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🔥 Opus 5 beats Fable on computer use
Mon, 27 Jul 2026 14:16:59 GMT
🦾 Opus 5 is here: a cheaper Fable 5
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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Mon, 27 Jul 2026 14:16:59 GMT
Subject: 🔥 Opus 5 beats Fable on computer use
To: [email protected]
Date: Mon, 27 Jul 2026 14:16:59 GMT
Subject: 🔥 Opus 5 beats Fable on computer use
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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: Using parallel agents to ship code  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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 27, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9sBvtbr2eq2puGCGoHK5C7GGPADYL6ibGz-qkHDNQlKFs6slKmYF8Hm8b4Cm9iuCVj3rXqFBj3fccM6MXilnA0i4JSNx_BrJk4gQZvbqKjFcaTs-erFgumzoVUec2NT90ZXl3U-E5Y_zZDidhkMlIlRYL3jIU5VX8JpG4lSruVJfe8mMmg8AJgtXlYOChMLIwE2JusMNhXNqfV9vEkfiF6Agjsc3QMnk8JJzfRwr6-I318PI4QVFNPlMHPkekgcyswfAzynWTf8YZhMhO_lm4mdUevWExFoIbBGkGLRjIgbNX1WmrM5MP-b463zv3JwqpvwtUm7rBpOvB6jb3MxGxK8l16ou-3krYibM4RCGZM0HRMIJuoivn2Sd8hQzEKq4w_UtYWF1KD75OY58EAmLshmaXV-9RPRh4j9_ag_IGx3MlTdsJ45sYhSvetawS7y-V9ztKHFSsGyJAeId5fVSAOab-wH4zHPOIwZlABdxjIvZNakEKq1-jiI9Plw9yPgvlr3v-LDj7mORu64hkwpLjlxWJyrpK23OtmZByJx0f6ICORNF8u7ShzBOGzYsvFSk44t2bn3QBkMFu4xoaPrr5Xd0qKA5Psm2HU5Abc_-Wek_6cr_ezN4mfHT--RYOTLEpvMMrS-L-RkCwJS-TtiV802UfzjLDPGuhn3TRhsnpvv_lHxMtBlLO2kn3JvajuG2-Erpkzrbd_387E3pxnYmV8drOiTQjV9gvg-eLYyT-KNKO-9ZHFspXf6zdQpZutl1OuUK8gcEFIcKmrjMVsI432htN4WYHDL5VkhpzWIGKFUFLlqUTumbpdQXxfVRq8F_z8/4so/KChHZRnBSQWnHOvRj8Ro2Q/h0/h001.fh3_UopHcQtn5GcQBKIxLIlz1Nwair-hVfvMhmOpdp4">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/4so/KChHZRnBSQWnHOvRj8Ro2Q/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.kro7WBsAmEsY5mGgiUDePT28122mwLXkDlIA5oiVCJpPH_6SjW93uaksvEeTYTWJ_oh-dln5DLgaaJJQlCRFF6tfL4wvK5-jsaS-g9WER7WLWD5v7LcFIz94zXrXv5YbNPid0zWZIgWPDzN3FY3pE07haqE_B43ptMnQhp7IygbJT0dZdZH2E6tDgdGSG6kVvgNH5U8KKvpScwr-YuVsew04ZGUrT0y1mBqFmGx92sI/4so/KChHZRnBSQWnHOvRj8Ro2Q/h1/h001.pW28CCSqiNzYc-Vp7Gvqi80Cleyxv6sg-cqXVcRPTa0" 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/6870ba95-8531-4b1f-a9b8-7044fe49ee13/Group_coresignal.jpg?t=1785144688" 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> Anthropic just cut the price of frontier intelligence in half. Over the weekend, the AI lab dropped Opus 5. It outperforms Fable 5 on computer use and powers through long-horizon agentic 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%;"> P.S. Our engineering team has handpicked <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.mM6Zlf71UH0TkVNJAIomiPcnOLqdyLiwBLShK0wtyTGx3PSBVRb6WT3rquFpA7_6ZmgS8xXGRryPa4Pc_v4oNpuYKwoF1t5eA-mNnoh6ecaLAezKhKIod5SLFsEh1sDi6OEhTLxMPjYth5DERetD0vQckbvtRmfcU3Uct2ZGef2xDVOfRhBQWulvaR0fwHOQt3aNro7nz8aIFeQsE4Lc-BaOcZ4fJtJJdX1VvBKp-1fWl-X9-5aLFSREccZZmEQW-6iw09opl5nb4XTAarXrKd_6LW0x9gXFWmse_P87-oo/4so/KChHZRnBSQWnHOvRj8Ro2Q/h2/h001.Qcv97e8rd0krOFLF3BIXoVh3SWRHRAsKfIarhZH8M84" target="_blank" rel="noopener noreferrer nofollow"><span>100 must-have CLI tools</span></a> for software developers in 2026. Install them to ship faster at your job. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:rgb(34, 34, 34);border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="font-family:Eczar, Lora, "DejaVu Serif", Georgia, serif;"><b>Today’s Brief</b></span></h3></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Why an AWS engineer still reads AI code </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Become a certified Claude Code developer </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Senior engineer’s advice for agentic era </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Structuring your CLAUDE.md for context </p></li></ul></div></td></tr></table></td></tr><tr><td height="12.0px" style="line-height:1px;font-size:1px;height:12.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,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.