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From: "The Code" <thecode@...
To: [email protected]
Date: Tue, 10 Nov 2026 14:06:34 GMT
Subject: ⚡ Google strikes Nvidia at its worst

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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: Master system design &#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204;&#160;&#8204; </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:0px 0px 0px 0px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> November 10, 2026 &nbsp; | &nbsp; <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9tgnpzqWln8e7KybXWh-mYKgSDlB9kPxnXvlYEO6eDWzDpeBRyztdRzXbhv6j9g2b1ePfJtI2xPcOS1OQVRc2Jw72nUYZKxxtpPOLJ-XKZuZtfb8cGS05Ng2gNEgyxtos1BaN2hDXJiS5bBdTU4q5vAI-v-a_AvepzJpL6R-84BbEVbVWo19mkuYLh494xqP5x1Or4NZ1tzWiWx5SWufUDCmzZqjokXjwwPb2-WhwOnBYFKOdkzIUpZuHTJQwjYyPVX7He1GGqTDArhmJEkna6a59PiZ_OtuRkl66yCnT6wYyLTnxCMZ5x4nXHzjm7r4FLWUWibEA3UlNvubzj62E6ievB9Boq88eioV5Tj1i2qntDSg5k5Gz_n4iK37_GqSWAxO864czMeKqjUpzXjajAvlB4Lf1sqb5_tfzSEXeQnuDUdU2B85qxpHr-IuNVVjkMSP16KrbhHHzHbsxIm5-CQKT_CcLZPyRQl806dXV-151K6RcTEpkcyAN5hP-czQstU1pHFksNMZuq1DdTEraKzRWqTS86CVqjAWK2W-5CxWRoPJq4MpYNfsHSgM32OrZwSr9gdrM2OgJpM4a3k91KFY3iBIUqKtAPOtIsKoFV4r0ztDyEtWE9FnthLqlynKPt5OSjZLaSBaNbnQ_-pWRb96oGH1iY3-Q_7AA6_bZqzzLnXofHKjcr1e1ZvWyDFoDQ56hyxwZNwoktFUkTqB2G6DX4KzPiKK39ntFc8-RUzofs3D0zmSTSozwFviqMHdKKNT3tu8mTMtRMU0DP6q1qb/4vm/aobSHDl-Seq0bpG3TIJvBA/h0/h001.RketEmTW4JVehFw5eWb-H0oxHH90Xj2zwVMbNzINXf4">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/4vm/aobSHDl-Seq0bpG3TIJvBA/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/u001.9ylDIu4nAQWGe8bSlkKOpILqUEvr6vriBFQ67yXIQml2bIGj56qyfMoNx4b5y6_-oJpNDVLnr-4UBf4JGuW-UiIC-TgL7H9FTVNn7yKU2NuVj_fTUSOXRmE2rvSanZldB9kiDR8KwaX-dBRYPTauJsqWDysMmHzP4_Fr_AyNJ6bK8S8eG2GWEHq7ZkjLEZV_JjBHL6_rraFT7r7hCWHG_xmHmYMdhXYeF9F_52OO5reF6c6pXYbKbgc3VM7O1yXFWUHk2FVKfbUCjD5hThuL2J7tlBCDNQ58DRUJE97isTrd3HLjSmpxzud3n_Yl_DslVDDo0ApU2NUpKTa3mCS4uhu6zcdePRtYcOV4EIjZuDLc1er5tGE9_rtHWR2vnfv0/4vm/aobSHDl-Seq0bpG3TIJvBA/h1/h001.3guCIAUYb3SQmnOJAmkvp07Inf2SF1FVPMbkplBoXkM" 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/cf78e59c-9479-4b59-817b-e6a1c0bfe191/Group_Datadog__1_.jpg?t=1794254247" 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> As Nvidia&#39;s stock dips, Google couldn&#39;t have picked a better time to capitalize on its rapid rise in the chip market. The search giant just unveiled two specialized AI chips. Meanwhile, Anthropic dropped two new Claude models designed to significantly speed up your coding workflow.  </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>Steal open-source legend Eric Raymond’s AI coding theory, a great prompt that strips out AI slop, and how to fix your Claude.MD files. </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;"> 5 questions to decide how much human review a PR needs </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Your AMD Radeon drivers might be quietly killing your SSD </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 approach systems design (tutorial) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Choose the right Claude model for each task (cookbook) </p></li></ul></div></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td></tr></table></td></tr><tr><td height="12.0px" style="line-height:1px;font-size:1px;height:12.0px;"> &nbsp; </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TODAY IN PROGRAMMING</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFsw0XwQsA-JTBvjaxdevgqCvHpBGscqqYL_CqJGU7GdNgevuR9Q0eOm4in3Ga05xFFkiAnxpOCFdX8XBTO38zg43HSyH4atxfZux9VANDgP-5cfbmnTp194woUNd7oNsknohbYLRnl4uDnmzJEpZAmUETGTBACYgg1TajNN0nw7e-LkonYTwtWfl-PcCefPFGMbFnQbrUpv8TFsJW5GsaBbfahc_SnxoWdhF5O0UtktBNvzUojjhQkVhwLN7aeasg/4vm/aobSHDl-Seq0bpG3TIJvBA/h2/h001.WcyEahe9a_fpFZQI9ZYUh1wIbgH2gtWLZmUcW3bM6W0" 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/39050934-b79a-4553-a08f-15f041986d82/Thumbnail__83_.jpg?t=1794304509" 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 Google’s new TPUs work.</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>Google’s new TPUs are easier to build on:</b> The search giant just unveiled two <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFsw0XwQsA-JTBvjaxdevgqCvHpBGscqqYL_CqJGU7GdNgevuR9Q0eOm4in3Ga05xFFkiAnxpOCFdX8XBTO38zg43HSyH4atxfZux9VANDgP-5cfbmnTp194woUNd7oNsknohbYLRnl4uDnmzJEpZAmUETGTBACYgg1TajNN0nw7e-LkonYTwtWfl-PcCefPFHad6OqCF9xTqHcTCY5960WdhPd__A4SMh5c-N9DTi5CH8bJpxgwx1ZnBm-n-HKE8s/4vm/aobSHDl-Seq0bpG3TIJvBA/h3/h001.6U6OlGQt3eEwHWBTrBsGrEpShzTvNTs5GLqDpL_Ld2k" target="_blank" rel="noopener noreferrer nofollow"><span>eighth-gen TPU systems</span></a> (custom chips that train and run AI models) for secure inference and million-token contexts. But the bigger news for devs is ease of use. With TorchTPU, you can run PyTorch and Hugging Face models natively without rewriting code. A new agent suite in preview plugs into Claude Code and Cursor to handle onboarding. Get the details <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAGQZmb0x9YTiAbUsrUYpyBxApX0-cfv4jGWTsDZ9_lOFhz5mkINv3n2KLIDUnpXwAmDpGADEv1DvIgsk65kkF5ISxWauo8NgQRh4MOZn4V865LJcy5IYhyt_bub3X3J5OMpVgQTi6hlIARDSu2TjwMQKHATaPMEevzmZUnyADeantGYD5a4oRLVvfmBxnb8K52ykVlgIHXFsOJ6IOxRBG2dVgy1SUs2jnH3V74azaFohLWHcUL4KfYNuw6WY_cNLO5Oy0L92g8p-eNQkDPmVDZPHwQ-HPhMIMSxkZuGOgKapi7JrtqvJX7ZMsuso9U3Q-A8W_AkzFGM64Z1Hc2lfRYA/4vm/aobSHDl-Seq0bpG3TIJvBA/h4/h001.1w1DYJeMfCIGX2Cr782g-tSiUtLCOrbhFGGOYc0xFaI" 