYe2F9XRryr_dO1SlHXrsgo2cXYHTpgFORsqC6cE7rB8S89evDYt27Wo1Tx7HS7-f3RTitYKi2odn2AXPOwJVTIfXmL1d8fNIYZkwPolMixhYB-BVye10YFHHq7CqF4EjxGIhDguMaOjAV0V07i9OUrX4UvCQKDiNx92CSuy0sJUa4LeVGWYDqwB31NZhflxDe8BiY93cN0XJ9MjE8jZiDVhTe4hDRIUv-EveMom9A6tTOA/4se/cx2Mm_IcTqSU78RJvNWETA/h26/h001.zO6uII6yQD39XrK7Ewy2YE3TkQcUJSmubhGWk5Z6EU0" target="_blank" rel="noopener noreferrer nofollow"><span>4 prompts</span></a> that tell your coding agent what to animate and what to leave alone (1.3K bookmarks). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Best of Both:</b> This developer got OpenAI's newest model running inside <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L2DOKRd3uZovKgg4T87XX5xNlvlwbhXHrODAP1TQeX-2F8SJ1RTuSmOiSiZxdndnnNzDhIbe9W1Oy4osXjPa2n20mIxiYDFJ-b2lY7Pf7Nv7-t8vKjDQ15iMx1mOHjjwik08cvrsNrH6LqRyf6kJPXxgoiu1IlHgoQVntW5PcVvAB_2knj1umsnGY66dJHvrgSibG9og8txREVU_2mqINa4oQ8tqdTedyHAAJ0E7wy00f1HiQsXzFMBuHUTmAW6TU93EuKz_5EzdCCVaKpoOzsbXq2j8kF-fRbEUpz1qRChUquTtHhgzrIURbBcWuDyZXA/4se/cx2Mm_IcTqSU78RJvNWETA/h27/h001.O2iyZFVVdJjF6FjzXXmzZok_Zr4NodAnD0YrLJVNGqY" target="_blank" rel="noopener noreferrer nofollow"><span><b>Claude Code</b></span></a>, exact setup guide included (2.8K bookmarks). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Design Tree:</b> An engineer turned a popular "grilling" GitHub repo into a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8JG0rDArb9Q-peCHDZG0mK-xANhdIJUP9IBfbpnwirhwkqST07rZ5K2uF0hfLWj_aGce1L1McDSH2eUPQhu5sSwxgq5WUbWw4BspFQf0MdfG8ZdJ61t7NCg-llXUcCauPwOuLB5XeyPa9s0McGK_aCcwllDe6YLx8jqo7ljS5D13Q4o3kEY8jXbFNRaiymNYTocjX-m2-aq_kxxggUF979hpUTApdA1RNc4Zc6rddciCQC6A3OYkFOgUkUF9eOgeCRizy4fsgqBb0lXLe_npKhftNtIkJF0ELhsHkoC-yIwn3dMB1SI3POUICPZSrxZ4Q/4se/cx2Mm_IcTqSU78RJvNWETA/h28/h001.sbOEPKRKNdmn3b85glY7YuhbZQDJkqoj76EKIHPUkWo" target="_blank" rel="noopener noreferrer nofollow"><span><b>Claude skill</b></span></a> that builds 5 wildly different frontend prototypes you can switch between live. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Live Artifacts:</b> Claude Code just dropped a new feature that fixes the biggest issue with artifacts. This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L4HCuExmrQwBFBgGTH14f-FyyjJfZy6H0wntbMxXFAz5Q47QPf1MXoBXKKGMmlhUyfF_h_1fU8HDQK8RjKlKD9y64ALztcpndAimdwkEVPuDODfojmtZN60GYwkQuvdNMX0ZmT_VdEFp_GVMjPsY4V_J6oQHsUNtUmf5jkcV0qGYeWjYUwjYKyDsN3hsjA3CTx1uG9cs-rP8X9Lpt3VB05PugBlfy-oAVJ3ILTzyGFQx9I8O-EnQ600UuJIrOl9mlILQyN5SQ7qz_ireO7r_gS7_qDTk0trFgO9Xbo52KqnE4zRWXKTAjeEn97U_6Ef3oA/4se/cx2Mm_IcTqSU78RJvNWETA/h29/h001.YSpGqxqztcEIeZ__oDRKtkp25jdJfBLswhUVEEvpJIQ" target="_blank" rel="noopener noreferrer nofollow"><span>demo shows</span></a> exactly what it can do (1.3M 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,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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwtX73z_oRdVWw2hQhOhqqKUoZdpzYVhqYwDV-kWif_G7rMV-7h2q4pTEJItaacQCK15qSTPz1sbJ_TpAHOx0_Ys5qiDmfnrd_hGwWbmQQkBn0wnEplcDKC-jyvWItYMsfS6VnchS1LvPqnE-He1h6iueWA1kvlW9T5B77waiJPwt0vnnWiPcg--ulnGKduOvUjw8NC48NzZGtDkHTvd5O1Rrbcs4fD4WUE_yWAUiHRLrccBFHbOR49xUNsIBogNZCoKCtEyDJ_WJaYD_iIaeo9/4se/cx2Mm_IcTqSU78RJvNWETA/h30/h001.W5K2wjwwRPKL2yhmd11fn-t2JPDBJhi9xpD1n0d2gGE" 