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7SVkrc1VnjssV178gGWs0LeXb94jh8eYdol5cm3OVc74xE_T3TxMMvP8CrTWwZVu8jjdIg6l_yVOPoGNCbHzhvNcuPT1LZ-ZBj5I4FvFrug-fhRf5Rr4V4XWUpks4G8U8_TDqmfbnWgntk_NBElDavB1ilkT-gbSl-Y4Xyp9ckc-3-GZ85DQbOP9H9OECEjF4xiBaFZce3YlbwARpUxOOgzUf6GsEpr2_IMMFw0Sg8vqe4R9lUFQVpHZdV--_VjPkOZ1eKxrLirYKGCX9kUZc9E/4so/KChHZRnBSQWnHOvRj8Ro2Q/h3/h001.mx5ymvUXjvVosa-udvfhB_HyHO3oDibTzsfFJMwrBt0" 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/77a452c0-c7f2-4ee9-bc5b-812c045e912d/Frame_1000003560.jpg?t=1785134769" 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 Claude Opus 5’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>Anthropic's new model rivals Fable 5 at half the price:</b> The AI lab just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7SVkrc1VnjssV178gGWs0LeXb94jh8eYdol5cm3OVc74xE_T3TxMMvP8CrTWwZVu8jjdIg6l_yVOPoGNCbHzhvNcuPT1LZ-ZBj5I4FvFrug-fhRf5Rr4V4XWUpks4G8U8_TDqmfbnWgntk_NBElDavB1ilkT-gbSl-Y4Xyp9ckc-3-GZ85DQbOP9H9OECEjF4xiBaFZce3YlbwARpUxOOgzP_MNGuBe1Vj26hhyrYU29HXrh4KAG6LoondRs3UnoOXF3tsfLO_sqVsIaVf1FRXy/4so/KChHZRnBSQWnHOvRj8Ro2Q/h4/h001.bzpve4ZNZXuoDSIRvFhidHrSANFPT3HdFyIwb5yaLpY" target="_blank" rel="noopener noreferrer nofollow"><span>Claude Opus 5</span></a>, which outperformed Fable 5's top computer-use score. The bigger unlock for teams is fewer refusals. Safety classifiers are now expected to trigger 85% less often, and a new Automatic Fallback feature reroutes flagged prompts to a smaller model instead of showing an error. It also features a fast mode that runs at 2.5x the standard speed. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzXbmKyDUm_HRg_hc9nG5ocmcoW13vDhcWZpYhGA3kGpmjqLqgMV3ThPNqsXob5-ASh9O-BALWVs7bLFpnppQKqhIEPced8qRZQXm1LuHRkISJvIFM_gUoUDqS_EPFQy8zJBNHRaiUPBS98aBpcQO6b4w0vMDY6wN3fY6vFTChzF8OmF6eOv7i-Q2x-8HPkpaBt-ED27C5Ui-are1hF-K7pU3Kn6PXuOMTARLskIqiDYlvAzxEZEv4O-al3HpDw2559kA5yPw3Dh0cnguCRfMJL/4so/KChHZRnBSQWnHOvRj8Ro2Q/h5/h001.1L-Uirb-6yWBUPzQYOjHJVAgJsZgqx9xp1w06m20YeI" target="_blank" rel="noopener noreferrer nofollow"><span>Watch Opus 5 in action.</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>Tech giants drive pushback against open-source AI crackdown:</b> The White House is reportedly considering a ban on Chinese open-weight models after accusing Moonshot AI of distilling Anthropic's Fable 5. In response, Nvidia and about two dozen other companies, including Microsoft, Meta, and IBM, wrote a letter to Congress urging them to avoid "premature restrictions." They argue that open weights actually allow researchers to inspect models and patch vulnerabilities before attackers find them. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2K4UXucb5bbbYmXzTiaKS3qevGoxz5BTHqzUUESCErUx02hxMcIAgbYxQlVSyiBZDNA7HSjOg2Im6sh7ut_ucADQ29rySb7KnbdD81eYooSkxoGAsTnoKqxQP0BdTSF7hf-xns4DaeDtYqIMIVNOvoKShuKOjIZ5UqB8W3u_ocfhJQqxqQk2k_r0DZ3onrFA_z3ZSw4aBSgFqCt-MgmyfSIdUvvBztCIgPJ46gCvA3mRdhEt5e5NK519l9rEAhM-7zEPvO0uaKQM5_F47J1B-m_xbBjBdQ2z5O7Q1sfUTlI1uCHGliZsHEma78veIzExJjm_3Pjp-lXxpSn0kas-86gskVnfbq-uZYWAdJu301WeorJ5rxxC2hAouA_LgpSSgE-Tbq7D21MMcBegtDVJZcs/4so/KChHZRnBSQWnHOvRj8Ro2Q/h6/h001.iDDMYteLWpZUfQb2D4JYQpWU8cRC6SruGaZ_UhfW17Q" target="_blank" rel="noopener noreferrer nofollow"><span>Read the full story.</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>Celeris Labs promises near-GPT-5 intelligence with 15x faster response times:</b> A brand new AI lab just stepped out of stealth with <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1pnObCJlA4pUhdRdmOYC0Jx-z3NAB4ZWGUxyKgxnsemQKHT7KhWQxOGr7iGiRnuWosq2JWYRtLsqC9gRqL90oyQx9ECNwRXv5R7BMn_rJnuLkFp2E06O6qNvKqXg4INFvzsn0lrmyFBHKWPRTCr298fs42tYdxAsxwMFXpkBAnKy81HK_WwumOxsC8Hzkxk1O7JksntIvNQYtU2fbR7qHhGTL-JrNdNalII-4b-XPfUc3ipLPUnDvPYO-aDS8ot78HxyMUZ-ir1ern0kGQy0hHReB8qjixNGMcTB2i5NOP2upIJrAqAexs-zo9kz86xiw/4so/KChHZRnBSQWnHOvRj8Ro2Q/h7/h001.SHCCyy-m16MfU20YtbIZUv1nlSKVdiYlzIbAS_olrks" target="_blank" rel="noopener noreferrer nofollow"><span>Celeris-1</span></a>, a new model that uses a diffusion inference architecture to refine multiple output tokens in parallel. The lab claims it delivers a 157ms response time, which is roughly 15x faster than GPT-5-mini. The API is OpenAI-compatible at $2/$6 per million tokens, so swapping it into your workflow is practically seamless. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7Lw7JxtyFkhVzDQ0ZeIOtT-xJHE-8NqFRp5eMHRN1iaMWGMBYgPTLnt0JXtS7pwsePLYvWWLCSauckJrX9nq2l16BDI2hzhVv3LBdQWj3sQlc4vwJRZ4ZBThtdqbzPtp7TOflEbmndNy7FQhRNztKcIcaNWdapRwGb2aBCdFw5_ccWnQtz-UUx0gT00hS6fJocMoa83NEsBttjtvgyamXzwOO0ta29pzeiAABbTBg6wz6GvHGEbDkBBsqDLDobgI5JsQhLk3cIkZSB603iz7Phc/4so/KChHZRnBSQWnHOvRj8Ro2Q/h8/h001.s5_IR4xPWyFLA8qZeucY22BgjF7OZydqye-wK00-iLE" target="_blank" rel="noopener noreferrer nofollow"><span>Try it here.