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🚨 We need better coding interviews Wed, 11 Nov 2026 14:08:15 GMT
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From: "The Code" <thecode@...
To: [email protected]
Date: Wed, 11 Nov 2026 14:08:15 GMT
Subject: 🚨 We need better coding interviews

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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: 11 coding agent mistakes &#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204; </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFF;" 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> November 11, 2026 &nbsp; | &nbsp; <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9vhtwytt1-w5BoVRWELaDxPL0-NR-9yaH7H-ArZ9wabN-Fpc_J5KhCQzOAZofxhKr47Djh8tie4RBS7JHgrLUUzzT6P9RuaeHDbbcyk8VC5vrG1oVLyEYGlJdLQZvQt1EFhhUYfdXgIyAaVV44gzmyeRKrbN25q65sZ8w3VEQuqLOpl3oT4BbQPo_6xoGrXvwbS9yzXmeTFd29o_ksqEU1u-sohbUU0Ipvto-P6HG20dhQ7jMneKb5YrnYBEgrjae5D44SX1if_55tF-gX6YoxJhEepN57RnebZZl-BAzSQZl4fxu1M_PDLd-yQ3AjnOGWsHVvIlLAhXvXkoXS4xlXuqTfJqKzNaJss_QVvQAx3eHPDFZc62HcobDWpL3fuSw6PWojPAm8K9AA9QbD9YDtXIwyrl7CklLHKNxMo_Ms9KXyCVWgknbEPkSwlp4VlZhnskSIjmQn_cDDEkCt43aNyb_-r6sl5Zytvv8vZ1Voju3_omtvsdf6y2ftQ6CNXoBXSJZVTTIDrMgMxW4t_exl8Y6L_-oYarU-Fc8fJwyu_mubgvlgQDbKZ6isawnPpqF5BLJXz0mKSz09WSoBGRczwyZF49Va3TssUr55VVtJms9ARjYujudyEbyHBiK4CWlsAaZqHU674tKDJrS2-Fw3FnbPow73iOB6XNCh2Sp9acfxUoekTIH0e5FYX0NPVcBxlRm0UnvYHFfbKGFnV_DxWZb_ktORld1shslLKJCKCrT6abqE05h42U-xcsy_Hu3k/4vn/rl7KHAbGSYOQ-6d_XawWYw/h0/h001.ai8ZdI6olHoXEnUBbI5sKWkdzv80wOrWe278wsehqFw">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/4vn/rl7KHAbGSYOQ-6d_XawWYw/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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0so6VXzje02qQ0V777fhnaHN5jfzbsr0qDAUNWrLHaavqRWk0i2nuecUPLjkQGrwUlv8HM29kGrKg23O3vV8W2UnwDuMUoPy9sfXYB1w12tp7FHvzZEiosl8vQMrtCFVAZbpVreJ9jYd3ekRqzSY1xGvsTbqE590AtZ8y4sCrcINrkELSlt3e8benmppOQxVVWxOwW5hvkJddq2wUElsZzJHAQDqPlg3ST14kzkcmEaD5riwH2Xa4DVCHFXrpN8fqg/4vn/rl7KHAbGSYOQ-6d_XawWYw/h1/h001.La29-VRpHkdO59UulbmTFbfqXAk_witryWsx16og2xI" 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/bac6d671-0722-4be6-ab71-d5f4d98db670/Group_Soniox__3_.png?t=1794392098" 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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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> Remember when we all agreed LeetCode interviews needed to go? One engineer&#39;s nightmare AI interview experience now has devs missing the good old LeetCode days. Plus, MiniMax just launched a faster image model at half the price. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Also: </b>A developer let Claude control his 32-year-old Jeep, a setup for multi-repo updates, and a one-line trick to make Claude 5x more likely to catch duplicate code and fix bugs. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><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:4px;padding:10.0px 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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, &quot;DejaVu Serif&quot;, 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 coding agents are quietly turning you into a manager </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The engineering role that grew 4.6x this year </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Fix 11 common coding agent problems today (tutorial) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Make your agents better with eval-driven development (cookbook) </p></li></ul></div></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td></tr></table></td></tr><tr><td height="12.0px" style="line-height:1px;font-size:1px;height:12.0px;"> &nbsp; </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFQV8lq6CWr0x7XA2NnqqKhd0ouMDjzQ9r5nZX23h0uvXXx41vk0Fl_NodYAzZ_6v8frTWJmmjfJ4s9-r4BYI_DGcNhcmZFgPwcPwawG-LAXff2Phs4PCcBubxhCc-FW31LssKiRWmZF8hxp_A7O8IJ2hkx-HzxyazbwE-hFMoc9KTTl8tMyVU_4iUaMyI9Xn5hGTJRG-D3mxCcl3DwnuFfit_JcvNU36CoDIZLjbHTv00tzhx95xJGdJbTMxzpPPM/4vn/rl7KHAbGSYOQ-6d_XawWYw/h2/h001.Ss2W2oGjTml0zKkXVVuspJ40-J4IjeFx9oR55o8lsvM" 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/12f9e60f-0511-4b35-96a6-d494f873d759/Thumbnail__86_.jpg?t=1794386893" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch how MiniMax’s new model works.</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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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>MiniMax gives devs open weights for 16MP images: </b>The Chinese AI startup just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFQV8lq6CWr0x7XA2NnqqKhd0ouMDjzQ9r5nZX23h0uvXXx41vk0Fl_NodYAzZ_6v8frTWJmmjfJ4s9-r4BYI_DGcNhcmZFgPwcPwawG-LAXff2Phs4PCcBubxhCc-FW31LssKiRWmZF8hxp_A7O8IJ2hkx-HzxyazbwE-hFMoc9KTTl8tMyVU_4iUaMyI9Xn6hFtYWAdKnykOONb2O3cy7HdxldaskaMyeUqeGdrmXk-tq8HsQXJW32_4U4tRYkeg/4vn/rl7KHAbGSYOQ-6d_XawWYw/h3/h001.M4wFvf5bt4gnEc6lwQvpgnf3JMMAWMnrZnsYn4xnrDM" target="_blank" rel="noopener noreferrer nofollow"><span>MiniMax-H3-Image</span></a>, a new model that churns out native 4K images in 10 seconds. It supports editing and up to 16 reference images. You can grab the weights on Hugging Face, fire it up in ComfyUI or use the API, with 16MP+ jobs. It’s available at half price this week, and you can try it <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLor4qFHd-c8F8W-5qdSkMi5K7sjo2DtdvIt90hP3N1yML9_SsPSoG2Se_OKqQt4aTTtKCY-C-0ULAXOrNe4_81yP7nZjPUPbmcrk08rCmI11ym6_jGa9331sHta6UwYdD74d2-t4R7BfPIqQFlL1I8WtO7DLX06LqHDE6brCMfkPHignljbukZbx8idNSYpSAnXyuI8PBqP08CdwdWd2Hd-MFCwPB8rbhn3VVIIt4YV1U-UI89U9pJAS-IbMd9_4QQ/4vn/rl7KHAbGSYOQ-6d_XawWYw/h4/h001.gd_FwC4S4VqLQq_Ig93nWo-NmhPdKBxtg8cvapKMreI" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a>. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>AI coding interviews are making devs miss LeetCode:</b> A developer’s <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGmwksUPbvOgyggKjZ591xLzaNmD8tTpqroTaSmsVkkRIrKpiLo5vZskz2X7taqQLsd0w7Y25ce9jZnEhSLRBTF7neHWPSCySG7H0oPbGY13L6WtbPvrAuCZ8z9aQy7G_iPhBZxrRrbiD0O3EunloATbCAP4kvEVwef8-lFF6OLDVO8T90_YA9AzNUyd3A9Zv8FEnyWqphFmaUzQFcX9oyMbixnQgMQkcF5yxHVLu7dLqZyX1U6Ghx7kj5UcXy_JHk/4vn/rl7KHAbGSYOQ-6d_XawWYw/h5/h001.q1MsT5N1gGC3lnsO7lXKb5PPMdX8mouVxPQXxUDz9QY" target="_blank" rel="noopener noreferrer nofollow"><span>viral post</span></a> has reignited the debate over AI hiring tests. During a Bloomberg interview, behavioral questions ate up the first 30 minutes. That left just half an hour to navigate a large, unfamiliar Django codebase with AI. Although the proposed solution passed several tests, the candidate was still rejected and noted that the guidelines for using AI were never made clear. Veteran engineer Gergely Orosz <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHxf-T3DyuTMEsFHAymR4X75uUnaIpcsLAM_WCFzNnppyedSL61D3XTKcyxyz9y5ce-Qg5IB895dqwIgdhxNEmhVfn7h8DhgjStrNhcGL4xFGIzCj2BzKtK4VVehnQxQGDMYYMmwHCFgBMe_u76b55DOZU7SoXzUilfXWn1iwWdtfYZ6YwGWtAeoSZ1NEcDIbE59J2ToWqaAb3pNP2Ydoa2qVLDcW7s7pVAPF4sCvNAN4jhHRBj_fVVR-Dz9-H-nag/4vn/rl7KHAbGSYOQ-6d_XawWYw/h6/h001.FjKjngRDwtruYuq-KW1FScXuWvYAIL19iaI6tX5bfuI" target="_blank" rel="noopener noreferrer nofollow"><span>warns</span></a> that replacing LeetCode could leave devs facing subjective interviews with no clear way to prepare. </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>Amazon swaps Claude for a model 44x cheaper:</b> The e-commerce giant just replaced Claude Sonnet 4.6 with its own Strands Decider model to label tickets in a massive internal system. Instead of generating JSON, Decider scores 20 labels and picks the best one. It matched Sonnet at 98% lower cost, which Amazon says could save millions every year. Since both models ran side by side, rolling back would take 45 seconds. You can read the guide <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0nLcmlwjDsndAy8Kyhu_kbAz-fTWyzn82u8EpYkElWtqPD2Lp3o1ZOeOUrjmUywILos7vu-Mq6JGZ_5Cwm7sWVKrow_WUstAgjwnrnI6Zir_pdWNq19fjd2KxPDm0PAuBDWJCkNxa3GPbkch16gqzkLv402yC8M8ENs_yn99uTg74VbVGE2aUvggKRlNZxNFXlz57x_JkyCfaOgX3Wff6MAxVFACzm9lgi6AWqRRTnQM8zeBpcxwVW2OLyAcOrGqyNUv97Ye9DDmST1STRQz-r9yuLzKEUhQt47OELIzYAoUqDYSCjrOP1kpHr439aM6LxgM_gpX1PhI15eGk3HJknE/4vn/rl7KHAbGSYOQ-6d_XawWYw/h7/h001.0vcknAuJAASgg4nXQbGetc0LOA5XHh_0CHxHH4C416g" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a>. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY SONIOX</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.lj8E5PmaCEQWZtY8yZ5P0so6VXzje02qQ0V777fhnaHN5jfzbsr0qDAUNWrLHaavqRWk0i2nuecUPLjkQGrwUlv8HM29kGrKg23O3vV8W2UnwDuMUoPy9sfXYB1w12tp7FHvzZEiosl8vQMrtCFVAZbpVreJ9jYd3ekRqzSY1xGvsTbqE590AtZ8y4sCrcINrkELSlt3e8benmppOQxVVfkZJ8M7SrtohNX2KW4l1nnRpstHrZZDEdBmX1XQjkyYPpUWmr1C7OD9VNjVJBrLWw/4vn/rl7KHAbGSYOQ-6d_XawWYw/h8/h001.pTFwDOmOMbyyeBxMEb6DzdT3FMnMx0umvw17QYT7ByM" target="_blank" rel="noopener noreferrer nofollow"><span><b>Your voice agent should never interrupt itself.</b></span></a></h2></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:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0so6VXzje02qQ0V777fhnaHN5jfzbsr0qDAUNWrLHaavqRWk0i2nuecUPLjkQGrwUlv8HM29kGrKg23O3vV8W2UnwDuMUoPy9sfXYB1w12tp7FHvzZEiosl8vQMrtCFVAZbpVreJ9jYd3ekRqzSY1xGvsTbqE590AtZ8y4sCrcINrkELSlt3e8benmppOQxVVa6icSZW6R11efGhM5y3jKy26kSU2M7DBhUtsnwMKskqP4IpKZV-6rRGUpjMXqeoFQ/4vn/rl7KHAbGSYOQ-6d_XawWYw/h9/h001.RWrY8Rf6MqyiJNcxEMQflPymLOC3dUssIac8Td2mnMI" 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/e8972bb4-f309-4a37-bd3d-e60bfc9186b3/V6_Newsletter_1080p__1_.jpg?t=1794392280" 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 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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.lj8E5PmaCEQWZtY8yZ5P0so6VXzje02qQ0V777fhnaHN5jfzbsr0qDAUNWrLHaavqRWk0i2nuecUPLjkQGrwUlv8HM29kGrKg23O3vV8W2UnwDuMUoPy9sfXYB1w12tp7FHvzZEiosl8vQMrtCFVAZbpVreJ9jYd3ekRqzSY1xGvsTbqE590AtZ8y4sCrcINrkELSlt3e8benmppOQxVVRSUpXkAxt_8XLK5DIwuvm19Ea0aSbTpJVxbZfeVphP2I1iNYxWg4el3tu3H2NzAmg/4vn/rl7KHAbGSYOQ-6d_XawWYw/h10/h001.FjooMJW_3DzD-s30UslFzg4TOb7-R6vi3FcvdMgn0Uk" target="_blank" rel="noopener noreferrer nofollow"><span><b>Soniox STT v6</b></span></a> introduces agent text input and agent voice echo cancellation to understand both sides of the conversation and filter out the agent’s own voice. </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%;"> V6 also delivers significantly higher accuracy across <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0so6VXzje02qQ0V777fhnaHN5jfzbsr0qDAUNWrLHaavqRWk0i2nuecUPLjkQGrwUlv8HM29kGrKg23O3vV8W2UnwDuMUoPy9sfXYB1w12tp7FHvzZEiosl8vQMrtCFVAZbpVreJ9jYd3ekRqzSY1xGvsTbqE590AtZ8y4sCrcINrkELSlt3e8benmppOQxVVdakhZxs5yO7GLqZuVKToDcNakjckkhD4dndDisFgymRLP_hquVuymEFb_e7_eUwGg/4vn/rl7KHAbGSYOQ-6d_XawWYw/h11/h001.N2uDjP2SBcrl5n-LYQLFr5caa7SOje4xSxhTQeo5sA8" target="_blank" rel="noopener noreferrer nofollow"><span>60+ languages</span></a> for voice typing, meeting transcription, multilingual recognition, and real-time translation. </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.lj8E5PmaCEQWZtY8yZ5P0so6VXzje02qQ0V777fhnaHN5jfzbsr0qDAUNWrLHaavqRWk0i2nuecUPLjkQGrwUlv8HM29kGrKg23O3vV8W2UnwDuMUoPy9sfXYB1w12tp7FHvzZEiosl8vQMrtCFVAZbpVreJ9jYd3ekRqzSY1xGvsTbqE590AtZ8y4sCrcINrkELSlt3e8benmppOQxVVWbkkqJXfsQAgDqfO3dzLLaOVjKa3riNUqCyyM-zywQcw_Lj-X2bH4pBi1Qof5ygxQ/4vn/rl7KHAbGSYOQ-6d_XawWYw/h12/h001.Up9AeQFb-HYymGt-BS2vL1znSF2bgly-DFzd2qhsQtY" target="_blank" rel="noopener noreferrer nofollow"><span><b>Explore Soniox STT v6 →</b></span></a></p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> &nbsp; </td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> &nbsp; </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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>Anthropic engineer on why coding agents are quietly turning you into a manager</b></h2></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:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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/aae1eabe-f9c7-4a23-b195-04a0d658c3b8/superhumanteam_a_developer_standing_and_watching_as_multiple__52561042-bb0b-4a08-8c92-03bb4d4e4a56_0.jpg?t=1794392960" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p><i>Source: The Code, Superhuman</i></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 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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>Surprise promotion.