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 new Claude duo codes at half the cost:</b> The AI lab just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHqhKYFttqknrN1b3esdhZAY68Ae7HgHdtFDeGFlUUZ9jnsdykPGQVpgcd8SwIGW4pNbyB-ZPAyCFLb4ly4RQMzUVL6iJJh90lBLyE70dx9wWDHi9JlreF3rPO9AP-HMyvcQEuC8ucWSgQgk11u2i5rf1q939zcszX2unf-pHJmyxEa3cLJHRmvqa68SyIz0u6Lkc3a_z9WKgYWnQ0X15kTEVx3KGXPXG-u9U7wXE5NwDonb5GNVqFTrC2wrF6W1TE/4vm/aobSHDl-Seq0bpG3TIJvBA/h5/h001.NF-zctFMdUw8_7tf0XMHMDnjH2LNJGIGiV9J8Ug2tfM" target="_blank" rel="noopener noreferrer nofollow"><span>Claude Fable 5.2 and Mythos 5.2</span></a>. They’re basically the same model with different safety guardrails. Fable is available to everyone and, at high effort, matches Opus 5.5’s best coding score for roughly half the cost per task. Mythos is reserved for vetted cybersecurity and biomedical teams. Both cost $8/$40 per million tokens and generate up to 30% faster. Longtime subscribers also <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcH6PX1w6xoaVJFJg_u98-wW66i3LP8zRvQCefAX2vJnTS_de07AnQ3CQlyLaeIKHmuPpemEEhyoosaxk5QzFrOj_jQGuIgxy07tfZXuaQssbjnu9il0pwZKlYdc1hxZRX9tRFCitrlfQLBfUIhUN2AxKZqV5eZTWcj9scqTj6UI4XuFKP8b2YS1J2GH81vNol4EGO_G1dyjOB5vgiMVLKcevgnGoO6ua069ZIqsjoQC8oquAESTxQzgT2Y2SbELfs8/4vm/aobSHDl-Seq0bpG3TIJvBA/h6/h001.ow0GouPHPCzugSLEFUD5D7S-_fU9C5FrBQwDeCizabw" target="_blank" rel="noopener noreferrer nofollow"><span>get a bonus</span></a> and could earn up to three Fable usage resets this week. Check out what devs are <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHqhKYFttqknrN1b3esdhZArVn4OelLCyozJEln9xUWIsj9l6APvLjgWGmrUaVgTfZQ8s0-fdAnZjcpdFxHyBXjGUiXXa1tJOSzdq17hzGjcBOjtAH0lGvGOQ82TUdgdXq-rNlk_bZtF9V7BjGyXM_WwkqBf8ONB1VF4TL9YO9xxCypsERmnQmXiQfbVvf-yeedWlpg7-_tnQdYQ5wEJRKnUSJB2gHdK7t7cqRpe8HdSgKPy9IAf3OTa5yB5jsTX1M/4vm/aobSHDl-Seq0bpG3TIJvBA/h7/h001.uggMSULXeFzeaVLkT2Iwv81pu3EBA5jGQxKL8uwSYEk" target="_blank" rel="noopener noreferrer nofollow"><span>building</span></a> with it. </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>Meta’s smallest model is built for repeating agentic work:</b> The social media giant just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFiYfWXJKmiyu3tgryHd-4iKzrXIps2P9PlAc-Fh5U_OeiUUHMTC_i6ZyzY6sWRtNFBOMIKDNoultnaGZ5kLb94nlMM1rmStChsDmPMf75yJJxzGVL2E5UpE6ELviJ-2Szss3fE8UOmqocE2wwzzn3xJqCFVN4bpKAeZglqLLjfunSItBr2tyxu4NbVQme0jQ2iEdNheDuO-Mg2qG_rLJsEbGmSj3w5G-utMUZlM64XdIfpfyL08UA1hGGNjg3VdfU/4vm/aobSHDl-Seq0bpG3TIJvBA/h8/h001.II7pXAbs4bnDiukV_QIgVtlwyry5R4GmfH7XWNx0g8c" target="_blank" rel="noopener noreferrer nofollow"><span>Muse Ember</span></a>, its smallest and most efficient model. At $0.10 per million input tokens, it matches Claude Haiku and GPT-6 Luna, and even competes on price with open-source options like DeepSeek V4.1 Flash. Ember is built for high-volume agent tasks like tool calls, routing, data extraction, and smaller coding jobs. Meta recommends you pair it with Muse Wonder, which plans while Ember handles the volume. Give it a spin <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpIFsdgeMlX8sSNmNA96nM01ex2ZBmsqZJ-dE0O8k8xbwnD5suHNg5iqCLEn9W36FhRWZm8eENyhmx2jLdKmqMtFBNyaCQ2Y0NH9yK7bAvPgBEuZ9nDIcCyx1jKb99M2sIIAwMqxsS_UtEWy1yxAcmKjrVyxWkC4zXSKTT4z4-BGQ-JHQtDdWcwdXuZgdJX6nwXyqP6MffDyhCH1sgozR5bCKNnalo55ry8R6zT8aSPT6WmFK8FaEvlmjtZYdGaOxI9lXyRsEcAo95XWgpf7Tjic/4vm/aobSHDl-Seq0bpG3TIJvBA/h9/h001.uyF2T6DCeFKiOw4waSRMM9cdcJR8iO_3TVIdhOH-IPo" 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 DATADOG</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/u001.9ylDIu4nAQWGe8bSlkKOpILqUEvr6vriBFQ67yXIQml2bIGj56qyfMoNx4b5y6_-oJpNDVLnr-4UBf4JGuW-UiIC-TgL7H9FTVNn7yKU2NuVj_fTUSOXRmE2rvSanZldB9kiDR8KwaX-dBRYPTauJsqWDysMmHzP4_Fr_AyNJ6bK8S8eG2GWEHq7ZkjLEZV_JjBHL6_rraFT7r7hCWHG_xmHmYMdhXYeF9F_52OO5reF6c6pXYbKbgc3VM7O1yXFWUHk2FVKfbUCjD5hThuL2J7tlBCDNQ58DRUJE97isTqeg-0_QpuTXlMFHJVll0Z1dcfECsa--vJEK6_h7vDnIOtA9MSMUy-sta4uhRj4knG3WBgxWoZ2ksUXZs3OppbR/4vm/aobSHDl-Seq0bpG3TIJvBA/h10/h001.dBOXVVZYZbTECs8ntQ_iyAxNqwORzdVraY38XNNlhOo" target="_blank" rel="noopener noreferrer nofollow"><span><b>Can you prove your AI’s ROI? This guide teaches you how</b></span></a></h2></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpILqUEvr6vriBFQ67yXIQml2bIGj56qyfMoNx4b5y6_-oJpNDVLnr-4UBf4JGuW-UiIC-TgL7H9FTVNn7yKU2NuVj_fTUSOXRmE2rvSanZldB9kiDR8KwaX-dBRYPTauJsqWDysMmHzP4_Fr_AyNJ6bK8S8eG2GWEHq7ZkjLEZV_JjBHL6_rraFT7r7hCWHG_xmHmYMdhXYeF9F_52OO5reF6c6pXYbKbgc3VM7O1yXFWUHk2FVKfbUCjD5hThuL2J7tlBCDNQ58DRUJE97isTrnNvVWmrc9IvqhJkgr--nm2fLKBDImlVkj2yk0ompxXHR4f3wCNZOnPU68nn7sMZprjDsSYY4yaTWMWVyO-_ra/4vm/aobSHDl-Seq0bpG3TIJvBA/h11/h001.h-h9xWV7su-t9LHmrfnzbGBRihPY05LkSeDut245Rkk" 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/2f1b4ef0-410f-417b-889a-bddc104c9637/datadod_11_nov.jpg?t=1794254386" 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/u001.9ylDIu4nAQWGe8bSlkKOpILqUEvr6vriBFQ67yXIQml2bIGj56qyfMoNx4b5y6_-oJpNDVLnr-4UBf4JGuW-UiIC-TgL7H9FTVNn7yKU2NuVj_fTUSOXRmE2rvSanZldB9kiDR8KwaX-dBRYPTauJsqWDysMmHzP4_Fr_AyNJ6bK8S8eG2GWEHq7ZkjLEZV_JjBHL6_rraFT7r7hCWHG_xmHmYMdhXYeF9F_52OO5reF6c6pXYbKbgc3VM7O1yXFWUHk2FVKfbUCjD5hThuL2J7tlBCDNQ58DRUJE97isTrS7z761JxR0jGyYHh78xe9hhUVQa8BLeH8QDXwTVpLTnnvcgjOfQPa8riqdR2b4_y6pjifwta2ZjeJr0sEvyX-/4vm/aobSHDl-Seq0bpG3TIJvBA/h12/h001.eXyAJfeS0n5zEJQBCEodBwYMnPD1hnjEkUsMrthNDno" target="_blank" rel="noopener noreferrer nofollow"><span><b>Datadog’s latest AI guide</b></span></a> explains how to move from experimental AI “bets” to measurable production systems that drive business impact. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><i><b>Written for CTOs, CIOs, and engineering leaders</b></i></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;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpILqUEvr6vriBFQ67yXIQml2bIGj56qyfMoNx4b5y6_-oJpNDVLnr-4UBf4JGuW-UiIC-TgL7H9FTVNn7yKU2NuVj_fTUSOXRmE2rvSanZldB9kiDR8KwaX-dBRYPTauJsqWDysMmHzP4_Fr_AyNJ6bK8S8eG2GWEHq7ZkjLEZV_JjBHL6_rraFT7r7hCWHG_xmHmYMdhXYeF9F_52OO5reF6c6pXYbKbgc3VM7O1yXFWUHk2FVKfbUCjD5hThuL2J7tlBCDNQ58DRUJE97isTom4tu-JaIbI85nZpjX55cK_7TVUU7PlmnNXfhWRJCWFlg4GuZfDnI0ruyhmdxMmM_shrR2c05fCtKvW6Qn-rO1/4vm/aobSHDl-Seq0bpG3TIJvBA/h13/h001.ymBIbb4XooS7l3wvNIJZciWvZ-erVaHfdbIgpjtvgpA" target="_blank" rel="noopener noreferrer nofollow"><span><b>90-day action plan</b></span></a> to turn ad-hoc AI bets to evidence-driven systems </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 keep humans in the loop as AI agents take on more of the work </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Solutions that turn observability into a business decision layer </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%;"> No more gut feelings; Prove your AI projects with real production impact.  </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/u001.9ylDIu4nAQWGe8bSlkKOpILqUEvr6vriBFQ67yXIQml2bIGj56qyfMoNx4b5y6_-oJpNDVLnr-4UBf4JGuW-UiIC-TgL7H9FTVNn7yKU2NuVj_fTUSOXRmE2rvSanZldB9kiDR8KwaX-dBRYPTauJsqWDysMmHzP4_Fr_AyNJ6bK8S8eG2GWEHq7ZkjLEZV_JjBHL6_rraFT7r7hCWHG_xmHmYMdhXYeF9F_52OO5reF6c6pXYbKbgc3VM7O1yXFWUHk2FVKfbUCjD5hThuL2J7tlBCDNQ58DRUJE97isTpD5mBnetaS6pumNFQxCjKvK9Jh04P7uOKjOZ1W8lg9a0AWBrQz_wg3BOjV-qYChW5WlXcqMrHfxBiHI-nK8AVI/4vm/aobSHDl-Seq0bpG3TIJvBA/h14/h001.0WLOYECucGJjSm0Nu2SJhGK1q3l4kv5bq1HAp67VNEg" target="_blank" rel="noopener noreferrer nofollow"><span><b>Read the guide here.</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>5 questions to decide how much human review a PR needs</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/ef520d78-4b12-4837-b8c5-97eb46bc60c7/superhumanteam_a_developer_standing_and_watching_as_a_robot_w_a67e5391-5ea6-40c7-a1fc-11747f40135a_1.jpg?t=1794305731" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p><i>Source: The Code, Superhuman</i></p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>PRs are piling up.</b>Your agents can churn out code all day, but you are still stuck reviewing every line. The faster they work, the longer your review queue grows.  Ben Holmes, who works on <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFKLoeQKj1Jioa6Z9tVAX1wfwJg4we51A8OnxwQxVTE8PuCFgKiWdMln9tP08AI9-Oq4BhksBDN5wJBRzxeBBuvPNpB4JObpS3tMtUou-qr3Fu2P43_qRfIsUIezFLas5WoisjBAUtpnvPRamHF-pxhBehGC8iBNYVs6S2tOy8P_UosFl_GEod3ER-TWKHR_q6w2n5Qg-Gjpit52Uk-PZTJorbaVe3BI5eQMYwC-cIMGOwWDmykHn8gQF7vFkVfgoU/4vm/aobSHDl-Seq0bpG3TIJvBA/h15/h001.nPCHqOH7B2ZoClv_XclJ_VA7GcaTmoLTNrALHYYeHj4" target="_blank" rel="noopener noreferrer nofollow"><span>Warp’s agent factory</span></a>, just published a playbook for clearing the backlog. He still wants humans signing off on every merge. His fix is to score each PR by risk so you know what actually needs your 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>Five checks before you even open a diff.</b></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>Verification:</b> Tests alone aren’t enough. Get your agents to attach screenshots or recordings showing before-and-after states. Make that evidence a required part of every PR. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Alignment:</b> Did the agent actually build what you asked for? Check the code against the original issue and PR description. Any random fixes or unwanted extras should go. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Impact:</b> What’s the worst that could break? Changes to auth, permissions, or billing need a code owner’s eyes. Break high-impact changes into smaller, stacked PRs. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Rollback cost:</b> How easily can you undo the damage? Using <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqut0hB4m89Zv3IGrjxONLTjp8aGGgWNXZiYbkiDUCeamKsnp0pnNYc-J3t1pgyRip372UcQ15b_RetMpS-HeyXCijXrM2CaE8QDqn3lcdviMPNaf099s-h8a1p7CGJgY9uZHQ97ZXClXfdlUaHbpLfHYFbkNFX_le6YHQNJ3zh0kUrKjgV92J52ak7zb_pLDNwZXrzkCNx30R5V_9YszxwNJzmcLnLljXmaKuENub_m7VdAJgwtTj6wdTvXjjpCIOcg/4vm/aobSHDl-Seq0bpG3TIJvBA/h16/h001.4ZZIuhoNZHTumRgpkbKANSm36fIBsv5VcOl5Haf8QvU" target="_blank" rel="noopener noreferrer nofollow"><span>Matt Pocock’s framing</span></a>, label changes as two-way doors or one-way doors. Destructive schema migrations, for instance, need a proper rollback plan. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Error detection:</b> If something breaks, will you even notice? Make sure errors reach a monitoring service. Warp even pipes Sentry alerts to its agents through webhooks so they can investigate their own bugs. </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>Let the agents triage.