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To: [email protected]
Date: Thu, 12 Nov 2026 14:08:16 GMT
Subject: 🔥 Another decision model for devs
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</style><![endif]--><!-- __merge_tags_in_links__ --><style></style></head><body class="a" style="margin:0px auto;padding:0px;word-wrap:normal;word-spacing:normal;background-color:#FFFFFF;"><div role="article" aria-roledescription="email" aria-label="email_name" lang="en" style="font-size:1rem"><div style="display:none;max-height:0px;overflow:hidden;"> Also: How to use T3 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:#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 12, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9uCTCWkeqNOHymO3-dmcb5RfyjSPZz5l88wSmPrKLU9zEvjNlen1XP8yd3FMcmp0ZIeVjGByxxJD0x-dvoi5Epit8NgHCxIAFTldKpPdpKZE5EAQ_XM9vglJCcjjK06VmZ9UYuUoPrvfe6qr-Q6hiYPzVJSxazM4dlUVuZuqsABkURx2hl_QPA0V8mxAGtLnEv3LlO9g-Pa7YcB4xrvmuUS0i79LXV35fXuo1HX0rAsYvQxLVV1B7e89U5KxQ4-D8vMO8p5SAMcKBo2yVH44xBVmqsCzkRPaCfa9OYX_7FzRGP5h5JAmpCvafuCgiB8idNAUp-CXLNPX9Jyfl_9ny_g2D8b0-9iBrTGwF5FTW5hsF_ccZ-fcmQFT3g1mYE6zFXJtFVT2Q0oZpnvQEFrWSkqcrMf0ZYg3XF60MKXM3Ic8GC_qLunKS6kkerLPq7WWcAP4piotBqX1T-1RzGCLKFNV7gvaZHfAWpcdg73E5LlF5I39_y5HSAJA8vsNNDS-8tvi3PsHMq6G3bOnHtVFdH55P1doSXoegdnoycUZz_2BMCO9Wf33iaLefN1iFOfC0JFHAfw7C5r7XwdzDWuR5xfZ_K5P1cB2jZaRxUS7ZBk0uvAZ6QWb4Vkqkg-rSOZJVvBt7IEtkHcMyfSXs2TVbac5mp2cA2-FeCG3cj_Pl2yKcZErG-TnyCSyOdf1IqvXM0oxjv9yXdixkLdb6V7oeMoA41-MQ4i2OBR4PC89R-YplWtTDKcWdbJ24EMruHVhnDJH-5pMSGyRQoI50mLcpk3/4vo/qceu-yHRRpS_y29W5vdabw/h0/h001.3f1sdhJUJ__ZvKqfRICiywVT5mA8pbVgTkLD75tekWU">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/4vo/qceu-yHRRpS_y29W5vdabw/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.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DYHEfMT57wqBiuUV5RP0I2qYf_w1YCn3S0yKVVwblLrFgdkI-KMFzrz1GYG-ZaczazsTIxNEdh0vHk2RiMyh1nrFD66AHfoENPnjMWHuD3UW-D-AFjwWrEmb8sV74RIQUjCkVvpwWjOE_eZ_OWWouGg6dbl9RCBS-3ha1bnKoeIPWXwf7DtRUVGY2jLie0HFyN5zFk5kF5q3EAosOkTfXaZY3ayoJTTFRjPLyIVNES6JOUA9saDe3DG9eNu644bdus/4vo/qceu-yHRRpS_y29W5vdabw/h1/h001.36qMec-kp_j01tMOCO_bDtrLQaP9ff9_YWaKPmrVLZM" 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/c54ada1e-f497-4664-b7f2-6aa278311235/Group_Agentfield__5_.jpg?t=1794471571" 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> Ever since Jev, big tech has been obsessed with decision models. Google just dropped its best one yet, capable of evaluating 1,000 questions in a single run. Meanwhile, a new phone built for AI agents has devs asking whether the iPhone era is ending. Bold claim, but it’s certainly got our 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>Also: </b>A site tracking tech layoffs and job openings live, a 4-step Claude Code setup that gets the best out of each model, and why the waterfall approach of building deserves a comeback. </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:#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;"> </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, "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 the path to CTO now runs back through the code </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Attackers hijacked 4,800+ GitHub accounts </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> How to run Claude Code, Codex, and Grok from one app (tutorial) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Anthropic’s official Fable 5.2 prompting guide (cookbook) </p></li></ul></div></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" 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;"> </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-B2EJc5HI2THLgeYmsOoM5E0hcG6o0ZEnVtudJipfazduiIlRhhqBmc9rnOVbq-FEq_XNm6Hnvh3jYT_bdC_VflqWtZYlfNBKvlmoSq4_qkBOHULaI5RT-e2R1g77lz3RlL0-vU1EllfZ1ci6-RXEm91F9v4QVc3kKuLh6PD2arb_vqCpJZLxyBe-G4WL3k1ehMsFRNJN9vWDP3IPus95neatln9EFZ3pb_sw-IDSt10lyshKmXORssNyz9d3kWBs8wZnO7a9q-4VBgMLSWNaQWFVeBqCCbNlUhk9Ri8L4qmV6Rz/4vo/qceu-yHRRpS_y29W5vdabw/h2/h001.AIWkH69w3DVNw3yQ0fqBUts9YnzLK6f56Z2xFJSOxr4" 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/dffaa80b-cb3e-4b8b-a80d-5d57e5eddfa7/Thumbnail__88_.jpg?t=1794470955" 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 the new Blue Phone 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;"> </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>Google’s decision model scores 1,000 questions at once:</b> The search giant just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFmPX5ne786KzE7NjIGeK7Dq2cHkxf8NjrIuwYy4RGTHHt1kCL367AOjNzEHWxDg6xVf9piwaFKoGzWcxIl8YV5e2AD3ybIhIWLerOWsZijy5k_qSb6Juh5Tn1utQcG-b5sZeZkvE2BCzyNiK0r_MLsCKGXsHvOCn_p60AbsP51G20Z3q9Ip6ddwkIK40JimYXNr92inl90OqTKFIch69ccBZJwtJ8pBuOXlZhHFEMcI6DnTZ9hi7D5Qd6dN41Qd0RXSOFI-tX4-1wOpaQdsMHM/4vo/qceu-yHRRpS_y29W5vdabw/h3/h001.1lAldDsecoILaINfoIK9hIGiBPuhX2oCrm2-7GZXzF4" target="_blank" rel="noopener noreferrer nofollow"><span>Gemini Decision 1</span></a>, a multimodal model built for closed-set decisions. Feed it text, images, audio, video or PDFs, and it scores up to 1,000 questions in one pass without generating any output tokens. Your code acts directly on the probabilities it returns. Typical responses take 150–250ms, and it costs $0.10 per million input tokens with no output charges. Check out how you can <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGKA4UNJRTgzHuYZ2yjym7qQvItuKIAd97MpIT80O3nZhnTTRLZglHmiYFOtYWKRuKt2kc7eoUq-sJDCCSBDrJ8gxYpzXKFRwi66FClpRg3D9mIELLfnMKdW5hZr32doyDEKPLpQveasQvkXBiuKKlf1jJI2NmWUutfad8ycMy02N53PLDm027WeSMwY9lAlJk4gM9IAdK66ac8NXxPa90HyOp-3UB9o6CRHY6RNv1h7FkNqhLOk7_buA_aZeCvFsLGWZwGKEtKyh-rKl20ZN7t/4vo/qceu-yHRRpS_y29W5vdabw/h4/h001.j2JNl0xQi8oLSLXorEGFroET-MXU5Cm75qn803FXBNs" target="_blank" rel="noopener noreferrer nofollow"><span>start building here</span></a> or read the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJTpEuzBNHRwpsMal9soRmMwmBVA5zP8Ewh2bi7-8gKnB38MtqzJ2nxbaCNBhxZXZFhvzy9eW1wLqPZSTby9wHzqmBelRhJUvGtcrae28wcUpKB2xpdFCM_Dy6oQiStlamihOk0F-8CRc3S5UPLw9Td-Ak8Xy3j4_XL3jV74ctTbU9MJ0mDUHCh8Xa48Tkq0Mg5M6nMv2DKuIaf5As1aA-zHxX3brd18iMrMyN7oiKvyMWwYB2n5D8BSZO-4v5BMFX_Ar-sz2wkHy05tM7pk15W4/4vo/qceu-yHRRpS_y29W5vdabw/h5/h001.YjI4zR_6jkwjWsXh67Okcq0ittMR1yuqnFmFcprhxzg" target="_blank" rel="noopener noreferrer nofollow"><span>API docs</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>This AI phone will have more context about you than your iPhone:</b> The Y Combinator-backed startup just launched the public beta of <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcG6o0ZEnVtudJipfazduiIlRhhqBmc9rnOVbq-FEq_XNm6Hnvh3jYT_bdC_VflqWtZYlfNBKvlmoSq4_qkBOHULaI5RT-e2R1g77lz3RlL0-vU1EllfZ1ci6-RXEm91F9v4QVc3kKuLh6PD2arb_vqCpJZLxyBe-G4WL3k1ehMsFRNJN9vWDP3IPus95neatllqMgEKv_ynqVb9MWtvhp1EnQhgVeypqjof2cVlrqE-pkEhDT40pG4cbXTMLBGcnXdkz380LBKPpbpUMuxZjket/4vo/qceu-yHRRpS_y29W5vdabw/h6/h001.jKCtqCIZHdm3uc28mweymrEiSnkkDl_aC2ZUFOTVNoc" target="_blank" rel="noopener noreferrer nofollow"><span>Blue Phone</span></a>, built on Google’s Pixel 10 Pro and Pro XL. It runs Blue OS, a custom Android system that lets AI agents handle multiple tasks across your apps at once. Instead of users tapping through your UI, an agent could soon be doing it for you. For devs, it’s another reason to start making apps agent-friendly. Priced at $1,299, you can join the launch <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IqUZOML35pbZylK0LfuECG5v2IBCS7_bToqyTKyUHn9QhWzJYXLMP6fPSM1Ooz6d5s1Nkqsvl8QDPibm34V8rwhaq33ztbYUysmsIm46dbQlnHfarmi4JT8yFMqYIZqUdijhI2EBa1NP4dxRIz5dMOr_JTItTw4KnvOzRlLeUv6RN2KAxfZYp4dhj-7BTzn6LFs9JHqz3OoEEJaEh4d65mpT79KTFIxKEEG4w8vwOE5kP4fmem78xwyw-0WQPuOEIwSCBFQ8JzbiXByXJ_AAbg/4vo/qceu-yHRRpS_y29W5vdabw/h7/h001.VufQrxZ8LRFSerp4QUOp8fKhJ8Q25PwKZEDZWB0KgC8" 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>AWS gives coding agents their own local cloud: </b>The cloud giant just shipped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquuaPcTM4MYcogXrVLfg_XRQeVrkMXt2soAulljKhw6lM8gQgy7s3od21bET4v9Iko2wbdUMPHSepjYv9CGgVh7g7B8RSVhBZvQ2II5D5RCwFSsM9SwQT2gSS1r6dj4Ql43DXb64wUSwlFBbe-_3LknM7ZtvxPD0N-Y7Gkq0ukilRfT92wQfJJ_skh4Om4YGxdhgu9dUg3qBTPpoe72dByAql9w9E1cOJ_0NMPEK6p0qvGSId26jdDhZBszzDb566Eki1QT3uxsYHXDiUTSR-fgjn0FBEwpGDfPlelnOspDv5H3I7QEtb9KWLQ6UpVvBDDA/4vo/qceu-yHRRpS_y29W5vdabw/h8/h001.IHeX9NYCyBygRkIVFwoo-tWnnUJCoN0Y8tdpJI9EDAs" target="_blank" rel="noopener noreferrer nofollow"><span>AWS Emulator</span></a>, a local stand-in for over 200 of its services. Coding agents write code faster than teams can test it, and checking every change against the real cloud adds delays and costs. Now you and your agents can run that test loop offline without paying for the cloud. Fittingly, autonomous agents wrote the entire emulator. But keep in mind AWS’s own docs say it can’t yet simulate throttling, outages, or regional differences. Try it <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkpaz3sbQ3Am4LMJmm5f0CNQkl1omE5iaw_rMA2s-aky9_M2xdYxh5zKju10kpu9N-SjyKAyw72IygbvlyX3ZiEFNDNwx3TUOq92mcnE_uXEENaxC3XCWTq12mLZJjqD1WX06aPzMSi9NaEr_N2_iYJRLR7yNMctL5iGe3CMC3hJgEI6KhxWdfKDEUTisDR9CeaPIQdw2duOlAWJ2kFZc68vnvfM05nNa6eeZujFkRtvWqEyvziVRTjkM9UW3SarwBfMtBb0KRov1ENwXSai_xdk/4vo/qceu-yHRRpS_y29W5vdabw/h9/h001.8SytloD5-RCILP5sZNZo-z076WTYRn8FBixQh0Rjw9o" 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;"> </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" 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;"> </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 AGENTFIELD</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DYHEfMT57wqBiuUV5RP0I2qYf_w1YCn3S0yKVVwblLrFgdkI-KMFzrz1GYG-ZaczazsTIxNEdh0vHk2RiMyh1nrFD66AHfoENPnjMWHuD3UW-D-AFjwWrEmb8sV74RIQUjCkVvpwWjOE_eZ_OWWouGg6dbl9RCBS-3ha1bnKoeIPVgC3m6VKNvjhWQrcplOv77GtZhcNIEcgOY6EGzuJUBTcB9yOcUxa_FB7iYh3FgSbyLkpeT2sm80P3DcUCtZWYU/4vo/qceu-yHRRpS_y29W5vdabw/h10/h001.xqWG3_eqQHDXjQZsBzTLEFe3CdhX2FDt1XGzPQecjO8" target="_blank" rel="noopener noreferrer nofollow"><span>Stop babysitting subagents. Give them a manager.</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.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DYHEfMT57wqBiuUV5RP0I2qYf_w1YCn3S0yKVVwblLrFgdkI-KMFzrz1GYG-ZaczazsTIxNEdh0vHk2RiMyh1nrFD66AHfoENPnjMWHuD3UW-D-AFjwWrEmb8sV74RIQUjCkVvpwWjOE_eZ_OWWouGg6dbl9RCBS-3ha1bnKoeIPRkM3Lk4yWMFpVZ3Dz4Gk6M6ZLiPtG7MHVQveAdXgIKEEe7A9s90QSJacEdM1_GSQZUWR-6b8Pq3O8meGF7gZI8/4vo/qceu-yHRRpS_y29W5vdabw/h11/h001.rmx7D6xL-RCTEpbXRfowH1tZg346_wJHaE8I9yLFBrM" 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/cc884d15-ab33-427b-83eb-537b15af340c/thecode-261112-subagents-1920x1080.jpg?t=1794471694" 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;"> </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.