</span></a></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,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 CORESIGNAL</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.kro7WBsAmEsY5mGgiUDePT28122mwLXkDlIA5oiVCJpPH_6SjW93uaksvEeTYTWJ_oh-dln5DLgaaJJQlCRFF6tfL4wvK5-jsaS-g9WER7WLWD5v7LcFIz94zXrXv5YbNPid0zWZIgWPDzN3FY3pE07haqE_B43ptMnQhp7IygbAehTvmB0IqJ4heob--T96xHGfURfkCXm7ymeSccwVJKwU7cqJW943dSKNBYrW6yQ/4so/KChHZRnBSQWnHOvRj8Ro2Q/h9/h001.SO_A6d_dgItl0P_Ezo2F9s_egxjrhX9tBa8bKyJL2rs" target="_blank" rel="noopener noreferrer nofollow"><span>Fix your data, not your model</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.kro7WBsAmEsY5mGgiUDePT28122mwLXkDlIA5oiVCJpPH_6SjW93uaksvEeTYTWJ_oh-dln5DLgaaJJQlCRFF6tfL4wvK5-jsaS-g9WER7WLWD5v7LcFIz94zXrXv5YbNPid0zWZIgWPDzN3FY3pE07haqE_B43ptMnQhp7Iyga2zDZEhzTXGslj_J7EFhHzjEeyAY-En0ZQKeKPNyWrgOOewDeVHZQ8VqglEg6Majs/4so/KChHZRnBSQWnHOvRj8Ro2Q/h10/h001.V4JyyMyQ5nCzZAfLUufjENi-bJCQbOKLEBTMdMO6bEg" 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/f6419a20-513a-47c4-b341-5e222160b8c3/Superhuman_AI_newsletter_ad_image_v2_-_Auguste_Slapsevice.jpg?t=1785144767" 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%;"> Stale data can ruin even the smartest model. Your agent <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePT28122mwLXkDlIA5oiVCJpPH_6SjW93uaksvEeTYTWJ_oh-dln5DLgaaJJQlCRFF6tfL4wvK5-jsaS-g9WER7WLWD5v7LcFIz94zXrXv5YbNPid0zWZIgWPDzN3FY3pE07haqE_B43ptMnQhp7IygbR5ZiqkxJiixgxkyuQp-Rn71zpL9wrszNX6ms-GqgENKHqt3pYj-9Hv9_Slp3VDrg/4so/KChHZRnBSQWnHOvRj8Ro2Q/h11/h001.IoqU9jWFJkSbSNcTF7pJATNrrAOlTTHY4SYLJK-wUBI" target="_blank" rel="noopener noreferrer nofollow"><span>deserves data you (and your customers) can trust.</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%;"> Coresignal is the data layer that keeps agents grounded in reality. </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;"> Structured, live, and ready-to-use data, designed for AI builders </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> 4.5B+ fresh and structured company, employee, and job records </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePT28122mwLXkDlIA5oiVCJpPH_6SjW93uaksvEeTYTWJ_oh-dln5DLgaaJJQlCRFF6tfL4wvK5-jsaS-g9WER7WLWD5v7LcFIz94zXrXv5YbNPid0zWZIgWPDzN3FY3pE07haqE_B43ptMnQhp7IygbolM2yKBejLGksuNV9Joz3GQfFuN-CX9Bf04LyGBVlvkr7w2IohfklZWvWWaDu4R8/4so/KChHZRnBSQWnHOvRj8Ro2Q/h12/h001.GwEFsPy5D5Vl4ETHU4sGZnA1OVABBzdzz_r2Gi-UPwM" target="_blank" rel="noopener noreferrer nofollow"><span>Agentic Search API</span></a>: Natural language in, structured data out </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> No need to use a query language, no schema mapping </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%;"> Get data your way. Use our Agentic Search API <span style="color:#000000;">/fast endpoint for speed, or /reasoning</span> endpoint for complex, multi-condition searches. </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.kro7WBsAmEsY5mGgiUDePT28122mwLXkDlIA5oiVCJpPH_6SjW93uaksvEeTYTWJ_oh-dln5DLgaaJJQlCRFF6tfL4wvK5-jsaS-g9WER7WLWD5v7LcFIz94zXrXv5YbNPid0zWZIgWPDzN3FY3pE07haqE_B43ptMnQhp7IygZuy3R6J53Nq6U6ao_nuBBkwHnBHXAq4geWINGd4E06tOhRQl0TYDxifdyL-aPT6lY/4so/KChHZRnBSQWnHOvRj8Ro2Q/h13/h001.k9K-4ZAYBK8s72KFsqpxQO9KXsLegPz9DGDFWnW_Heo" target="_blank" rel="noopener noreferrer nofollow"><span>Try now</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>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>An AWS engineer still reads AI generated code, and here's why you should too</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/47d6359d-6037-4d70-a431-ab6604e7dcfa/superhumanteam_a_software_engineering_team_working_on_merging_8cb56502-5e17-40c4-a5b1-eee0234abfaa_1.jpg?t=1785149591" 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 PR pile is winning.</b> Everyone writes code at a rapid speed now, with teammates and AI agents both shipping nonstop. This means PRs stack up way faster than anyone can keep up with. That flood recently swallowed two whole weeks of AWS principal engineer Matt Coles' life. He came out the other side with a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePRq2fNHojeitjTmEiJ7sOy01G5bMEamJJ8xxCZutZbS9SPT9F9AOZjBwdvhor52NO9U0RbWF48cmKvb8LNzjevkcBS34NQLD0FkllIZ1rt9Fmn_QnfcRqMOivb7SM-L61unDnPZyKaHWtbPQsHGCThPq3KhRpcmx8CzjSf9FxE4Mv6RrRI0PiG6mTTKl2z051wZ5IbziEyjGnlsChAtvZmpRLEsheX7PTjckvMuoCFuDZCrnXlLTk__D3Dz8Zl9zjYba0rYggXpwUmu43dBqa3MeMv0iLVUMAus24SwD0T_MPnf8Rs7uIj4cpkvk8AHCeA/4so/KChHZRnBSQWnHOvRj8Ro2Q/h14/h001.AUglwqCjp0CIdzHA4pxxp4NWIzraBeOreiIV3L4XG2o" target="_blank" rel="noopener noreferrer nofollow"><span>blog post</span></a> on why he still reads every single change and what teams quietly lose when they stop paying attention. </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>Reading is how he stays in the loop.