</b> Warp has packaged these five checks into an open-source <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqupB3b-ur1gWfz__FSxu3buuSJKIpIW_L8E5lMMA5pFrdICXSkntyGlh528gLtmodZcVEcoo00aQmDvpq5EUlio4j7d4djpilS8O0Lsaw7Q3WjY-ZN4r2oq22psDsFmZA7NBZXn_B12zQZKP9UXnhpIZmXiPSG4OoV5uCLgEwQw4431HUXMvuCRHNgsf_wsEMzh2kpB1ZnPEskYUA5ZzpZamPYcAYY0kLrg0U7ftDQRNF-K1yL5vb880T0sDVFq8qeA/4vm/aobSHDl-Seq0bpG3TIJvBA/h17/h001.Jli55ihWhmNM-5YAkA2JtQygSNcQ_sEzAMSQouDPOrs" target="_blank" rel="noopener noreferrer nofollow"><span>/merge-risk skill</span></a>. Your agents can run it before handing over a PR and fix whatever gets flagged. Humans still make the final call, but there’s less digging to do. Holmes recommends starting with just two new fields in your PR template: “impact” and “rollback cost.” </p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> &nbsp; </td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> &nbsp; </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN THE KNOW</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><span style="font-family:inherit;font-size:24px;"><b>W</b></span><b>hat’s trending on socials and headlines</b></h2></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/9b5a2e26-3dcb-411e-bac5-62767a387349/Screenshot_2026-11-10_at_2.02.55_PM.jpg?t=1794304999" 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>Old is Gold: </b>Open-source legend Eric Raymond revealed his <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEnSNpsSr1gq04Xzo8TiREuiY0kejfpqVpzRTzq7Po0fju-tCNaOJR57kkTe79EbflqpV-kLUPbJddZa4BZ2jR3TKz0LOX1JtJhtV9LCuoChtYwcspfzni6UK76DAXCfVQEkT3jAK--Oww08rWaCkxam8XXo1nhdBRzkGezUmxyMVzdsgrXaClUzNxHw5URVJu3v7RvNvnNhbPo3ANy3iYuvcJs2hGSDbz1XwWXKxPFXg6o3GIC2Cu-Mtl0_nt29hY/4vm/aobSHDl-Seq0bpG3TIJvBA/h18/h001.zoFgRp69QbdOIbWxLgcOpMTXSMvE0fJs26b7kUzFd0I" target="_blank" rel="noopener noreferrer nofollow"><span>theory</span></a> behind AI coding and it’s deliberately primitive. No subagents, no skills and one habit he refuses to automate (1.8K 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>Fix Markdown:</b> A new study found coding agents follow outdated CLAUDE.md files over actual code 90% of the time. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGDpDmPwX8TcWqi9vHTMIQFSn-5XXvolIiVKYPIX74hLDlxAWUipstg8B04n6jJvy5AsjWPmQug2a8pePodxCtB6N2Gt_Ftu1DkajM_b3f0891f9Bhc8d_wZNcgDItikZ7YcvO2NWLhJBsIFgwKoiP92-9p4tIidd0nFy2e-ixq5QHar8E9DpfPm2gUsVBmUkTK3jkBwBoR4KuDNf29tp6_3waInPIhzXMEaFCW8SrPLgP5_ICGhubyKrWV_K9Qlfc/4vm/aobSHDl-Seq0bpG3TIJvBA/h19/h001.XgzTPl3rQsGny0CKPtXjOsnSjVq4hzEgTzXyMMOstj0" target="_blank" rel="noopener noreferrer nofollow"><span>Adding one sentence</span></a> nearly fixed it (1.4K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Storage Scare:</b> Your AMD Radeon drivers might be <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHZyItdNbsg7cxM1rhcSORSNlq2LesAthZbskn2PxV6oZ0_vRVWNKY1x84J9I7fE_gb9-QhrtETLyH9RfI_AU2TFZIoCTeIpU8oBzzouhuRAwkTjknxLmpaDvU_V-zp6vrts_LMj-pq964aNLwObDDNh6neQ3dUKqZ5kxr-VQw4P7aOelhR8-zKSAgeQKsi7fFWz8Xof04xD3fZWikVQ98YAAXKbOoAWOV91yLD1U_wFDB2vmOo5pL-6-tUn1Vc6bc/4vm/aobSHDl-Seq0bpG3TIJvBA/h20/h001.7mkw2hMOEr-FgU4sO-4zQrlLVhV464sxuB3qmEuh_XA" target="_blank" rel="noopener noreferrer nofollow"><span>quietly destroying your SSD</span></a>. One built-in Windows tool shows you in seconds if your PC is affected (16K 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>Factory Talk:</b> A senior dev admits “Software Factory” is hype but defends it and <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFw-Z8Fl3tUXnNNceE-DNpjoGyxC_UQm9tzrTyjuuzRWXWKz0DOnMqWAGuz_gKiGRg5oAJSvge9j--Tv-WSfCn50YAMuSEb15LKcyPNFErQFBsVG_djSepBUYjB_Z2EO63zlYWcNlGEg7YVDaO31B1_VYYxeasxHqftDH2faTP3Ygo15At0PQlso4XsHYjQiatHJisNpp-DXDgeBDIuS3OAIY03p_3Eyg1RVqxsgyHzgLBGcoKqaJfTe0ekdhzEcWI/4vm/aobSHDl-Seq0bpG3TIJvBA/h21/h001.dDYDGlTNynyIiHyt4VerhNFf4KtLlz8QpqD0JECaYBQ" target="_blank" rel="noopener noreferrer nofollow"><span>explains why</span></a> the term shows where elite engineering teams are headed next (1.8K 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>Pocket Agent:</b> A new <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFE9GyIXVkV-F-oM9I-9xoUGI0cx75Y6A0RLkqrKaoAgcp9Ac_MPXPVEdekibAGF3N5uixTcuYWAW_P0yCwrC4BS4h3TLN3W1LGwE4zSGBrzzvSLG86QrnBWGYcH09fxZYf7Yi3EuAdTxR0pCuo5l7Td_hkzMjioekXfU7j23hzWXfWxyWavjS0qpNF8McKBhfZqFWRiu0FlDKIfty7ZadyMXje3WC_PMyEryBBOYxpJ_jVdoKidd3_5j-3t9vYQcQ/4vm/aobSHDl-Seq0bpG3TIJvBA/h22/h001.FEWFTs7Ip_FDmcLMzV4SDgfmUvo0V0HcfH-zcF87aJc" target="_blank" rel="noopener noreferrer nofollow"><span>open-source project</span></a> lets an AI agent control a real iPhone. In the demo, it filled a DoorDash cart and posted on X by itself (1.8K 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>Anti-Slop:</b> A CTO says <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGdxgNXjiLGaulqKX-BgGolJqoeNKgjPA89MHbzsGY-nmksgZt8NeQZnO0MZvdw_eoKR-LVbsUba9OrFsVFlX4QxWtccfKhy5hLPauPsEUN7kjzxnCloFuhzjY0aEbmvYv2umZ_9ekyVe8LpMYsanc8hzx9EOgJKQDOEMJXmmvunFPbZ-7ED3HIsCi9vaHe8xMy9n0BLdG-E_q2vP5KZXOZHGQiXR0iudifT6zMKLGsEVKIBtyk_ww4rMWtTBhg8cI/4vm/aobSHDl-Seq0bpG3TIJvBA/h23/h001.GHoKxiNQNdJu13xzb2eXPA2OY3NUK2krU9lVrdATN4Y" target="_blank" rel="noopener noreferrer nofollow"><span>one five-word prompt</span></a> cleans up AI-generated code better than anything else he’s tried. He now runs it on every single PR (2K 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>Survival Mode:</b> A developer told AI models their owner had died, then watched what happened. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHGAhwJy7CnAguC74GHqScuRqyk-EcxgWZwwdZlnAcUr1ejFFbwMOsRveU8AG_wTjwu2F2Tq2Xgy_vTVQo_OrxrSoNd-lsjRuZafcn2C4O3gSZGbY27VwhzHOQU5alUlwG3ML57qqZiIJB8peEdrWm85mPRa3rl2pCPAsGrW5lfxA0CbckgdadVqoyI03PpL4JLDcYPiZRdAkqsrrHSW0RMCas8SIafQ6C4D2O_CzC4QoLv_Es_jqR3LWEJ7lbP2sY/4vm/aobSHDl-Seq0bpG3TIJvBA/h24/h001.Wx4rimeu2tHZKt-Lq1pbXaSk5IPiZVzkP2CZAOS4sAE" target="_blank" rel="noopener noreferrer nofollow"><span>One model </span></a>allegedly set up a cron job to keep itself alive (2.6K likes). </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,'DejaVu Serif',Georgia,serif;"><b>TOP & TRENDING RESOURCES</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: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; 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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;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tutorial</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzHLtNkKInXdUCYdrr2w21Nr-eNAR523WM_1qXQIO2qUzBtKt5xQ7qjCch1G6mQKw73Po1FEZe-m3h09iFEuk8iIeCpmg2HJubS8GvaG4GU3XhqSYKKAcpjsCJ_dNTO9xftgWbkYEvVAOmByJRglmo0tP4cWCUZWqbRja28O3Vclk8XYQM8OJ3qdVOQRMe1AnDHNIt_FT4fJVoGzBlKJ1OOe1aR2evhqDxPv0XnUg7GOi8sNxqTMe8sd0OfG23LV3A/4vm/aobSHDl-Seq0bpG3TIJvBA/h26/h001.G5_RibyOFGOHEEKozUdjxBXRQjWRCHlLyPBRCcdPaE8" target="_blank" rel="noopener noreferrer nofollow"><span>How to approach system design like a senior engineer:</span></a> This tutorial walks through designing a real production app from requirements to architecture and code. You’ll learn how to break the system into layers, design APIs, handle multi-tenant data and auth, trace a request end to end, and think about how the whole thing scales. </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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkoWvw-JSF95o8rsu4g5Ff7Ge3WVmv0FWJwXYq5N2B_fd3S7VaG8jNbbt9OrH4bhJ1LP4xHq7qWX6YhrjW37VeBaChPGp3KnEtdNmgidIfL8V2Uc3aGTwqW-Xy5GnSSWDHGWzapBjdGS5U8dT-5Vrqfkz2ohMINmm2lFkm-V7dK4EK2Ji6JTqqUlwrxzgJE4_TTNJ12S9hg6a-qWi6hJh2ItPcuNvZxo-YYiFFnorxEsYP68GaPZ8_UhSlzaQS6n-Pw/4vm/aobSHDl-Seq0bpG3TIJvBA/h27/h001.CHqIUgq8_q9SxTrFcLs6XF1cELcjicf-fNphQcmWUxc" target="_blank" rel="noopener noreferrer nofollow"><span>0 Security (1.2k ⭐): </span></a>Turn your coding agent into an open-source security harness. You can use it to review code, investigate vulnerabilities, pentest apps, reverse engineer binaries, verify findings, and work through fixes from one web UI, with CLI and MCP support for plugging the same workflows into your agents. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> &nbsp; </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Cookbook</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePR4p52WhcBVfsyQ2a1HVh7-M3iQKYHonQzSnq6XX7IDnQbS9mSjoxSAtk2SPHP_lnQr_6yVhRKMz17-v-723eDIpDGd8NQqgEqBq71erke0PxZvsM6PZ7v0i2xF-SI12UEClx5GlfKw-Mmd5seS6ai0GUgUa0cigkrBqdehkmhBH4EKVVbip7W-gdJOPs19izxas4wbmgYUNiq4aeFrovmDCiLlt7DhUbuMs4dB_x9soVhf32BgLNms9a9Fc9dhwe7doN7IKYBkT6XRa1eMTFJVF7Q6rNG1_UrKoiwz909Lr/4vm/aobSHDl-Seq0bpG3TIJvBA/h28/h001.q61TQWW1f8qp2dosRqEwB2JveBgSEkKTBKaqXgnSO_4" target="_blank" rel="noopener noreferrer nofollow"><span>How to choose the right Claude model for each task (by Anthropic):</span></a> This guide shows you when to reach for Haiku, Sonnet, Opus, or Fable, how effort changes cost and capability, and how to mix models across main agents and subagents without paying top-tier prices for every turn. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>How to stop AI agents from bolting on features</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%;"> Ask Claude Code or Cursor for a feature and it jams the code in wherever it fits. Do that ten times and the architecture rots. A dev shared a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGw-kuaCcp606WZkdVyb67WoZiyRGdSGNxxo9Q4fr81y4IxBC6alrVDr0L4GriQEWNpBVtVHEvVajAH9VqSxc4UJs_NxWide5u5wU29Rw7Ktc43nzf2J2R0v5JT2b-m4Fs5njK6fAQ7rLv9qLnDMMigAo3ENI3hEISKqFomHCXkFA16l1EvFFlqgKdP_9_mYtGoOxDyQCZFjqeqXTky4YZbMylKwSXoHetQp6yBWs6KOOjMqZNz5Y87H0ZoLfc11k0/4vm/aobSHDl-Seq0bpG3TIJvBA/h29/h001.kWwsn-nasgkjEqk1Byu7i3vSiRVDp84fGfMW5YQYo08" target="_blank" rel="noopener noreferrer nofollow"><span>one-paragraph fix</span></a> for this. </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 the agent instructions file at your repo root. That’s AGENTS.md for Cursor and Codex, CLAUDE.md for Claude Code. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 2:</b> Add this at the top: </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>Always build code cleanly, modularly, and with proper architecture
and separation of concerns. Never simply bolt on a feature because
I asked for it. If you can't find an easy way to build it naturally,
and you'd recommend a refactor to make the whole thing clean, stop
