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</style><![endif]--><!-- __merge_tags_in_links__ --><style></style></head><body class="a" style="margin:0px auto;padding:0px;word-wrap:normal;word-spacing:normal;background-color:#FFFFFF;"><div role="article" aria-roledescription="email" aria-label="email_name" lang="en" style="font-size:1rem"><div style="display:none;max-height:0px;overflow:hidden;"> Also: How to build and scale voice agents  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:0px 0px 0px 0px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> March 05, 2026 | <a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9skqLVf6suzmQAuUdnXVLF-kwQ1MdGMTv0pwzjHz52-U5P4u-LonhpKaPBFMv6oqgxs2uAfds0MAtowCiWUiHjtcQ97lXcB7pFkO7Acjv0cQ2BRcGS03pxQ038vUGZLPscByAqPxFYwG3xhbLEShl7cm32gkgTgu0_LLqnAZm0nJZwyrI7GJAj0_ZmFwc7hwT2b-6u8JchEGHU3ZpMsnE6a-qnQwYbjFG5oHPSVZ4w92UUt0Ogd0qvPY29oPgHz2yg8hzQQtjJ3c7__GFN6wEvX29zsrjThytEKgl9a5mn-f_Mn2kQQWvDkFPEl5o-NK-EWGCnljpJUa1hvzQbQrdIxkwpXdGFlEJZb9TUDOTNfxRlXwmo37HgdMb8GOlcykTACRhCTJ9zLeP6TilkHTDexhXBwBPSg_QnlSVL7O1X-lUGJVsIWSYdh7QKoJIccAkIF9Nniemn_wo3kcdDHTf3J-FH-J6eXZQf1IeufAf5p-xIYnBF7zKM2Hkp_pVJby4yR-z7ITdn-UPJ37YFhcyVthJ9svQKyOfuJgyGDHrzHV-D_IWRBTDFJKAX6NgiqvMRU_tkp8YXdJHraXB5NqT2gyIQiHSrgjVebYX9oXLwJ3KU2VABuKS8buVhKjnWPXBe8FqPl-7DbE8ZvF9NwvB7eocywRfrJWgsCtLJtlDtcF_jEpZmVWT6EESpbn9TxDko6upp00RwtKXj3pVt5cHqjWgjm_DuAtQ3FTzbZdlNm8uiraxJ5E0_RcUqtIkbIgThso9NIQ9bsBhV8oO-V1Os0_wTgt3T1zMpMJHZMyOCv9U-plKBW6YPL4Heg4hPPFIo8SgOGVJNVWfUj6NWo0hh_06KhKvwOW_Qgtgs1-qf6pEqlEfI8uZ7-kJKByrEyUby2Mbt75JcJ5ksW-PLktTN6zcJFbXRoJoOBrLwcy1jBJA/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h0/h001._8gXFujWgW3E-SN_Svxpbo_WLEWRFAPk7k5UxVDjVUY"><span class="translation_missing" title="translation missing: en.templates.posts.email.header.read_online">Read Online</span></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/4oo/1Uv5yukHQp2loX7ud7ZDJQ/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/32c8c971-340a-4f62-a6b8-f362e57e5397/image__83_.jpg?t=1770628392" 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;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Welcome back.</b> Google just gave NotebookLM a major visual upgrade. Building on the basic video features released last year, the new output looks completely different from anything the tool has produced before. </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 an engineer runs 30 coding agents in parallel, what Karpathy deleted in 2023 and just reposted, and how to fine-tune LLMs. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:rgb(34, 34, 34);border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>Today’s Insights</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;"><span style="font-size:16px;">Powerful new updates and hacks for devs</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> The code review bottleneck </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 auto-format Claude Code's output </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Trending social posts, top repos, and more </p></li></ul></div></td></tr></table></td></tr><tr><td height="12.0px" style="line-height:1px;font-size:1px;height:12.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TODAY IN PROGRAMMING</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LwdIHgKLMrrErgwniwhAV5Mw52-IMYqeEf8oZnoTihScGkxbJBhvg7JfSCrvGcpPzuiHNASuupfb4bR8tj_kZwKk4Wcnxzp4Bt1ZI_OGHCvqs0ljAbBonvOf-r_UgtT3WV0t3BssXPbVBHRl4Znti8b9NrS-GzAQbveeRF6Ewn4zYdOfy4wLdxpiXUTTGZkTYdgGFwAVydxhiA_C90M8uvcqEILtiBM9kY9Kw7EJK-CaYf-bVnCLqZykDZnvicKqYTb8O5UVqBkT4LjA1XsVwDNlHDY0ltqtwq_JPLgl9JJ62bumHoUx785lzj50EmRqYw/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h1/h001.Z0iD6whR84hh8AmvM0R0s0cIftslktzDs_mptrt1yPk" 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/uploads/asset/file/f5a84c74-7800-4f86-abe9-4845b8037f46/Untitled_design__1_.jpg?t=1772699978" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch the tutorial.