</b> To Matt Coles, code review means more than just finding bugs. When you read a change properly, you understand how that part of the system works. This lets you double-check the code against the rest of the project. If you skip the review, you stand on the sidelines instead of contributing. That’s why Coles never gives AI patches a free pass. Models sound confident even when they hallucinate an API, so clean code proves nothing. </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>Plenty of engineers call that wasted effort.</b> Cloudflare engineer Boris Tane offers the biggest pushback. He <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAJTPu0aXxrpwY_a-Y59VqLMAcxDIDanjRwVEAzV6Dn7Ig0Ik6TfD8Q53p9Eqq_w6QvZ6QZ-gLgYl_ee5ljpo3zqU9__T240noCI7hLdBAB-XBg16IvCNXdNtQUX-Or09GIKgsTbL41yNJEjL2zE3i_uEE7Ob0uiEfFQCzP-1zlVVqP4gCcII3glfCGCeo3rR9mOypRLH-T8FY8qd3OLvfsnuiyfG7l-PUyOPfelmTOgOYzD1sM73C9dbRTmogP4sJc7HGH8K-4ZEYsmDAPax-wRxp5uOkFbQWrleOQAbNL1_K364B2G6H9TJQYIk8zycMeDV21xbdE18V0BeyT89Ogc/4so/KChHZRnBSQWnHOvRj8Ro2Q/h15/h001.jL-5IrjExHJGl8rLc9jk8hSGygpfXSYkmoUJZ4Rhrew" target="_blank" rel="noopener noreferrer nofollow"><span>argues</span></a> that pull requests are outdated: let AI review AI and rely on monitoring to catch errors. Coles' post works as the counter. He points out that while monitoring shows you that something broke, it doesn't explain the design flaw that caused the failure. </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>Vibes are a policy too.</b> Regardless of what you think as a manager, your team has secretly chosen one of the above sides when it comes to code review. To be more intentional, use this <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqut_2ZwSBfU7vEC4DCrn9vwfYBAt6-6gNYLk9YEN-PTBTui4V2LVFJnEC2aflTuj2b-1b0REMlBxkBBWEdu30lXDnggPiGLvY6VH340iCLYCLYIVofe0L5zPE4f1H2PToOOEhbgTBcHKmx9GsL0JRr-xSbkQ-TJgpf5THX4Fv1MgD0TYinBcVqvJQwiIJZD29b8GMBaE4wgF2r-WYlFgDDboyuo6afB9c4vqb-hdM6pmdsg6PqVvuYMbrEJgYuuN2g_l-pxiHYDjGDlCjZmAh5MzyRffKAyNMmaZyHODigM7ejqr0HFZ53jdeEUw2nMafREuEFIlo-N9MIDqcVMh59mCHzAz3NWM_nH93KxjKjKAb/4so/KChHZRnBSQWnHOvRj8Ro2Q/h16/h001.uId7SE99EIM_DNZXJxdg85IziGB50ORNunR0xONP8D0" target="_blank" rel="noopener noreferrer nofollow"><span>checklist</span></a>. It covers 10 essential checks for reviewing AI-generated code before it hits production. </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/ff507539-a081-4a49-b3e6-19c4932d89a4/CleanShot_2026-07-27_at_12.03.50_2x.jpg?t=1785134061" 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>Claude Certified:</b> Anthropic just dropped a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoRU_vu54x3XeB6yDKA6HD8OrnR0_sIG5kcDn8qa1O8Dt6lRpVzO4YGnxjAYZG31fT_wUdIqhSKmzS1CnjK2xbCw2MqQTqGZWbnnaV7KVnjq8CZrJ2i-VBakCw96GE8gXNI-Ai4LkP6pLe8Otb0Lhdptjl2yRUtBSKZzrwMXwbd6HcpqOgDMsl_ZrKigfjNBX7o6ClH7FcVJywoQBj-5Ruj2Qhno_azSpGaZ8NU9jxnX5qbroS7TTsxdotVA7vvSvCPd9gc1yvTTxBPYSBbyFRzOpPdQ4DfyKg_aXlHScIYC5om12CHArecpBxNQNue0YsVHoh68G3ai8OSMXNYmaTKBa57NvOi6CFYXGfWVsBopbnmiN63h22jM8FYdI9NnvQ/4so/KChHZRnBSQWnHOvRj8Ro2Q/h17/h001.7Z09_18vydLt6plkf8BXZkHtzfKLRLkgxHuJil9kOaY" target="_blank" rel="noopener noreferrer nofollow"><span>certification</span></a> for devs building with Claude Code. Pass the proctored exam, and the credentials are yours to keep (3.4K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>New Rules:</b> A Claude Code engineer says most context engineering best practices have quietly become myths. Here's what to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6OUThKZPtznLuMKCXD39bUwC028aTYYaWYDkU1pQZhx6tc7w1D5_V6chvyho9kIeADo6YOp5l9Ts_f138nvrFr_yD8fu7-isiEYl3h6KUcQ07aXtATefSi3KIF0iodLjXiHa2IStB0Nvt7o-VNTj8fuq9kufwpv8PxtGSY2p4wp4BNbH_4Kptl_nG1YD4C1YFK1iMNm7yHWtlZWc4IMvdw6TtEywUXCNqjxiChKgC8JbELLvJSqGBeUZ_PyShywekjIjlg_GzIsE5kKykWFR2S3Io72-VkIl0hj9bEYRj8p/4so/KChHZRnBSQWnHOvRj8Ro2Q/h18/h001.hHIpYIvhm79eoLNgqAu8AdqukZWoxopgHJG0DKcJf5A" target="_blank" rel="noopener noreferrer nofollow"><span><b>strip out</b></span></a> of your CLAUDE.md and skills (4M 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>Speed Trap:</b> A developer with five decades of experience says you're spending your agent-saved hours on the wrong thing. See what <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LxlPAEiUTZWxZJMwxlWTTEMUulJ2fFiKcnS76M9x_OLyhCyT7ywyiQ5wKQt7GoHileFnR3NKrsKpMlr-bQWbuTpSiBFP6PsyPabSNmFoocxXXXAM7Ci2C5CUWJvOkmiHvM4HOGvDiOQefytW7HAt8A3TTj10q9c34yyaRUSlsU-WNK1XsLr8hCtdZsnkMb6Zk8K28uxk1LNd2rpGndcYRNy6kzPvJDEYV6vLiigrp-l-5Fkf_yzLUHYtfI53NlFozvdmkT_L-jR1Eqn_9DM_7tPmg7csKWwqmBYMtF65-WCai3fplys6TIxyvE3r5tjTuQ/4so/KChHZRnBSQWnHOvRj8Ro2Q/h19/h001.vVuweXnnj-2G3Oo5t18F00749orPJCAfS-5ymdyoDvY" target="_blank" rel="noopener noreferrer nofollow"><span><b>he'd do instead</b></span></a> (5K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Skills Drop:</b> A senior design engineer just