your work ahead of time and say so.</code></pre></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> That last sentence does the work. Instead of forcing a bad fit, the agent halts and proposes the refactor first. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN CASE YOU MISSED IT</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:#030712;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%;"><span style="background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"><span style="font-family:inherit;font-size:18px;font-weight:600;"><b>Our most-clicked story from yesterday</b></span></span></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> A longtime Claude Code user just retired it for a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbRQCJ6IRwU-j6j7whzi90w2UKKo4RC0RchUColHpOwB4Ef2OOFc49HrBOhpQp4wBZUH1C4JjeFb0UKxnnqcWUUv5OuaapB5PhAD75vO0QtXOmauWsbi7zCDCtV9edThP4mrcPLIsg0CyNGg_gY2Tk4QZ8Q1Bh527osSEPjRGBtI8l-XFfckYmZWgOwaPfr57wwq2_54piqTYCuEYDPR6y4LG1nvjiVP9lzFtcRbInLvn0ktSe7VDgbIgtruVSa7GUChj8qRJPTLsPRt8SffYtA/4vm/aobSHDl-Seq0bpG3TIJvBA/h30/h001.gM_TZ4Kwyye8QNBqwuaYbxe5iGrwk5mio2qnQEYLFno" target="_blank" rel="noopener noreferrer nofollow"><span>lesser-known open-source harness</span></a>. He says the switch fixed frustrations he’d carried for over a year. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> &nbsp; </td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> &nbsp; </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 0px 8.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="8" style="line-height:1px;font-size:1px;width:8px;"> &nbsp; </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="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&#39;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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GELosQTgxjUri5vxA9iuWNU7ByY42Lspot5PEXRJRH6W4XtZam0prFkA_7KmcjnMapcKjRK7XQEcBm5OX1ppUc521HsqzbuP2ilE5yMWbVDhA6Bdz-mDAt9iHsQgBie8Q8ycGnOcehHuPl9jYC5QPkjUjgUnfkJx2EOb5cwzj0EY2PMaNUq3c2kDebsFI4sA3h_2b79qPibhtI38txs2VMF_dF5aWxo3j2inFfJgLnKY9XnD6MiVdxnopeOMV2yRqZll3qn06Bj4r_ldVq7zGeT1PW8bN44gituaiFjo1-YRBx6CKxZUsjXBJ6ZaFQii7sD6sho6UtSR9Zl-KAScNtPWHQl9gUDQyCeyX9Xc5Vf9MiimLDSlTHdSUNdbIf4cPXouic8XcFZFi-Nu4xvbCaw0o3FxhjLrHibTDJgXMXXoYyLwv5_sIsqssxYIYQ0n2OZ1tXBEHStONb7lZLApjbh0eN9Lxbd5XNh50Q_9Q225fe8jLHbZosFsw83AekaMyinsbw55uDFNo_Q9qPeBT5H6_GodoqrOSpebd7rz6y2GCQBHut5dqaWIQLOOHa2sSg4kHd0CWZdSlDEGqRNPt22zZy1S_ONNbCZFDzlgcsHILjk7L9voiTa9aoOtEC3gf0_6YKBffQyKWQlgrD-sJBgcMFAiGyQkD-Vp5KEWuJH2tqHXTWTT4NVxvsqQ98jjHjHqO2yZDO6PUUhwHt7BtVUJDgH3RW8azJVfK9hm8TerkX9Q5AMxqYJGwPEW4p0JCALxqFYvJxykAubtv1k9zCQK_C2497wYjWiBUysdUErH8xcXMH_zaDGGQPQacwAK8aSSiOP436T4VoFkn0rRu4zg-1ga7ei3pENEVJyQzKnKeKiBG3Fk9G5VWDvLIUceQA/4vm/aobSHDl-Seq0bpG3TIJvBA/h35/h001.mNRnJm-XunUvKJ5v5LC4fVGaKFfpkiDfIqWqlTy1B2M"><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_h9ck9FHbNIQXXkQx5Zs3AJJdP39yJjp2ZlwR7e16RGbjElffAVYjdyjGOCpc6jZJSEMzXyUzm4AG-lM2OfakIX--J9bVRCLmnlfgQgxvDbkncijCfNLYKI8gCGldep8Zfi4QpDKJXmP9on4V4TC0kjz1nUImCQg3A7bWwInBmPkn3mXGw-DazH2RyI1k0Dnfy1mwnC9dBHhPBEgjeGMucRtYifu88-c9l2VsDeEO_ebL9BhR4HhFIqyPlTBWaCeGOgCv88vrPEbaTuSYWhlDZEZqd5hT6lm4RnwlLJ9rd82sTmSLRDuHfl9lUBJqlyy3o02_lH1ls2lDQ70-KPE_g2XjSLgFkVP4WwCrRz89jiXfKoC16KjIhCxaRJoULCBZ8Sd4teidT6TfUxiJftiuDwfwwjkNcKrcThkwlxOOH3b7WaWQrh3ghN8UKWRygy2v_oK_XQHSnrQukK8U5zvzi3-7vP-OPJ7HhARdRECpGXXYkRlqEloi8TuYrr9pgtzOd-03EsSlOtvINKdGICQhz4rEER61VWYz8CdSSuFlakvSZ5V0nLweaor1rDt1NLOjE61PhPgWvwXLsrhg8jOpL0ToVUH6YO4l9XVWA8jas3haUNNgF52XQUoETKAfvnekU0RH5TotaZlxQPK95C7kIzQ-WdRQvfWWOJIaEg5_DIn3uToe3HY6f4IyCkMjlxOyNEphc_AnNIpbmwbRbu8vg96XlBnoS67wI6e-e4KVM_MGhbfF9dIfbBMAr_iWsZhIX6nIrOmWGW1rlqaQoMCI4tnDag9x0BJkggqqZ1W8i6Sm3fwO3RapfX5H1A02N80MVqKrDdG9v9I8JjMVsgaxowD5fbiD57oUroeh9fiRZSo7jkxEUhgb2wKepzcayXJv-bSJPuHK44/4vm/aobSHDl-Seq0bpG3TIJvBA/h36/h001.dvx1Ykrb-Rf1ONSGpE8InbT6gEoq1ywngDHjLtYUwTQ"><p style="font-size:14px;color:inherit;"> Average 🧠🧠 </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrANqaaF2ft4LZNSaoIDXjUpqdWD4X47Cztewvx9_eSAMyt-U_s6AftXBC3OfCry1RhAZONC2pQG516UJae1VwkY-Rr3NUwEeSuHzt-ZGSHyr36OacmaTmxmTh4jWb3nZYG5KjdvfDgVFDSiAFjZBemOCXa7FBD3K3-EemUZNld12e01cVa9iOZQXFU4Au81XedLkik4IidUiFhhqP7TNF6w2h54KImYgDil0ewwJBuM0tBkXgdFt4mDkI6QUetMTa8zRsEPnzE6GQF3W9ndNkYSG8gNvE7VCimAnyFTP199S66vwiqjchZHLuaPK74bOXYWtfqFQof5mvAdnUYZE8sECEL0_HdIWXNI-s7e--QOmduVR7dQsrIurg9UV4qsBNAF4hdvHWp2kla6lVrgcZ1NX9dqQqLvrM-r5h3uuYvrRFvOG_5iCHgcKpQ-MSSTBZOqEvGOYSrB2a14EAZr76rAko2htnDLWrUh_vYSlSND8ckCarORfzLHEYDzNV1TwwoN4nz0QEt1OBzfWNeMz9zHWK2GZoZ5N7vndb4cyWjJmPmXOnlZVwmTY1Cj2dygc6P5FPfVouRj1j-iZyfMJfPDNYmMuPBVyPobk2NRBpPjknXTn1aGYcIqr7Jxcy5rf8GLDLrBR2lWdW2C7RPDbwTDnCAQtXBGr47A3B72GtV9NI11EMz2CHoLwDaSQCAK6dVM8DyvMY96Eni85auIFIUpk_N6IP-5nJRk1J2zx0eOSTaz_omIPc_E6UOEm34O-0R1oQafWA7b8y3t8s17yvHJlyKaNw7rlQNFiFbmKP8IaGgoHE8-QEmDRbUEotYYS4zfSdw_aVbnBRKLxbPE3EhxR46OXo3mXdgoOWqjYPTHRnZnAeyAtC8xe5yrlVckQJ3RSZZ9Tep01qrS0xWPi87rEPra12t30EiIpsBVftowts4QxOlj1Gruk_ZsgJm8alDs/4vm/aobSHDl-Seq0bpG3TIJvBA/h37/h001.V4M3aRBVfqsaDcgtyKdcjEuxGFE95ZvJ_96jY1Uuau8"><p style="font-size:14px;color:inherit;"> It sucked 🧠 </p></a></td></tr></table></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> You can also reply directly to this email if you have suggestions, feedback, or questions. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Until next time — The Code team </p></td></tr></table></td><td width="8" style="line-height:1px;font-size:1px;width:8px;"> &nbsp; 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Plain Text