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/dea18beb-8a9c-4202-b5a4-688e6b101b3b/Thumbnail__57_.jpg?t=1784278238" 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwtX73z_oRdVWw2hQhOhqqKUoZdpzYVhqYwDV-kWif_G7rMV-7h2q4pTEJItaacQCK15qSTPz1sbJ_TpAHOx0_Ys5qiDmfnrd_hGwWbmQQkBn0wnEplcDKC-jyvWItYMsfS6VnchS1LvPqnE-He1h6iueWA1kvlW9T5B77waiJPwt0vnnWiPcg--ulnGKduOvUjw8NC48NzZGtDkHTvd5O1b3eMmFZwF_p9WS09p4ze4IlH7da4PHVH6wE09nZlBYHY9xyMyVYOHCCfMfKFGT90/4se/cx2Mm_IcTqSU78RJvNWETA/h31/h001.xnIrbnSUy9IRrlHzOkTjUAlqPMpWRGzWUfD-1GyMPI0" target="_blank" rel="noopener noreferrer nofollow"><span>The complete AI Coding workflow:</span></a></b> In this tutorial, a senior engineer shows you how to set up an AI-native environment for professional work. You’ll learn how to install and configure skills using the CLI. You’ll also learn how to organize your projects for AI agents and run through a standard workflow. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top 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.kro7WBsAmEsY5mGgiUDePelXb2tpgmM8IDzIpXak-ZPAbmkW64qjIduR1sANXSeW4Q00XuBBogiEZyA0WcwBuS_0w_hi26Bu40Pncyihr3-4cuBe0ud_unvfv3VXz0U_y0msciGtBt6cPMXcg1A8EDXUBZA2t84G8_WnuJMUK3U89ebQJKaGCofpSneMvXRRPUh-P7cnp1Dra_MEQPjJQloUW9SrgrDJsULW8L71q7w7zZ9EHGp7tM2oG_LHIt35Gs0bzOctfu-OoZqBVbxFTGsrcPq4qRk56gk_flnhlIk/4se/cx2Mm_IcTqSU78RJvNWETA/h32/h001.tZPiG5sqzyhE6zMWlgBbj-TPF_nTAXp4frr51EXwOGE" target="_blank" rel="noopener noreferrer nofollow"><span>CodeMote:</span></a></b> This tool connects your iPhone to your machine to run agent sessions. It features a live terminal and push alerts for fast approvals. The connection is private and fully encrypted. </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%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhks8RWCP-QwT716kHYP_p23zpfd38YnDFWFzZ6QQgiSTB0gO9MH8XQhnCCm609VGggCK9LIfCw9ZGPEo-Y5t9Jd6vVGi4m_8_5qyVuTk5xGBgbY-sbo6I6GVzivoI923gWDpxtB8TnxlPKYchy9Tfl2HYcZFvuq3DlYJawRX5tlT8A0e8sJH13UHrDevxuKj5zQj1Le5Tl-rbhqB3IkUzwx-8lB8Y0hsWbH7fKck1T6TWJiPPijCr1OQld5kH4u_x5sZmJQTXqrXgng4rZyJcUxHniXTwg_ZYFHoZizkZKehf/4se/cx2Mm_IcTqSU78RJvNWETA/h33/h001.YM7KvXyL-hvt5GWaZURdOgpEoKUkPiEamEKRe-G_dkA" target="_blank" rel="noopener noreferrer nofollow"><span>Claude HUD</span></a></b><b> (26.5K ⭐):</b> A Claude Code plugin that gives you a clear view of your context usage and active tools. You can also track running agents and check your progress on tasks. </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.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ-_sJRE1rrv4Ed_sx1g9EPfrJfgIrQo4ngtAGEXPY400-EPsf2vfFhjzxerQMt4lSrNI3hxTjhldi4kcsUcIfcgFCVDnmuM1g_S3oIo_gEzxu4WT4lkF2OtS__3bkImpF_c1YNYnrKsqREG3EZVjvWJUM66ytrB0u9hFQhQl_Ep_sujqzqCcD6bHVcEmOHueo-xYxnDc8NLI2LijOHzbY-UPR5g6uIDS_egDTeZ16fsKckgqWtj5RqaioFLAG0exMVsqXFyClD-anO4vEE7eNnybsOn_5UcWylExmJAajC3FyKD2kquJd16jl344e_rgupKvEEhMD2t1doCWzR08m3B/4se/cx2Mm_IcTqSU78RJvNWETA/h34/h001.rjC2ALnnJul8YnHbX-_--0TEypy5c7cRhOAq4N7gGYg" target="_blank" rel="noopener noreferrer nofollow"><span>Prompting guidance for GPT-5.6 Sol (by OpenAI):</span></a> Upgrading to GPT-5.6 requires a fresh approach to maximize token efficiency and new features. This cookbook shows you how to use leaner prompts and Pro mode to boost performance and lower your costs. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,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 stop test coverage rotting in Cursor</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%;"> Code merges faster than tests can be written. Once a PR is merged, it's rarely touched again. The Cursor engineering team solves this with a scheduled agent. Their <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePeFStcHHC9PnLRHRvGfOdnAqfXm10yMTeAV6a1P-fJ1rN9mlxUSU68bQga7j1YBSR7fWqKzqejsJOqolwjU_REMEC3AS9ChJltqAPQogDkF7eXrfyZC-4oiId87C-rKA4WnA11hFqj8RRs-pkm5LKT8orx6_YH2PeUsKXWk2ohuHdO4Xmz8FvrTFoyuPFIrxyh3JjXCGGASt-olJZuqR8d04lYN8ISBV1t_lqg7ggsrrR2nM8FGcGfDSOD2xwUez6_N8QWCH8tE-Q5sXZv4TdA87uAEyEK_TIfRHityLQzWE/4se/cx2Mm_IcTqSU78RJvNWETA/h35/h001.Lcubp8XEdtUaKfF2HvgQGDEf4zT8j6YV_zJm2TWwuK8" target="_blank" rel="noopener noreferrer nofollow"><span>blog explains</span></a></b> how they use morning automation to review recent merges and fill in missing 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%;"> You can set this up with a single prompt in Cursor 3.8 or later: </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>/automate
Every morning, review code merged in the last 24 hours
and identify areas that need test coverage. Add tests
following existing conventions. Do not alter production
behavior. Open a PR with the new tests.</code></pre></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Cursor builds the schedule and tools from that description. Every morning, you can review a small test-only PR. </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_32RH12Z__95rJdWbEE3FSF2QJlQvyBG9nzHkNI9cIs2-hPf2cIADmGG_ofTCBlLR8y2pfs1u1Z8ti_5XrxAYgt3bTsrQghZHV8mYP0Kh-7HKfFiuM2NfbjMITMEZxMAM7uqTAggES1TaTwi_8UIL9C9FLSz0qUF6VNBvOegq3_3tli0/4se/cx2Mm_IcTqSU78RJvNWETA/h36/h001.DDrZQ2bijztglxUms3E6Vcl-2nmT8BeVcEiFCdB53mo" 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,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%;"> Thinking Machines recently dropped Inkling. It's a massive, open-weights model with 975B parameters. Now, you can run it locally. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WqBfFAvShDcli0SZD3O4YtO7zhiU3upCoTIEdt-aT2qE8uV-ixY8oyEPwuWJb3agzUpZ1NqSbclGF6z-wMk5uma4mp51KKakjOqpIXTFoCp4X1nN4Tgzp7blQ0z96SF0WhHaxMrYF89clSPNg2a59XBaGeKz9khuvJ-fsLfQi1JyRs3KdZL4JG5t4Ga17_ENlQ-iTeROXdP_JKSBViqUKMngb7PRE2ViV4PJUrTCRA1q2zSN_BK0g3AP93Ehyl-sYBEfO2-re7pUVO2lxhz4ytQ8-lBbo0JolgNZPd7idxhmNRH_3J-QindWHcOsplb9/4se/cx2Mm_IcTqSU78RJvNWETA/h37/h001.SuYQ7MOcW_RIFwpRRl6kb7WwsYzcUcU7FGhVLQoP5F0" target="_blank" rel="noopener noreferrer nofollow"><span>See how.