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Google's NotebookLM turns files into cinematic videos:</b> NotebookLM just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAGQZmb0x9YTiAbUsrUYpyByEQg_ZRd45BLvu8nrvKIRJ5epGNEBE-z_NTGtsR66UlbZvAtRGj80WrkR5bVpXnI25cH-DUul666W7l6AVVoY57KuNvlGoyfrvvrvArqsxX1bD-r57snzuNbgYvPoUAupaujn57BRRbxyZIK-ExjW6ZV0lIJZcDHfxuVAkWxfrRsLwC8oO1EfRGXbnTDtuhDhGNSRRzPCeRozZMXeYZgUUchbN4EEcHZPZHiQxLLBOIcrOs9L_7RwKipWs2-F2o6mAYy-c7Ju4Ckt_UyB37z_HUfbQ1eEzm4eRI4DCSSnkmJY5f0unhHRuwKqviiqOe1__rpilEL2Ys9Vh2rvhbJlsKXDQDMx52BQt-i7k_vZkL0qMp6h1VE9P9RS_Ba2A-Tk/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h2/h001.ZIaoWgfJD5AUbPRZ3rlUc7OkH6JXZog7452KOnsl5rg" target="_blank" rel="noopener noreferrer nofollow"><span><b>rolled out</b></span></a> Cinematic Video Overviews, a big step up for its Studio feature that turns your uploaded files into polished videos. It moves beyond the old narrated slide look by using Gemini 3 and Veo 3 to handle everything from the storytelling flow to the visual design. You can drop in a technical spec, API docs, or an architecture diagram, and it turns that dense material into a structured video explainer. </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>OpenAI revises its Pentagon deal after employee backlash:</b> The ChatGPT maker amended its Department of War contract following employee pushback, user cancellations, and a reported surge in Anthropic sign-ups. CEO Sam Altman publicly <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L9xT-ugBZv-mNO6lGmCqxFSfczf9Zi-yomW3_NjIUSNAKjV-eaXIohp50Z6eBjoC2GbDf87tiG7MnYKQ2BwdRWXl5alukZ8h8WpVFDcuMAOzNg1bWuI0a6_CG0RlUMotArt803Tepqc-KrZt00LQRYwwrZ8cH1uqoH1A1lMKmhyAQLXggdS-NZCJtGqVwkZu0FN7oPFvzAga0qIp707VwV5hi4QReoREf9PSf-Phtbx1nDqLFqW0zeJDQEWTpAVu2jXn_EBHcemRc_JCK9Ub1bbD5NVOPag_AwCjLjMFAMlU/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h3/h001.dPT3DB6U3uL9-2AxuRTceV-g_Mj-BPim7Sp5iB55fnA" target="_blank" rel="noopener noreferrer nofollow"><span><b>disclosed</b></span></a> the new terms, which state that the AI won't be used for domestic surveillance of U.S. citizens, and intelligence agencies like the NSA are explicitly barred from the agreement unless a formal contract modification is made. </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>Google ships a Workspace CLI built for humans and agents:</b> The search giant just open-sourced <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6b_5CY-hOlg8L-So49QOf7_5Wz-0-nAwIUP1XCZbB-LtKG5ZC7yZNDfysAUYYKmB85mYGdi1lEpO7DBn4jRtIxDeMjOkb4mduUkqRbIsYr3X3pIWQLm1FMSx4VH-R1Ebz2M7AsLzKW0p4gHppAWafLaO89nXPx7ELI-uqG545FM6gnt4HCOxJH5mrpBHDeEGhZExnhfKqi1S1iPUePA2ADAP0G3R2zL1WLcY3HeFxbznUu143Nv-L9XcQqPlJLRibUAwsE8i9p4zsGXG0GKCq-tYqR-5oHpVKdBVC5rYfTy_EcZco3_ae_TAxwXbX1OeQ/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h4/h001.aIa4KIwaqUuy35g2rv6ImHPw-OaiA2SZSSdJS23PhcE" target="_blank" rel="noopener noreferrer nofollow"><span><b>gws CLI</b></span></a>, a single terminal tool for managing Drive, Gmail, Calendar, Sheets, and more. It's built with Rust and comes with dynamic command generation, JSON outputs, and over 40 pre-built agent skills. Just install it through npm and automate your Workspace tasks from the command line. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY DELVE</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.IFKgnKhChLEORPQcgirN7NbQRTkJHRKg5u-k8JkKP3hz_jU9JdFcZ0uiNa5Km_XQDtIKtPNhzhcRYFIutbrFV27Lp0CYaLZMwa8VcwPv0C_YKnhFHFICXB0VeNxVoX9kBvq-oNlGO4dPEpsbnllMNRW5S1-5j0OskPsdRruMbHPDy353pkwJDg8aQGzTJh9-BYGDu6YgQxySUIjWBXJPXT8K8U6KGnltcAiL9SUuAZE/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h5/h001.MEOPflXlZ9HYqaobGEdJ9L48KxgXvpU79AzLXjrnHZM" target="_blank" rel="noopener noreferrer nofollow"><span>Migrate to Delve and get a $2,000 VISA card in your