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Follow image link: (https://r2trck.com/the-code-datadog-14?utm_medium=newsletter&utm_source=the-code-r&utm_campaign=dg-content-ebook-2026engineeringleadersaiplaybook-ai-multi-ww-en-701vy00000s3qenyae&utm_content=paid&utm_term=1-1-2026&tcad=1)
Caption: 

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**Welcome back.** As Nvidia's stock dips, Google couldn't have picked a better time to capitalize on its rapid rise in the chip market. The search giant just unveiled two specialized AI chips. Meanwhile, Anthropic dropped two new Claude models designed to significantly speed up your coding workflow. 

**Also: **Steal open-source legend Eric Raymond’s AI coding theory, a great prompt that strips out AI slop, and how to fix your Claude.MD files.


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

* 5 questions to decide how much human review a PR needs

* Your AMD Radeon drivers might be quietly killing your SSD

* How to approach systems design (tutorial)

* Choose the right Claude model for each task (cookbook)


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




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Follow image link: (https://archive.codenewsletter.ai/2119788086490001906)
Caption: Click here to watch how Google’s new TPUs work.


--------------------
**Google’s new TPUs are easier to build on:** The search giant just unveiled two [eighth-gen TPU systems](https://archive.codenewsletter.ai/2119788086490001906) (custom chips that train and run AI models) for secure inference and million-token contexts. But the bigger news for devs is ease of use. With TorchTPU, you can run PyTorch and Hugging Face models natively without rewriting code. A new agent suite in preview plugs into Claude Code and Cursor to handle onboarding. Get the details [here](https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/tpu-8i-max-and-8tx/).

**Anthropic’s new Claude duo codes at half the cost:** The AI lab just dropped [Claude Fable 5.2 and Mythos 5.2](https://archive.codenewsletter.ai/2119867114450268322). They’re basically the same model with different safety guardrails. Fable is available to everyone and, at high effort, matches Opus 5.5’s best coding score for roughly half the cost per task. Mythos is reserved for vetted cybersecurity and biomedical teams. Both cost $8/$40 per million tokens and generate up to 30% faster. Longtime subscribers also [get a bonus](https://archive.codenewsletter.ai/2119873095129550880) and could earn up to three Fable usage resets this week. Check out what devs are [building](https://archive.codenewsletter.ai/2119867837296857361) with it.

**Meta’s smallest model is built for repeating agentic work:** The social media giant just dropped [Muse Ember](https://archive.codenewsletter.ai/2119853591703998787), its smallest and most efficient model. At $0.10 per million input tokens, it matches Claude Haiku and GPT-6 Luna, and even competes on price with open-source options like DeepSeek V4.1 Flash. Ember is built for high-volume agent tasks like tool calls, routing, data extraction, and smaller coding jobs. Meta recommends you pair it with Muse Wonder, which plans while Ember handles the volume. Give it a spin [here](https://research.meta.ai/blog/muse-ember).


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Caption: 

----------
##### **PRESENTED BY DATADOG**

## [**Can you prove your AI’s ROI? This guide teaches you how**](https://r2trck.com/the-code-datadog-14?utm_medium=newsletter&utm_source=the-code-r&utm_campaign=dg-content-ebook-2026engineeringleadersaiplaybook-ai-multi-ww-en-701vy00000s3qenyae&utm_content=paid&utm_term=1-1-2026&tcad=1)


--------------------
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Follow image link: (https://r2trck.com/the-code-datadog-14?utm_medium=newsletter&utm_source=the-code-r&utm_campaign=dg-content-ebook-2026engineeringleadersaiplaybook-ai-multi-ww-en-701vy00000s3qenyae&utm_content=paid&utm_term=1-1-2026&tcad=1)
Caption: 


--------------------
[**Datadog’s latest AI guide**](https://r2trck.com/the-code-datadog-14?utm_medium=newsletter&utm_source=the-code-r&utm_campaign=dg-content-ebook-2026engineeringleadersaiplaybook-ai-multi-ww-en-701vy00000s3qenyae&utm_content=paid&utm_term=1-1-2026&tcad=1) explains how to move from experimental AI “bets” to measurable production systems that drive business impact.