</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><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_ygjggEXBnwdJX50VI3VNf5mA585OIPoOdcyk1FyXZRzqHqudp-NA2HUmaW0aY5x5mGpiTbBx10jNiuJQmMBfY32vWyoPQf1k82p7d0prbNTjLl17cEgPqomtDjD4MhzmU9DJsb32qkv0wjKK0h5RGIbmadyu00ZWOesmViOP5-e37Xr17I4UpSkrP6b43TKSeQo4VvmKVka2YKIpgd3GOTe48wa/4se/cx2Mm_IcTqSU78RJvNWETA/h38/h001.PrEOzX6wI_HL_o_G-eAbCxdXrCzhqNlh4fKtjr607iw" 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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GHnhJaZ6oHHsLjPI4RKXG0jtnJYTsSAwodl7SBrkuKQ84TK6ueDSj81NbiqTKQ0dymyT-PQ2SFnpGVN6pM6x9fSyIkoAXB8UMnljMPxBAjZtqQYMjy5OisfQBlP51cB97wUYADha2NthUFKlOUnlvo1f2EY39Qwun8ZKiQVSjq4DjGirr6-wrTxjcjc3CqmpAMwxTSsdQESWSN6iL3emhQoXJdrxv2iMX6Y9pTQw4c8RsJR_ZkZOPPE1e8BpWVAIkOH-0shhLHH17YrKB4bBtle6Kb6f1OFOl2XLU4wfWHkWNblbVAJ_krXXad3dny5pwRDlqDeWT3YQc4-lRwYWvGupH4VQ0-Blvkch34-q3tIbc-JVkQgwJUdAs0_ptmvTz_MQqEoSoeqirOYsXFRuEyx4u7pnRFRkAKpL6j-N34kiBoK4Zuz_bUj93QnrGyVAPe4w8cl3Rsx08GdB0CGgIfOZMk_8axrDfzyYJkCMM3Zkm6qPF5t954QMm5VGcQ2adiERlBXB8xOt4-DaEVFaqg1qk2be-V4lR--7avMMS0vJHOMnpvP8Vu1o-i6GH1okTyAy9BpOStluEwKoULPnPC6zi6T_c_D-YGugiPQZJSp-VzFoDVxfx2CpSSw6ZEeDywksflc1rUW-d21fHbguvEHAyS3YJKERR16lQ0poRuEi7fdf_yUgsoXdOYsvPq-CUXvkG1PZWNk4znewzZOcaHjcN1QZFZcQzRN1i0u_6YKrA5QFp_SroJmgAXfV07EC63NyYzQYsd8J_sdlgbD_uN9uOHndQzEvRMK6lvtMaS8v336e_YwcBs9OkAVK8HNiCPLWfXqab3wo00l-xjaRVSDL1GfnJ8LAn2Rrvw5lP5yEGwX2ojbLyCyfxGOtLuarmAoq7eL9pCC-oqYSlNhj0BOG-CIMlNA7_FMvRAkU8iJNw/4se/cx2Mm_IcTqSU78RJvNWETA/h39/h001.mGKTHALPmsJXFLtV9fKc9Ivez6x0sRhuUtegOxUBUOs"><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_h9ck9FHbNKhZIOot3s1YxmaXyXrHy7_DE1vZ_YR6m3tNIFgxABh-p1wvjL_y7TfHDFcTNlxudHlMwQVXHcT2F99rHZbimhD_9ywYmzrseXyfkbfUiL-9DvpYWcx3bwiiUWhEx6Er1BV1gtJ2Kq22rhbkCbconeGdRc0bjMU9ObUWLryTg_MgM1v0iMDdbtxUWSDTaOtTDdkYP2vXwaCCzmwg8X3ngGFE7oAbVfqABitHKiCJZatfENsPVljYP5vD4EnIGKLaIahJbTMeho6ZplP_oXTH0e4coboslYi-1ZD9r8mi12JxRrrXLFF3yYMJpQ2sjO1YHL4DpCBbp5JhtAKQteh9azWfIUFi8sBpzPjgDr-dfhnCk6GdloPaefifQ_n6usg6-o1tk74QQgZ8JhJYTCerWfuUPfXR3AuIjiGcTAwbbtTmtjJWrPaK-OLw890Nn6I89X-fJgtjTVaayzFc1cIBNlnfSCoGfTIZH3c6zUbGxYoHCOL28wAJwFj9cEA1fu9pgXTQoxbtAKH1V288hQfOtzhTAxIdX-Qql7TiEQh2E7EmfpE7QvUutO61pt8XoOvge29Rwidr5W_wIIUMPuw1rrglxkErn4EIkQq8Ibw-uYr3MnAFl_7AkB_ltpMOzlcDqPenQ7iC8tX0RTz2L86fP6sV_Lx_xXHAP_Y4pVrqDPsVnJoqIE8D7TuIvYXH9rIExyBJfL4Rc_eXpSiR648M0s3z5vFfnPZ1gsWjsOtOF5CP8Erp5aoStbs7DHNGxCyyJY5vr6LtMZB9IUka0f9sSfh_nUaJsqpACWOV3t2V30z8VTyKRU3t2YopIqC-SbVxzVgjeMOhZMJUmekupcfIrYIgrvLe46Xlkw1Pf4AUG4FpF-vCqk9Qv1okVVe0s0IU8RC3JoON5OgfQu--E0mAGikdhVXGRnXcJC5nYJVDLkdiw/4se/cx2Mm_IcTqSU78RJvNWETA/h40/h001.C2SDXoshg5TXmogkLCFW8JEeR6TwGOMsuokBF4YOSTw"><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_s6AftXBC3OfCry1RhDiPWCa4QUle4EZpsc8kKIqkBxVYNRZ2Hikjr1c0wUnG1vFkhQLRqlFvc-a6Voskrc3Da1cfukcUOGPgq31iqAfo0gqxZY4ilipNj_CacQPGq0GkKIEa4kpuDeDdyFkkbVcVVCqkDkWdTqPxdsEzZMxi0AqumPrIRMDE-S_9Xk2K-3O8n6YMiX7nRIQCijd63DrkFe2GgZCRLs6SiiYP7DayvuykXUnqRIGWlAOczKkaqsIf2mjnhDE9qbl7WYhY7AB3hqNJGNo6v41MwRAKxC7QAgiCG1zIH0rcNHwOwY0dQ3g8SJBZ0OZNFS5GdmEajDX1Y-ozBXZ0xPZShSwLPDATslvRLXHiMMBEUHPngocL-_B1sntupWdfLfO5aYprZtcpwIHMlbgDJ1yO3Nmi8VeDQbbxvpxQbGYXcXn2-v28ChEBTphTDhXADmQKVtEFxuw3bzjoHKn6MIg2DfxNhVRQLs37ZiL5a