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DYHEfMT57wqBiuUV5RP0I2qYf_w1YCn3S0yKVVwblLrFgdkI-KMFzrz1GYG-ZaczazsTIxNEdh0vHk2RiMyh1nrFD66AHfoENPnjMWHuD3UW-D-AFjwWrEmb8sV74RIQUjCkVvpwWjOE_eZ_OWWouGg6dbl9RCBS-3ha1bnKoeIPWXwf7DtRUVGY2jLie0HFyN5B6cam2lwhcfwbspD16V3GYxZQ_i8GSBgUaxmfK5KwGZ-5uE9FskIskb5zD6iUJw/4vo/qceu-yHRRpS_y29W5vdabw/h12/h001.FcCgpUNUQB__VWRI4cHekvt29LoTWw6g1imvHhPC1rs" target="_blank" rel="noopener noreferrer nofollow"><span><b>CodeAF</b></span></a>'s senior-dev specialist <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DYHEfMT57wqBiuUV5RP0I2qYf_w1YCn3S0yKVVwblLrFgdkI-KMFzrz1GYG-ZaczazsTIxNEdh0vHk2RiMyh1nrFD66AHfoENPnjMWHuD3UW-D-AFjwWrEmb8sV74RIQUjCkVvpwWjOE_eZ_OWWouGg6dbl9RCBS-3ha1bnKoeIPcbZqusOxzMrYgFRNf6NcQ-4OlTrFUkastqJK0HYwsOq1kVOOa62m64OFYTwk3kmTWCyhoX61-mIf6k_7YJT95U/4vo/qceu-yHRRpS_y29W5vdabw/h13/h001.tL5e3r2K0Pv-ZOSr145CjQ1GNuk4RqNfeqTMgvavbuI" target="_blank" rel="noopener noreferrer nofollow"><span>finished #1 of ten coding harnesses</span></a> on DeepSWE on one open model, at the lowest cost per solved issue. </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%;"> Most coding agents are still one linear chat with subagents bolted on, so you end up as the manager. CodeAF replaces that chat with an org: </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;"> Managers run teams of agents </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> A global manager can sit over every team </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> A question reaches you only when no manager below can settle it </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%;"> Open source, built for open models. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DYHEfMT57wqBiuUV5RP0I2qYf_w1YCn3S0yKVVwblLrFgdkI-KMFzrz1GYG-ZaczazsTIxNEdh0vHk2RiMyh1nrFD66AHfoENPnjMWHuD3UW-D-AFjwWrEmb8sV74RIQUjCkVvpwWjOE_eZ_OWWouGg6dbl9RCBS-3ha1bnKoeIPc00fvd1QbhdAz-6DfdI2bxsI66QUqFbl24GydmqV3cbvDLx3NEZ4HkRsym8brUWbtXwbOlVrjyQst4GHHT6fvY/4vo/qceu-yHRRpS_y29W5vdabw/h14/h001.x0WlDSdivz3Iji-s3RKC1WA2n7C_wQTvlIIVHWegStY" target="_blank" rel="noopener noreferrer nofollow"><span><b>Try CodeAF on GitHub</b></span></a></p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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" 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;"> </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>The fastest path to CTO now runs back through the code. Here’s why:</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;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzRwbltqulFL7vYLQKzUXh3dK9LTzhxR8YSUeZ9p8Irq9zjNxGtz1sxLmDtAeHPzcpuydLdFqXyVLp8JC12pHcOORQuOe9wkJ3-s7qHMBIrv5fXR9XhwL5EcpmjzxXHh1ghmM_gZw2Q9nize6yV3wkfYup5llU1PwuA6NsoZQwIJyGNAFdkds3Nmp84dg1jqATTRMMPbWo8oJD7vViV-iNy7uPgtxSXxj7DmeOj2TS9HYI5VYWt_Oip7U8Ufxyj49I/4vo/qceu-yHRRpS_y29W5vdabw/h15/h001.S47tZcseZE6ywCXe8UkrXjvMzL-YwMdWzcUJ16b209s" 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/4fc5bd09-bed6-4a2f-9112-56a2f391da67/Untitled_design__52_.jpg?t=1794483774" 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 the podcast.</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;"> </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>The old rules are out.</b> Throughout the 2010s, moving into engineering management meant leaving the code behind. You traded technical decisions for meetings, hiring and keeping teams on track. But AI is changing how software gets built, and managers who’ve spent years away from the code are finding themselves at a disadvantage. </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>A warning from the top.</b> Will Larson, CTO of Imprint and former CTO of Carta and Calm, told The Pragmatic Engineer he hasn’t seen a shift this big since he started in 2008. He warns that middle management as we know it might not be valued three years from now. The choice is to either reskill or retire. </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>He chose to reskill.</b> Larson swapped a roughly 250-person org at Carta for a 25-person team at Imprint. Since then, he’s merged over hundreds of PRs into production, more than the rest of his career combined. Here’s how you can follow his lead: </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>Ship something yourself.</b> Pick up a real ticket and take it all the way to production. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Say yes to a step back.</b> A line management role will teach you more than middle management, and the AI tools for it are far better. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Tell people you want to code.</b> If nobody knows you’re up for it, nobody will offer you the chance. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Don’t reach for headcount first.</b> Before asking for another hire, look for a technical fix. Larson calls hiring the least interesting way to solve a problem. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Stick around after you merge.