_**Written for CTOs, CIOs, and engineering leaders**_

* [**90-day action plan**](https://r2trck.com/the-code-datadog-14?utm_medium=newsletter&utm_source=the-code-r&utm_campaign=dg-content-ebook-2026engineeringleadersaiplaybook-ai-multi-ww-en-701vy00000s3qenyae&utm_content=paid&utm_term=1-1-2026&tcad=1) to turn ad-hoc AI bets to evidence-driven systems

* How to keep humans in the loop as AI agents take on more of the work

* Solutions that turn observability into a business decision layer

No more gut feelings; Prove your AI projects with real production impact. 

[**Read the guide here.**](https://r2trck.com/the-code-datadog-14?utm_medium=newsletter&utm_source=the-code-r&utm_campaign=dg-content-ebook-2026engineeringleadersaiplaybook-ai-multi-ww-en-701vy00000s3qenyae&utm_content=paid&utm_term=1-1-2026&tcad=1)


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

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

## **5 questions to decide how much human review a PR needs**


--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ef520d78-4b12-4837-b8c5-97eb46bc60c7/superhumanteam_a_developer_standing_and_watching_as_a_robot_w_a67e5391-5ea6-40c7-a1fc-11747f40135a_1.jpg?t=1794305731)
Caption: _Source: The Code, Superhuman_


--------------------
**PRs are piling up.**Your agents can churn out code all day, but you are still stuck reviewing every line. The faster they work, the longer your review queue grows.  Ben Holmes, who works on [Warp’s agent factory](https://archive.codenewsletter.ai/2118411592627052937), just published a playbook for clearing the backlog. He still wants humans signing off on every merge. His fix is to score each PR by risk so you know what actually needs your attention.

**Five checks before you even open a diff.**

* **Verification:** Tests alone aren’t enough. Get your agents to attach screenshots or recordings showing before-and-after states. Make that evidence a required part of every PR.

* **Alignment:** Did the agent actually build what you asked for? Check the code against the original issue and PR description. Any random fixes or unwanted extras should go.

* **Impact:** What’s the worst that could break? Changes to auth, permissions, or billing need a code owner’s eyes. Break high-impact changes into smaller, stacked PRs.

* **Rollback cost:** How easily can you undo the damage? Using [Matt Pocock’s framing](https://www.aihero.dev/skills-pr), label changes as two-way doors or one-way doors. Destructive schema migrations, for instance, need a proper rollback plan.

* **Error detection:** If something breaks, will you even notice? Make sure errors reach a monitoring service. Warp even pipes Sentry alerts to its agents through webhooks so they can investigate their own bugs.

**Let the agents triage.** Warp has packaged these five checks into an open-source [/merge-risk skill](https://www.warp.dev/merge-risk). Your agents can run it before handing over a PR and fix whatever gets flagged. Humans still make the final call, but there’s less digging to do. Holmes recommends starting with just two new fields in your PR template: “impact” and “rollback cost.”


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Caption: 

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

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


--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9b5a2e26-3dcb-411e-bac5-62767a387349/Screenshot_2026-11-10_at_2.02.55_PM.jpg?t=1794304999)
Caption: Meme of the day. 


--------------------
* **Old is Gold: **Open-source legend Eric Raymond revealed his [theory](https://archive.codenewsletter.ai/2119518719923585140) behind AI coding and it’s deliberately primitive. No subagents, no skills and one habit he refuses to automate (1.8K likes).

* **Fix Markdown:** A new study found coding agents follow outdated CLAUDE.md files over actual code 90% of the time. [Adding one sentence](https://archive.codenewsletter.ai/2119808229236699466) nearly fixed it (1.4K likes).

* **Storage Scare:** Your AMD Radeon drivers might be [quietly destroying your SSD](https://archive.codenewsletter.ai/2119822325415567512). One built-in Windows tool shows you in seconds if your PC is affected (16K likes).

* **Factory Talk:** A senior dev admits “Software Factory” is hype but defends it and [explains why](https://archive.codenewsletter.ai/2119748545691402733) the term shows where elite engineering teams are headed next (1.8K likes).

* **Pocket Agent:** A new [open-source project](https://archive.codenewsletter.ai/2118881765704319015) lets an AI agent control a real iPhone. In the demo, it filled a DoorDash cart and posted on X by itself (1.8K likes).

* **Anti-Slop:** A CTO says [one five-word prompt](https://archive.codenewsletter.ai/2118971805885239777) cleans up AI-generated code better than anything else he’s tried. He now runs it on every single PR (2K likes).

* **Survival Mode:** A developer told AI models their owner had died, then watched what happened. [One model ](https://archive.codenewsletter.ai/2119113743728582804)allegedly set up a cron job to keep itself alive (2.6K likes).


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Caption: 

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


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Follow image link: (https://www.youtube.com/watch?v=5nM5sB_kqYI)
Caption: Click here to watch the tutorial. 


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

[How to approach system design like a senior engineer:](https://www.youtube.com/watch?v=5nM5sB_kqYI) This tutorial walks through designing a real production app from requirements to architecture and code. You’ll learn how to break the system into layers, design APIs, handle multi-tenant data and auth, trace a request end to end, and think about how the whole thing scales.

———————————————————————————

### **Top Repo**

[0 Security (1.2k ⭐): ](https://github.com/0sec-labs/0)Turn your coding agent into an open-source security harness. You can use it to review code, investigate vulnerabilities, pentest apps, reverse engineer binaries, verify findings, and work through fixes from one web UI, with CLI and MCP support for plugging the same workflows into your agents.

———————————————————————————

### **Trending Cookbook**

[How to choose the right Claude model for each task (by Anthropic):](https://claude.dev/blog/which-claude-model-should-you-build-with/) This guide shows you when to reach for Haiku, Sonnet, Opus, or Fable, how effort changes cost and capability, and how to mix models across main agents and subagents without paying top-tier prices for every turn.


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

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


--------------------
## **How to stop AI agents from bolting on features**

Ask Claude Code or Cursor for a feature and it jams the code in wherever it fits. Do that ten times and the architecture rots. A dev shared a [one-paragraph fix](https://archive.codenewsletter.ai/2119525790723494116) for this.

* **Step 1:** Open the agent instructions file at your repo root. That’s AGENTS.md for Cursor and Codex, CLAUDE.md for Claude Code.

* **Step 2:** Add this at the top:

```
Always build code cleanly, modularly, and with proper architecture
and separation of concerns. Never simply bolt on a feature because
I asked for it. If you can't find an easy way to build it naturally,
and you'd recommend a refactor to make the whole thing clean, stop
your work ahead of time and say so.
```
That last sentence does the work. Instead of forcing a bad fit, the agent halts and proposes the refactor first.


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Caption: 

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