6d-E-tJA5zL1B5LwwGj7eLBir1Vpl_cGDTGZ7JReVuZ9BxITiWlBnlHDPr7B7Y_rPApexOVyJEHO2bPnet0bzqS8q81iqH6SzKo2_0Us24MRcIC1D_jRxK9bXk74E3emuVkRoJ1reaIl42UT99PYOy4X-FIIZyugoW5XPLoC3aVUtImYsCTOC3FKY3vScJcSjlJxyOoj3Dh5JxiaKbRHAOJEDhgdXbtw41BOMq8AjECxzQNoPbh3dOM7j5sJ58uMLjAMB8PHB3vHGXqJeu29KEjFkXHnVW1_y64UK30IT9AWw6arUlDx-fVq2lydyvnk8OkdhNgbNGNe6q9QLFDyXt89n3MgxwMyPgZHAqR4J-JSJ_FMgSFRnBroSXMnKSXbON69aEqEn4T3WeliouOGzsOvDgFrqW78WSvHZ6nDTOspQGGOlfXcKjpQ5q4SSf6anjctR8NY43MQ/4se/cx2Mm_IcTqSU78RJvNWETA/h41/h001.SpQiOTiOObrAgJvY1_av4j9nFofGNb42B4GqwH4kDDs"><p style="font-size:14px;color:inherit;"> It sucked 🧠 </p></a></td></tr></table></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> You can also reply directly to this email if you have suggestions, feedback, or questions. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Until next time — The Code team </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td align="center" valign="top"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td><tr><td class="b" align="center" valign="top" bgcolor="#030712" style="padding:0px 0px 0px 0px;border-style:solid;border-width: 0px 0px 0px 0px;border-color: #FFFFFF;border-bottom-left-radius:10px;border-bottom-right-radius:10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td height="10" style="line-height:1px;font-size:1px;height:10px;"> </td></tr><tr><td class="w" align="center" valign="top" style="padding:15px 15px 15px 15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top"><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> Update your email preferences or unsubscribe <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9szpjhO_X7CGaQ-dHuFN4dv2nDJM7VwywhH_aNIWJ7DpCUiK5m3JnN9be-e_wBbmchHe5y58AGenpvwTn14-nulgJ3h4OZn2SLc0oKR0jXpY-carsJa7DNOhC069Bu5VxmdWsTCiF1wxD3D9CkM5g2wqnOX_xnUyBiIw0oxtJ6VKCwEO_Bgim6ASJgzxUKxb_sbTaCKZMaMOwSA8E-XMv_vOYPZct7XvW8W_mi1TX-P69kmOFrRpDLmIc6EacRsMcCnCT6NPyaE5QXapdSkfneQy1gtoHvENR5wj9l8RgoJeHYMNnc3QrLhCOmCebKnWSz-q4CYvBwR24Bl4laJPoGqcr7rlI3LxXpsimXootdL1G7mPkliv5qmYwDVnIwPkacq8VX6HoKjqPV5qTI_IsbM0VXNBnCrEuYAdfmcwX6HnJ5WYNsfMneerR973H4PPYAGC49DYYaXVUODgSDGPrMFCNxKdb8CS_KI91-a2_IStKjnLSWgXeS2UAte2qOJV9tWtxAp7IcI24j-sIIIn3Z9eBupFWR7xyo03S78Dy6pVSVtvctRmOWzyaHJ5axUPHJX5IQArBqgHkTnLphuiyFTTTiALqQbjeCkqOFjU0_8InvTtDyVYK8sQqDnvNc2xzIfdA8ixMQeJ9ya3VdnX2I-7N67mkCspUw154XBOsQHhFqtxHt-B5fCoiifIhh1iobjBXQKHbTw5vXW0ypZXVm5mpsVImV8bb5TZn2lE2q3Z8dn8nC72wPhZdawxjkTTHcxaA6qai7L7Rhs8qIiPmbvFcESPKzn9ljDTnR8lnAY2-QmriKMQwO-Mhex-zfp2cKdeWfag-JlqNZ7tL90YGenCo4OTFg6YEk8dVm0uyvkyFazetFqwVOEATrEorT18z3bWd_-aRTZzxI_P95x2FMmgEG8rPak92RdC9ADW7tCWfB_BcmyWqEoD8MMepSA-MShk5qv_Kt566rVAHvHtWNUX_ZO-IiFVTBn1XmMRH96--J1t7j-ay7wVSq4EA0eyce8VfGdZtmebls5Eoub6ppm/4se/cx2Mm_IcTqSU78RJvNWETA/h42/h001.od4tvI8vLP9tPlegOHV6zcqiMnw290bAR4_0pyOkUp4" style="text-decoration:underline;text-decoration-color:#FFFFFF!important;color:#FFFFFF!important;"> here</a></p><p class="copyright" style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> © 2026 The Code </p><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> 228 Park Ave S, #29976, New