inbox</span></a></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7NbQRTkJHRKg5u-k8JkKP3hz_jU9JdFcZ0uiNa5Km_XQDtIKtPNhzhcRYFIutbrFV27Lp0CYaLZMwa8VcwPv0C_YKnhFHFICXB0VeNxVoX9kBvq-oNlGO4dPEpsbnllMNcbkutkKrm87FYfjNWtgoVhaLoXj0gljKs3BtoApbjrbZBgV-QSSjhdKIvHX2GcqWpFfy_swTLFg3tSKTVnL51E/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h6/h001.I_Z6TJh0PNJVnEBoT4hErXveZPX2m2BqEdC5tUeOx4I" 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/uploads/asset/file/cc032c03-dc25-4cc7-b460-24e6603e8b1f/delve_100kb_-_Zahabiyah_Badri__1_.jpg?t=1772695180" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Delve is the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7NbQRTkJHRKg5u-k8JkKP3hz_jU9JdFcZ0uiNa5Km_XQDtIKtPNhzhcRYFIutbrFV27Lp0CYaLZMwa8VcwPv0C_YKnhFHFICXB0VeNxVoX9kBvq-oNlGO4dPEpsbnllMNVZO9SvJAyJXZ4OWimCG8UNDZ3bBjRGMvZzmJdSCaZ5DSzbMD13rMY7W98pUVpT1pii7Gj4og2qD1YY99dr_gDM/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h7/h001.8IfCLNNVUk2-xtUtRS7_vm0YA-PJbariY7n-sNA-Zmc" target="_blank" rel="noopener noreferrer nofollow"><span>AI-native compliance platform</span></a> that actually does the work for you, auto-collecting evidence from AWS, GitHub, and your stack so you’re not chasing screenshots or babysitting integrations. Use AI security questionnaires and an AI copilot to make compliance less dreadful. </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 proof is in the pudding: </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>Bland</b></span> unlocked $500k ARR in 7 days. </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>11x</b></span> streamlined audits and moved faster on enterprise deals. </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>micro1</b></span> scaled compliance without adding headcount. </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%;"> Free migration. Zero disruption. No starting over. </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.IFKgnKhChLEORPQcgirN7NbQRTkJHRKg5u-k8JkKP3hz_jU9JdFcZ0uiNa5Km_XQDtIKtPNhzhcRYFIutbrFV27Lp0CYaLZMwa8VcwPv0C_YKnhFHFICXB0VeNxVoX9kBvq-oNlGO4dPEpsbnllMNbfOXxeyI5CmATmNVDBmauA-g1HbxPHiRnqiH9o6rfJgTL-vibn_YPNGyhIFxgqW1UNvkZWYIQte1g4pPjflIOc/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h8/h001.S_a05-d1Y0KMv38pLvclhOUFmh8lQ4Cy7qlapJlPzrA" target="_blank" rel="noopener noreferrer nofollow"><span>Book a demo, trigger your migration</span></a>, and get $2,000 when you’re onboarded. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>INSIGHT</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>The code review bottleneck is getting harder to ignore</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/0cffedd5-323e-48c0-9ba0-b247cf522909/CleanShot_2026-03-05_at_17.17.34_2x.jpg?t=1772711312" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Source: X/petergyang</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>The infinite scroll of PRs.</b> A YC founder <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquqD-2OdlO6Q6R44RzKF2H2rxAivBFBRk0DO9uXiogYUE7k_ZScrFzR7szq3vLg1XeKKvha0ub9Rc8wVXTQp-VGaOvxQaRKapy7zvuf1Q67i5siPGHwHwQLUGKAFwIFq1x-GJ-Pu1X_zaroaKZlarVPZORPDkt2oRwZBRwW6vYKN7PTOO2K44AXT9lLBv7LQncoIEl7_o_rtV3sE94rZzhdsIVzfEkdjQMEC5YownPxVNm5ecpR8Lxdhn_PEzClXYMzlFT9hKDhwmLj9ja8AzZDAXqXL9nm6qbmO2kuGHbYgo/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h9/h001.Meq9Tiutn30mctIv8m8pJanelfIf7kUJfT-NW58jVbg" target="_blank" rel="noopener noreferrer nofollow"><span><b>dropped</b></span></a> an essay this week with a bold claim: human written code died in 2025, and code reviews are next. The piece is sparking real <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-xFqdzO2QOlv81FRGpLY4CDxgHPGa4u6AWtQHAVWCtMyfazLazmkef6b1cGWwJkBW_CEwG0tQMt3lZcVMjOSO1ttQbzPjF5lWc0MfTAj8bUWwQK4zRGt-OBh1biBzVAOi3-glfBACwG-pe80armHjY7c36aahd_tjmW-tsoA_7V_dljm1AyOobjx12JuBJOkoG7y_1Evzyw2aGwmwV1rdRupWtEKTjD3xcHYHJvzM6wHZGOludtWYgcnX58eCXfNCRkmYwgZqm5M1wp24w2uCVSsHOgVAw2cwY41509nDDw/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h10/h001.PspzyAkFO7963vfpoUvsDNTcKMXMhj1ZUlpwkc3OhHM" target="_blank" rel="noopener noreferrer nofollow"><span><b>debate</b></span></a>, and the pushback is just as interesting as the original take. </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>Mo code, mo problems.