open-sourced <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L2-haVAhrZKjRzbO4rn8BW7Dr00keW5bizZuIYit_iolkE8rZkZcdoRNWJqzygh3KstypW9xp2SQdcq78WCjLB97GWhS38CteUyar76RkahTyN-OY3cZvSKQEPUfA6zQxczOBpGC6fnpVQm31b_-gY3VWUIwE-RbdqHPrP3m_QKNXsV8Pp6eqCb0dJxJKGKf6sL3HDQb_LCXdBPrYJDOgLnAkoM0bHseA9fLhS-ZsMP2Y27oh7SBH26kBvb4CrVQHlQwS8XvDa6LDdUrfka5lL7GNyitbNNnT9PmDSTcPgt342albO2jfJqW6mubEHYaaA/4so/KChHZRnBSQWnHOvRj8Ro2Q/h20/h001._tcAp4bw_tyPcLV9V6HmRT7Mbq0pWaFs5A2URkn9ePE" target="_blank" rel="noopener noreferrer nofollow"><span>7 agent skills</span></a> that clean up your UI (1.4K 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>Agent Org Chart:</b> An OpenAI Codex engineer runs his agents like a team, with scouts, workers, and a coordinator. Here's his <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L3-i7OjZUFTKuM5DegH_1RkhxJJKSHwI6pB7Q4xazV7s0gBGIBm1IprjZNwqKjp3pnqlnXGUKW1lpkMfgWN5mNKxnIylpRPnbhZyMLskqn_2utNJ6RpdvpkgjkuvfEkgEDv0AEgcp3k3S8MJfYVr0PcGTzskS8pZDfI2ZlYQJtNtfvbA3EaudVXkQA-sATKmX64u0U1XUz-IlaVSOil9sdVHDoZ7XTbDuBcmsi50VxVeFKyTNB0pPsvX_7IGC-MRzWP-U7mSuQLWWCPF_ohtxMact5CdMcmjxswcEVcJcB_2/4so/KChHZRnBSQWnHOvRj8Ro2Q/h21/h001.75rPU_IMyWSKCe5vK_k8hMEZTzZwIUP-lYkeH2Nr0w8" target="_blank" rel="noopener noreferrer nofollow"><span>setup</span></a> (1.3K 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;"> </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzBdIJB_qiQ7A554fwprnRGiE3_oXgRto-4sdAxjguWyi4irRp6va4vjIEAF6WcB34aSgZxtmO_rnAxzjT1JdGAt-Z5vRVutaNaf-marSdkbLS_HFCVyadZQ14zEAWi5GRq3U0rSlfl3Wq5HLszFbiCX9VHuR9eeaHRqUyCeV0JKK_O5-3wXg_02k9f9QJrM9mhkK8Pn2755a0XQaODr4PVssj9TKopaLHDMo_S2pqavEuRAbgf7DY66uIp-5pGJGwbKn5O7rjBtwDR5PIxd0HS/4so/KChHZRnBSQWnHOvRj8Ro2Q/h22/h001.3NnYTZg-bx_65n-jewUbhW_p1i1JcG0Ez5e4lDNcMkg" 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/cf0d4d80-dde2-4284-8d58-ce97cfc2fa9d/Thumbnail__70_.jpg?t=1785133996" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch the tutorial.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tutorial</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzBdIJB_qiQ7A554fwprnRGiE3_oXgRto-4sdAxjguWyi4irRp6va4vjIEAF6WcB34aSgZxtmO_rnAxzjT1JdGAt-Z5vRVutaNaf-marSdkbLS_HFCVyadZQ14zEAWi5GRq3U0rSlfl3Wq5HLszFbiCX9VHuR9eeaHRqUyCeV0JKK_O5-3wXg_02k9f9QJrM9mhkK8Pn2755a0XQaODr4PV6CotoOId3Q_54mwV0x3u-O2dl1KqyF-4_yfVMFQkhkt0-jmRFZZGqfLQks4pQC2j/4so/KChHZRnBSQWnHOvRj8Ro2Q/h23/h001.5ExvzrrNymjUS5q-M9UsRw1p_baEM05Je8-EvHC5n_s" target="_blank" rel="noopener noreferrer nofollow"><span><b>Build a full stack app with parallel agents (by a Meta engineer):</b></span></a> You'll learn a real-world agentic workflow: running parallel agents, digging into market and technical research, and prototyping the UI. It also covers managing secrets safely, setting up a VPS backend with authentication, and testing your app end-to-end. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Repo</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkmf_TK0ZVVmj0RJhDGD1Sgpe3IpbLbhb2WAhCSmdoYMFWp3uw4GJJQzckxqOY2AgD48Ujl3ZcgDJatyqbZ2BjgEXxgaBNS_Y6bmayL0IPwp4RaxuD7WatfjXAj6jF8I0T5XFr3EmKENrVBdiH7vOgbiByFnpBfmIq69zHtomZFMpLPFIJ6fCEpsC2JnJ_0NZuFmrHKofaXTwNHjQCE0zI75IRlR3P_-jz0raqTMAIR1m8pNaN61FqKnjGtXmV7muepaRFvXZdP0OvCwn4SIjbfiZKOinyuc-0AkloLrGbk3o/4so/KChHZRnBSQWnHOvRj8Ro2Q/h24/h001._s34wT2k2bKefPj1npQfKSM9tcAyda1GT0HrBnzRrss" target="_blank" rel="noopener noreferrer nofollow"><span><b>Raptor Loop Hunt:</b></span></a> This Claude Code skill automates deep security hunts by looping through your codebase. It replaces basic scans with a multi-layered search to find real vulnerabilities that one-shot tools miss. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Cookbook</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLlHq_IXNb3MOcKdPmSAsUVBmKAR73hkXhpew9UAfyNziLcEHm6K1snHTQezo3DrlC7vrXKFjYYQUSJOsbZtKkkS187TCgBIw6gLQ22780Ge8la-neKRleVxCQ6DjdxmCvFI3wnuqr8NJZdN-MMD7AZZZ60xrKJK16XJrghn5FEjgYGed29P7vYLyObx9IE3CHFlPQwWgInoXSPnLjc1iplTXAoaWmHf-3R2vvjZ7t4dYAtazCcgWdX3vw29uCYBw0hnrqNPa4yx4dEyX7C6iK0TbsBDPwzS9Vurg5HL3s_WWC18ho1J-q5ts2K5t1ZAXkxaI_mqXHLsAAP6GUrD3vkHYIdkDSogQrW1ukUvt3y5e/4so/KChHZRnBSQWnHOvRj8Ro2Q/h25/h001.ismVJQWh9nXY1cNC8ovJGCgyPiJni78OmBMt6LxC9Og" target="_blank" rel="noopener noreferrer nofollow"><span><b>Prompting Claude Opus 5:</b></span></a> Using old prompting strategies with advanced models like Claude Opus 5 wastes tokens and actually makes your results worse. This guide walks you through exactly which outdated rules to drop so you can get the most out of the model's natural strengths. </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 make Codex fix its own type