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🔥 New personal agent in your group chat Tue, 20 Oct 2026 14:07:39 GMT
👀 Hackers attacked OpenCode for 48 hours Mon, 19 Oct 2026 14:07:30 GMT
🔥 You can finally reverse engineer any app Sat, 17 Oct 2026 12:32:04 GMT
🔥 Meta’s new model runs on two Macs Fri, 16 Oct 2026 14:06:36 GMT
🚀 SpaceXAI’s new voice model Thu, 15 Oct 2026 14:06:26 GMT
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Regarding Kandep... Wed, 14 Oct 2026 11:17:57 GMT
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From: "The Code" <thecode@...
To: [email protected]
Date: Mon, 19 Oct 2026 14:07:30 GMT
Subject: 👀 Hackers attacked OpenCode for 48 hours

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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: Build the ultimate terminal setup &#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#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> October 19, 2026 &nbsp; | &nbsp; <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9uxpbnj4I2J-8dFmf4fMrPh1nST3AZu2F5gt9beDhGsmfm46FAbU6f8q9wEVbNQQ7fXzjjqE2CvmSrh4JJ2C22SxYCo1bkKlVQIqfgepE3ioNYFPBjiorLoQsBf21qjhefqVQF6kXYHVBc2Cwr6DlCDLdJQJqSMuCmvNc3WCLYptexPMEyhXXlgoNAHM6iAYWw3cHoQyMdtMIQUt2Ce4SRhdwNZujvrlsJ4B5ZFYI4SIhKL-fiO7tYl5vT0okV8DuDwWPgeYqw6yi8IyaA_Cq9IvlHzB6GGJD5YF74f00SuV1G_LChkoitzg150AsalwFAzbQloNC_Glccd2dg_bln5ZfgYmzPl5oreDf-GML2ontna1xk9wKjcv5ekXzG0URaCfcd6mPyQZvH5miZ5S_aRZB0z8pOExhVqZUrbg4zVX4PGaGiklvhl5nBYb6p0GiLwTAnFVBXtcn8Lyr4KqJOc509JfrxP2V60Kt75iq4ZI7F-H7Tn1ppyNcNkmAyuN5y_8bO-aCTNkLTuKodytT1vJUG20jzGOfNBzOwVqR6dEFg7AQYqLVKkhqlBjMLKr1myZD_BwQfd_z5efKPChYbJMosFG7LtcV2p27W7oL4Y1xZgErx_e7XoPQeg77vCxpwMoViPQuZR5ukRolKDu-ZLNVpltlgnJd-CUysnSS-w2Xn-Tq4LFtWeLBBIBolp_YKvW3XGnY3Uq6fjJKnO9W8vryM6XU83tMy91PIzKcu-IA/4v0/RXdmSmm2TmqpaMxH57-LFA/h0/h001.Fhlgbeq1O8Um4E9m86sb_Z3wm7a6oTWFcLSsi26V7Hk">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/4v0/RXdmSmm2TmqpaMxH57-LFA/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.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S2vFXbVT2_RiDmJp1eqslYK6IYExhQ3Ldc__RN0dJNIn8PzDNuS9l6teaq-ghi3ezKUJgtQhQhL3lyT07aARZAzWNrS6jsmPyyojijj0rzdLqoxZrOl4tIIk9lUeAkUJ1JDyt81XFJMEDv_7rwUvMswT9hTna1OcK7GVohOjvvltLvX7g5xAM8KNAsHVP6_dJ8DhxOx42YVaM5jxeFKflmaHHUPSwrdJUumefCiNE4hLO4VKVnLGbxPbcDn0dxwac7ML27Oj3HZ39txeTwh4xRDKsE0prv9bUMKxv2FldlF8/4v0/RXdmSmm2TmqpaMxH57-LFA/h1/h001.u7kWz2AVcqRIaFbOVrN2DcNBRBlaPsnSdkluMgvJE-A" 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/dae91896-b1e5-4ee0-9640-3d872e3a1b04/Group_Google__5_.jpg?t=1792372328" 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> Hackers stayed busy this weekend. OpenCode&#39;s co-founder just confirmed that continuous cyberattacks hit the platform for 48 hours, potentially exposing your API keys. Meanwhile, Anthropic&#39;s new hiring strategy raises concerns for junior engineers, and DeepSeek&#39;s latest model is growing on developers.  </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Also: </b>How devs are using AI to speed up smart TVs, why engineers in 2026 are working harder than ever, and Anthropic&#39;s Addy Osmani shares how to look at code review. </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;"> Meta&#39;s engineering team shows how to verify agent output </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Devs are using Claude to build learning projects for their kids  </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Build the ultimate terminal setup (tutorial) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Using Claude Code to handle Code Review (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.tgWOPLtqyPb9_0gOXDT9L-xFqdzO2QOlv81FRGpLY4AD-jhOuzayaEzePyPy2ZsB0hPrXMBEx1GjgYZSbv0ad1_cKHXOma7sTX2ExF_lv4sZV1lHSwTZfXjjlbHpkCelX9x9bglIaYWCFuEa7yTJw3-tWP6qPRK-OWc8y8KlrGjdNpcrNE2yzhhZul4D2jE_unFTIM5HJaBuUjxUe1m8KTTZADPgmM1bOVWpOPycKWbTmUe4fPZNHKBxcOqBX5A9Ax0E3w_zVeVh9pV4o7j9Xw/4v0/RXdmSmm2TmqpaMxH57-LFA/h2/h001.aLy1k1ANpqWKkauIQBl68NckyGRMcGHtwty7UOKpFPI" 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/0d5f3b8c-4f68-4f1d-8e8d-485762323a17/Thumbnail__47_.jpg?t=1792410406" 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 to read all about the attack on OpenCode.</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>OpenCode attack exposes user API keys:</b> The open-source coding agent says hackers have hit it nonstop for 48 hours. It <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcH85PYEQpODG9IdBPsBrtLnFMvTka7OEEtn_6Ht-aDqwdTdpHamG7iovvRHOrSnrBsaABSB5kk7Oib5mDLqb8Hd3EDaiXhv9c3plfEgV6WVYJtBrRkhKUK4YlGSQZlijSe2ZLkEGEWvuLmT8a9ENRqIUDWMmc_3eeoiDJKcA2GXHM5htYBskwiiYEEjcYZAdM8vb8pxNCLVrgBYQAzBVqBku0Sq-xxuaNITXmyGlqiKCsaoX1_NW_0v3KT951ke0qg/4v0/RXdmSmm2TmqpaMxH57-LFA/h3/h001.Yv2wgLfK2xv73dj-Oo5ty48uCUkWUaweRhVCoKM9Vi0" target="_blank" rel="noopener noreferrer nofollow"><span>started when</span></a> attackers broke into a legacy system and grabbed provider keys saved by 1.4% of its console users. They drained those OpenAI and Anthropic keys with high-volume queries, and some developers reportedly woke up to $1,700 bills. OpenAI is refunding credits, but the incident isn’t over. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePXTpEtMpyaBfO8cVHtw0_Zpe_dKAcE7LJGqiaY0aVbD-TRUcoqK1OGs56DuGmz1hz9ZPfGxhrKxod6FPbkSVsDzy5K0pmhg0CIMBD_U8w-9wN3hw42KyK3ItgL07celmiHDqiXWCCCu9gqXvQWuNnx7nDDQIq71P1zk_qCXVngDcqsxb6ksso4EPTmhDOmd75Z0FZAp-VvISBM4Cbs-jiBR0EQ2dfIrmjBuJ_Aw47ixQ2rWp2A1My33FhuK70JgA7g/4v0/RXdmSmm2TmqpaMxH57-LFA/h4/h001.-QnlWHjSF-gMWtiSisDkmmTVfgBr59NjyRq0qHuSNek" target="_blank" rel="noopener noreferrer nofollow"><span>Here’s</span></a> what to do next if you’ve used OpenCode Console. </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>DeepSeek’s budget coding model edges past Claude Opus 5: </b>The Chinese AI lab just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGLdJ7FTK0slLoyAyG0peQqRnAcXNysD0C5WGbo7P7BsWlziwwXvQEg9AW13ggAsv-iBD0PiNHX16IEtkH3d1PRXXVXShz2gV1AMJXJ2lRpwIZMLU5clVW9_IkYNY0HL8J1PNPPuWY76IFpouokh6Qb3IGkopc6TBtayW_uXkwziiDIFLuQQSaHxtDvTtr0BOGcE2OypMp5R5JSoltdt5QEPhI3d2c9FKhV7snU5qev0uDXG7e2V7vbdzq3g9jcDaU/4v0/RXdmSmm2TmqpaMxH57-LFA/h5/h001.RAWJ1e3NWujpqsN5NQhl9gL4zSTRU6BAfY5fGWXfsPQ" target="_blank" rel="noopener noreferrer nofollow"><span>V4.1-Flash-1017</span></a>, which scores 77.0 on the DeepSWE coding benchmark. That beats Claude Opus 5’s 74.0 in DeepSeek’s own tests. Opus 5 still wins on Terminal-Bench and ProgramBench, but price is the bigger story. Input on the V4.1-Flash-1017 costs $0.30 per million tokens, or half that off-peak. It works with OpenAI- and Anthropic-style endpoints for easy switching. New Search and Fetch APIs also let agents search the web for $0.75 per 1,000 requests. Try it <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJVlWrWYFLenJelJE067oGHzPjc6unGVWh0Ap35ko9ep1tQTnvaUGvOMUVAlnjQBzC_WX-Ztb4nHPwMM0443I6wrSgrXpxdOMeEEUY4LcDcHrlBsp_bnCYQjRRebgez2pY54rnTTIHKy2gglC53j9F0KBuwdKP7PCvvG2i8oKcAXisefffDrLfziDO3oJFcp_cM5nPoctqMgTfxrGTQ1RdYcux8mhjeLeahqJcrZoC0P9/4v0/RXdmSmm2TmqpaMxH57-LFA/h6/h001.c27RW4QzNhefUp6QcRtuOCjS13zTdJiNN_uQ2sfaJ5o" 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>Anthropic’s AI-first workplace is squeezing out junior engineers:</b> The AI lab just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFP7m2CgUujNbNjLlL-wM0BsmVg8lEyhsHwVRlP-fkgbMKz_IBDPig35lmhIkNRPQoPc_rkb4P7Bxb8n5wZfJrSwn2YiQQwYfKbxSIZSQA56gdQABcRBkUB62lzIiW6yMpHLHYBaRPY1VAHFB-KgVnJ-vC2D2E1bwb50ZCZ3UHrZcVOT2bApk8tTBS7E-ZPNnPMOpyZGWccOpMQ6ByO0_LxinxXLmnWKwzv9xD22ee_bytS9Ln4UI8OhDvS0p922W4/4v0/RXdmSmm2TmqpaMxH57-LFA/h7/h001.HIvI3v6XlnDigCxYH5yNkR5zdWkuKAIHBmzYufUgNDs" target="_blank" rel="noopener noreferrer nofollow"><span>shared how</span></a> Claude is changing work inside its own walls, and junior engineers are getting less of a look-in. Their share of technical hires has dropped from 27% to 9% since early 2025. Meanwhile, one in five employees says they’ve gone from doing the work to managing Claudes. That hasn’t cleared their calendars, either. Meetings are up 16% for technical staff, with human judgment becoming the new bottleneck. You can read the full report <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7TUhUZzYhojM0p6lRFC_kHC7BKet_5ETGkeBBRlzm1ugqHVXpcIBQhNANpO7j1aKZCbiA856qeqdAEwUIyV5PsI1Y6ffca0AxkSeqHF_95Yr6u7_0oLeQDMBqupaWro0BFNrVUJf0hIiCizGZzsGSrmaVeU50efwFo_Uu7tGhkU21YsKshcavbo5HVkJMjezgeNT_0sSWZggHETVh-BpOh0lwbodeTgFjUhwx55eaZbRtcgYoBPhCXZA-V6Jq_XmrU/4v0/RXdmSmm2TmqpaMxH57-LFA/h8/h001.5PggbRPko7kk8r_E9isfIo74wbGvJu62BlohRzlYq5k" 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 GOOGLE</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.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S2vFXbVT2_RiDmJp1eqslYK6IYExhQ3Ldc__RN0dJNIn8PzDNuS9l6teaq-ghi3ezKUJgtQhQhL3lyT07aARZAzWNrS6jsmPyyojijj0rzdLqoxZrOl4tIIk9lUeAkUJ1JDyt81XFJMEDv_7rwUvMswT9hTna1OcK7GVohOjvvltLvX7g5xAM8KNAsHVP6_dJ8DhxOx42YVaM5jxeFKflmeUSkvOoVft1WI5YzUbpEtO7sUXcjcjruyJrMNRFpqO4yyH7Q2UPQvPLXib5kotQmFAFTDnIobyJQa_enBv3EYQ/4v0/RXdmSmm2TmqpaMxH57-LFA/h9/h001.aZgXsV4zMxN-IbKI69w6ALDP8lh_8s8oJXgIVxEh3G8" target="_blank" rel="noopener noreferrer nofollow"><span>Gemini 4 Argon: Founder Briefing</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.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S2vFXbVT2_RiDmJp1eqslYK6IYExhQ3Ldc__RN0dJNIn8PzDNuS9l6teaq-ghi3ezKUJgtQhQhL3lyT07aARZAzWNrS6jsmPyyojijj0rzdLqoxZrOl4tIIk9lUeAkUJ1JDyt81XFJMEDv_7rwUvMswT9hTna1OcK7GVohOjvvltLvX7g5xAM8KNAsHVP6_dJ8DhxOx42YVaM5jxeFKflmYe-AMfDrOo9tAxxhIQl_LnMD_NPT-DUrUnBpx6WKk1TRg8bpv_8zWn48bbtssZXdxdXsyUnp2Qtt-btT4Sd5DI/4v0/RXdmSmm2TmqpaMxH57-LFA/h10/h001.dvcOOMOJPac6CMuvgduZesZ1OMZs2xOBiajbIhrtOd4" 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/9fe11d94-a5ee-4d19-986a-fb5da3af697b/image1__25_.jpg?t=1792372296" 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.