York, New York 10003, United States </p></td></tr><tr><td align="left" valign="top" height="2" style="height:2px;line-height:1px;font-size:1px;mso-line-height-rule:exactly;"><a href='https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7uhFPeDiAXllchtVb3ARdSmgeTOVYjNABTLSj0sIlkKCskkGgA1RO9I5oiggfHFCsCKEetsAfCqK7dGXR0zIuNc/4se/cx2Mm_IcTqSU78RJvNWETA/h43/h001.k3qWNbQFYSz-Jje94Kkqp0BMIj4GTbu5iGFW_SIIvRU' style="color: #030712 !important; 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Follow image link: (https://www.glean.com/resources/guides/eng-field-guide-ai-stack/?utm_source=3rd-party&utm_medium=email&utm_partner=the-code)
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**Welcome back.** Chinese AI labs are quietly minting billions in revenue. According to a top VC, four of China's five largest private labs already [rank](https://x.com/deedydas/status/2077573945759572196) among the top 25 worldwide for revenue. Adding to the momentum, one of them just dropped a model that outshines Fable 5 on frontend tasks.
**Also:** How to pick the right GPT-5.6 model, a software engineer’s [guide to AI stack](https://www.glean.com/resources/guides/eng-field-guide-ai-stack/?utm_source=3rd-party&utm_medium=email&utm_partner=the-code), and the hiring truth behind a viral Amazon story.
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://x.com/Kimi_Moonshot/status/2077830229968683203)
Caption: Click here to see Kimi K3’s full benchmarks.
--------------------
**Moonshot’s new model beats Fable 5 for frontend:** The Chinese AI lab just released [**Kimi K3**](https://www.kimi.com/blog/kimi-k3). It’s a massive 2.8 trillion parameter model with native vision and a 1 million token context window. The lab claims it only trails Claude Fable 5 and GPT 5.6 Sol, meaning it beats every other model they tested. It even beats Fable 5 on the Frontend Code Arena, where human judges compare the designs side-by-side. The full weights will be available on July 27.
**Claude Code now reviews your PRs as hard as you want:** The AI lab just rolled out new [effort levels](https://x.com/ClaudeDevs/status/2077840057130692886) for /code-review. Previously, the command ran one fixed prompt no matter what. Now, each level runs its own review. Low effort runs a fast single pass that you can use before every push. High effort spins up sub-agents to verify every single finding. Anthropic says even the lowest tier outperforms rival tools. Update Claude Code and try it on your next PR.
**DoorDash lets your AI agents order food:** The food delivery giant just opened a limited beta of [**dd-cli**](https://techcrunch.com/2026/07/16/yes-you-can-now-order-doordash-from-the-command-line/). This command-line tool lets agents search stores, find deals, and handle checkout. You can now integrate food ordering directly into their workflows instead of using the app. Early access is available via [waitlist](https://docs.google.com/forms/d/e/1FAIpQLScMG2Echsfy14CT_6MAHVsW6Hw6oNkz1BOiOj5RIzvcMRRrpA/viewform) for macOS developers in the US and Canada.