</b> <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IqUZOML35pbZylK0LfuECPRDoLuLEnkREMjLp2g87o7Vz0gghy8UzW7JjXI35t1cFktuVlwBOPRwZ_xNIeJhNKcFKq9Vwpuwk53I8NbbihmDkhZdwQa9Pkz5diseNh3wzPBwz9C2taOml7xlhl-EQutm_Ppd8qI6Yyf2a0bbYkHRswzIhKiw0_OjDag9nmpQdoN5rqdDqoz0SBYRqYVwzSQ-c639BLplrqO7KESqeSGRhVz0u2i8EgYj7qaB3_wVrw4N365-57fxX1A8Qq1yUaS08mFZ7fXk6WCWlEjYJXiRCK0XnnYv9iEmvug2hOoI/4vo/qceu-yHRRpS_y29W5vdabw/h16/h001.LEOOu7Tm63jctIltw5nZzzmVBCoPs6O3gptXLGt5aXk" target="_blank" rel="noopener noreferrer nofollow"><span>Test your own work</span></a>, check the dashboards and clean up anything that breaks. </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>Plot twist.</b> Larson says managers who feel betrayed have a point. They spent years climbing the ladder, only for the rules to change underneath them. But he also thinks the new way of working is a lot more fun. Catch the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzRwbltqulFL7vYLQKzUXh3dK9LTzhxR8YSUeZ9p8Irq9zjNxGtz1sxLmDtAeHPzcpuydLdFqXyVLp8JC12pHcOORQuOe9wkJ3-s7qHMBIrv5fXR9XhwL5EcpmjzxXHh1ghmM_gZw2Q9nize6yV3wkfYup5llU1PwuA6NsoZQwIJyGNAFdkds3Nmp84dg1jqARk_Z_UUzv7QwSoilTuGXbM2cRPF1T6FpXdo6qYvCjho0c5DVq_zbx7INFbRoYTPJg/4vo/qceu-yHRRpS_y29W5vdabw/h17/h001.1JW4VVqtmTNUeIvb_Y8yIp55rAgQmKPywXR5WgWA8A4" target="_blank" rel="noopener noreferrer nofollow"><span>full conversation here</span></a>. </p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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" 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;"> </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 KRISP</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.y8XueU-stBfRyqUeoBxfLhEXDs_5j5mC4w33z9VKlKLDSK_8qYsTK-_C3oCfSbeyH5ZlmT4N2nZx32k6p4J6-pfvrhO2k490cFcTu64RwOV7bY3fv1AepLZn764hWu0XDUiKn-7b3LFVIYz93oyAEgXbdVIm4wtiyfYsM46Pu9ZF0-OUD9vzIAN3hmd8Jz_S2NM4yF7ihyMko7C7eqJh1vbCwN8Ufal3tnPOkfnMk1O1yXHJH5_KGS5g086R35SGweTkZcPJIZJAdzz9IHguaiSh0QPF-vUiiU6sX_5iwVM/4vo/qceu-yHRRpS_y29W5vdabw/h18/h001.iSCFE0_fCFPW9163HeKkGDpWWwsLy6wWsJ5gtMchmgY" target="_blank" rel="noopener noreferrer nofollow"><span>Background voices, gone before your STT hears them</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.y8XueU-stBfRyqUeoBxfLhEXDs_5j5mC4w33z9VKlKLDSK_8qYsTK-_C3oCfSbeyH5ZlmT4N2nZx32k6p4J6-pfvrhO2k490cFcTu64RwOV7bY3fv1AepLZn764hWu0XDUiKn-7b3LFVIYz93oyAEgXbdVIm4wtiyfYsM46Pu9ZF0-OUD9vzIAN3hmd8Jz_S2NM4yF7ihyMko7C7eqJh1jP1aPBE0BPd364xNM2OCNiUS1FALnB3RbuU4P6S5sWkbIhcFOGJP8bqwaVhwkhfrfJbt1maDwarKD1SeXvmOvs/4vo/qceu-yHRRpS_y29W5vdabw/h19/h001.Y8Mhui1E5ILdvxEpkOzSBkLpYLuRR19dXToyFf-u-8U" 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/0f7d16d9-aeba-479e-9d72-059376a21f74/The_Code___Spotlight_ad___1920___1080__1_.png?t=1794472497" 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;"> </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 TV, a coworker, someone in the car: your STT transcribes them all, and your agent answers the wrong person. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLhEXDs_5j5mC4w33z9VKlKLDSK_8qYsTK-_C3oCfSbeyH5ZlmT4N2nZx32k6p4J6-pfvrhO2k490cFcTu64RwOV7bY3fv1AepLZn764hWu0XDUiKn-7b3LFVIYz93oyAEgXbdVIm4wtiyfYsM46Pu9ZF0-OUD9vzIAN3hmd8Jz_S2NM4yF7ihyMko7C7eqJh1u4eHCnu9lqDARR3nGE-lRK5fDYAl7L7l1EN8dfXqIpWDlynLF6E4wfvQxsBDR6fz0IbCEkPHbpRGsBTC_rDMHY/4vo/qceu-yHRRpS_y29W5vdabw/h20/h001.EMe_YdqdAKxtB9ZiHln3iBqVRRGhy5SQXFi8b7G2FTw" target="_blank" rel="noopener noreferrer nofollow"><span>Krisp Voice Isolation keeps only the caller</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%;"> • 73% fewer word errors across 265 real recordings </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%;"> • Works in front of any STT, 15 ms on CPU </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%;"> • API and SDK, already in Vapi as Smart Denoising </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.y8XueU-stBfRyqUeoBxfLhEXDs_5j5mC4w33z9VKlKLDSK_8qYsTK-_C3oCfSbeyH5ZlmT4N2nZx32k6p4J6-pfvrhO2k490cFcTu64RwOV7bY3fv1AepLZn764hWu0XDUiKn-7b3LFVIYz93oyAEgXbdVIm4wtiyfYsM46Pu9ZF0-OUD9vzIAN3hmd8Jz_S2NM4yF7ihyMko7C7eqJh1np7Tk5yVV0Vct0pb7UdjBmJIpcrDBH2UIWKuGr1iXz1Nj5kZXgLKNg-fCMtJ6BZ-8-OZ0v4cIBB-AQHTF_ToPo/4vo/qceu-yHRRpS_y29W5vdabw/h21/h001.Pr2d15ia6HrezwDChRQ4U9K975tq6RYBvIa6HZT3kYQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>Get $30 in free API credits →</b></span></a></p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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" 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;"> </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/0dc4ffe3-a7d2-4854-9d61-bdfdc35030ba/Screenshot_2026-11-12_at_12.20.50_PM.jpg?t=1794471665" 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>Thought for 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;"> </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>Open Secret:</b> A software engineer <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHl8x7LL5p-YPCEIhrXRhDQHZ5g9BlnTGZEpI3kGsxXYJoQ_XCq3DEwjcSRxsPRleVIjdCf5xLKdk7C8EGXO_guTSFex5NpEz1HjrzneYkAB0WQa6Eg5EohcDODbSnV8tipbosaVb0mavnirINARKsvUdioliMJUvTFuGIHCP8B4ATo2ru0PwXxkdWjAE0CJila1EDGcCKsuvhv3llFxJtMorjkFjfcv-jkFvmtPlx1m6RyPbTBD-xkD4tHdTZAXYp917QgEFcsn0si5Uc3C-2l/4vo/qceu-yHRRpS_y29W5vdabw/h22/h001.CkOFc5B_rxr84CmjB56cE-ynkv1DhG-mSreNte6Sel4" target="_blank" rel="noopener noreferrer nofollow"><span>shared a site</span></a> tracking tech layoffs and 90K+ open roles in real time, and it’s already blown up (1.5M 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>Conductor Mode:</b> This dev’s <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHpEORIrnSH2QWhUWXYrk7PwCZv2F4Ohe3QycFPcvodx10f5L2Fo8HDMLwbn--aefh2PskDoypTTDo2xb58oN77bR-qESbwETmAS6xemGxt-3LheJgm9262TYrP0fIMIJHxJfrKdmz0lyjwSL7qwUtwYmIpLGYbFv-pAhBbeRSVR7nzbUXSSqhZnl9K1LW8ukpoOPOkS7YazgQcX8_v-eOjC_4F1073A1v1HI269ZC859Y6OFw1blOsqnLdKNPy6uoG58_45xH_RiFjR9_TOG8j/4vo/qceu-yHRRpS_y29W5vdabw/h23/h001.uhGoadQiQljELcGLI96PPGweoQewItf_Y4istGqtX40" target="_blank" rel="noopener noreferrer nofollow"><span>4-step setup</span></a> leverages different Claude Code models to streamline your entire coding workflow. Fable 5.2 plans and Opus 5.5 builds (1M 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>GitHub Hijack:</b> Attackers hijacked 4,800+ GitHub accounts, planting malware that steals CI and cloud credentials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcF58cvLJJftV1Vx3-moFS2zYJ270KxR_XWnPtBxw2xLx5CtXf0DJr6OpNhXk5HIvTZ0lCi2RKFY0ejMJ-8jgSHKYtlJPkzWaYoN6hl0XKPoqgFj59hy8RKt62poTT76YZNakBbUKwFANBBCMeUy_GBJcXppZfNpE1wcOShhCn6xFobjynnwwq88ri_b_eDRclJm44XyiLQMmR7NAp4N0Q9ezWK9lWXqrJhrwIoiSVtB33bt0W1m-zMFxQ2jGcUFAB-mV9CbuahEYc6wqoq6F2Zx/4vo/qceu-yHRRpS_y29W5vdabw/h24/h001.Uttz6l6Zj1Ji_Z-Zie05uslrQqkApgnoW2b7AZ5uWF4" target="_blank" rel="noopener noreferrer nofollow"><span>Check if yours was hit and what to do next</span></a>. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Hot Take:</b> Developers spent a decade burying waterfall. Now a veteran engineer <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcH40SmApHBBjH6v-VCjds2vupokzR77oVCLTdND9LWF6AvUWbnC_BFqbn1JV_Vqyy_-37YDqlf0AMWUgzgup5lbeKu7-fWr86du1w49-yCgnS4yAWtD5FjzSQOnNPZec3qjIVUdq45gxiLslf_KODonNDtMhMTH_4dkRxQmtMr3CYrTGeUYMqSp2U2Hknba__AxJWDoZkUekDzcD6ckXOQ-aE16c2XYFI8SDI6q8YkCQKpax6xwowl3R4JzPCggdUkdyvMABAFsAE2LosJFl1xo/4vo/qceu-yHRRpS_y29W5vdabw/h25/h001.R1pBCdRM72NApc_YP62dwjyD2e25ByWaVZdVLDN4PqA" target="_blank" rel="noopener noreferrer nofollow"><span>has a theory</span></a> on bringing it back, built on AI’s 100x faster implementation (2.3K 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>SRE Rewind:</b> Google’s SRE team launched a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEGOBss6N1vZ-jSxIg0wVCrJkbbyjJHC3i_zPWV6UMRSQs_Qr38oK3SdIO9NRT-0aNknLCPZwKjJ3GBrm_Ox2TqRcLstHrfR1yERZ8fqDuWU4lxJA_K_C8g__GeJE-sqGXYCvlsH2eslW1c68RROln6zcVevilhsWjyq5hmis3i6jrDPrahWJo_2G2CmFRZhnrvg5fVs2-v7kVWDXcErqtoYJxsa4AS4g3-OZpKNkbymH2nF32vFdKgZqgMwukv8AHAqqJkLJmfIaaY9SA9dte-/4vo/qceu-yHRRpS_y29W5vdabw/h26/h001.acCr6ko-zE0HLdSvI8JQcozrwutfIqXLkxHfRNGVN4w" target="_blank" rel="noopener noreferrer nofollow"><span>2-part podcast on SRE</span></a> for the AI era, and its editors explain why it matters (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>Pocket PC:</b> A Google AI Studio lead got Windows 11 running on an iPhone with touch controls, built with Gemini 4 Carbon. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFN3pbPsfQ-xeGaQNRNAZXuQmdUxe7IZo6Bvg1TEx9V5vyU5u1DsIzhgdtnuqvFJSAwC0tf0UnNWRWvopcVXTy4EE8RGRyvciQWk_bN6CgxMsYPaZQWJ7OYGJcrPAjHUEzr7KUHc86VNSNFsPpKa-jHV-hAa6uv_1K4RZYwrfWMKBEbQgf8GJ0KbMYWfDeAsVkSK5ziOjEnhGkNNmgcABMnOYJ7YjwviR9t0rUCAqri7ZkRAgNnhXrNfN_vxgxJnLWB-ymv2HRFA_S563hECjaN/4vo/qceu-yHRRpS_y29W5vdabw/h27/h001.APeSRcmt9l5MBTZ6U--TBvpDaoxFnlqTvzJ7WIKiWug" target="_blank" rel="noopener noreferrer nofollow"><span>The demo</span></a> looks unreal (2.6K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Advice for freshers:</b> A high schooler asked a SpaceX product lead how to learn coding in the AI era. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGfstFVl6ppo2gZMe0ngHaYDSPsb18VpPe4i23Q2NgdQ7lhSvinOkTqCg-BUCNgft5Bg6qOvFPLtmJe8hpZsqsA2oS65NJrs5SXr1lfIUmGal8QDNVyWfO5sTKWssva8aLYclOgPg05nNIUNtl8h_oLUVVMPXv4Vj9zPOzcTxebEYxZQ5ED5ZwruguD7ulWaJ_pxO14s9rzUIu-4hH0R2uk7dstsv2clA9GXTAFIoa59CwCHATbedwk44d8jBoBjRG_5WVEqnyzLygUmTH6yh5R/4vo/qceu-yHRRpS_y29W5vdabw/h28/h001.mPWwPuH8hioBB4gvYHU6L6ci4Nogq9Ho6RTeL4-Vs2g" target="_blank" rel="noopener noreferrer nofollow"><span>His advice</span></a> has devs talking (1.1K bookmarks). </p></li></ul></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> </td></tr></table></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 are the reason our team spends hundreds of hours each week tracking down the best stories for you. Please take a moment to reply to this email with your favorite story from this section so we can cover more of what helps you most in your career. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" 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;"> </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxMttMxwnRFrLV_Yua0IxCxng_GZOL5aQ00FfzzUxB95HPFBL34zQ5h-fw5ZbFekx10Z_tDHfD-_6wzGMNQm99LKsNb7CvGZaBNINBldv6GYybVKaRGqJvUPXhsKCtuIRGILCdOdQjFU0WFz1I1W78Z5FVYHZ7iuCG6QoENj1KyFsvhNJZSQFJPpwK-m8Lpy294LCjJgdTzrAEyCDM8JZNP6lZ_VnkaQm3zd4nAQvXDaCS9GjlTzH7VZlIxduOQpts/4vo/qceu-yHRRpS_y29W5vdabw/h29/h001.GI8Numfy_0CFHPNQQ8k06YQlklTZ7q_pvsoyn0YTmoU" 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/16cb128d-b273-45fd-9fc7-5fc76803504a/Thumbnail__90_.jpg?t=1794471552" 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 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:#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;"> </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxMttMxwnRFrLV_Yua0IxCxng_GZOL5aQ00FfzzUxB95HPFBL34zQ5h-fw5ZbFekx10Z_tDHfD-_6wzGMNQm99LKsNb7CvGZaBNINBldv6GYybVKaRGqJvUPXhsKCtuIRGILCdOdQjFU0WFz1I1W78Z5FVYHZ7iuCG6QoENj1KyFsvhNJZSQFJPpwK-m8Lpy285wYC2ZXHBAdOL87ZOVaWryGO1Q_NLh0IhOIxhhsFSqE0eLsHPgqypaWBOWc-i_iw/4vo/qceu-yHRRpS_y29W5vdabw/h30/h001.rR7tjyxp2MKLV3X5yOzwv1jXDrll6VU5VRLuGojWVOE" target="_blank" rel="noopener noreferrer nofollow"><span>How to run Claude Code, Codex, and Grok from one app:</span></a> This tutorial shows how to use T3 Code as a control room for all your coding agents. You’ll learn how to switch between models and accounts, hand context across threads, use worktrees and skills, and manage multiple agent workflows without living in five different terminals. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tool</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJfWV13bbLyKemzEz3-0EioyGPdmNv6l0uOkv6_fB881RPHpcPODdkvZTdqUsVoi8W2T7nRRi7_9dK0_8aqKoGmA-l6U1Xw7SY0pr_pGgfeXsdETqXNSLE9NtuRo4tvEPIECPWS0XEIZtscZIqQLyPu4Uvs57HmdV-VciNU952Hv0OEpMvXGMEAggOIvnG9rT9kg00yXs1tbqT6apHJFS_cNb6kkDbUfqdrvS75OcGiTP-PZ6q_YFU5cIvkqON2l-KQ/4vo/qceu-yHRRpS_y29W5vdabw/h31/h001.r9xt2vKwcraFjZqiH6hmmGivz0tjwH4hpNVtRx90vYM" target="_blank" rel="noopener noreferrer nofollow"><span>Ace:</span></a> GitHub Next's open-source tool lets teams and agents collaborate on the same Mac. Jump into shared channels, steer each other's agents, and give them direct access to your local shell, tools, and apps over Tailscale rather than a hosted sandbox. </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_IXNb3MOcKdPmSAsUVBmKAR73hkXhpew9UAfyNziLcEHm6K1snHTQezo3DrlC7vrXKFjYYQUSJOsbZtKkkS187TCgBIw6gLQ22780Ge8m04cHUZt4ARF0WecM3DQYPQc6ZxvqD2LZheRXfOEb2frcU_OI182ZYD9k69XxXHmfB9fJdUzNKSPc15-P-LUNtuLkw5nfUzit49FVk44H7kaxE_-xrmJ_KOWdITboXlbFMFFIxaelbGMTdoaOqC7NocWjyysPEI3pGlKAqtRqNig50SgMjA3ra8kh1ZDBEmoVL4NlJ3zFygw7jM5OG7wh2JHBFG3dcVvmKlqUQJrNFPc9HtCd5CUpQ-0O77Z018o/4vo/qceu-yHRRpS_y29W5vdabw/h32/h001.Z_FMswGZfccuY3xx8CEAT6v9jNN2pv2EX533ZGa94D4" target="_blank" rel="noopener noreferrer nofollow"><span>Prompting guide for Claude Fable 5.2 (by Anthropic): </span></a>This guide breaks down the prompting tweaks that matter most for the new model. You’ll learn how to tune effort, stop long tasks from ending early, keep approvals and subagents under control, and update older prompts or harness rules that can now make Fable slower, costlier, or more cautious than it needs to be. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" 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;"> </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;"> </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 find hidden bugs with one state-machine prompt</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 implicit state machine is state logic that is scattered across your code instead of written out in one place. The result is your app can enter states that should be impossible, and those bugs ship even when tests pass. XState creator David Khourshid has a full <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFsw0XwQsA-JTBvjaxdevgqY2Wdml6giuK7QBi8rGjC9LatGqli3SMWWBv4VtH96uSnsIko2HvTimMxDC1xFpiRaV5k65u8-T1drQ78LhbysxthJ5xDZGVJprH_ZSdFQqS-bVHuIWz_dA7U6DmobQDT-HtX-bJLvPPhplMMomXdmM95e3bQKmK7DtdT1evPNqIodnKrodxQNr2Spk9_l8zEjWDbGScjROC_803tqQh_L01N-aEUSlZrL-xC_gaiB83A1691qWt8Gmoo_4LnVZA-/4vo/qceu-yHRRpS_y29W5vdabw/h33/h001.gm1QqFBeDWxOui6ZNOfRvG5_vHbWA9Z7U_FLLOZ6fJ4" target="_blank" rel="noopener noreferrer nofollow"><span>explanation</span></a> on what they are and why you need to be wary of them. </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%;"> Steve Ruiz, creator of tldraw, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFMYmdhtr9DWl51PpT3TtOYpLkIjwPgUc6Wr6sHAs5ti30fAfnHP6bzNKqKDWse1uK_OKa08a92x4b9WNRBJk1x0ej-uKePP0UYZAkOq4Y1gbUtp3sVO2RismQ-Gms89IHIbUzYW8TtERS1GgoC8ZnLX-0xSuP0XAuydZ5vKUdnZKVqgNNATkNJdjUjYFGxQuOSPIwVHDFxB3-0M6p56DqB4WtSfbklLpyjesNfTZ3_aDj7U4CSpWvImMeaXEe_UkWZaFE8mb3VIoURQRSaC8YN/4vo/qceu-yHRRpS_y29W5vdabw/h34/h001.sKVIy_5Zz0p10YCPbznIertHXsaXvFH-lfFkK6Mv8tc" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> a one-line prompt that finds them. </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 your messiest project in Claude Code or Cursor, then paste this: </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>Find all of the implicit state machines in my app.</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> Review the output. One engineer found 212 implicit state machines in the Plane codebase. </p></li></ul></div></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" 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: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;"> </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>Whenever you're ready to dive deeper</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%;"> If you enjoyed this newsletter, you should definitely check out our IT and cybersecurity newsletters. 