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S2vFXbVT2_RiDmJp1eqslYK6IYExhQ3Ldc__RN0dJNIn8PzDNuS9l6teaq-ghi3ezKUJgtQhQhL3lyT07aARZAzWNrS6jsmPyyojijj0rzdLqoxZrOl4tIIk9lUeAkUJ1JDyt81XFJMEDv_7rwUvMswT9hTna1OcK7GVohOjvvltLvX7g5xAM8KNAsHVP6_dJ8DhxOx42YVaM5jxeFKflmf2bOz_KZStLz8ZR7hhgFhURxYdTYRo28zRJxrPha9dqzZVvYLpxHo2IWSwsy6gHybv5x0hR21B32vfmlziJSuA/4v0/RXdmSmm2TmqpaMxH57-LFA/h11/h001.YxH3F-1Hj898NoWiYjNPcUF9M0CnR04eILopnEZ6KW0" target="_blank" rel="noopener noreferrer nofollow"><span>Google Cloud</span></a> invites startup leaders to an exclusive, high-level briefing with the Google DeepMind team to unpack the new <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S2vFXbVT2_RiDmJp1eqslYK6IYExhQ3Ldc__RN0dJNIn8PzDNuS9l6teaq-ghi3ezKUJgtQhQhL3lyT07aARZAzWNrS6jsmPyyojijj0rzdLqoxZrOl4tIIk9lUeAkUJ1JDyt81XFJMEDv_7rwUvMswT9hTna1OcK7GVohOjvvltLvX7g5xAM8KNAsHVP6_dJ8DhxOx42YVaM5jxeFKflma-Fsoy7qKw40MQ4bdNdZuydtnw2wnQCYrUfgPVItZ-Xje-BA-iR47GPdNYmr-ZiBJCor7j08VzirK60Ypzdlks/4v0/RXdmSmm2TmqpaMxH57-LFA/h12/h001.mjV6yiY8usNRo6CzPd0riVvOmCHR5Gko5HTVhksAJh0" target="_blank" rel="noopener noreferrer nofollow"><span>Gemini 4 Argon mode</span></a>l and explore its high-impact business applications. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Why you should attend:</b></span></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;"> Discover unique, enterprise-ready use cases for founders. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Get a rapid overview on how to start building. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Ask questions directly to the DeepMind team. </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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S2vFXbVT2_RiDmJp1eqslYK6IYExhQ3Ldc__RN0dJNIn8PzDNuS9l6teaq-ghi3ezKUJgtQhQhL3lyT07aARZAzWNrS6jsmPyyojijj0rzdLqoxZrOl4tIIk9lUeAkUJ1JDyt81XFJMEDv_7rwUvMswT9hTna1OcK7GVohOjvvltLvX7g5xAM8KNAsHVP6_dJ8DhxOx42YVaM5jxeFKflmdetSTzeuRcWisjwKLmyWurmnh7zYP9HyWT09I-7fhDfFB89lDKhOqrGdWIquMNFrrnulPILgAq-4UjYTg0fAOE/4v0/RXdmSmm2TmqpaMxH57-LFA/h13/h001.TT7GxAlE54Ceo2qtYhgjTJ-kb_0GgFnDZ53kaAc_BiU" target="_blank" rel="noopener noreferrer nofollow"><span><b>Register your interest for the briefing</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>Meta&#39;s engineering team shows how to verify agent output </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/016d8867-37ac-4c49-89bb-44a70fe7714e/superhumanteam_dollars_all_around_in_the_bubble_--ar_9151_--p_8387bf22-8532-4735-8365-a1ad49f2e7d2_1.jpg?t=1792408088" 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><span style="background-color:#f9f9f9;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"><i>Source: The Code, Superhuman</i></span></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%;"><span style="font-weight:700;"><b>Eight weeks, one small team.</b></span> Meta’s engineers gave an AI agent a bigger job than writing code. It helped plan, build, and test Forum, a standalone Groups app that reached core feature parity with Facebook Groups in that time. Most importantly, the team created a clear process to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ewyx0VA-ZCEh4luIETE-YudKK4s_lyhV-eklTUppJAv0w3aNIDbAfwlL1G-rIqKu-pynVQHemcgNzoMhxU2JluYDLBKu243LYSl8qTsdFzvJdxdsMG4qswoXyyjPVV7-Q-zKMdW0Ou34mQitcUl8ueS_eawCoV1osY79raJMUKzgw9WQgQgOHb1hW6x7QJ8G-nxQVwV1tgByLb8yJF8ESeMHh7kwhdDjkYVVJCrHaYErzMPSedWeHnKuCnVqGrPagazJhMizv06laNmlIPWWyInND0Qxb5EhSc27oCLtGFBSshQTlV9pkdSU9iF79FYUDTYc-uBJlPRBafvkAsQvIA/4v0/RXdmSmm2TmqpaMxH57-LFA/h14/h001.SOA56o0rmrjltiGR4G4En_DUdGs6zhD4qKCOnzrLpB0" target="_blank" rel="noopener noreferrer nofollow"><span>verify the agent&#39;s work</span></a> before shipping. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Show your work.</b></span> Getting code to compile was only the start. Meta counted a change only once it was verified and production-ready. The setup comes down to three moves any team can copy: </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;"><span style="font-weight:700;"><b>Raise the finish line.</b></span> A task is done only after it passes automated tests and visual checks. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Let the agent check itself.</b></span> Run your build checks, unit tests, and UI comparisons directly inside the loop. That way, the agent catches and fixes its own mistakes before anyone else sees them. You end up reviewing fewer pull requests, and the ones you do get are actually ready to ship.  </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Attach the proof.</b></span> Every pull request includes a test plan and a recording of the verification run, making sign-off simple.  </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%;"><span style="font-weight:700;"><b>Trust has a test suite.</b></span> The more Meta trusts those checks, the more work it can safely hand over. Routine stress tests during development caught a memory issue. The agent reproduced the problem, fixed it, and verified the result, roughly halving memory use and page faults before the app reached users. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Green isn’t golden.</b></span> Passing every automated check does not guarantee good code. Meta learned that test suites must actively catch shortcuts, because faster runs cannot fix weak evaluation signals. Today, engineers still review and approve every shipped change while working toward full autonomy. Ultimately, giving agents more ownership starts with building foolproof ways to verify their work.  </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%;"> To try it, this<a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePV3PBOVROoG9niyZ0FY7lxmscHc12TLCBHnZvySWuSpiogjgUuvOlJNvfAZN5X4a022tQF736UvS2pyrfyybDD2g85PzY8Gb09d4Zblt7Y-Molmrqi9pGNTnjE1fLe-GqCmYPoF6DqYKoTC1yYn7Ho2fVLaaQ-teXUuM4f2E2yrcB7Jeohyf9K1xmM2JdMWGUI_j2QCn8T7aAHu4zDwPQD2mIlpHVL4R6Y1UPegQwRf5LjczfqmKtZatm6yj2HAX4g/4v0/RXdmSmm2TmqpaMxH57-LFA/h15/h001.73e2xskLaalGSCIRxr4xh2UFb9ViJeiOcFPhRBQC5c0" target="_blank" rel="noopener noreferrer nofollow"><span> hooks guide</span></a> shows how to block an agent from finishing until your tests pass. </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 QA TECH</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.VUuH6R6zI0G5BkbXvz91_JNG9N6a-VVH-eqXY8lXZfN5biBDTv-zScoi_Fpg3lHYzMwNTvcGSTO9g6EeQ9FWDcZfENsZP3-uvmMu5sPRbBmfNj2WCMElOnUNJY3T_k5J33xue6U2fz-VmLXYbjlQaRZcYEFNpfeEQ_G07RODOxtZ7jACyroH3658Aqj33ZNfljOznV8L5sYYJaASHvuetMOM3TefowA_dbUdPy4umgFSFDZFdsch9xMkaigpM5H1/4v0/RXdmSmm2TmqpaMxH57-LFA/h16/h001.YxIphh2MSQpv9PigyRZQEByK_aM-6vTmSJrz0gQRBak" target="_blank" rel="noopener noreferrer nofollow"><span>Verification is the new bottleneck</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.VUuH6R6zI0G5BkbXvz91_JNG9N6a-VVH-eqXY8lXZfN5biBDTv-zScoi_Fpg3lHYzMwNTvcGSTO9g6EeQ9FWDcZfENsZP3-uvmMu5sPRbBmfNj2WCMElOnUNJY3T_k5J33xue6U2fz-VmLXYbjlQaRZcYEFNpfeEQ_G07RODOxvgerX6LlCCqaSHTT1qLKyxubp6qm_du4LaVQIU4Io8CuZ84HSlg2u-2RMn26x0UZbwPeVDVbz2VjVDSrq1eAI6/4v0/RXdmSmm2TmqpaMxH57-LFA/h17/h001.uqKrnf0sG-UWmm40BubhFLMoJeXJJQNgK_sPHbzkUUg" 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/74d3bcd7-f103-4167-9e54-88aae90c0439/webinar-nobody-reads-the-code-dark-1920x1080_-_Chris_Stryjewski__1_.jpg?t=1792372533" 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%;"> Your agents will open twice as many PRs next year, but your reviewers won’t double. </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%;"> The gap between code written and code verified only grows. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VUuH6R6zI0G5BkbXvz91_JNG9N6a-VVH-eqXY8lXZfN5biBDTv-zScoi_Fpg3lHYzMwNTvcGSTO9g6EeQ9FWDcZfENsZP3-uvmMu5sPRbBmfNj2WCMElOnUNJY3T_k5J33xue6U2fz-VmLXYbjlQaRZcYEFNpfeEQ_G07RODOxvm3lMPIeqJW6XigdcXLD05Ae4ofFITmo9klnHnLpI8qxV9Ns3mRSFTycIPExQm6w6-JMU9rNvdw4_sNTpLhwkR/4v0/RXdmSmm2TmqpaMxH57-LFA/h18/h001.5R8jUw06LP2LWtvks227n5gNoQwQSJb25VjGT_e_1LI" target="_blank" rel="noopener noreferrer nofollow"><span>Learn how agents close it</span></a>: </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;"> verifying every change at the pace it was written </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> mapping the app, scoring the blast radius, testing what changed </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> finding and fixing bugs before they reach customers </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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VUuH6R6zI0G5BkbXvz91_JNG9N6a-VVH-eqXY8lXZfN5biBDTv-zScoi_Fpg3lHYzMwNTvcGSTO9g6EeQ9FWDcZfENsZP3-uvmMu5sPRbBmfNj2WCMElOnUNJY3T_k5J33xue6U2fz-VmLXYbjlQaRZcYEFNpfeEQ_G07RODOxuLHP09WDdHBgWvR196megTMSwpI7FZP93warOMnGPAmHur7PRx5WA99V5KJ5Vb7d2IxAU4nL5YNJ3f9fRn-Grm/4v0/RXdmSmm2TmqpaMxH57-LFA/h19/h001.NWuUF3pyLVuWD0qQRF_0-nW7yiZDLTz2yNazfVPDicA" target="_blank" rel="noopener noreferrer nofollow"><span><b>Join the webinar →</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-size:24px;"><b>What’s trending on socials and headlines</b></span></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/647b7ed7-1fac-41af-8c7f-0c92156f5703/CleanShot_2026-10-19_at_6.14.45_PM_2x.jpg?t=1792415365" 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>TV Hack:</b> A dev used Claude Code to strip his smart TV of ads, bloatware, and lag, and <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGQ1fLgQUFqKjFazTNiaXXhNnzhJntEesaYPcTpmND_ETK_TaFgwg7c9CNjVDO5SIE-usfxtxL3cv1M083REpFnqa3X8fPsgACquZRdMLZMt08J_TDk91FsD974Cl4x3ybvV_xv37tlDD_roaVnGdcb2OO4wghjnSitx9apzTyOGYPtCJsSO6HsCxwy7ZCqv2x1pq2RNs-KcOG8V_lJ9cTgD2Ef4AjbaYXTH2_NMR9-pQEwmUr5OBMkLokJQnDZ1C0/4v0/RXdmSmm2TmqpaMxH57-LFA/h20/h001.ogonV143v7Qyvr9bCDELKvLXQdyVpHPzi_1ZUDuAo0M" target="_blank" rel="noopener noreferrer nofollow"><span>the demo</span></a> is phenomenal. Another dev tried it too and posted <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFZcbpluUmBsCALoM2mZVKEfKc0vlD1iMwgICJuvH8GS92JOvmXpxmmPbwuYY_oktusMmWJwon1gmIOKNafuob-NiMtd6rQvKQJ8EyB_MLVTO1JcsVfqF9mgMZrstxh_zS2JeAietvRN6lzjWBmzKJevzqncXPuosrZygpflvY2b6Ir25-vLgHC6giIGwj-NDpkzcGB1dEcXV86LKfNmr02IG6uM8Q_XrOSvxH79Ymlgl869PdpR298qpHLLypUtlI/4v0/RXdmSmm2TmqpaMxH57-LFA/h21/h001.2Mr_lcPhCu2yktK6YaE0u1YIkk_7rXZsy4_Ws-eooGI" target="_blank" rel="noopener noreferrer nofollow"><span>the prompt</span></a> (4M views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Working Hard:</b> A senior AI researcher points out that agents now write nearly all code, yet engineers work harder than ever. His <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcE-Qp-lHV447ZZ-dLzAXlRJHgXEBvx0KQjdAnCaS-J_Yb8r6gWPcRFGh5-QO7nzs3olTUScDg3CWPOQDcmtjKVTxZ2ZxEAAs8LqOY_3X_Bzchzq0Ebr0tUf4Meva_-pJDQ7XgViqOg0zha04ZOqWbPT-r34DJEvxu43hNaBjBJncdwTyTufRY6t7LxGbt-Ao7QWIZpO2QZR2GhtGvYqWl2Wf90K1T7Xf9KevObNxRIlzY0OsKT-tft4uvYi3syJuBA/4v0/RXdmSmm2TmqpaMxH57-LFA/h22/h001.ooTaUzU5t3LFNDetgv7_kAkj6euTTxbKYGGST00ToNY" target="_blank" rel="noopener noreferrer nofollow"><span>4 observations</span></a> explain why (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>Flying AI:</b> An AI lab put a real fruit fly’s brain inside its frontier world model. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFPXGQTnS-SiYa6LNK2PIT2v3-CCQhRM7T0734_hDwsR5eb3ZPEyE3sTxhdJZSsGmNRXgfQ5e3SZ0qz0wGV1JFF7nDJztm7VGSljQmT0-6pOWzMu2-m9ZccDNQpewKA0zFfDQGEEoXWKw4hSFcA28r5GkYkEPksA90aP2vMw0R5Drwn8A-OKrZxKgxQI3qgMxUzGAOUQPqy8ZDgwEqPvFYgj9FcrSPO06PtdQ5sBj9Jj4ekxEyA6-uO-Y25kcKf804/4v0/RXdmSmm2TmqpaMxH57-LFA/h23/h001.rsSGQKe8Ut0rJGpNITjdIfq3uxOFFdMvYvNrEchky9M" target="_blank" rel="noopener noreferrer nofollow"><span>The video</span></a> of what the little guy got up to is going viral (5.1M 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>PR Trust:</b> You can’t scrutinize every agent PR forever. This pyramid from a SpaceXAI engineer <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEujwEU0Phk42aPXx4kzBlDoJwSPB20qeup2CxdjzW_r8eOnbc0H6VSu1tmeuvU2YhIkwkYMkcP28R14FQHYAP4sxgZPdU_QwQxz7ot_3AEuHYctFeQBq3eQeRvju0AA5YZbuXq8yLk9UAtFtxUYdmU-SBzDMZE0qL_fb7WQnMH7ylVhgMHPIVW4zUw2-Hlh1rtkRLJEFiYYBsVFIftYN1-z5wcURed-M9U9AEUKBiHMHvzU_X--x6YgdK65Gbkunw/4v0/RXdmSmm2TmqpaMxH57-LFA/h24/h001.JHTN7mLYjL42HClTQ8dfr7b49XTmQWS6v5AJRwLVkTY" target="_blank" rel="noopener noreferrer nofollow"><span>breaks down</span></a> where your review time makes the biggest difference. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Code Review Rethink:</b> Line-by-line code review can’t keep up with agents anymore, says Anthropic’s Addy Osmani as he <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEjlXR9gN-rP6ofP7cA31EYDOyXi8aTv6N8CqCsVO3sR-F7087FmcKxu58UKWTK-HNoHlC6qPRe6uOenhSk6Livg7py1UWTbYNniuHqH14ToGDPHfNCa3h_rDttEvLS8xB3ZarVdVPzkrH2AoXvFFi9RW4uH7vDHOvkFPDh9-RLdmvxr9LEbZ2QerA0VvCCbo87FZ1Pgqix4ZQp4_lUo4Jy0pBHZaL14ZBAOX84kfDgOZlZdocifvOb3z-tijBuJJ0/4v0/RXdmSmm2TmqpaMxH57-LFA/h25/h001.5bIbHPM0eBIOblCPpcx4zo-4FSYutoxXtKh9Cvow87g" target="_blank" rel="noopener noreferrer nofollow"><span>shared how to replace it</span></a> (2.6K 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>Play School:</b> Devs are using Claude to build interactive side projects that show kids how everyday objects work. One <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcG-NAqXJQPYcK9b_KGcL-c3AsqMSZV7lEJhyqpp-7LX3tPaOJXuupbgSZFsOKZrswTA6QHdc4q8uiaPFNrzHUZphMLTJo8EsbQMfW6ETB-wmVX5gdGnqQc9zWABDcEHmmP0stExZQ-AuGIPi0KnlKyEU1SuNC9HGqXobxmR8MVpLo9EaNkCLwVPMO33c0CoP0O49MWAaBTfYmChG0gYWtXV363m2PyRxpaGP-Kc-K-1msHPryJ0qcrqpJBoBv-aino/4v0/RXdmSmm2TmqpaMxH57-LFA/h26/h001.V2eIjUXuyR4-osFw5LpDspRzIndUWJsrLo4uuX2YQVE" target="_blank" rel="noopener noreferrer nofollow"><span>shared the skill</span></a> behind it all (5.7K bookmarks). </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="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, &quot;DejaVu Serif&quot;, 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwlwwumsse3YK8oEx718kFAbNElCCFtLd85AfNOiyW3-qVs28_erMKlf1QbBS3XaF817suSSKSGqMZBPAAogMg-4QlUP6x2mSPnVCmQjPlByrlfzdaWbnJJyjyk8jYNi-B-reWztw9aYxXlou_lBp0NQ5vFieGfqowWo-FI3oPnSnoIbqlDcI9kLcrPD7nZU4Wl5ZM4tQ5RprDDjk6uFrHTbHChv2UuK_DA1XBwOWo7_Q/4v0/RXdmSmm2TmqpaMxH57-LFA/h27/h001.23074Z0OSigfQqGYstx9FXJzOcXS-oJneQpDfKjlFgg" 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/211b1a37-4ce2-4567-9a15-d8dd27213b23/Thumbnail__46_.jpg?t=1792405765" alt="" height="auto" width="670" style="display:block;width:100%;border-radius:0px 0px 0px 0px;border-style:solid;border-width:0px 0px 0px 0px;box-sizing:border-box;border-color:#E5E7EB;" 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><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width: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%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwlwwumsse3YK8oEx718kFAbNElCCFtLd85AfNOiyW3-qVs28_erMKlf1QbBS3XaF817suSSKSGqMZBPAAogMg-4QlUP6x2mSPnVCmQjPlByrlfzdaWbnJJyjyk8jYNi-B-reWztw9aYxXlou_lBp0NQ5vFieGfqowWo-FI3oPnSoHW8Xu3v7Jf3jRqEE9tcR_mbMXNJeWi3l4mwsdJLmYde4IR0Ls8yq1URMTTxHECeQ/4v0/RXdmSmm2TmqpaMxH57-LFA/h28/h001.A7rdAKNIC4-o2AQEkfDAf3h0ZI9ARTpowHnS_qUROw0" target="_blank" rel="noopener noreferrer nofollow"><span>How to build a terminal setup you’ll actually stick with:</span></a></b> A senior dev walks through the open-source tools and configs that survived a ton of trial and error in his daily setup. You’ll see how he combines Ghostty, tmux, a coding agent, better terminal navigation and history, plus his IDE and file explorer into one workflow that feels fast without turning into config hell. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> &nbsp; </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Repo</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHO4j3gaG7ZjXlunDBGxA_QhZ8BeuMORp8ntvtSDNahyn58b_5qHOPWWrFhZd9GefheDCQo4gpb6B1Tam8H8qBV6SGfDxZk27t0-JDTEmUn8RAv59P_PpT9cyXskKNWq5m9eP9znIenN1QrYRwLDldb5G00Me9UHd0sF5mRpp5DglWIUisYuftrB33QUToxFBqsbQz0C3q3vcByHqT9_d1YF3Nsv1XGfSJ9nOna69BDBcjgNvf99yyceVOsqRw7Z08/4v0/RXdmSmm2TmqpaMxH57-LFA/h29/h001.Uz1FsI_aaVbfKRQGb4g_t0U87EraYljA5-1mvcfJ5Ts" target="_blank" rel="noopener noreferrer nofollow"><span>Handwired (1.8k ⭐):</span></a></b> You can turn normal JavaScript into a neural net without training one from scratch. It converts things like if-else logic and loops into matrix math while keeping the same output. You could use it to experiment with training parts of regular programs, combine hand-written logic with neural nets, or speed up certain workloads with GPU-style parallelism. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> &nbsp; </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Cookbook</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePYTG3IWVNxRGa_VB4RXUnqzSx-iUtceOfJoaeuBvrjbd_zcgbTArjHwvsp_ZpsASM_nuBsdxpnG5Wlk1egw1nnmRwdFp2pzLRAMOWZwbEeDW7lKhq61yT_VUejTF0yqTKQEG8q90uJkIAj8XIeMc82t402R3fwNn_qcL5W7jY3IiALqiOp45zImTzDKCKWs98KR7bzcJzRuZDa8sRUajoW1HX6vyu-kMKey6HM6j2tSlxcBmW7fGWKZnbBip618t8wCMu7zgTFgfBaVgYPW4CPE/4v0/RXdmSmm2TmqpaMxH57-LFA/h30/h001.WnnPqQP56NsALrC2Zb-KHvd7pZTXaj2egrH_lmFb0aE" target="_blank" rel="noopener noreferrer nofollow"><span>How Claude Code handles code review (by Anthropic):</span></a></b> The team shares the review stack it uses when agents are shipping most of the code. The playbook is practical and says to make agents verify their own work before the PR, run fresh-context AI and security reviews, scale human approval by risk, and cap review rounds so agents don’t endlessly fix each other’s nits. </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: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="">What did you think of today&#39;s newsletter?</h3><p style="">Your feedback helps us create better emails for you!</p></td></tr><tr><td class="ee e " style="padding:0px 0px 0px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GFOm_Ub8F29clR2SDivaX0G7UhVd47JIkyrQHhwyKDl_H5BBt6WNqqcItW-X--Qyby22vBdcxZqfl8bJcixf9Yi8INsbjhTHZYC_5BSPkpsOGrJEt5s2-69bBuiBR7E7IX5WxfqHGWLZpQViyrZH2tD5ApZ3nqfFqLI3FT3euO1A2d9VgFHCR9bKpY7I3Y5ZbgPZfZNtdVV4dfW9-LYw6Q8Z527giV3VqbJGBs4xbCMn9Jvkf1xS-7qcTahiq6dzkqWPv9oGeuTtCG9ckVnAibmpp7gTxAATBxhJz721j4JxyDjkRpJ8sxZxIsgd5SXhheYaPXEdLJlUK9Q89ZGEEGDdMy2So2YS7ldgFiFjhhY5unCbyxlvtQwcKsVtrsNKBfAzJO0376jNIbQzJwT9SRQ55VQN4vSQzsbYNc9DSKz8W8c7YL1PbQtyh9ZofWMhcx94ls-m-P73g78T5VVcOKGgn8avBBqUMl3HuwrUIIpR-mAIbi_QoMa5awo8UnivWZrtuvDcrYuZ1XlP1qFvAXDknbaZei4t36rf5fnbSufiXFY0zJQtq6HbyOvcTIOoo73uKiLeUaHujjMvNLbbWEe4Okg4tOZZJuBNkjmc3uMQCuOdYCUzElhzdnvjrFeaCxHDiqy0lu5EGKtvV9SoKbh5bBJBF7nD9d8HADpZRunZ_438jY0zSxDtn2O_mruBKu4ug0EgnedV8lUDgRZPZbqm6sy0UI0ylg4WWhhxpgstJE9_vcxyVMx-d6Js40WNEfZHmrqXFE3A-XTilEw_Y2LjVojXEl-qSuAH_CA9eFNPv-n51FH1HTqjUSjFIb3dwdNhjCgprL44ROllOuVQaVlmQtk0BKq6T50vwOQR1ZKYdnNbGgKWOeMFL-E0e_kZIM/4v0/RXdmSmm2TmqpaMxH57-LFA/h31/h001.612hSuLt0KjZxtG92ifzhbnlSZ_z8cWm9zKrJ85ecu0"><p style="font-size:14px;color:inherit;"> Loved it 🧠🧠🧠 </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAO_5iK01-grb5B6b9rxJbggCgMjlnTyujZ67LuZkL4w3QYbSZASQEjt_h9ck9FHbNLRHzNiVx3ZJHmL6b6StpvoLxpzXN0otKbu_66D7s9qc-zzBvGpUwUeMuJ9FgUAi9gWRORi45rrWwPeCJYZMBA852RnuJ9N9a_neBKU5LXQ3VETbBeY_igcEkrE3eC6ej10pNveWXQic2414mj51wzDrC8ENewSQJ9LwU4vmYgDe4yBQNomiBWfgX0Z8qsxu5Hyu7vaa6vnJrdiNN921EkTDkEFtkwUtdrosLzwJnmzVQjazkwk2cWA8strbK7SpvP5bYtEHAuEhh66-ubsYhSXzYoTKsqE-qWBVS9CZiWiv3Wi6goOhtokbGAZuKG1KS1cq1_ghc44aD5V15WxmBmCRi7qNWvzaAMyzHKCJQyJloscFjM4smFb74Puol7_UpOnrVqASCqVu_UYf7FsHgOebNBJvbuxpeOf3RXK54Il6jAU5BOHSsIWBkCRakK3CPULeHfGKsRdHl4mXD5I-8HFDRXU-_VptaXSgNIE1Wo1MeXl-19lgrXieQKL1HF77LIz4sXoi6KFvEFnJtyZMhypSfrpl9IxLAzwQT5rSgvws2NBsCuVodUJvmPeQO2gCK4-VXOWSQ6uJeph744s3aSOM5D2lvAdrtKqWx37O_oCf-BDFuYoamktNk9JxiWUognhlGMosj-FhCD0W_PvRUxgO_nmuCbZY5eJDhK-uJW69mS8NHTrKPMjWlL0LeXFLqiq54GqxzpFUmt5m75wQGucC1TUp5W9hDPg6U-QUuTPCcHU69BvJCRdOwwlO4De5dq9b5KGEucnnkVM_G5VapEn_1X-e1zAsWvlOQT8ugpgn63pvCpuP6oSZfp_d_-giP3SKQ7EM6QdkZTxcV9HFbAKni-UGO9wdeQvhjtZY1_2tqzTfUgxds__LB5pIhT-4uU/4v0/RXdmSmm2TmqpaMxH57-LFA/h32/h001._PhWbdPuwD9vQCr8mDSbykYu24FnUKY-gNWbCpdqBko"><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://cloudonair.withgoogle.com/events/gemini-4-launch-webinar?utm_source=gfs&utm_medium=paid_media&utm_campaign=FY26-Q4-GLOBAL-GCP42537-onlineevent-er-gem4argon-268358&utm_content=superhuman_newsletter)
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**Welcome back.** Hackers stayed busy this weekend. OpenCode's co-founder just confirmed that continuous cyberattacks hit the platform for 48 hours, potentially exposing your API keys. Meanwhile, Anthropic's new hiring strategy raises concerns for junior engineers, and DeepSeek's latest model is growing on developers. 