</b> Your job title might still say “software engineer,” but your coding agents think you’re the boss now. In a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEgsTErfEYFwOPaUMbQESy1XscK_NTBwqv9dzqn2EEZq6EvZ5H1z-10AI1JKivdiJwOlsvvg1y-AUk6VqR_oQeYGrKR6FhvJj2iwg6qrrzwNvjoRiUWtuq4YRRDZnw6S5FN3fe2y4XpncXYLonXbswFtsO6Fax8kB8JgLouhrrJlj0B0R1Rxu7d9eo4BniKZicc8SNboGBtgznEO9IFoSPMMK6HoUpL-oh-IT2HKqKN51iI16MgKv81IAkdnQMqX8E/4vn/rl7KHAbGSYOQ-6d_XawWYw/h13/h001.XskO2XtPWvBKPEfmeda18PVmWuQ6jx-jhS0RuYzi5R0" target="_blank" rel="noopener noreferrer nofollow"><span>new essay</span></a>, Anthropic’s Addy Osmani argues that working with agents looks a lot like managing a team. You hand out tasks, give instructions, check progress, review the work and decide what ships. The devs getting the most out of agents are the ones who’ve quietly become good managers. </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%;"> Here’re 10 major insights from his essay: </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;"> Give every agent a way to check its work with tests or screenshots, or you will end up validating everything yourself. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Tell the agent what the code cannot show it, like your overall goal, constraints, and definition of done, and skip what it can already read. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Whenever you correct the same mistake twice, record it in CLAUDE.md or a shared skill so your fix actually compounds over time. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Let the agent make most calls on its own, and save hooks or deny rules for the few things that must always or never happen. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Agree on a solid plan before coding starts, and split parallel work carefully so five agents do not create one giant merge conflict. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Steer the agent in the first minute, and if it fails after two corrections, just wipe the slate clean with a fresh session and a better prompt. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Delegate the work but never your judgment, and review every single diff like you are the one getting paged for it. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Before any unattended run, define what done looks like, how the agent verifies itself, its limits, and who approves the output. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Scale agents only as fast as your checks and reviewers can keep up, and track quality and rework instead of the share of AI-written code. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Agents make code nearly free to build, so saying no matters a lot more now that review and validation are the real bottlenecks. </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%;"><i><b>P.S:</b></i> Check out the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEgsTErfEYFwOPaUMbQESy1XscK_NTBwqv9dzqn2EEZq6EvZ5H1z-10AI1JKivdiJwOlsvvg1y-AUk6VqR_oQeYGrKR6FhvJj2iwg6qrrzwNvjoRiUWtuq4YRRDZnw6S5FN3fe2y4XpncXYLonXbswFtsO6Fax8kB8JgLouhrrJlj0B0R1Rxu7d9eo4BniKZicWJeg04i-dW-6isdn1UMB1V7qvBrkWnswo7bjKGvQofXAzKXoF_Z9kXOXw9xPzsyU/4vn/rl7KHAbGSYOQ-6d_XawWYw/h14/h001.ZZ5-wxIvhBE71jJVzaXdQ-c1j8N5Qb14dzRiRuLzlkg" target="_blank" rel="noopener noreferrer nofollow"><span>full essay</span></a> for the rest of his playbook. Also hit reply to this email and let us know what you’d like us to cover next in this section. </p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> &nbsp; </td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> &nbsp; </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY RUNPOD</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.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqN7PACa7ZiwqFz4duvVsbUDTXS65XSWAdtOO2AfyfLbeUkHaVu47L3xw-ZgWIy7dcIW4K3-PcAys0_umFyzdXPcJjAnhaQOz7zdeytbt3zuZRaF9K6o8wmuahl8WbqsilkttQgcqQg1Qn-OSZMaJrmzrG-HVpwK-PyWlyhKUFk5e7nO_TssVgHC42R4GFaq4b2MTxz9rXNy2L5q9y2oqDGlQKQcNSlcoDbVc6ZRioNqr4diR52Z0FPiRuEYkHhfhsZynD_mCeBwACQQHcDcW0j6XLjPv0XEAMBJd0-T3z8T47daXOPKvdkpc8J7cbtzNnVPf3eDcWAQEgaRiBn9ZpXcii6NgvqlG5EQbetbU0GZ99dT66ygYN6epJDuzEPlBzk/4vn/rl7KHAbGSYOQ-6d_XawWYw/h15/h001.PWJp9s1UTrWRRvKU-HiTnhZIdSnZCVCmEES4ZyVbjeU" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to run agents </b></span></a><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqN7PACa7ZiwqFz4duvVsbUDTXS65XSWAdtOO2AfyfLbeUkHaVu47L3xw-ZgWIy7dcIW4K3-PcAys0_umFyzdXPcJjAnhaQOz7zdeytbt3zuZRaF9K6o8wmuahl8WbqsilkttQgcqQg1Qn-OSZMaJrmzrG-HVpwK-PyWlyhKUFk5e7nO_TssVgHC42R4GFaq4b2MTxz9rXNy2L5q9y2oqDGlQKQcNSlcoDbVc6ZRioNqr4diR52Z0FPiRuEYkHhfhsZynD_mCeBwACQQHcDcW0j6XLjPv0XEAMBJd0-T3z8T47daXOPKvdkpc8J7cbtzNnWszKlI8jpSpUwADjHaQEC1FaJmN_ijUeQAKorVlVpSRevRD3J5TnZEk4GG6M3R4Xo/4vn/rl7KHAbGSYOQ-6d_XawWYw/h16/h001.G6MEFmeVxYu71oy8XxLbHpZXCEDMRDsA_KPImJ2JDaA" target="_blank" rel="noopener noreferrer nofollow"><span><i><b>without</b></i></span></a><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqN7PACa7ZiwqFz4duvVsbUDTXS65XSWAdtOO2AfyfLbeUkHaVu47L3xw-ZgWIy7dcIW4K3-PcAys0_umFyzdXPcJjAnhaQOz7zdeytbt3zuZRaF9K6o8wmuahl8WbqsilkttQgcqQg1Qn-OSZMaJrmzrG-HVpwK-PyWlyhKUFk5e7nO_TssVgHC42R4GFaq4b2MTxz9rXNy2L5q9y2oqDGlQKQcNSlcoDbVc6ZRioNqr4diR52Z0FPiRuEYkHhfhsZynD_mCeBwACQQHcDcW0j6XLjPv0XEAMBJd0-T3z8T47daXOPKvdkpc8J7cbtzNnUtVkp1eunG9QPv_bBACmWkTOIVy8Qt2kF7NKWdfXYft4VbnWtJAmFcMzssF0ytca4/4vn/rl7KHAbGSYOQ-6d_XawWYw/h17/h001.u9eodaHldq2aiWwk8YJKBJE5t_NLvvLy7klhfN7HmrM" target="_blank" rel="noopener noreferrer nofollow"><span><b> torching your budget</b></span></a></h2></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:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqN7PACa7ZiwqFz4duvVsbUDTXS65XSWAdtOO2AfyfLbeUkHaVu47L3xw-ZgWIy7dcIW4K3-PcAys0_umFyzdXPcJjAnhaQOz7zdeytbt3zuZRaF9K6o8wmuahl8WbqsilkttQgcqQg1Qn-OSZMaJrmzrG-HVpwK-PyWlyhKUFk5e7nO_TssVgHC42R4GFaq4b2MTxz9rXNy2L5q9y2oqDGlQKQcNSlcoDbVc6ZRioNqr4diR52Z0FPiRuEYkHhfhsZynD_mCeBwACQQHcDcW0j6XLjPv0XEAMBJd0-T3z8T47daXOPKvdkpc8J7cbtzNnX_WLFpIyKX7gcmdy-MhttWPsmdq3WHACtxLHs8q04jxyuXXnY9b3sXq_KqL56QnDA/4vn/rl7KHAbGSYOQ-6d_XawWYw/h18/h001.Bk76AN4YgZ5t48qY3eKZJnN7zCAgVU4Pw3YtBh6jPSM" 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/67dbd570-ea40-4e58-b3de-ca1930912a55/Display_Webinar_Paid_Ad_1920x1080_V2__1___1_.jpg?t=1794392475" 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 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"> Agents drifting or burning tokens?  </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.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqN7PACa7ZiwqFz4duvVsbUDTXS65XSWAdtOO2AfyfLbeUkHaVu47L3xw-ZgWIy7dcIW4K3-PcAys0_umFyzdXPcJjAnhaQOz7zdeytbt3zuZRaF9K6o8wmuahl8WbqsilkttQgcqQg1Qn-OSZMaJrmzrG-HVpwK-PyWlyhKUFk5e7nO_TssVgHC42R4GFaq4b2MTxz9rXNy2L5q9y2oqDGlQKQcNSlcoDbVc6ZRioNqr4diR52Z0FPiRuEYkHhfhsZynD_mCeBwACQQHcDcW0j6XLjPv0XEAMBJd0-T3z8T47daXOPKvdkpc8J7cbtzNnU0rIbpOT5PoxdVVKUVBgr4JD3DVoJgnUVBTH0Urdd3ZfXli6XG0SBJI3PTJTs57qs/4vn/rl7KHAbGSYOQ-6d_XawWYw/h19/h001.gFgs7vqVr2-BSK879QhMFz07iKrBH6vZTe3bCBeDyRA" target="_blank" rel="noopener noreferrer nofollow"><span>Learn how top teams keep agents on track</span></a> in this 30-minute session with Moonshot AI and Runpod on Nov 12: </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>Delegate smarter:</b> How to split work (K3 leads, K2 handles tasks) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Spend less:</b> Cut tokens without losing quality </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Ship faster:</b> Connect Kimi CLI to Runpod </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%;"> Plus, a game demo with Blender and Unreal Engine + live Q&A.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqN7PACa7ZiwqFz4duvVsbUDTXS65XSWAdtOO2AfyfLbeUkHaVu47L3xw-ZgWIy7dcIW4K3-PcAys0_umFyzdXPcJjAnhaQOz7zdeytbt3zuZRaF9K6o8wmuahl8WbqsilkttQgcqQg1Qn-OSZMaJrmzrG-HVpwK-PyWlyhKUFk5e7nO_TssVgHC42R4GFaq4b2MTxz9rXNy2L5q9y2oqDGlQKQcNSlcoDbVc6ZRioNqr4diR52Z0FPiRuEYkHhfhsZynD_mCeBwACQQHcDcW0j6XLjPv0XEAMBJd0-T3z8T47daXOPKvdkpc8J7cbtzNnUg-UdHj_dV2M5DtVHN8uSN8k2MaamoEuU593i7UJC7jyp_TdHZ2KBXDR1GhhrxF1k/4vn/rl7KHAbGSYOQ-6d_XawWYw/h20/h001.CAP41viQgeE536cUtwepMn8vLjaXJdtIAFANq6tl_Hg" target="_blank" rel="noopener noreferrer nofollow"><span><b>Register now.</b></span></a></p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> &nbsp; </td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> &nbsp; </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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%;"><span style="font-family:inherit;font-size:24px;"><b>W</b></span><b>hat’s trending on socials and headlines</b></h2></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:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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/57e9f39e-7e33-4045-984f-40c3c2035f08/Screenshot_2026-11-11_at_1.45.29_PM.jpg?t=1794390352" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t bb" 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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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>Startup Rules</b>: HashiCorp’s founder shared his <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGEb9Q6yq4--7zQU81FDbtSf9RPQz8OZ_fxrm3BuuJhBOBEMptkKAvBFq2wOpg2WuRYW5_RUYvlZR-2TffQeKJVJg07fMHf6HtjwrldaEoCRu6z69tuIG4I7hFWBKBrEMkvgW4Z1n6J7QwEXSqg25T34WDkOucKeCZ6oOg9zbUTMnMLAGtW-vyZqGFAurRM0nPgD__LXPT5APHe0CCvvgVlBaTR6pXDfkyuqSUt0yFZhRGqY2jUAS1YAi9iOMIn1aI/4vn/rl7KHAbGSYOQ-6d_XawWYw/h21/h001.WORc96QVVcEa1OOqpQgbjKmFbXqyIvs4tLXUqjHbdFA" target="_blank" rel="noopener noreferrer nofollow"><span>new company’s playbook</span></a>, and it’s turning heads. Anyone can cut a release, sync meetings don’t exist, and more (3.5K 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>AI Mechanic</b>: A dev let Claude loose on his 32-year-old Jeep, and things escalated fast. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFcyWKWbQLJWmJtv8rwJm8lcUxbkC1Ny89GH0kBTKtNRfd_RbQ3GyxZ32I106_X_frHK0hf9vIwjtnApyhFEauRptYYU_6nZk9k4eNHdkFA_hlJ-npsBIgrbTvzgJ78fznsNqzSaAd8_g6QC8K_fuux4_EZxEZo5aAIgVMd748X2FOmzg_D6s1EngwfsZoVb6uNmFzFYlCzK9yL2nSIbWIGatCvSOWqDs3lIcSGb_oIYhlyCz9nixE_fgJaIZtHu2k/4vn/rl7KHAbGSYOQ-6d_XawWYw/h22/h001.xvfi4ODwpEXWJ8nNWO9VLaKKU4f6sK_LNpHAFoR3gfo" target="_blank" rel="noopener noreferrer nofollow"><span>The full video</span></a> of what it could eventually do is wild (12K 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>Job Shakeup</b>: Front-end and mobile engineering jobs dropped by half this year, yet <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFpo_tuLKqEdgwqrTqd07SZdzag1d9UqxbZHjGbAlIbojnoVOLfQu409wrEcYuHy5uxBqc2nHJk94x-e4K7hdmB6L0_rdtAWZc7VydwvcRjLq_tXYDRXVZMlQT72o90qdrvgDmqA56PVopg-hFmDVnBlU2FyirI9xJGz_OH9K358BgReEW0H-JeRijNNxndlh4_PUHFDMsbpmsyonnIPnS5bTE8vAiboV3H4zZocn0iEDiR2Dk6PbzqGpAxdL4aZRw/4vn/rl7KHAbGSYOQ-6d_XawWYw/h23/h001.sQpeRD-YRd_B9bowwmerROYO7-1F3uoiyDWqCyNTcDs" target="_blank" rel="noopener noreferrer nofollow"><span>one engineering role grew 4.6x</span></a>. A report on the state of tech jobs has all the details (1.1K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Agent HQ: </b>A senior dev shares how <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFuLmxOCsF-q3mhPvtM8E6Uoc8Ijiyx3PMf-0iH1G83rrHcjPCGB0ZA-7cJBN7ShY8w_BwsBQVKbl_PnixEMybrABCmM0Y6xTqgfSCzaLMTJJPo5q1DysICWXmAwfayP_2Zk-QPNcvyQNjkQnXyiDS2o7-GY5uGt1-xOVIGqMBgb-GMP9kSYaqkQ8L0-o7LAhf-mvY5Ld45TjTEytHwcrISxRGYoW6lmB11gszMjABqflVyZmuqN7lTz9Ig_ctROdQ/4vn/rl7KHAbGSYOQ-6d_XawWYw/h24/h001.wJhBdFYDw-QKnfFNq2DsxgD9BMAc2Cvj4_0BgQRsqXk" target="_blank" rel="noopener noreferrer nofollow"><span>this simple setup</span></a> lets AI agents make sweeping updates across all 38 of his repositories at once (2.9K 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>Hiring Regret</b>: A veteran engineer predicts companies replacing junior devs with AI will regret it within 5 years. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFAMtL5Df1-HMQ6Dco41-npB6otElslUvDK1x6o2UHemyYPhsOhzwGofvVabnv9CHkQJ8D2DutwHGNij6XgZj5Pwe0cHew_84PvxUP9L3elU0gcM0itxA3y6GHGjXgZlB9gS3TWpcDSAfC477NztzsRy16-Ky6iLsC_qt051zZxR6SNWD0poZvB9TdFvpwvlesXQjP5ChdQLsno6O-UFI7roeyVXiLW0Up-NR2k43WH5z5Q2cs5LeeZ-h-gA4W--HU/4vn/rl7KHAbGSYOQ-6d_XawWYw/h25/h001.pDWiLHAbTsfrOQYBnRw2NyRkd7Ya7xjpawhgnytVTkY" target="_blank" rel="noopener noreferrer nofollow"><span>His reasoning flips the cost argument </span></a>on its head (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>Magic Sentence</b>: A dev spotted a buried gem in Anthropic&#39;s prompting guide.<a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGOeiwEyBVYMrXWDzuJcqQIE8KW8oqnrV0gnwGEo2lMXyWkbHMuvZAnHLznDNkTspr86SrvHImp2yfF4HOBwv44qyQH3nb3LDNvWKfmnCBDdwFTa0G3HlwQJAk4o2Ac9UlEavJlCdUtuAB61oVir6pupN4SIqKDyzUuwzQWazFF7PciXxyo0k5jsq-rIOGVtrJstSRAWRLZmC5P2oNstIOrOuFr_JX0ITy0QB3WSCHu2czbTR3vgQPAwnBLc320BQc/4vn/rl7KHAbGSYOQ-6d_XawWYw/h26/h001.T2CoLoDlPAygL8xhUjudJQ24p8o0YNS4CMpC6t-jzi8" target="_blank" rel="noopener noreferrer nofollow"><span> Adding just one line</span></a> made Claude 5x more likely to merge duplicate code and fix bugs (4.3K 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>iPhone Alert</b>: An unpatched iPhone flaw lets malicious apps read files from other apps, exposing passwords. Here’s what Binance <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcETklsv-1_jKtYdzRK4k9WPaZ2w08PV8Y_idP2rpGMQrejZRjv89FMggs_Uds_-mNvZ6Amlrvm-JsCqqYvbYTNA-ulBD_yfbjs4hAyEV3yBwupyeFVyj48t1T6lwUu0lh8R3bnCA-B_-VHrQZTPGujGWBnqSRHvE3rJMoUuMebkfkR-tkUkMpOY7w8XwEOGYyGLJmXPWq4jHNWtZY5L4IN7VaYEgvw9AlJhrxP6GWtvPFWn1-7c2wVdMX91Pmd_nTI/4vn/rl7KHAbGSYOQ-6d_XawWYw/h27/h001.ot9C0CX2Gx1Ylq8u1XLCt6YilUoBb1MuOTDbIdcQmQ8" target="_blank" rel="noopener noreferrer nofollow"><span>says to do now</span></a> (3.5M views). </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><i>P.S.</i></b> You can reply to this email and let us know your favorite story from this section, and we will do more of those.  </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; 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</td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyVPVZmqeFSBu64jbtWJJRgCaRU2u0oBb0RODBOfuGAL0xFaaHPjn96xj8vDuVHuV4qFeNoLk_3qj6O6xWhHC0mfJJEnVYAjkLWHIqGQEQOelr8cFU6hors35eWvpkBqt4OpxSfVrXKJxLC36W4l4uyBgyHAlaDrvQnesQVTHt68g0B9Zz992FzUB5miIyctsKUp7-0FmnQBKX-up_PGFcL04d1xTADrUyolcp2Vb_sIq0vfQeou2LHm6IJo-TR9sk/4vn/rl7KHAbGSYOQ-6d_XawWYw/h28/h001.cSN4pLNz45BptzVRJ_D2tKZRHlKmRHzrnHWWeiEdm3A" 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/ec4f9593-cd2f-4229-98e9-a8ca8a3249e1/Thumbnail__87_.jpg?t=1794388980" 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-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyVPVZmqeFSBu64jbtWJJRgCaRU2u0oBb0RODBOfuGAL0xFaaHPjn96xj8vDuVHuV4qFeNoLk_3qj6O6xWhHC0mfJJEnVYAjkLWHIqGQEQOelr8cFU6hors35eWvpkBqt4OpxSfVrXKJxLC36W4l4uyBgyHAlaDrvQnesQVTHt68opwtBnHVOMBQqnBvP2dyMl5dJHhNl4HTTWjVG__uRY2LhAjjBcVHXxjdkDJyKjykdWGxQX58BhGkjnXfC-vPI0/4vn/rl7KHAbGSYOQ-6d_XawWYw/h29/h001.6N_FezN6LpbI-GyvxkR_U0TsSQwRcpaO4KH7ctJ28q8" target="_blank" rel="noopener noreferrer nofollow"><span>How to fix 11 common coding agent problems today:</span></a> This tutorial walks through the failure modes that keep wasting your time, from agents claiming they’re done when they aren’t to ignoring your rules, burning through limits, and getting worse as a session drags on. You’ll learn the small skills, rules, hooks, and verification tweaks that make each problem much easier to prevent. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> &nbsp; </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tool</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAEEbDNOy3BxI_l6GG3OPmaoTFhCF-1kZB4BBH_2YeGeSYGpn11h9PP1LzkdcmGLWFM22WnKPcQ_Mosqp-naYtwq8maVTYq_DBFuopkVtShXqwKZyqNutY1kLUOA4LPplbCRkUxtmSfLYPEgtWERnWs2uzPEqPxpLK74L0qfb9TGAbN8zMgNpEjEag6pZyo3DIYsBRt2eKOiPR8MHERq5BNcFbkKDvFUCCynuYF5RXsd3bM0tyFoqcR7UldJrra9dvQ/4vn/rl7KHAbGSYOQ-6d_XawWYw/h30/h001.lQKi_wiDtW9u3yIjpHJTUk84BHtLz0mL8jfBqRM7a18" target="_blank" rel="noopener noreferrer nofollow"><span>Boxes.dev:</span></a> Give every Claude Code or Codex thread its own cloud computer, then let the agents keep working even after you close your laptop. You can start and steer them from Slack, Linear, your phone, desktop, or terminal, run multiple agents in parallel without worktree collisions, and keep using the subscriptions you already pay for. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> &nbsp; </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Cookbook</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqum-jsZht4SYkxztgVekt5wDqHkv27Lzjv71yJ-8yOticwJFMvuPebpV2bB3SiHi6H9Uj1MAlxputTb6MPhluuG74KMxIW7XVc7iIXWpl9BJi8JWwtHkDwp4nCQdLOmfVDZ0LMB8gPMS3vAKE9h-EJiRl9u-1RyX5ZaWqEvEtTJMfOcossoyEBmeGlFTMfmlIwp6ExPzLvoxsL1hHTqN8teHpBxFf4vi00Ysd65LMguhXIbu0WUM6a9prsCk8pRbCv28IAv1xcuSYTYgDMV_6s-m-JPGr1YZGrtS4vep0GSC1/4vn/rl7KHAbGSYOQ-6d_XawWYw/h31/h001.AJaSrBfRUcrgBmQ_D6NLh9UGYenJ46Snxiis6MEN6SM" target="_blank" rel="noopener noreferrer nofollow"><span>How to make your agents better with eval-driven development (by LangChain):</span></a> This guide shows how to stop tweaking prompts by feel and start improving agents against a consistent eval loop. You’ll learn how to define what good looks like, write the eval before the fix, compare versions without hiding regressions, and keep those checks running in CI and production. </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%;"><i><b>P.S.</b></i> You can reply to this email and let us know your favorite resource from this section, and we will do more of those.  </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" 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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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 audit your codebase every time a new model ships</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%;"> An Anthropic engineer <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGT16LOt0YM8o-ukTYwdS9pJxMieIL1B0LqcWD9GbOwJr3hRx6cU03OCA5gT_yo7ihRJUGRz9gYav-wbULaWu9jVjpOSbcXTjkSQ226mVlv7_ZmWTKPwWvi519XPh1sp4K7nrtrHdsH5vIIPyxf2YUFmZo2X5bHRyjYlOc-AoP_BhaBqrh_tT_2VtophbFFVXSaxrny0LbL_gyu0HTUpgiqOmnSklev0hGn0ZGz4bTmop1qfzYogjs9oSd4rlzsceU/4vn/rl7KHAbGSYOQ-6d_XawWYw/h32/h001.O28OIPq6Y_7JI9dQVVN9MDzP7Fjw0dBrZv6CmRMwKOg" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> the prompt he runs on every project when a new model drops. Newer models catch bugs, dead code, and bad patterns the old one missed, but almost nobody re-checks shipped code. </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> Open Claude Code in the project root and switch to the newest model: </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>/model</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> Paste the prompt: </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>Read this entire project and find everything that's broken, inconsistent, inefficient, or no longer needed. Fix what you're sure about and list the rest for me to review.</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 3:</b> Review the “not sure” list before committing anything. </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%;"> Pro tip: save the prompt to .claude/commands/audit.md, then run /audit on every model release. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 0px 8.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="8" style="line-height:1px;font-size:1px;width:8px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="e" align="left" valign="top" style="padding:0px 0px 7px;"><h3 style="">Which was your favourite section in this 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_BvViPt7FxYKgxL9uW53256Glg7r3HQqEDkJepPo57L9Pk4wBlVpDLU6Cu-2L2QVcl5YRuQrmGOgS_rz24ruhcgbDV9CwpuiEUdxHoUDcLpG1GcP2Z19aQRv-eyhsjmvQ4jNWOWyWS0T96FXYp_eEVQmYusV4rDE3o0nafvzsHSo9sxd0a4LX9zNZZAbs83x8NrbWuDG3c-NpMJpOiErBNcdaqpMQSgiGi7Exo-_DLG15QdhAWg7ZlireMoDfZXTKheQhiSO1s7d8UX5jUYytro_eUlOPSlGtBGtbuQ0Sym8MQEyidtxfqu8ZBYbX9tsWRQE4ArbmErIjga68zcwSfWW2YsMATp6lnZc1Kj2UZ79ADfsj8JOoqSmQGL3cAQBevtr7N0NClQdswRwGKcVqj-qWAtlj-zre7wKwFsJpN8lRRjBXNdzVz9PUuiCk-InTATJ6BCq3STirQTkAEKvka2i7Ej16IdeyPyLuZvbDPJ44y6D1R255WjoCnWodDHGbTMl5Hgz7jIattY8VZYOrGcvx8REINFLI8_aBGNN1K1ErXTORgrMZWzldJF1EcNs51g2u2KpRCSntjUgNOh0eb1tigZumGSJYJhFJzqhMpAhgrVYszk10KlDATh2twIjppMhtXi7AqljvCKMzTbVCYpD8yEdDwr9Hn-kkARrXJf4j4pQ-TbZ1ldV8GMXZxXZ--Cs4uSgCFyq30L67z7VhfPDRdex7HYafGloVcu4m4YlcUUGDYwudqlWyVF5H2x0srNUyKedkM3Jl3TO7F93NiA0ttT-3nFKapptNqhk6XVFXMFCt7IUCbIks8yx034Vhkgwr5Un1cAWKSdr9oeqq7MZ8kMHWovv8NfBjGnK9P6U8f8-FcGAEmhu1wiJNh-gkoEKBMZU43V28badZy9i4X0N8bRjYurEtzx-Kn1u_eDm6jNkqRPnWKelFH8XvAQ4Dqc8P3h7tJYi-ijQu-GAySZlKvxjg1HwS5fFjLJMmiV0uTmkLTRBZZL6Ka4LZx4YKAJZmQRFKhE92Sk9g/4vn/rl7KHAbGSYOQ-6d_XawWYw/h33/h001.KCCVOTdaJlfnqml4CJfqwYwLCmWJAp3O4vs6nr03wIA"><p style="font-size:14px;color:inherit;"> Top 3 News </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_BvViPt7FxYKgxL9uW53256Glg7r3HQqEDkJepPo57L9Pk4wBlVpDLU6Cu-2L2QVcl5YRuQrmGOgS_rz1vpgkJWLgssU-tQrtdmJ1myEMdK680UP71lCzKFlVrY30KkQMneLAkd4r0BNVGmdFhIKdg2Op_Cl3dpYmeMhvO2apFgofivIq2i9vNKhcZBUk7pfKWhtwgYEHymUIlkzHSxJnusbFqAVr5E2_6q-1WKq-9XM7Na0qIPb6gakmW9EtgVtFX525prxKxFn7ydDZ26z99wEhk10rEu2c2RI5dKTA89t4lzspxiHwGRA8fzTc-H49asON4yO8UJKlBgN8bqJJCn1jw_MkHjnaTMxT1Onz-7p6HQI5fjBY-Uhy3Hg8_9oHAxrd3_dVJH0uT05pfvA1bBE31pJFuIChkG4-9tH5KD9UxJAt24DFKjPtBixRNCJX8mLjsLISgpkheOMPMPDjUQp76mGT3cxSeRkCH2HnICh-7XUcQCKA8JWdlZ_CMP8M8Iwb53uO3gTnQ6asC3rhcAJBxC5mNWRo56Ue9hqnrdBNGZ0qhHX098tMt6nAl0AmX1cMYERi-9QgqRGRv3D7Z4uJaO4Pa2GZomyueVkkuYNfDFDDcQidgzfjWuotYnJuJ40jAmSmfc7X1ImjrtUrH9NyofRIn_qH9cltRQOyfoxM0nBXVdl6MheffXJ27FKcicd-nAjdxyUOuRDCRSu0X1WOCz836VShXHJJvROjywzJkVFiOoTifzUHGePMz2aHEIvS44BO1UDqkr04xbZwE474tMVOLC6Pnlndgx5JroAajIZ2bngFCHcH6FRzjsvdcGUjZtKfrFeSk63xmF3aebk_HsIA0YPnT2mjKjYNQEYRCPW1zqB2DBKwBIvKaV0c18pAoo1pO34wFbb22kf4lPzHmFICisDZlKYIvQhHmgg8oKdaiUYb0WiDt1gjNLq8kKmfK0tTYKffYuNO8RUyw4z8bhJjCVWea5FKQiW3PBs_6I3aaANxRa59VCq6iXrLGvZR5vlaBDstMrO4/4vn/rl7KHAbGSYOQ-6d_XawWYw/h34/h001.kcHKbjXe5UAhNk8Fe5y2EvP-SwKeEr6nzuGwxLcwGEU"><p style="font-size:14px;color:inherit;"> Engineering Insight </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; 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border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9uW53256Glg7r3HQqEDkJepPo57L9Pk4wBlVpDLU6Cu-2L2QVcl5YRuQrmGOgS_rz3U7864bFKCJagVJemGfMeIesK_tEuC9hQG9xWMa-i1fihXHUZDVUCZVW9QgM5iHXxgQo3jX-5CHj3mzA6wXzJWdKd32pjZgzXbgtLpQr5A__5gkeC_xWloh237EAE4lac23b-NrH-7BT-UnoCcTDl5f6R--h3pi6k4StuivBJBtV6n_u-c1Bv6L7hktB7pEFq66D3m00Vdc2YFway1XwfPVbKPNGGC03tkrfGye-IAXUuRrtHb3UxJNmR1ivgcxTx2QGTY5nU8osNtrKdkiKtL5S8p-6T1vpu0JtjCy5Zmo_NHZX4zla0xYqapAiFsiZFSR2T83PhE0_xaXgwb1E1_zAe_qMg8vfdk1JCQf-KfWtjypQqDRPu5f9G1wvtHKHJWw5KVoM6W5mULuSuvGRA9u1c4bVhZhgFSUSaPWMOJTT9vI-prT4k8XLAQRZEdSu_H5Cl3ul8nCHtUoz2Kpk1eyNmDbPnQEknE-qPmOYuh4dvtgpmRSm3oxwokJt1-byZq1d3pWREtafPbD1FyJFYDs-YzFTFdd9CCd2moxNAQYvDIXPnA69qwqihcoRc3cqZb2d5kn8t5t_J78_D4JSRYaR7eoRkOTg1-lKEQCGPVbXmNXzcHcEypqP8RjqMbJwGW7yG6f4WxJZ9PorN0TVdE_462Ih6roPAd8QeplfjPnUD3OZXZ5E2ymgXKAQ7WCUWRj1lAbA1Hd6FtNrlacnixOFGMRpVvHZ8trKiJuDH8CrIdJcrGvTS77kxKwOo-g24QTk2hshM61UQmbM9eXLFd5DuPV4vcPTqPzhXSRJIQkvpCmy-PVC3QISBZ0gDiaHflqabEdqH05QFuQgDzmDQ751pKSqQ3UEomMj4j2ciAKbL-pfwUVr-NriuGi5Umv8eGaLjcuo0y-jXaYEAQdBmoeE_zDv6MleHaOwsMiWtJ1kc-7NEjzRkpxlm335Euv7A/4vn/rl7KHAbGSYOQ-6d_XawWYw/h36/h001.uZlTyzLJogjbZQM2RWhOCglHGASeUK61d-TFJqYnMAo"><p style="font-size:14px;color:inherit;"> Top Resources </p></a></td></tr></table></div></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> &nbsp; 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Plain Text