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##### **PRESENTED BY GLEAN**
## [The AI stack every software engineer needs](https://www.glean.com/resources/guides/eng-field-guide-ai-stack/?utm_source=3rd-party&utm_medium=email&utm_partner=the-code)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9a434eea-e2bb-4330-a40a-5711fb3a4dee/Frame_2083937110__1___1_.jpg?t=1784235008)
Follow image link: (https://www.glean.com/resources/guides/eng-field-guide-ai-stack/?utm_source=3rd-party&utm_medium=email&utm_partner=the-code)
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AI coding tools can speed up writing code, but for most teams, the real bottleneck is finding the right context.
This guide breaks down the four categories of AI tools for engineering teams, explains the **[two-layer model](https://www.glean.com/resources/guides/eng-field-guide-ai-stack/?utm_source=3rd-party&utm_medium=email&utm_partner=the-code)** leading organizations are adopting, and offers a practical framework for evaluating tools based on **[context depth, explainability, security](https://www.glean.com/resources/guides/eng-field-guide-ai-stack/?utm_source=3rd-party&utm_medium=email&utm_partner=the-code)**, governance, and workflow fit.
[**Get the guide**](https://www.glean.com/resources/guides/eng-field-guide-ai-stack/?utm_source=3rd-party&utm_medium=email&utm_partner=the-code) to build an AI stack that actually helps your team ship faster and more reliably.
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##### **INSIGHT**
## **Claude Code creator explains how to build an AI-native engineering team**
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Caption: Source: The Code, Superhuman
--------------------
**The lone sprinter problem.** AI adoption follows a familiar pattern at most companies. One engineer might be 10x'ing their output with Claude Code. Meanwhile, the rest of the org hasn't caught up yet. Claude Code creator Boris Cherny hears [**this story**](https://x.com/bcherny/status/2077929379661844559) every single day. So he mapped out the exact roadmap teams take to close that gap.
**Four steps to AI native adoption. **His [map](https://claude.ai/code/artifact/bfdfaef9-bc62-4dfe-ba9e-c58a26c9accf) tracks how the engineer's role changes:
* Step one pairs an engineer with a single agent. The engineer reviews every change before it merges.
* Step two turns that engineer into an orchestrator. They juggle ten agents at once.
* Step three is supervised autonomy. The engineer acts as a manager of managers with a hundred agents running.
* Step four is AI native. Thousands of agents run at once, and Claude kicks off most of them itself.
**Bottlenecks not budgets.** The real question is what actually scales a team from one stage to the next. Simply buying more tokens won't cut it. The biggest challenge is domain knowledge that lives in your engineer’s head. To overcome this, Cherny recommends [documenting ](https://x.com/bcherny/status/2077460395279692197)everything and building markdown files for your agents. It ensures that technical knowledge doesn't just sit in silos but becomes an active asset for the entire team.
**Every line earns its place.** Most teams struggle when it comes to documenting domain expertise.The natural instinct is to over-document, but models start losing the plot after a few hundred lines. HumanLayer's [guide](https://www.humanlayer.dev/blog/writing-a-good-claude-md) shows how to keep a CLAUDE.md inside that budget, and Anthropic’s guide on [writing effective skills](https://resources.anthropic.com/hubfs/The-Complete-Guide-to-Building-Skill-for-Claude.pdf) will help you document deeper workflows that your agents can use when needed.
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##### **PRESENTED BY UNBLOCKED**
## [[Webinar] 8 levels of context maturity in AI-native engineering](https://srv.buysellads.com/ads/long/x/TFZWBIIPTTTTTT4MHMDNWTTTTTTFTIBH2VTTTTTTC4G6ABETTTTTTSJJ5AAFVOLNQVYWB7SZK2HNOYZGP7W6WW3MV67T?cid=387303)
--------------------
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Follow image link: (https://srv.buysellads.com/ads/long/x/TFZWBIIPTTTTTT4MHMDNWTTTTTTFTIBH2VTTTTTTC4G6ABETTTTTTSJJ5AAFVOLNQVYWB7SZK2HNOYZGP7W6WW3MV67T?cid=387303)
Caption:
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You pay for every token your agent burns. When it returns code that doesn't fit your system, you prompt again. And again. That back and forth is because your agents are still missing critical context. [Join live and for free on July 23](https://srv.buysellads.com/ads/long/x/TFZWBIIPTTTTTT4MHMDNWTTTTTTFTIBH2VTTTTTTC4G6ABETTTTTTSJJ5AAFVOLNQVYWB7SZK2HNOYZGP7W6WW3MV67T?cid=387303) to learn more.