**Also: **How devs are using AI to speed up smart TVs, why engineers in 2026 are working harder than ever, and Anthropic's Addy Osmani shares how to look at code review.


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

* Meta's engineering team shows how to verify agent output

* Devs are using Claude to build learning projects for their kids 

* Build the ultimate terminal setup (tutorial)

* Using Claude Code to handle Code Review (cookbook)


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




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Follow image link: (https://x.com/i/trending/2111512504312705117)
Caption: Click to read all about the attack on OpenCode.


--------------------
**OpenCode attack exposes user API keys:** The open-source coding agent says hackers have hit it nonstop for 48 hours. It [started when](https://archive.codenewsletter.ai/2111519637049319818) attackers broke into a legacy system and grabbed provider keys saved by 1.4% of its console users. They drained those OpenAI and Anthropic keys with high-volume queries, and some developers reportedly woke up to $1,700 bills. OpenAI is refunding credits, but the incident isn’t over. [Here’s](https://cellcog.ai/blog/opencode-breach-api-keys/) what to do next if you’ve used OpenCode Console.

**DeepSeek’s budget coding model edges past Claude Opus 5: **The Chinese AI lab just dropped [V4.1-Flash-1017](https://archive.codenewsletter.ai/2111375640717033777), which scores 77.0 on the DeepSWE coding benchmark. That beats Claude Opus 5’s 74.0 in DeepSeek’s own tests. Opus 5 still wins on Terminal-Bench and ProgramBench, but price is the bigger story. Input on the  V4.1-Flash-1017 costs $0.30 per million tokens, or half that off-peak. It works with OpenAI- and Anthropic-style endpoints for easy switching. New Search and Fetch APIs also let agents search the web for $0.75 per 1,000 requests. Try it [here](https://api-docs.deepseek.com).

**Anthropic’s AI-first workplace is squeezing out junior engineers:** The AI lab just [shared how](https://archive.codenewsletter.ai/2111564382266429930) Claude is changing work inside its own walls, and junior engineers are getting less of a look-in. Their share of technical hires has dropped from 27% to 9% since early 2025. Meanwhile, one in five employees says they’ve gone from doing the work to managing Claudes. That hasn’t cleared their calendars, either. Meetings are up 16% for technical staff, with human judgment becoming the new bottleneck. You can read the full report [here](https://www.anthropic.com/research/employment-at-anthropic).


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##### **PRESENTED BY GOOGLE**

## [Gemini 4 Argon: Founder Briefing](https://cloudonair.withgoogle.com/events/gemini-4-launch-webinar?utm_source=gfs&utm_medium=paid_media&utm_campaign=FY26-Q4-GLOBAL-GCP42537-onlineevent-er-gem4argon-268358&utm_content=superhuman_newsletter)


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Follow image link: (https://cloudonair.withgoogle.com/events/gemini-4-launch-webinar?utm_source=gfs&utm_medium=paid_media&utm_campaign=FY26-Q4-GLOBAL-GCP42537-onlineevent-er-gem4argon-268358&utm_content=superhuman_newsletter)
Caption: 


--------------------
[Google Cloud](https://cloudonair.withgoogle.com/events/gemini-4-launch-webinar?utm_source=gfs&utm_medium=paid_media&utm_campaign=FY26-Q4-GLOBAL-GCP42537-onlineevent-er-gem4argon-268358&utm_content=superhuman_newsletter) invites startup leaders to an exclusive, high-level briefing with the Google DeepMind team to unpack the new [Gemini 4 Argon mode](https://cloudonair.withgoogle.com/events/gemini-4-launch-webinar?utm_source=gfs&utm_medium=paid_media&utm_campaign=FY26-Q4-GLOBAL-GCP42537-onlineevent-er-gem4argon-268358&utm_content=superhuman_newsletter)l and explore its high-impact business applications.