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Follow image link: (https://soniox.com/speech-to-text?tcad=1)
Caption: 

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**Welcome back.** Remember when we all agreed LeetCode interviews needed to go? One engineer's nightmare AI interview experience now has devs missing the good old LeetCode days. Plus, MiniMax just launched a faster image model at half the price.

**Also: **A developer let Claude control his 32-year-old Jeep, a setup for multi-repo updates, and a one-line trick to make Claude 5x more likely to catch duplicate code and fix bugs.


--------------------
### **Today’s Brief**

* Why coding agents are quietly turning you into a manager

* The engineering role that grew 4.6x this year

* Fix 11 common coding agent problems today (tutorial)

* Make your agents better with eval-driven development (cookbook)


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Caption: 

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




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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/12f9e60f-0511-4b35-96a6-d494f873d759/Thumbnail__86_.jpg?t=1794386893)
Follow image link: (https://archive.codenewsletter.ai/2120179737695826420)
Caption: Click here to watch how MiniMax’s new model works.


--------------------
**MiniMax gives devs open weights for 16MP images: **The Chinese AI startup just dropped [MiniMax-H3-Image](https://archive.codenewsletter.ai/2120179737695826420), a new model that churns out native 4K images in 10 seconds. It supports editing and up to 16 reference images. You can grab the weights on Hugging Face, fire it up in ComfyUI or use the API, with 16MP+ jobs. It’s available at half price this week, and you can try it [here](https://platform.minimax.io).

**AI coding interviews are making devs miss LeetCode:** A developer’s [viral post](https://archive.codenewsletter.ai/2120027296195396002) has reignited the debate over AI hiring tests. During a Bloomberg interview, behavioral questions ate up the first 30 minutes. That left just half an hour to navigate a large, unfamiliar Django codebase with AI. Although the proposed solution passed several tests, the candidate was still rejected and noted that the guidelines for using AI were never made clear. Veteran engineer Gergely Orosz [warns](https://archive.codenewsletter.ai/2120083793948086532) that replacing LeetCode could leave devs facing subjective interviews with no clear way to prepare. 

**Amazon swaps Claude for a model 44x cheaper:** The e-commerce giant just replaced Claude Sonnet 4.6 with its own Strands Decider model to label tickets in a massive internal system. Instead of generating JSON, Decider scores 20 labels and picks the best one. It matched Sonnet at 98% lower cost, which Amazon says could save millions every year. Since both models ran side by side, rolling back would take 45 seconds. You can read the guide [here](https://strandsagents.com/blog/amazon-saves-millions-replacing-sonnet-with-strands-decider/).


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

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##### **PRESENTED BY SONIOX**

## [**Your voice agent should never interrupt itself.**](https://soniox.com/speech-to-text?tcad=1)


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Follow image link: (https://soniox.com/speech-to-text?tcad=1)
Caption: 


--------------------
[**Soniox STT v6**](https://soniox.com/speech-to-text?tcad=1) introduces agent text input and agent voice echo cancellation to understand both sides of the conversation and filter out the agent’s own voice.

V6 also delivers significantly higher accuracy across [60+ languages](https://soniox.com/speech-to-text?tcad=1) for voice typing, meeting transcription, multilingual recognition, and real-time translation.

[**Explore Soniox STT v6 →**](https://soniox.com/speech-to-text?tcad=1)


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

----------
##### **INSIGHT**

## **Anthropic engineer on why coding agents are quietly turning you into a manager**


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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/aae1eabe-f9c7-4a23-b195-04a0d658c3b8/superhumanteam_a_developer_standing_and_watching_as_multiple__52561042-bb0b-4a08-8c92-03bb4d4e4a56_0.jpg?t=1794392960)
Caption: _Source: The Code, Superhuman_


--------------------
**Surprise promotion.** Your job title might still say “software engineer,” but your coding agents think you’re the boss now. In a [new essay](https://archive.codenewsletter.ai/2119332146485891501), Anthropic’s Addy Osmani argues that working with agents looks a lot like managing a team. You hand out tasks, give instructions, check progress, review the work and decide what ships. The devs getting the most out of agents are the ones who’ve quietly become good managers.

Here’re 10 major insights from his essay:

* Give every agent a way to check its work with tests or screenshots, or you will end up validating everything yourself.

* Tell the agent what the code cannot show it, like your overall goal, constraints, and definition of done, and skip what it can already read.

* Whenever you correct the same mistake twice, record it in CLAUDE.md or a shared skill so your fix actually compounds over time.

* Let the agent make most calls on its own, and save hooks or deny rules for the few things that must always or never happen.

* Agree on a solid plan before coding starts, and split parallel work carefully so five agents do not create one giant merge conflict.

* Steer the agent in the first minute, and if it fails after two corrections, just wipe the slate clean with a fresh session and a better prompt.

* Delegate the work but never your judgment, and review every single diff like you are the one getting paged for it.

* Before any unattended run, define what done looks like, how the agent verifies itself, its limits, and who approves the output.

* Scale agents only as fast as your checks and reviewers can keep up, and track quality and rework instead of the share of AI-written code.

* Agents make code nearly free to build, so saying no matters a lot more now that review and validation are the real bottlenecks.

_**P.S:**_ Check out the [full essay](https://archive.codenewsletter.ai/2119332146485891501) for the rest of his playbook. Also hit reply to this email and let us know what you’d like us to cover next in this section.