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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_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAO_5iK01-grb5B6b9rxJbggCgMjlnTyujZ67LuZkL4w3QYbSZASQEjt_h9ck9FHbNIteT-bZFUMhd8H_qIdc2bNav7TTJ85LIB9MCHfjkBMuTaTAV3bDgZJzZdIAuDi3Y_CVBNgvM_WoTQPiWp698lPJDZQxK_lNiqXs_Goi4a_Kz6QfFy4AhaH5yHQa_JFCwS0jDU5_KaKWvVI683r6pegyPa4_YYxaNhimdi8lhVBNjHF_NrYpfDokllH9Acp-dumDhqjQn9bBuUnkSY9ab2qn5wb4DM7KQSQ9uJEzoiL8fZe-aPAf7i4NEewR2UYaEeOe0Eci5ObtXLZ3GVcsOAPVS5M9D34Tw98dH1a-THcfWIEksQyeq8u7anqJXFx9MCOxb2mtYIHDNh4DaClwzu7YFR72ar4jNKYHKIsUpZo_Mt1cxqbCpcD7ygHqZbJ8l_o6bXZ-bBvG3CBmDVWdd8NdB90oVICQHRbLJJVPgX2C34mwESqkVn7KNY4qEnL6l3fl1_m2prVjK7AJtgn1L8Nb1wIOmEVXOOoKho3AJbMy1Td_XP2qBy_hZuJQnznpHMbkrA0yJaT7cGvPlciu_o-l62xtc3GEf2Egcs-vO-tC5iHpWYp7FOX_-_aEJxyFkV4tAGfOPVH31RzFBImQEJhpI3V5ed88n8crhpERzjr8VWsEvmczi3vkhvLkWaH4s16ep7xquw6b9NQYCHcfb0A8jIUfiVN42P-WPdcgh7votxiPRwWwDbHiUlxsrczirFxuLEVGDUDNE2RdwqRt_pOgqLMHxez-ParCYUFEF0a_5ZbaRh4yYtRaMqh2j1KK9xMZhutr_klTOs2m_7gIbjeeLpn4b0sApCI3OwU5gwDx9xYemPoMiFwqy_eDtdMmUO5Wx2YS2y54pSKlPPDBbErXVqrAvnNIU7hW_7tmiwO1R4zovl4O-MWFltoK3pBo9AgXPV-_BcBgmjoXLDzLiea/4vo/qceu-yHRRpS_y29W5vdabw/h40/h001.negw81rMuGK58Rh0oZQB8Vcsbw_p5mY9ZBlMograbmU"><p style="font-size:14px;color:inherit;"> Average 🧠🧠</p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; 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Follow image link: (https://agentfield.ai/github/codeaf/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-261112&utm_id=thecode-261112-codeaf&utm_content=codeaf&shad=1)
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**Welcome back.** Ever since Jev, big tech has been obsessed with decision models. Google just dropped its best one yet, capable of evaluating 1,000 questions in a single run. Meanwhile, a new phone built for AI agents has devs asking whether the iPhone era is ending. Bold claim, but it’s certainly got our attention.
**Also: **A site tracking tech layoffs and job openings live, a 4-step Claude Code setup that gets the best out of each model, and why the waterfall approach of building deserves a comeback.
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### **Today’s Brief**
* Why the path to CTO now runs back through the code
* Attackers hijacked 4,800+ GitHub accounts
* How to run Claude Code, Codex, and Grok from one app (tutorial)
* Anthropic’s official Fable 5.2 prompting guide (cookbook)
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://archive.codenewsletter.ai/2120579219868835915)
Caption: Click here to watch how the new Blue Phone works.
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**Google’s decision model scores 1,000 questions at once:** The search giant just dropped [Gemini Decision 1](https://archive.codenewsletter.ai/2120581433639198885), a multimodal model built for closed-set decisions. Feed it text, images, audio, video or PDFs, and it scores up to 1,000 questions in one pass without generating any output tokens. Your code acts directly on the probabilities it returns. Typical responses take 150–250ms, and it costs $0.10 per million input tokens with no output charges. Check out how you can [start building here](https://archive.codenewsletter.ai/2120589299037147177) or read the [API docs](https://aistudio.google.com/docs/decisions-api).
**This AI phone will have more context about you than your iPhone:** The Y Combinator-backed startup just launched the public beta of [Blue Phone](https://archive.codenewsletter.ai/2120579219868835915), built on Google’s Pixel 10 Pro and Pro XL. It runs Blue OS, a custom Android system that lets AI agents handle multiple tasks across your apps at once. Instead of users tapping through your UI, an agent could soon be doing it for you. For devs, it’s another reason to start making apps agent-friendly. Priced at $1,299, you can join the launch [here](https://luma.com/b3pz35ob?v=2).
**AWS gives coding agents their own local cloud: **The cloud giant just shipped [AWS Emulator](https://www.aboutamazon.com/news/aws/how-autonomous-ai-agents-built-aws-emulator), a local stand-in for over 200 of its services. Coding agents write code faster than teams can test it, and checking every change against the real cloud adds delays and costs. Now you and your agents can run that test loop offline without paying for the cloud. Fittingly, autonomous agents wrote the entire emulator. But keep in mind AWS’s own docs say it can’t yet simulate throttling, outages, or regional differences. Try it [here](https://github.com/aws/aws-emulator).
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##### **PRESENTED BY AGENTFIELD**
## [Stop babysitting subagents. Give them a manager.](https://agentfield.ai/github/codeaf/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-261112&utm_id=thecode-261112-codeaf&utm_content=codeaf&shad=1)
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Follow image link: (https://agentfield.ai/github/codeaf/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-261112&utm_id=thecode-261112-codeaf&utm_content=codeaf&shad=1)
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[**CodeAF**](https://agentfield.ai/github/codeaf/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-261112&utm_id=thecode-261112-codeaf&utm_content=codeaf&shad=1)'s senior-dev specialist [finished #1 of ten coding harnesses](https://agentfield.ai/github/codeaf/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-261112&utm_id=thecode-261112-codeaf&utm_content=codeaf&shad=1) on DeepSWE on one open model, at the lowest cost per solved issue.
Most coding agents are still one linear chat with subagents bolted on, so you end up as the manager. CodeAF replaces that chat with an org:
* Managers run teams of agents
* A global manager can sit over every team
* A question reaches you only when no manager below can settle it
Open source, built for open models.