**Why you should attend:**

* Discover unique, enterprise-ready use cases for founders.

* Get a rapid overview on how to start building.

* Ask questions directly to the DeepMind team.

[**Register your interest for the briefing**](https://cloudonair.withgoogle.com/events/gemini-4-launch-webinar?utm_source=gfs&utm_medium=paid_media&utm_campaign=FY26-Q4-GLOBAL-GCP42537-onlineevent-er-gem4argon-268358&utm_content=superhuman_newsletter)


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##### **INSIGHT**

## **Meta's engineering team shows how to verify agent output **


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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/016d8867-37ac-4c49-89bb-44a70fe7714e/superhumanteam_dollars_all_around_in_the_bubble_--ar_9151_--p_8387bf22-8532-4735-8365-a1ad49f2e7d2_1.jpg?t=1792408088)
Caption: ==_Source: The Code, Superhuman_==


--------------------
**Eight weeks, one small team.** Meta’s engineers gave an AI agent a bigger job than writing code. It helped plan, build, and test Forum, a standalone Groups app that reached core feature parity with Facebook Groups in that time. Most importantly, the team created a clear process to [verify the agent's work](https://engineering.fb.com/2026/10/15/ml-applications/how-meta-built-forum-ai-native-engineering/) before shipping.

**Show your work.** Getting code to compile was only the start. Meta counted a change only once it was verified and production-ready. The setup comes down to three moves any team can copy:

* **Raise the finish line.** A task is done only after it passes automated tests and visual checks.

* **Let the agent check itself.** Run your build checks, unit tests, and UI comparisons directly inside the loop. That way, the agent catches and fixes its own mistakes before anyone else sees them. You end up reviewing fewer pull requests, and the ones you do get are actually ready to ship. 

* **Attach the proof.** Every pull request includes a test plan and a recording of the verification run, making sign-off simple. 

**Trust has a test suite.** The more Meta trusts those checks, the more work it can safely hand over. Routine stress tests during development caught a memory issue. The agent reproduced the problem, fixed it, and verified the result, roughly halving memory use and page faults before the app reached users.

**Green isn’t golden.** Passing every automated check does not guarantee good code. Meta learned that test suites must actively catch shortcuts, because faster runs cannot fix weak evaluation signals. Today, engineers still review and approve every shipped change while working toward full autonomy. Ultimately, giving agents more ownership starts with building foolproof ways to verify their work. 

To try it, this[ hooks guide](https://code.claude.com/docs/en/hooks-guide) shows how to block an agent from finishing until your tests pass.


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##### **PRESENTED BY QA TECH**

## [Verification is the new bottleneck](https://qa.tech/events/nobody-reads-the-code-anymore?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode26q4webinar)


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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/74d3bcd7-f103-4167-9e54-88aae90c0439/webinar-nobody-reads-the-code-dark-1920x1080_-_Chris_Stryjewski__1_.jpg?t=1792372533)
Follow image link: (https://qa.tech/events/nobody-reads-the-code-anymore?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode26q4webinar)
Caption: 


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Your agents will open twice as many PRs next year, but your reviewers won’t double.

The gap between code written and code verified only grows. [Learn how agents close it](https://qa.tech/events/nobody-reads-the-code-anymore?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode26q4webinar):

* verifying every change at the pace it was written

* mapping the app, scoring the blast radius, testing what changed

* finding and fixing bugs before they reach customers

[**Join the webinar →**](https://qa.tech/events/nobody-reads-the-code-anymore?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode26q4webinar)


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

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


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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/647b7ed7-1fac-41af-8c7f-0c92156f5703/CleanShot_2026-10-19_at_6.14.45_PM_2x.jpg?t=1792415365)
Caption: Meme of the day.


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* **TV Hack:** A dev used Claude Code to strip his smart TV of ads, bloatware, and lag, and [the demo](https://archive.codenewsletter.ai/2111247627748565091) is phenomenal. Another dev tried it too and posted [the prompt](https://archive.codenewsletter.ai/2111379569030939102) (4M views).

* **Working Hard:** A senior AI researcher points out that agents now write nearly all code, yet engineers work harder than ever. His [4 observations](https://archive.codenewsletter.ai/2111507711653564543) explain why (2.7K likes).

* **Flying AI:** An AI lab put a real fruit fly’s brain inside its frontier world model. [The video](https://archive.codenewsletter.ai/2111589148146749616) of what the little guy got up to is going viral (5.1M views).

* **PR Trust:** You can’t scrutinize every agent PR forever. This pyramid from a SpaceXAI engineer [breaks down](https://archive.codenewsletter.ai/2111133080526495985) where your review time makes the biggest difference.

* **Code Review Rethink:** Line-by-line code review can’t keep up with agents anymore, says Anthropic’s Addy Osmani as he [shared how to replace it](https://archive.codenewsletter.ai/2111604705340326393) (2.6K bookmarks).

* **Play School:** Devs are using Claude to build interactive side projects that show kids how everyday objects work. One [shared the skill](https://archive.codenewsletter.ai/2111474111541284890) behind it all (5.7K bookmarks).


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




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Follow image link: (https://www.youtube.com/watch?v=QpiZOKul1U8)
Caption: Click here to watch the tutorial.




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### **Top Tutorial**

**[How to build a terminal setup you’ll actually stick with:](https://www.youtube.com/watch?v=QpiZOKul1U8)** A senior dev walks through the open-source tools and configs that survived a ton of trial and error in his daily setup. You’ll see how he combines Ghostty, tmux, a coding agent, better terminal navigation and history, plus his IDE and file explorer into one workflow that feels fast without turning into config hell.

———————————————————————————

### **Top Repo**

**[Handwired (1.8k ⭐):](https://archive.codenewsletter.ai/2110557373651931267)** You can turn normal JavaScript into a neural net without training one from scratch. It converts things like if-else logic and loops into matrix math while keeping the same output. You could use it to experiment with training parts of regular programs, combine hand-written logic with neural nets, or speed up certain workloads with GPU-style parallelism.

———————————————————————————

### **Trending Cookbook**

**[How Claude Code handles code review (by Anthropic):](https://claude.dev/blog/solving-code-review-at-anthropic/)** The team shares the review stack it uses when agents are shipping most of the code. The playbook is practical and says to make agents verify their own work before the PR, run fresh-context AI and security reviews, scale human approval by risk, and cap review rounds so agents don’t endlessly fix each other’s nits.


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Until next time — The Code team


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