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Caption: 

----------
##### **PRESENTED BY RUNPOD**

## [**How to run agents **](https://srv.buysellads.com/ads/long/x/T6SO7SIPTTTTTT66AXINWTTTTTTVWPX42VTTTTTTBTXOABETTTTTTRQUKRDF6IP2P2DDLRBY5E7CLRS2P7CNKIPP5YYE?cid=404481&tcad=1)[_**without**_](https://srv.buysellads.com/ads/long/x/T6SO7SIPTTTTTT66AXINWTTTTTTVWPX42VTTTTTTBTXOABETTTTTTRQUKRDF6IP2P2DDLRBY5E7CLRS2P7CNKIPP5YYE?cid=404481&tcad=1)[** torching your budget**](https://srv.buysellads.com/ads/long/x/T6SO7SIPTTTTTT66AXINWTTTTTTVWPX42VTTTTTTBTXOABETTTTTTRQUKRDF6IP2P2DDLRBY5E7CLRS2P7CNKIPP5YYE?cid=404481&tcad=1)


--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/67dbd570-ea40-4e58-b3de-ca1930912a55/Display_Webinar_Paid_Ad_1920x1080_V2__1___1_.jpg?t=1794392475)
Follow image link: (https://srv.buysellads.com/ads/long/x/T6SO7SIPTTTTTT66AXINWTTTTTTVWPX42VTTTTTTBTXOABETTTTTTRQUKRDF6IP2P2DDLRBY5E7CLRS2P7CNKIPP5YYE?cid=404481&tcad=1)
Caption: 


--------------------
Agents drifting or burning tokens? 

[Learn how top teams keep agents on track](https://srv.buysellads.com/ads/long/x/T6SO7SIPTTTTTT66AXINWTTTTTTVWPX42VTTTTTTBTXOABETTTTTTRQUKRDF6IP2P2DDLRBY5E7CLRS2P7CNKIPP5YYE?cid=404481&tcad=1) in this 30-minute session with Moonshot AI and Runpod on Nov 12:

* **Delegate smarter:** How to split work (K3 leads, K2 handles tasks)

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* **Ship faster:** Connect Kimi CLI to Runpod

Plus, a game demo with Blender and Unreal Engine + live Q&A. 

[**Register now.**](https://srv.buysellads.com/ads/long/x/T6SO7SIPTTTTTT66AXINWTTTTTTVWPX42VTTTTTTBTXOABETTTTTTRQUKRDF6IP2P2DDLRBY5E7CLRS2P7CNKIPP5YYE?cid=404481&tcad=1)


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

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

## **W****hat’s trending on socials and headlines**


--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/57e9f39e-7e33-4045-984f-40c3c2035f08/Screenshot_2026-11-11_at_1.45.29_PM.jpg?t=1794390352)
Caption: Meme of the day. 


--------------------
* **Startup Rules**: HashiCorp’s founder shared his [new company’s playbook](https://archive.codenewsletter.ai/2120221244478083249), and it’s turning heads. Anyone can cut a release, sync meetings don’t exist, and more (3.5K likes).

* **AI Mechanic**: A dev let Claude loose on his 32-year-old Jeep, and things escalated fast. [The full video](https://archive.codenewsletter.ai/2120204711790023128) of what it could eventually do is wild (12K likes).

* **Job Shakeup**: Front-end and mobile engineering jobs dropped by half this year, yet [one engineering role grew 4.6x](https://archive.codenewsletter.ai/2120274852766703938). A report on the state of tech jobs has all the details (1.1K likes).

* **Agent HQ: **A senior dev shares how [this simple setup](https://archive.codenewsletter.ai/2120260969750540327) lets AI agents make sweeping updates across all 38 of his repositories at once (2.9K bookmarks).

* **Hiring Regret**: A veteran engineer predicts companies replacing junior devs with AI will regret it within 5 years. [His reasoning flips the cost argument ](https://archive.codenewsletter.ai/2120192510995644832)on its head (2.7K likes).

* **Magic Sentence**: A dev spotted a buried gem in Anthropic's prompting guide.[ Adding just one line](https://archive.codenewsletter.ai/2120080226801820156) made Claude 5x more likely to merge duplicate code and fix bugs (4.3K bookmarks).

* **iPhone Alert**: An unpatched iPhone flaw lets malicious apps read files from other apps, exposing passwords. Here’s what Binance [says to do now](https://archive.codenewsletter.ai/2120093246399430770) (3.5M views).

**_P.S._** You can reply to this email and let us know your favorite story from this section, and we will do more of those. 


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Caption: 

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




--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ec4f9593-cd2f-4229-98e9-a8ca8a3249e1/Thumbnail__87_.jpg?t=1794388980)
Follow image link: (https://www.youtube.com/watch?v=hMEQ4rdaOLw)
Caption: 


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

[How to fix 11 common coding agent problems today:](https://www.youtube.com/watch?v=hMEQ4rdaOLw) This tutorial walks through the failure modes that keep wasting your time, from agents claiming they’re done when they aren’t to ignoring your rules, burning through limits, and getting worse as a session drags on. You’ll learn the small skills, rules, hooks, and verification tweaks that make each problem much easier to prevent.

———————————————————————————

### **Top Tool**

[Boxes.dev:](https://boxes.dev/launch-yc) Give every Claude Code or Codex thread its own cloud computer, then let the agents keep working even after you close your laptop. You can start and steer them from Slack, Linear, your phone, desktop, or terminal, run multiple agents in parallel without worktree collisions, and keep using the subscriptions you already pay for.

———————————————————————————

### **Trending Cookbook**

[How to make your agents better with eval-driven development (by LangChain):](https://www.langchain.com/blog/what-is-eval-driven-development) This guide shows how to stop tweaking prompts by feel and start improving agents against a consistent eval loop. You’ll learn how to define what good looks like, write the eval before the fix, compare versions without hiding regressions, and keep those checks running in CI and production.

_**P.S.**_ You can reply to this email and let us know your favorite resource from this section, and we will do more of those. 


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

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


--------------------
## **How to audit your codebase every time a new model ships**

An Anthropic engineer [shared](https://archive.codenewsletter.ai/2119884951550386671) the prompt he runs on every project when a new model drops. Newer models catch bugs, dead code, and bad patterns the old one missed, but almost nobody re-checks shipped code.

* **Step 1:** Open Claude Code in the project root and switch to the newest model:

```
/model
```
* **Step 2:** Paste the prompt:

```
Read this entire project and find everything that's broken, inconsistent, inefficient, or no longer needed. Fix what you're sure about and list the rest for me to review.
```
* **Step 3:** Review the “not sure” list before committing anything.

Pro tip: save the prompt to .claude/commands/audit.md, then run /audit on every model release.


--------------------
———————————————————————————

### **Whenever you're ready to dive deeper**

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* [_**The Code Cybersecurity**_](https://magic.beehiiv.com/v1/d2a465f5-6c1f-44f8-8380-5acad96cdaa7?email=codenewsletter@liamon.com&redirect_to=https%3A%2F%2Fthecode-cybersecurity.beehiiv.com%2Fconfirmation&utm_source=thecode&utm_medium=newsletter)

* [_**The IT Code**_](https://magic.beehiiv.com/v1/c8e380c2-717a-4ce2-8531-bf4e67c35ad7?email=codenewsletter@liamon.com&redirect_to=https%3A%2F%2Ftheitcode.beehiiv.com%2Fconfirmation&utm_source=thecode&utm_medium=newsletter)

We put together 20+ hands-on guides covering coding agents, agentic engineering, and leadership frameworks to help you level up your career. You can [get them here](https://codenewsletter.ai/guides). 

———————————————————————————

==**Advertise with us:**==== ==Join companies like Google, IBM, and Datadog. Showcase your product to our 350K+ 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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