errors</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 edits a file and claims it’s finished, only for you to spot a type error ten minutes later. Hooks <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IqUZOML35pbZylK0LfuECEeKEVHIYXCmw8SHPYI0jL6snKgkZS2zjKI51duZNY5YWi8Kv32b2wvH5PXgeeN5CNerKFskercG15UiwsJYd2mvS9MMMNb9dZZA0W_1r78XNgFuBaGTMBx2tRDGmQ0BiXQYi-IvfCunO574CmUJYz2HXxE3MNfSuRWGvX3LtMeK3ed3th-3dS6hKqFiSH-DAf1-lifht9lZUQh_5Oj62kIp0vvMk6OvDLGF9reyBUxj4cpoMvAt86hBh_tlYrXuqeENgS0Iz-Wg6bqgS5FhxmaOr7Ec4pv7aWBJ-Oq3h-pQ/4so/KChHZRnBSQWnHOvRj8Ro2Q/h26/h001.n_IdJ80BrUT6BowLSQQ2eFpn3QnSmcsdEYINKacUN7U" target="_blank" rel="noopener noreferrer nofollow"><span><b>solve this</b></span></a>. Documented by OpenAI, hooks run an automated check after every edit. If a check fails, the model gets the error immediately so it can fix the issue before moving to the next task. </p></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 1:</b> Add this to your "~/.codex/config.toml" file. Using exit code 2 swaps the tool's result with the error output, allowing Codex to see the mistake and fix it in a single pass. </p></li></ul></div></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code><span style="color: #d2a8ff">[[hooks.PostToolUse]]</span>
<span style="color: #79c0ff">matcher</span> <span style="color: #c9d1d9">=</span> <span style="color: #a5d6ff">"Edit|Write"</span>
<span style="color: #d2a8ff">[[hooks.PostToolUse.hooks]]</span>
<span style="color: #79c0ff">type</span> <span style="color: #c9d1d9">=</span> <span style="color: #a5d6ff">"command"</span>
<span style="color: #79c0ff">command</span> <span style="color: #c9d1d9">=</span> <span style="color: #a5d6ff">'npx tsc --noEmit >&2 || exit 2'</span>
<span style="color: #79c0ff">timeout</span> <span style="color: #c9d1d9">=</span> <span style="color: #79c0ff">120</span></code></pre></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 2:</b> Restart Codex and run "/hooks" to authorize them. Codex skips untrusted hooks until you've had a chance to review them. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 3:</b> Replace “npx tsc --noEmit” with your project's specific check, like “pytest -q”, “eslint.”, or “cargo check”. </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%;"> 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_32RHs55vkeN42vyABxhj0FDD2ApXjTicofIAcwOpJ0mIsEZJeNHpHfA_L9lnkOIbuN7mgnP8ChpxveAP-x3M_enlrsqY-lT-2JuIcqxoGffljzVyyfZMHfnXn8bw8WewY7uIqNKWnxl_yAmsKwDJ0LOUUabIVwKiirhrrGvw8QJ2yl4/4so/KChHZRnBSQWnHOvRj8Ro2Q/h27/h001.4pBkDBsuXZY7XVoYYUoroyGi8VQ2kJ1gLVWGMrQeo4w" 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 Friday</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%;"> Check out <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyIDikn6ylpwrMETdtIgVoLCPnaVHp6pKgdWq9x9gPF-3oScBMiDGVE1cktrvKV7teBpXZy9lnp43z67x-JtN0jfsSLBkNMZXGAvMe2MsR2gw_JXABxJJPiuzNyPYsvQsg3mbFUJ_rLgrL-1s18RaF3gBrJ6PPOd1984QO-E2D2Y3WOyEVzbECEX-tVmyikB_r1vx5OokL-PG1POpzt0LM29M1zZ3FcVp0BQEOOBshyaRZtbxqgPZDwOZFwPIGWR6LtSW63ligUIoPQXtBGOj41/4so/KChHZRnBSQWnHOvRj8Ro2Q/h28/h001.MOsx2L4fcFmYZboN-lc3uJGiLdNiO8gwbcng04L-rg8" target="_blank" rel="noopener noreferrer nofollow"><span><b>this tutorial</b></span></a> on how you can write, structure, and refine custom agent skills. </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_ygjggEXBnwdJX50VI3VNf5mA585SS6VgV6WQzoQR3tHYy65eciZ-wTNPduiiC618HDSIVQkhX5B3eOTWbP-qcuoh56VkfO63-fPRGgs4uLXTnTWXYUhFCr4Rb-qOFLqWdiD_WRfRw4ARXGGx1HAtJSxx8EXaxaGc85xVBIwL2kRNvAGRRDzAe8In8elSZ9pFnmEToEklpq3vGzmwgDWOI-M0cfC/4so/KChHZRnBSQWnHOvRj8Ro2Q/h29/h001.6H4poT45w6mx8_VM2p74fdtXcRl2hqfAvzeg3lp5Od4" 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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GFm_Zd5sN5vcZJSzKpq6GK_2K0P4VDTZYcbMLQmyAnA2LtOj9coase5_buySYumwwWf6MecWi0tfNPHtGwXEDQsMBzmnFWZMlwQGc_x9SDddYyKT1D5Y8FoQK_TQKV_750jo5SUmG5A2lMAkQkkPuUYDB2fTRzYtdgowDv4j9eokEH7slueonalI5LOOxg-RgCK1i2pvLDLwTMbJUXFN5wfGEmhoIS_g3MshXsLswzA52vjQMlYOSlfA-GbqBx-HMHu0w1GMWU0avRWcV2FYJI8miBB0D6Hou-EL1hol7TZaYryFln0bO7g2BI_mWVUcqk1lkMizjwcduXR-24HKFJWmxamCbafFKxAfXBVS80D4lGU3Jom6KSiFYEbCNXacuHd6zijcyR4j0VHzCWBbO2FGIdheCPaQNRKTV9PfsbUVFXGMO1TvsTua4ChwKVoqfbGBRkQR3LGRPOxg15KQhBbxcfIC2inyJiruI0hZCVTyUzCTOtx4FPDK4be53xIkXcDtxszTxvNldQedoTiP8GGf74Oka5vTznD0oJEOz62b0GnHptqQt-bqFz0yuFBtgA8OVZtYEtYPXhSE3bZcRUB_RETvHZaldBCjIZk7ke9ZD0ukQ3qykbSO_MYQLl2ztcghSjdxdpOcz4766KpS_chVwCPQhMMiJ_WbdpuJFUqJJleFz3r_4QVVCjTuEzua9ggjPMFEknEULCGEUr9z6hBHllOdK80LVX4OSsfC9so8X_fQ2tIx-krWgPuU6ddd0vUK-i5Ld7wAcMW5ziDsxh_NgA7QUwz8uNifBkcOIaraechvoBkQWkjL0H1j4I1sje5l5aVJZvWovu5SecL4D7jPSnajX8lmAlpnWi19M4