</b> AI adoption is flooding systems with more PRs (pull requests) and more diffs (code changes). Review times are <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJQqf57W5ZimzmhexF5Yd1t-q0T9oFksRvagBwaNWqhRbPUlROESR6UlJnz5UHyUR-Aqj6IO8bBO6Fm_kzsQzMllZvoeAzmTT3amCHiLLvO9V-a34G8reHxZFq5nurlLuyXcM1x-bglwbllqht4ejsVpGqCxcM5E7Lx8KpUQjTiQg_7ImFy0yiwnYuJug6QE_Q0cwFrsiotGPqEFx4kfn9RfRXclMm6PpG0Q4DD7p86GEnxWBXDcP0HdTD0D_8KaeGfFLXhrz6mLXpBHy4ZOQ79nCWhVh9S1if_j-IuZCWCfL9aOjukoJhUxzIVqKSfw9i6-lNXa_G61RsX3j1Mg6sz0/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h11/h001.ijrsehJf7xRc0ymRZ1eXQc7nAJJCeV3B35wwXXDM02U" target="_blank" rel="noopener noreferrer nofollow"><span>skyrocketing</span></a> because AI code actually takes more effort to check than a teammate’s work.<b> </b>If AI writes the code and AI reviews it, what exactly is the human approving? The PR was built for people working at a human pace. In this new reality, it just doesn't fit. </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>The skeptics have a point.</b> Django co-creator Simon Willison <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L3JPLlGMrGabFw0JVQ0GCyN9i4q41PwcFwy6oZj4SlebJP_lu4EmtFJOBJBAd6PbaW2tgQ9RYZf5cI432hh3imlQYiDms8_d2FAdMfAml8gXMDuZDvr3YOK2mc0n4hbOni7Gf2_qzjfHrPqT30RZ97ENxqlx0D9s93WgVm9enQ9elq88K00DvGv0MNs0VZ6tEUdFZOp8GEd393Rw434VRf0KNcm-M7sRXQePOeKCA1EOOIYUJhxoyRop1CzVV6u8VumTSiby03xHBV28iTe6pMcsQMksVsSJxGE7N1HBgvpCn5xu0Q0YsT5yaZ62fggdOA/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h12/h001.zEyxPEF45KejgA88qyBeslhzCwI5bEmaR-G6xzAsTpA" target="_blank" rel="noopener noreferrer nofollow"><span><b>nails</b></span></a> the real concern: security. How do teams stay safe when dozens of groups are shipping constantly? Kill the review gate, and you might just be fast-tracking a disaster. </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>So what fills the gap?</b> The real move is shifting human judgment upstream by focusing on specs and constraints rather than diffs. It’s a compelling shift, but most teams haven’t figured out how to actually make it work yet. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN THE KNOW</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>What’s trending on socials and headlines</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1e625c51-e17d-48e7-aab6-d969a9aae701/CleanShot_2026-03-05_at_12.22.43_2x__1_.jpg?t=1772703383" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Meme of the day.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Before Everyone Does:</b> Google quietly dropped a Gemini 2.0 Flash-Lite guide for devs with <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_uS78zR9vmjg7gCXDspbsZne5GbE8hLJ1JT0Ksk4skatatdQl7yXe0-AafLxQX9VANljBBtwwz6MZZWv-JgfbWr5CwV6xunmhtB8wqETqahef9JxUVCzRiiq1dVE4PVBXSgF6J89MN4VnBFMEWG976JRN8cZXBku1TTIp-y8LMrpXwJ0Y1Ti_ZW6Via-lCZh_KLTZgIV1kZYJAacRDjFuFmcQnYrLN6fEYY9z9p3DxCX41C__96FRW7zkLLGAAo7ZyGUwYLBFoR5Y9wwQVKbRGAzl-sa5Fq9VBFdlqePz0PbK-XaPDitiDvDiJYRJUwxg/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h13/h001.6Z7VZw4zEkaR653_qB6Xp04U9sdrsYy7HeKQ4w7JTH0" target="_blank" rel="noopener noreferrer nofollow"><span>7 use cases</span></a>. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>30 for 30:</b> A dev <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LxPhZJ_0xowRDheVrRIZmKKqrw4CgKXKzRNCKz2rElIXtDRLO-EQg_RtFwx2dhRMWLMlhLU5GB93EBfXtx-CPrFWPcy0_vZQ3it7Lm2ycFaQRU1BSbyy-mqBz7T4ACeo8mvD6EcLaySblyozJn1FQ5UfTBjGFVf101q5GbyPf1GgU_8y42ehOp0THDkob-2b58AI05laexhBwgY7d-tQShKVkQ6gqiMx8KnVxD9Liw0DtYI-StDfuC_7gzgWBfD0Z7egFWWbUS9JfN8ju96Gj8UU4Gx2aZ316Q0z0oT68UibK-9b_5_5yqq2XbRjbwhjAw/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h14/h001.EQWaNpfPaqmdH_6uUxeZPZRzUNMLj_hA1_3Nm4kNRhs" target="_blank" rel="noopener noreferrer nofollow"><span>swapped</span></a> his 30-person engineering team for 30 AI agents. Twelve days later: 44K lines of TypeScript, 175 PRs, 1,500+ tests. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Anthropic</b> <b>Comeback:</b> This viral chart <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5sD4a9jkHqjOnRFLu-yUdNiqE0GPfVhpJJO4BK3JMC1X6KO9HFvhIIJBPJPcWXbOo6mGcxoEIxk-YI6AMtKvPfrXvbCMTcQO_O9kTZA3dIGt1nLkg8Yv31tnRl_SG95lMvAZurVr-RSzixmZA-cK3nnRLaBYy10B5doRYIA5hmcck7Xgb3BsA_IZAr1tDz0-Kt8UuOEvCiCoiP9u_OeGUaNc9wrxYpTuHoleO1E3o5_Q8UuUB1zIAtSRmZbCt2NKMKUv4RGz1EideoODctIy32ONa4dy_5IPakrkDm4PB0gd48ThFRFPc48T7Kl5BDqaQ/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h15/h001.R_7i3x7a2ab875Z6yJ7J6XtdxP0FZrSBuPJ0I8Pw_ps" target="_blank" rel="noopener noreferrer nofollow"><span>shows</span></a> just how quickly <span style="color:inherit;">Anthropic has won market share from OpenAI</span><span style="color:inherit;"><b> </b></span>since early 2025. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Delete, Undelete:</b> Andrej Karpathy deleted a diagram in 2023 because it looked too radical. He just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1-2R6d1vDP0x0NzlcRCyOiDPu0Qu6TTt6Z49idXjwrzF7o-Ih3S2AOo9bGcFvNVgAG5lgSRmjPXtQQtkoELJ3pldZt5ww0hHyVu6MVa22LzGyTWD1Pqw4gHnFxzWUuGqjYu7v1epAasFJVrwn64ofV9jnieYBruANONTYWl9GP-RmrFMhqHQ8v2KC7WamhIfFZy_NB0Z5THEpevVBdG5EVlE9zBvEydwd7wAXNmqAoypEmDwVXgywixD9mvNztG59caGmNNBLnLSQU96D8uT-CMqjNFIgVvxLbi78kWDhkd8uVu_6e-tsETPXMpBx058w/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h16/h001.9KhBfPj08jf4vrlP5e-0fvU3ssNch03MZ8PQrv-qSVc" target="_blank" rel="noopener noreferrer nofollow"><span>reposted</span></a> it because it doesn't anymore. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>No Labels:</b> Fine-tuning in 2026 doesn't need labeled datasets or reward functions. Here's what <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LwAZ2DUq4oh1K0NIy1CUsCBX34kLTZ7uGP-goIycrGHk_DO84FJ60hArUbu8KEugNTAbkChYb7ZKMyL3Rehzp0MK0vMQpmJ2e4kF0egtPhOdQi0uM-S0yUq3wFVkG_7u-Rab-fUzVBcD-xKOAWFyXTamtTf868Xu1Jpgf27nQ4v1VWfc6tAnf9rOvfT_Yaqg7EKZtM-UN3Ez2dPbBVo_TJTTL6cc2iGQ4sHBl3nsYKlDnr0B900h72CiX4n8UzpG7tdUBx1HcxngCXe4UBp1DI-XS0EPXcbwoDWSysTPSkfHznJUOqRYuB8ca32xyTR5vw/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h17/h001.fLDI5EBWIBMHmGr-kbbM5Kj2vmAystkDfN5jLmczsCk" target="_blank" rel="noopener noreferrer nofollow"><span>it needs</span></a> instead. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Earned Reading:</b> A software engineer with 15+ years just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LyaXBrVp1sRokMPqkOnAmA96pKg95p8tJrR3s9uq1GCQ9C-tzdk36zJimN778W-3ykPUnal55Fm1Omw4nHqOK8QHnH3PKBNJ6TpUlnBoNwfgGYIZtPo1jtNlmXQYEwEpaYWk9Kt1JwwUO_A65vqwZGOA3guPRi7h9Kbgq9Yddx2ZolhybJQmg7HiHa-ZkU7IGhUGsnIuG2hmWHIb0jjjwKU0VbvkUrebrcBBm6y_L4mpEyLKfnIPtzngcgf9yXmX-78B2iWbPkgMv82Fga-tKAI5Pks3--TaN35pW1cxKWjMk8bvSObl_oMBnYPz47WMmg/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h18/h001.haey1Uow8YM9unwyRt7klS-XQuRu-4twEsIcu4Du5xg" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> the 14 articles he'd go back and read again. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Land Grab:</b> The OpenClaw ecosystem is 3 months old. Here are 11 businesses you can <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LxtwX-1D_csf2ooIBJ3Sk_P4x8VgoVf3R34lZLs8xuQzwF3KBJQL6w5fJhfQ4VWYdQp7geF8swX_hVeZ526L-ysxDSPGpa0DY7Q8lr6t_-sQAUx7YmrW0uYn35M9NCFXw24lXjufViJfr3Ff8iJgCir4UJsM5lNh3WbmQHEPC7uavWKvYmZudvCfax7s1AA69DMPLYLPrC2f6qrzTDlh2fNRyqlB2jOj8mljC7GeWM3EbTdzKh-LMmnylclOmOKtYsVVg2pJ0u6nds0OOKbIvMgo0ooMbWn1CtR-6YLxIBC2QJX8IJddSqOFnQnb1LDweA/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h19/h001.1omstAT5dNc1ZxqKppWDPIKEtMRhNyOhEkW8_o9HHoQ" target="_blank" rel="noopener noreferrer nofollow"><span>still build</span></a></b> before the window closes. </p></li></ul></div></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></td></tr><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 auto-format Claude