[**Register now.**](https://srv.buysellads.com/ads/long/x/TFZWBIIPTTTTTT4MHMDNWTTTTTTFTIBH2VTTTTTTC4G6ABETTTTTTSJJ5AAFVOLNQVYWB7SZK2HNOYZGP7W6WW3MV67T?cid=387303)
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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/f1de747d-1da3-484a-93f3-2ff9dbad8abd/CleanShot_2026-07-17_at_14.29.02_2x.jpg?t=1784278775)
Caption: Meme of the day.
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* **Model Match:** OpenAI's Codex team [**broke down**](https://x.com/pvncher/status/2077708372363624894) when to use GPT-5.6 Sol, Terra, or Luna, including the one setting most developers get wrong.
* **Three Weeks:** This [viral story](https://x.com/arpit_bhayani/status/2077744821373227159) about a new Amazon Principal Engineer shows the career edge that separates senior engineers who get paid from everyone else (2.7K likes).
* **Under the Hood:** Most devs use AI they can't explain. This [website](https://aiengineeringfromscratch.com/index.html) teaches AI engineering effectively, from the math up to working agents.
* **Motion Prompts:** A Linear design engineer shared [4 prompts](https://x.com/emilkowalski/status/2077745381299961872) that tell your coding agent what to animate and what to leave alone (1.3K bookmarks).
* **Best of Both:** This developer got OpenAI's newest model running inside [**Claude Code**](https://x.com/parsakhaz/status/2077556314704904556), exact setup guide included (2.8K bookmarks).
* **Design Tree:** An engineer turned a popular "grilling" GitHub repo into a [**Claude skill**](https://x.com/WillNessAI/status/2077740031561642398) that builds 5 wildly different frontend prototypes you can switch between live.
* **Live Artifacts:** Claude Code just dropped a new feature that fixes the biggest issue with artifacts. This [demo shows](https://x.com/claudedevs/status/2077489907350856038) exactly what it can do (1.3M views).
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Caption:
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##### **TOP & TRENDING RESOURCES**
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/dea18beb-8a9c-4202-b5a4-688e6b101b3b/Thumbnail__57_.jpg?t=1784278238)
Follow image link: (https://www.youtube.com/watch?v=M6mYodf0dJM)
Caption: Click here to watch the tutorial.
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### **Top Tutorial**
**[The complete AI Coding workflow:](https://www.youtube.com/watch?v=M6mYodf0dJM)** In this tutorial, a senior engineer shows you how to set up an AI-native environment for professional work. You’ll learn how to install and configure skills using the CLI. You’ll also learn how to organize your projects for AI agents and run through a standard workflow.
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### **Top Tool**
**[CodeMote:](https://codemote.caste.work)** This tool connects your iPhone to your machine to run agent sessions. It features a live terminal and push alerts for fast approvals. The connection is private and fully encrypted.
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### **Top Repo**
**[Claude HUD](https://github.com/jarrodwatts/claude-hud)**** (26.5K ⭐):** A Claude Code plugin that gives you a clear view of your context usage and active tools. You can also track running agents and check your progress on tasks.
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### **Trending Cookbook**
[Prompting guidance for GPT-5.6 Sol (by OpenAI):](https://developers.openai.com/api/docs/guides/latest-model?model=gpt-5.6#prompting-best-practices) Upgrading to GPT-5.6 requires a fresh approach to maximize token efficiency and new features. This cookbook shows you how to use leaner prompts and Pro mode to boost performance and lower your costs.
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Caption:
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##### **AI CODING HACK**
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## **How to stop test coverage rotting in Cursor**
Code merges faster than tests can be written. Once a PR is merged, it's rarely touched again. The Cursor engineering team solves this with a scheduled agent. Their **[blog explains](https://cursor.com/blog/automations)** how they use morning automation to review recent merges and fill in missing tests.
You can set this up with a single prompt in Cursor 3.8 or later:
```
/automate
Every morning, review code merged in the last 24 hours
and identify areas that need test coverage. Add tests
following existing conventions. Do not alter production
behavior. Open a PR with the new tests.
```
Cursor builds the schedule and tools from that description. Every morning, you can review a small test-only PR.
P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex [here](https://hackbook-chi.vercel.app/).
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##### **IN CASE YOU MISSED IT**
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### ==**Our most-clicked story from yesterday**==
Thinking Machines recently dropped Inkling. It's a massive, open-weights model with 975B parameters. Now, you can run it locally. [See how.](https://unsloth.ai/docs/models/inkling)
--------------------
==**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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