-QZytNuzSsRuiOiqtKthzyqBZqaRBK8Yt5RTS3mR2H5vYzzcUv2SI-iEv1K3BaHNVLg/4so/KChHZRnBSQWnHOvRj8Ro2Q/h30/h001.6RSLTEa3QliPRH818EJMS7zBr6VSYTqltFZdEb3AnhI"><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_h9ck9FHbNKq0pX-os8FJQtbKLEtZdE8a2mbHtBuQaElyRbOy_2-Gy5X1KpQxPOCAmqeWH8yfPG-Rd6Ue6iK2qHFkEKRcP3eo4dQO7ykHOBB4qRfA2Z4ouKwA_rn4KoSmn3Puhamc0Ffdo8lT6ySV8Ooq1FUIf78VgEjvojT8cKOhBhbOCP_hDQCb5XnQKnQa1udb8dGXdoOQ7q5K_zmUbvhvdAWC1WyLKCjnp8jU5J_N8z1m4sBp8R1l3yNnm9xyl08vp429f0T_YmM-j_akMTPqpWzDwOAt2ed8ioZKfUc5QCx2mm2eFtqSpPZjmCtLAptdWZ1Avm4beRldZ11uHod4oZh3UxT-65STYrfb7SmuzyIGBxsZniUDejStGS085E9TeUq4UxiKubzWqEQFxNceVGkzUBLZYf4ToA8Eo02oqtmlzOEnMj3auwmdhWpBaQVbDq_n3SV9XSeS88JxsJkCXqBHcY49jt-1X9UiY1y-rEVLmCsywv93RS7wR90tvmWKablw_s1ErGMPTlTw2X0ahzyeD360WhZSOIPfONqVr3QVjU2Rw4_x19cKxAOzUgJzQ7MyNUSRTy-w6o0RwSsByK1vDXdgMSekETWgc7nYgJJYwZF1-4M5zBhbEf3t_0eDarF5pb0C8ozbD1ysOyunojR5_2SlwTT8H43kgyzDSzue6FG6d9LZe2RyhiJc9-nQ7cxfUY8TuyTzz1ZOq-KvzNDlTWH-2n69-04HIqOAmTq9LTMV3tvXUcxDMFvlsfAMDUghKH8TUqmIjJw7lUBxQlc4tEdXL-hE85uRXYf_2-YrZC_IIOKbvICKftUvxP7yxWfb8zSWIeWTgmtq3P1aYQo4MROJIKIn3PF4UeWChiGUcLtQF657alPDzgOqZCLN5rXAQoXnbqWtiMLT8mJhiKiKPFScv73eUGiWxKihpUDQr_8pQ/4so/KChHZRnBSQWnHOvRj8Ro2Q/h31/h001.sqB72gFE6ACCzbsAPKbApFhEdoNKXgU4jC9Oj1l0PEQ"><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_s6AftXBC3OfCry1RhCJCHXIwjpkIgBrjFzDYb1l9Jqqm9Sx3XFnJn4tI4156d6jRjzrYIwGJ15Cpxhh-PkmNBstAmgj8J99YvEQs0MdAeO80YJTxLWCFtk6ez7E8CcqXwRdp1mxgkDcOfCaiRHNEk6aoUcp-e-F25OG0tSdovw3oTp5zcQQxO-KnxWR4DeuCDRVPRMSY7Roy0UrtKE8m017H8tGLdclQ8BGbqTgzhneeYwDrbgwIPQa6oM6le_aHgoTx7C_dRV1MpDxSOWGFqKI5yFGv-jwV3ZGx1SxKIW8RxHqNcBLOIInSbVYnd09LImBxL_sztQcIKGRJbq3Ft4ojwX-WE-mMzgsA6MosuNYUiVVWUVHV0iWqF0RHqguwIPcu87DOHdEsfYBESBY5ZIKdUgMUKMciNOM8_37f2XMRqct8Yh4ScA2WdohzvEmI6YSgekWaIFUCttFaBXi4pFfBwa5_igFWfzPCta3xdMW0i41D_zbTWlsBWg0IKDfKyxYU8ZetFscGKTMnyyKOjPERVyHPTmlv3PQn-3UE0dQ-Ek9Osk6wu6GHXpIwq5NySvRE3zNYXu6DXpZqHqSMkYGnRK-Pktq5HeblQr1dEODqwJRS1VnsClXOXAt0jE7G_81ggpSBGnH3zUA41ClHO_xA_3eDqTqhlpKYS36FL7Mvp6KipPxJFVVtbvTc7yrGF3CVB2T1Tlpaf6N2vup0fyNFHx3mV62krHMJZsrs7K0jjDWPzU_wlOx10N8Q56d8N4oYV2QJ35xtuC3QoQK3qTLDyfnLEuQeoYX9hw_bcurCsidoMFYXo4cgZF_b_07v50b7mp7yOUMFgL_Ll03rUhkgPpPhJgedyD9Zp9GJ5XVBX3iiNJP1YQIyqhcoJCZ_qghu9eUQINzeCt0Hex-pYmcM1knxe7j2mCNouYqarglqBo1L26KV-o94mHLww/4so/KChHZRnBSQWnHOvRj8Ro2Q/h32/h001.LmuZXpEYt0pbMxkALIxBGTg2xjqq4HT_bPp3xgkvB3k"><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-nulXCkVKBSpsS3Dy9bIUbBGFcY_RMOU4LBEyqpiRvDH38bN8mrxsQQKZQf1DzBgcIG1XoZ3bkDMaVavxJOP58x-anV67W3R_vVPER_d7o9MS7w21B7lh4M_FAsjBAuGhEJCzVhvN73mKdTvuVjdMvlLVFvhrLF2QF5jgG-d9T7uOz8lat4f4Bvw5yAucbdHoa-_3ZlkPeo-59HEpGnHrC361GGoAaYcHJAf_Bbwe6pfVq4gnreS1bTs68ou_3YJuZcMkwhUxRyZSnpgSKG8so0dLLsSNA3hGQCAk-DS4spERLb_xRF-OS8teIvI_wknSLDE_1DuV9O5Z-z11Hgfq5e2ri9cfOgOy_wU4BTX637oANvC3xe8bBKFYHhE_5FQRx6JsqEFUT_H6PWOwsuwxfArtALrF-t_OAI4JwsiKNB2YxgGIGtM5GCV95DA0sezQwSg-HXfEF77GWAm7ilahf8y6IfpKHJPRnpDlPJdKhlfvLpXSRN4t4mgfyUynmZX5_pQp2UhwFXfIN1br1Z4usS_na9HkgbzSij85TH0Eq-odc0L8uYh-2InPo__QQoq4YvkAOPZs3SJQY26Vejpgt127jlf2J8qFvIH04jKIKEbf46qAS44FICMtwCAZFcwRi2Uf_oiHwi37xSrjueZU1vpe-K3hjXxaONGCR8eCVBIkor1m-rVWq6G5OzkxjwA3_tkO9_iv11LfE4mBBvlWkG3QRplolZ99O3p4uJAFssW3HX0zRT-1Oa1k7JwY_bvg-3PxGHwJd_5NQM2fiVE3ONyMHe6caWoAKl4gFnWogIvlSk29uaLF2yz1R3Q5tQvEio2S_FDhXiurRrlqAxigeq1-6Ltmmg5GXK389mC5ZT4LHfmAWN6UAXI0R2Tfechanchj0hFZSKnZl1RIdFfNonyFrTlKdrSvgjCGBsh6tFwTte463PMZCBV72bCvrF6SqRs/4so/KChHZRnBSQWnHOvRj8Ro2Q/h33/h001.s3fX-GQdSNIRTU2B5Hdl7jPL0jZsZaf1iKwGKkTBGA0" 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/4so/KChHZRnBSQWnHOvRj8Ro2Q/h34/h001.JMSRPP9wl2gBrbYO_10RsgO5woliD35YDcVrSpwR0sY' style="color: #030712 !important; 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Follow image link: (https://coresignal.com/agentic-search/?utm_source=superhuman&utm_medium=email&utm_campaign=data+layer+for+ai+primary+ad)
Caption:
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**Welcome back.** Anthropic just cut the price of frontier intelligence in half. Over the weekend, the AI lab dropped Opus 5. It outperforms Fable 5 on computer use and powers through long-horizon agentic tasks.
P.S. Our engineering team has handpicked [100 must-have CLI tools](https://100-cli-tools.netlify.app/) for software developers in 2026. Install them to ship faster at your job.
--------------------
### **Today’s Brief**
* Why an AWS engineer still reads AI code
* Become a certified Claude Code developer
* Senior engineer’s advice for agentic era
* Structuring your CLAUDE.md for context
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://www.anthropic.com/news/claude-opus-5)
Caption: Click here to see Claude Opus 5’s full benchmarks.