[**Try CodeAF on GitHub**](https://agentfield.ai/github/codeaf/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-261112&utm_id=thecode-261112-codeaf&utm_content=codeaf&shad=1)
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##### **INSIGHT**
## **The fastest path to CTO now runs back through the code. Here’s why:**
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Follow image link: (https://www.youtube.com/watch?v=Prl858_AovM)
Caption: Click here to watch the podcast.
--------------------
**The old rules are out.** Throughout the 2010s, moving into engineering management meant leaving the code behind. You traded technical decisions for meetings, hiring and keeping teams on track. But AI is changing how software gets built, and managers who’ve spent years away from the code are finding themselves at a disadvantage.
**A warning from the top.** Will Larson, CTO of Imprint and former CTO of Carta and Calm, told The Pragmatic Engineer he hasn’t seen a shift this big since he started in 2008. He warns that middle management as we know it might not be valued three years from now. The choice is to either reskill or retire.
**He chose to reskill.** Larson swapped a roughly 250-person org at Carta for a 25-person team at Imprint. Since then, he’s merged over hundreds of PRs into production, more than the rest of his career combined. Here’s how you can follow his lead:
* **Ship something yourself.** Pick up a real ticket and take it all the way to production.
* **Say yes to a step back.** A line management role will teach you more than middle management, and the AI tools for it are far better.
* **Tell people you want to code.** If nobody knows you’re up for it, nobody will offer you the chance.
* **Don’t reach for headcount first.** Before asking for another hire, look for a technical fix. Larson calls hiring the least interesting way to solve a problem.
* **Stick around after you merge.** [Test your own work](https://lethain.com/revised-rules-of-engineering-leadership/), check the dashboards and clean up anything that breaks.
**Plot twist.** Larson says managers who feel betrayed have a point. They spent years climbing the ladder, only for the rules to change underneath them. But he also thinks the new way of working is a lot more fun. Catch the [full conversation here](https://www.youtube.com/watch?v=Prl858_AovM).
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##### **PRESENTED BY KRISP**
## [Background voices, gone before your STT hears them](https://partner.krisp.ai/thecode?shad=1)
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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/0f7d16d9-aeba-479e-9d72-059376a21f74/The_Code___Spotlight_ad___1920___1080__1_.png?t=1794472497)
Follow image link: (https://partner.krisp.ai/thecode?shad=1)
Caption:
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A TV, a coworker, someone in the car: your STT transcribes them all, and your agent answers the wrong person. [Krisp Voice Isolation keeps only the caller](https://partner.krisp.ai/thecode?shad=1).
• 73% fewer word errors across 265 real recordings
• Works in front of any STT, 15 ms on CPU
• API and SDK, already in Vapi as Smart Denoising
[**Get $30 in free API credits →**](https://partner.krisp.ai/thecode?shad=1)
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##### **IN THE KNOW**
## **W****hat’s trending on socials and headlines**
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Caption: Thought for the day.
--------------------
* **Open Secret:** A software engineer [shared a site](https://archive.codenewsletter.ai/2120157869232537650) tracking tech layoffs and 90K+ open roles in real time, and it’s already blown up (1.5M views).
* **Conductor Mode:** This dev’s [4-step setup](https://archive.codenewsletter.ai/2120283023702671558) leverages different Claude Code models to streamline your entire coding workflow. Fable 5.2 plans and Opus 5.5 builds (1M views).
* **GitHub Hijack:** Attackers hijacked 4,800+ GitHub accounts, planting malware that steals CI and cloud credentials. [Check if yours was hit and what to do next](https://archive.codenewsletter.ai/2120783672878186661).
* **Hot Take:** Developers spent a decade burying waterfall. Now a veteran engineer [has a theory](https://archive.codenewsletter.ai/2120058798178009574) on bringing it back, built on AI’s 100x faster implementation (2.3K likes).
* **SRE Rewind:** Google’s SRE team launched a [2-part podcast on SRE](https://archive.codenewsletter.ai/2120515744618451313) for the AI era, and its editors explain why it matters (1.4K bookmarks).
* **Pocket PC:** A Google AI Studio lead got Windows 11 running on an iPhone with touch controls, built with Gemini 4 Carbon. [The demo](https://archive.codenewsletter.ai/2120605420066595029) looks unreal (2.6K likes).
* **Advice for freshers:** A high schooler asked a SpaceX product lead how to learn coding in the AI era. [His advice](https://archive.codenewsletter.ai/2120182450416500819) has devs talking (1.1K bookmarks).
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_**P.S. **_You are the reason our team spends hundreds of hours each week tracking down the best stories for you. Please take a moment to reply to this email with your favorite story from this section so we can cover more of what helps you most in your career.Â
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##### **TOP & TRENDING RESOURCES**
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Follow image link: (https://www.youtube.com/watch?v=4UDDTPGRmCg)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[How to run Claude Code, Codex, and Grok from one app:](https://www.youtube.com/watch?v=4UDDTPGRmCg) This tutorial shows how to use T3 Code as a control room for all your coding agents. You’ll learn how to switch between models and accounts, hand context across threads, use worktrees and skills, and manage multiple agent workflows without living in five different terminals.
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### **Top Tool**
[Ace:](https://ace.githubnext.com/) GitHub Next's open-source tool lets teams and agents collaborate on the same Mac. Jump into shared channels, steer each other's agents, and give them direct access to your local shell, tools, and apps over Tailscale rather than a hosted sandbox.Â
———————————————————————————
### **Trending Cookbook**
[Prompting guide for Claude Fable 5.2 (by Anthropic): ](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/prompting-claude-fable-5-2)This guide breaks down the prompting tweaks that matter most for the new model. You’ll learn how to tune effort, stop long tasks from ending early, keep approvals and subagents under control, and update older prompts or harness rules that can now make Fable slower, costlier, or more cautious than it needs to be.
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##### **AI CODING HACK**
--------------------
## **How to find hidden bugs with one state-machine prompt**
An implicit state machine is state logic that is scattered across your code instead of written out in one place. The result is your app can enter states that should be impossible, and those bugs ship even when tests pass. XState creator David Khourshid has a full [explanation](https://archive.codenewsletter.ai/2119788094434038264) on what they are and why you need to be wary of them.
Steve Ruiz, creator of tldraw, [shared](https://archive.codenewsletter.ai/2116552016218710389) a one-line prompt that finds them.
* **Step 1:** Open your messiest project in Claude Code or Cursor, then paste this:
```
Find all of the implicit state machines in my app.
```
* **Step 2:** Review the output. One engineer found 212 implicit state machines in the Plane codebase.
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### **Whenever you're ready to dive deeper**
If you enjoyed this newsletter, you should definitely check out our IT and cybersecurity newsletters. Subscribe using the links below:
* [_**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).
———————————————————————————
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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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