--------------------
**Anthropic's new model rivals Fable 5 at half the price:** The AI lab just dropped [Claude Opus 5](https://www.anthropic.com/news/claude-opus-5), which outperformed Fable 5's top computer-use score. The bigger unlock for teams is fewer refusals. Safety classifiers are now expected to trigger 85% less often, and a new Automatic Fallback feature reroutes flagged prompts to a smaller model instead of showing an error. It also features a fast mode that runs at 2.5x the standard speed. [Watch Opus 5 in action.](https://www.youtube.com/watch?v=cIgoqAy_Vs8)
**Tech giants drive pushback against open-source AI crackdown:** The White House is reportedly considering a ban on Chinese open-weight models after accusing Moonshot AI of distilling Anthropic's Fable 5. In response, Nvidia and about two dozen other companies, including Microsoft, Meta, and IBM, wrote a letter to Congress urging them to avoid "premature restrictions." They argue that open weights actually allow researchers to inspect models and patch vulnerabilities before attackers find them. [Read the full story.](https://techcrunch.com/2026/07/24/as-us-weighs-response-to-chinese-ai-industry-urges-against-broad-open-weight-restrictions/)
**Celeris Labs promises near-GPT-5 intelligence with 15x faster response times:** A brand new AI lab just stepped out of stealth with [Celeris-1](https://x.com/Celeris_ai/status/2080442996403933630?s=20), a new model that uses a diffusion inference architecture to refine multiple output tokens in parallel. The lab claims it delivers a 157ms response time, which is roughly 15x faster than GPT-5-mini. The API is OpenAI-compatible at $2/$6 per million tokens, so swapping it into your workflow is practically seamless. [Try it here.](https://docs.celeris.ai/)
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##### **PRESENTED BY CORESIGNAL**
## [Fix your data, not your model](https://coresignal.com/agentic-search/?utm_source=superhuman&utm_medium=email&utm_campaign=data+layer+for+ai+primary+ad)
--------------------
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Follow image link: (https://coresignal.com/agentic-search/?utm_source=superhuman&utm_medium=email&utm_campaign=data+layer+for+ai+primary+ad)
Caption:
--------------------
Stale data can ruin even the smartest model. Your agent [deserves data you (and your customers) can trust.](https://coresignal.com/agentic-search/?utm_source=superhuman&utm_medium=email&utm_campaign=data+layer+for+ai+primary+ad)
Coresignal is the data layer that keeps agents grounded in reality.
* Structured, live, and ready-to-use data, designed for AI builders
* 4.5B+ fresh and structured company, employee, and job records
* [Agentic Search API](https://coresignal.com/agentic-search/?utm_source=superhuman&utm_medium=email&utm_campaign=data+layer+for+ai+primary+ad): Natural language in, structured data out
* No need to use a query language, no schema mapping
Get data your way. Use our Agentic Search API /fast endpoint for speed, or /reasoning endpoint for complex, multi-condition searches.
[Try now](https://coresignal.com/agentic-search/?utm_source=superhuman&utm_medium=email&utm_campaign=data+layer+for+ai+primary+ad)
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##### **INSIGHT**
## **An AWS engineer still reads AI generated code, and here's why you should too**
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Caption: Source: The Code, Superhuman
--------------------
**The PR pile is winning.** Everyone writes code at a rapid speed now, with teammates and AI agents both shipping nonstop. This means PRs stack up way faster than anyone can keep up with. That flood recently swallowed two whole weeks of AWS principal engineer Matt Coles' life. He came out the other side with a [blog post](https://coles.codes/posts/reviewing-code-you-didnt-write/) on why he still reads every single change and what teams quietly lose when they stop paying attention.
**Reading is how he stays in the loop.** To Matt Coles, code review means more than just finding bugs. When you read a change properly, you understand how that part of the system works. This lets you double-check the code against the rest of the project. If you skip the review, you stand on the sidelines instead of contributing. That’s why Coles never gives AI patches a free pass. Models sound confident even when they hallucinate an API, so clean code proves nothing.
**Plenty of engineers call that wasted effort.** Cloudflare engineer Boris Tane offers the biggest pushback. He [argues](https://boristane.com/blog/the-software-development-lifecycle-is-dead/) that pull requests are outdated: let AI review AI and rely on monitoring to catch errors. Coles' post works as the counter. He points out that while monitoring shows you that something broke, it doesn't explain the design flaw that caused the failure.
**Vibes are a policy too.** Regardless of what you think as a manager, your team has secretly chosen one of the above sides when it comes to code review. To be more intentional, use this [checklist](https://www.metacto.com/blogs/establishing-code-review-standards-for-ai-generated-code). It covers 10 essential checks for reviewing AI-generated code before it hits production.
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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Caption: Meme of the day.
--------------------
* **Claude Certified:** Anthropic just dropped a [certification](https://www.linkedin.com/posts/introducing-three-new-certifications-for-share-7486412944876998657-hIBP/) for devs building with Claude Code. Pass the proctored exam, and the credentials are yours to keep (3.4K likes).
* **New Rules:** A Claude Code engineer says most context engineering best practices have quietly become myths. Here's what to [**strip out**](https://x.com/trq212/status/2080710971228918066) of your CLAUDE.md and skills (4M views).
* **Speed Trap:** A developer with five decades of experience says you're spending your agent-saved hours on the wrong thing. See what [**he'd do instead**](https://x.com/unclebobmartin/status/2081332683582427641) (5K likes).
* **Skills Drop:** A senior design engineer just open-sourced [7 agent skills](https://x.com/jakubkrehel/status/2080683435153117488) that clean up your UI (1.4K bookmarks).
* **Agent Org Chart:** An OpenAI Codex engineer runs his agents like a team, with scouts, workers, and a coordinator. Here's his [setup](https://x.com/pvncher/status/2080707291603407077) (1.3K likes).
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##### **TOP & TRENDING RESOURCES**
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Follow image link: (https://www.youtube.com/watch?v=kPN564Kol14)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**Build a full stack app with parallel agents (by a Meta engineer):**](https://www.youtube.com/watch?v=kPN564Kol14) You'll learn a real-world agentic workflow: running parallel agents, digging into market and technical research, and prototyping the UI. It also covers managing secrets safely, setting up a VPS backend with authentication, and testing your app end-to-end.
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### **Top Repo**
[**Raptor Loop Hunt:**](https://github.com/dinosn/raptor-loop-hunt) This Claude Code skill automates deep security hunts by looping through your codebase. It replaces basic scans with a multi-layered search to find real vulnerabilities that one-shot tools miss.
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### **Trending Cookbook**
[**Prompting Claude Opus 5:**](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/prompting-claude-opus-5) Using old prompting strategies with advanced models like Claude Opus 5 wastes tokens and actually makes your results worse. This guide walks you through exactly which outdated rules to drop so you can get the most out of the model's natural strengths.
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##### **AI CODING HACK**
--------------------
## **How to make Codex fix its own type errors**
Codex edits a file and claims it’s finished, only for you to spot a type error ten minutes later. Hooks [**solve this**](https://learn.chatgpt.com/docs/hooks). Documented by OpenAI, hooks run an automated check after every edit. If a check fails, the model gets the error immediately so it can fix the issue before moving to the next task.
* **Step 1:** Add this to your "~/.codex/config.toml" file. Using exit code 2 swaps the tool's result with the error output, allowing Codex to see the mistake and fix it in a single pass.
```
[[hooks.PostToolUse]]
matcher = "Edit|Write"
[[hooks.PostToolUse.hooks]]
type = "command"
command = 'npx tsc --noEmit >&2 || exit 2'
timeout = 120
```
* **Step 2:** Restart Codex and run "/hooks" to authorize them. Codex skips untrusted hooks until you've had a chance to review them.
* **Step 3:** Replace “npx tsc --noEmit” with your project's specific check, like “pytest -q”, “eslint.”, or “cargo check”.
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**
--------------------
### ==**Our most-clicked story from Friday**==
Check out [**this tutorial**](https://www.youtube.com/watch?v=F0pH9aQeDrY) on how you can write, structure, and refine custom agent skills.
--------------------
==**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 — The Code team
----------
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