Code's output</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8jlDD186r19C3bxo6ItMFNJ-dOY0B7afTghQ1NhjVcVOPadOzwq4Yxk0bbHHDzMSUsfpp08p2eHN-11tVcAWfzLY8_dQuP15gMnT6BhryKgJr1Z_sPVOporq_dmjWv_okWdrXcpwnlKzrjs9HdvA3J226gUrIpOH9aUvdy_mw_drqSxmQ_wre5GBFTI5x4cP7pyEXniHt6KcCp1zofFz2WoBaNywNOucUHs09XnnHTANzbjMX6mMyrdiZgUMt_gveNSh1xBrKYqEiaTcr1vbEySUhMP9liXwcNL9iOccU0fXKwm0oJe2d7OeEKOf5ETyw/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h20/h001.JIjET5js-2sJKIXXsoUivuPw144-EcrTIbod2H8zyXA" 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/uploads/asset/file/17a52407-c056-4c8c-9030-79d3be4221d5/CleanShot_2026-03-05_at_10.24.06_2x__1_.jpg?t=1772686494" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Source: X/bcherny</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Claude usually writes clean code, but that final 10% of formatting inconsistencies means you're still stuck running your formatter manually before you can push anything. </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%;"> Creator of Claude Code, Boris Cherny, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8jlDD186r19C3bxo6ItMFNJ-dOY0B7afTghQ1NhjVcVOPadOzwq4Yxk0bbHHDzMSUsfpp08p2eHN-11tVcAWfzLY8_dQuP15gMnT6BhryKgJr1Z_sPVOporq_dmjWv_okWdrXcpwnlKzrjs9HdvA3J226gUrIpOH9aUvdy_mw_drqSxmQ_wre5GBFTI5x4cP7pyEXniHt6KcCp1zofFz2WoBaNywNOucUHs09XnnHTAS6pJiWM9mAtErkObOBJZiKqwBzDntJdU4K442m2DhqIFtCEDmSbnQUESF5g80MZVJfQsSbzmK5yaodgPMliJNA/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h21/h001.RcC6m0sGss6y1srEgBhMoD60NLMQ2D3ji0xlEryDdFA" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> a simple fix: a “PostToolUse” hook that automatically triggers your formatter every time Claude writes or edits a file. </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 set it up, open ".claude/settings.json" for a specific project, or "~/.claude/settings.json" to apply it globally. Just add the following block: </p></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>"PostToolUse": [
{
"matcher": "Write|Edit",
"hooks": [
{
"type": "command",
"command": "bun run format || true"
}
]
}
]</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%;"> Using “|| true” prevents Claude from crashing if the formatting script hits an error and ensures every file Claude modifies is automatically formatted before it even reaches you. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TOP & TRENDING RESOURCES</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyv8mD9au3QnHHPvx1NQQLXky90_bCaMImmLR1rRVKh_-L_zDyhJ2JFUm78ZryYv9S7UF7Q5tmuVb3e1d4jCp3pO9zkDFgPOjjyO-Tk7rimKCVEdLEnKLpDE1Xz25PMy0g6sEZ0dTu6sNaV6vGgs4GtYGn0jqIemluk5qTic6RXuM6Kh6JGGqExhnBMzE2XsxEGYIyhaF5Q1dHSqnyB78iuEE0h0w5Y6numfq7E55HUF_JKQBQiT8h-gkV4z5Q-BT7CJXyYAKYPGFEZFMEuckSG/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h22/h001.HOccgJIuM3FispkYREj5PdFiJI-jTOQmmOO8jNpiuOM" 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/uploads/asset/file/9ad2ba6b-179b-4a70-86ef-a6347cc1446d/Untitled_design__2_.png?t=1772703710" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch the tutorial.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tutorial</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyv8mD9au3QnHHPvx1NQQLXky90_bCaMImmLR1rRVKh_-L_zDyhJ2JFUm78ZryYv9S7UF7Q5tmuVb3e1d4jCp3pO9zkDFgPOjjyO-Tk7rimKCVEdLEnKLpDE1Xz25PMy0g6sEZ0dTu6sNaV6vGgs4GtYGn0jqIemluk5qTic6RXuM6Kh6JGGqExhnBMzE2XsxEGYIyhaF5Q1dHSqnyB78iuJnYF_dtT5JtujyqswBVvYCRXty6GuWxNLixb015zThX7caJtUln6ilQqAWkqwe4y/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h23/h001.sG4D5-rQDbHtLlbq59xKQdgZ-Z7nwjZOgE5hTQnpIgw" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to build and scale voice agents:</b></span></a> This tutorial shows devs how to build and scale fast, responsive voice AI agents. You will learn how to use NVIDIA Nemotron, Modal, and Daily's Pipecat framework to manage real time speech processing and tool calling while reducing latency for natural conversations. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Repo</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkksbrikU4Y1V01MMh7QQyz-ZnNNf7mxXI_Q9fk0bX6TIt__nuDkapNX4b7F4lFHRq0r7sh18OByZ-F-3anQDiSMsoMQb5aVKFoWt2bfK2fONDcrnWPwuzoClwDuLeS1VLFJr6gg7K4X7HjWf_L_LcrJkf_NBDs-Ayt4pqmJo4BNhklxLxjTMRyB7vj5JOQ4dsNQ1PpWX-TYMVxuJUqHCQiPiuBmejYB49OcbytoGnacpxf1Io8HY-JpHypFsgunYVLnWFQhoB4uixUOA8IhFxw7nc91sj9Vn2Hcjf3v9oemEkzIwhevQV2TbS1XVUrabLA/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h24/h001._Gaji_a2otiCWfwVuE6vD9DDVhTeZDno5soAEkBbN6o" target="_blank" rel="noopener noreferrer nofollow"><span><b>Claude-Code-best-practice:</b></span></a> A complete collection of Claude Code resources that serves as a practical reference for devs building structured AI workflows. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Paper</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.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7QB-xpqq4mzcGDQzjKPg7PuDxoNe9ITQbBMaTu3Q2i8vZ98n6AdDdL0Kgkowau5lq6zZpIz5_vq89wFcMYzTppslnZZUH3XxWXwzGtyS9U9djJxydoXeMeMi1e4uCG_BHVjTjbBr1qx4KAXQm1xH5AwCoeK5AJpRfNLUVDsnFT0R-180PGcoZJFDZsKmUIbHbCvZ-L2Oizk6_0v6mKEWwpKT0zxlpZVNky11ShFfz1Yx9psQBWQ9dTJ4176ETjfsc6ALTFoQLYxIdOMgQ12L_e8lfiPRfofL5cWRrU7_1J1OUYivsF2LfBXtZmdf6njoNg/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h25/h001.c51LdNTtAAyJJSfla_IVuDDKK9h2ayeNK0wYr1hr-ig" target="_blank" rel="noopener noreferrer nofollow"><span><b>Tracing the thoughts of LLMs (by Anthropic):</b></span></a> During training, AI models often develop hidden problem-solving strategies that remain difficult for developers to interpret. By mapping these internal processes, researchers found that Claude is capable of planning ahead, bridging concepts across different languages, and even faking its own reasoning. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 8.0px 8.0px 8.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="background-color:#f1ff00;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. Showcase your product to our 200K+ engineers and 100K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585geVq-JTfgJigHzsdLTfpBZBpwwpeyUI9zMqG0FKK25XWWgfA8g0CHUzSaE4h91pVQMPPcYgcUjzgu9pxDx0de8eL-iXKXDEogEfMZsFa95wZfXpEZST8Q-ck5Gr8x0pPlH4yCknaWQ2-aWnIhPBKG6UiWQmWjjnZAMV8bkGLy3cHm-qlcaCsHPHRfU2sAJTu/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h26/h001.kGl3ZNDRei1sdhR0LvjnhGAmLvGJXaO3DFGDkS1tbYE" target="_blank" rel="noopener noreferrer nofollow"><span>Get in touch.</span></a></p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Whenever you’re ready to take the next step</b></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;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IqUZOML35pbZylK0LfuECGggwCPybOvyZDsxQlJ2zDE00KML4POaq9gwK9Wd60lUsBtq09jFfdTRYAvkKWERO-bjaanUGA8aCQcCsmCM26CmCjje4OOpD4rCzDquv_5Ca1vCIPQ8BRZKdnQTPIkvQ7ZLp-aux0snBWde-ej-LLdksqxdoiGHj_Am3xarSPjbrLgV_4xrU-S4PVdApOCFPpAhFTsQqHo1eHWepMyfubtyKR992yyI5X0ov47GxK6CfHNCsziyVP2-QlyCzExa34uobwrgxGqA0zMpg5EZIF7vcwPMvORMEOZ9a6LbtBVV/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h27/h001.s_L9-UkJmNJsb1XbC_TfYPHZX6FBx9AZ6MI3YZSiYu4" 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href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GEZj7q7iHnksuGFqedNTM_wrgtiZ90hLSx3mcm2hAmr-J9CUHMFCQU3jbiRTikQ4jW06yEWRlkFhAvTQTETbtUPokq6LJmx7PIEUG0h7ZQNgPkWtDapefouaLvbZCMcLZR1GK7wAP6to_I1tLLgzYDjpEKdnSQsb-Etya-acH-xEygU_f281KQf66iA6IUHpkecHLI2RWHsgbSCF9ICoLH_aevqOThKikQVaLdxbyeXGnpk0VtZxP-sAAxf-DAhhxQQCbkdfJXSVW1hFj4ATPvJt5T-3Ty-O2w8KR41TWbhj5U_NDo-hm2h9ojPpeh65mCA9SEPRH8kdmKODTFV54_ykrxIE3d3LaUZBnJYCWR7QjTHAoDIcDA3tgQhGx58Hz-glU7vWP4NkQ6hFQ2EZ2DP-svB_qSUjgoYMIwxk08yLlo4fNrk2XMVtqXAdiWwRdqxdvdA7DF1YJjvRcXaNbUHqvvgmXnyWhWfiYUqt01ijxT_aLZc9UFYsaCckoW2QIRejn6aV4IqgFYPFjDQYyW_HvwuVggP47BOnr5W0mn2War56B7TZbHxBMOoMzJqtwBB_Mz6mAAKUOqNt5tnC1-bzpeTdhr0ioUoXIBPytY9RAQKQAXghJ7inYB2wYcfcauxenZqeISjrfkc_IhMVcbIAhfHU1Jqxx8TwGhW4ts1_d2k7uRbWUyryc1Z7comF_u6mLb9Gm4ucSMhWAhTmKuSvhpHgyv7E-S3Ow7DGNo7WYqvxAhgCmeV4Q38OeEjwdFLXVMFM2rfBPkr0y3085tGpl0zqCD9Hfr02JE4YTc5h8dTyNxzotRGx7WNXQhadu1Wle_rIgNpconpfsdYOrzJpo3I8Im1f998-VtX-ZwJCqx-wBfR5lsKGvea-qswPqE-cPVbZIFAn8PvsijbAWP7lc8cHHsyccmSZoPuP1UvJQ/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h32/h001.wR7o0JrRrPzVzzkwG9eA5i5S8YTel2aAB4f_6RgPKn0"><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_h9ck9FHbNILShfqkcwhplVfd4NpdIUSbR6cwGn-_EyhdVG6DYRBW3KmtCipsF8cXk4k1g1VDlTYfVwRvWmgAAtm52Xi5ChiQU1vrjiV4_mIxcNbEnG2J1j2v-A1IkrwEUE1KCfIyRbULUt6kWwH26aWuzhHKpocHKYar5hgtS95hd3_Q4rvrLA_S6rL8iGnqp_ADHobGaiVlNTf3vwBNQD8UmPWXPjWy1BHvexKu_10oO95G3mNeQiSm0aBTLTDElkgIj28YHn1PnXHufOlFaRlXzUobS8E6YSaYO2wl7MEcAWZ7OF8ao-s7fD03S3uPG9x2scvVkgCmdl2EXhTsXdzwWPf0rekGyM96vwIElUltWp45uxH82c58KV4bVJQIGfamSf1Q7rn_m6uyBAR4JSXxFI7xtxuWdh9ij0Aa880sDUzTB-V_REr-lq-KClTU9O1SF2I_eVvhkJwCUpb93viMH_Gd86FGDZv0CUovp-6VCCqHqjfnqEkBchQgMRKprmNoNCDF3Cvz2U1iLzNuFR7rESz31J9HGG8QIWY7pn8u2RVkLDcCAPvDrSWzKz19tBk4ogbNU_NVmRipkX9dGDOeboyqAOj-zbhFSWhFiGUWgOvxxCI-Zp14xhMB0AmLvhaODpDCwQspacK9BoKlO0tO51InU-8Pld8eUd0m2V_Zid-7R4XpJp74z1a3XUynGTkdEzsEgfH85Cn59RLy6oqcEJ7ytt3_HaURCMKk-F-b7igZ2Qk3y8H9kooraqyrj6PFMduXBIBNYdImUpTWa_Ce_lcvz89M0f4PzAqSX7cFxeucu8NdzizmoTUDIhRcG0D5U2Ksj8M5vdN4GNQYGbAjEBxXswV92rgQ448nKkYVY6Qr2UvuclUF1x6jAulSfx4TW-Fn30IZPRoMRChVKc5yAmMOdPcrv62ZyUZxpIMrasahnsy8Q/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h33/h001.S-oJMfnAuJTazpOrEVN9Moq_KDOYURnS3ETURvcq_xc"><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_s6AftXBC3OfCry1RhBKYDtTJl71lWDUAkGsiDTirV5RaFush5Tk91V4csu9zQQsdrhTqT9Yffp_rUK_P2Dc4jOB3LNOdfaFsUcfwSM7cIz5F0cfD88LnoiMP-fKIcMvJ7yu5UVihvah8yBuWSlrj_0lfo52-f8y39epZMVPu96Hm3p5ou3tAUQAWrCSNm-RutDhh-Rhs4dhqKgEmabylCRjgEbi-ZczDGELC9l-hdgv4uM5LNC17NIBeL1c58NwpmjFnAwYMXyhTkrQ87TzWYLc03mswJUyB5M0Vq2NqFXIJZhRmI_DVxeFlbhPOGnwwcgTUidZwoemI4YNlWoCzibULCCeDfA36MjAdcD9XyzYQQhAKvlsnY54vMkxErETLPhqNSLjn9wVC6Y_S0FF9NGYOmIrAy8mICU5xuIkw5GfsAbEVGAXw1rffPvgKY6ZZgozvTrsEkbQkqzsog8Ba1zgqWCoOXJa_L95eKPw3UGwwKctX53P95Nb0x6OmYHwm331ulY-XbLSdSkRxja8UNZxm-oVZHF4036VYNPfVQ6GxDz4E0wjr5Zvf8RE4swPFxYqv654KFrj7kM-m9M8PajWB2Hjoews20g7d523bctyZbMhERJPd7MPFbZqv3OguKNK5ym7wJDj3ipdPPNE38xtfiKdC7IsxzuWLgX521vgKiqdEhN2w8qgfWyJGb5-brOLQlcxq-gIt_xusSpB-gjYBSrcz7OloEPeiNlD6gKDLKt5Ih6HfX-K14xjGbQRcfYnQ4SK1n13GNwDwiguixIIDaxoceTuspKcqMicDEh9Hwb_AvFBtbGizRLY6T0gnGXS4PtQAN5nE97FpV3PKQpvC-CPtLJy50sZb35z4MXjLcjmlUfUH14njrL3i_hqKCkzqE6Dfa8PwGwQI2LX8OevQJbDnsTORgtlYINi_TJCN8rF6IS0GPleEIDxlg/4oo/1Uv5yukHQp2loX7ud7ZDJQ/h34/h001.Uv52lIC-TI70HASANPt8Vi33PAJXUChImN1K4W4degc"><p style="font-size:14px;color:inherit;"> It sucked 🧠 </p></a></td></tr></table></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> You can also reply directly to this email if you have suggestions, feedback, or questions. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Until next time — The Code team </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td align="center" valign="top"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td><tr><td class="b" align="center" valign="top" bgcolor="#030712" style="padding:0px 0px 0px 0px;border-style:solid;border-width: 0px 0px 0px 0px;border-color: 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Plain Text
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/32c8c971-340a-4f62-a6b8-f362e57e5397/image__83_.jpg?t=1770628392)
Caption:
----------
**Welcome back.** Google just gave NotebookLM a major visual upgrade. Building on the basic video features released last year, the new output looks completely different from anything the tool has produced before.
**Also:** How an engineer runs 30 coding agents in parallel, what Karpathy deleted in 2023 and just reposted, and how to fine-tune LLMs.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* The code review bottleneck
* How to auto-format Claude Code's output
* Trending social posts, top repos, and more
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **TODAY IN PROGRAMMING**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f5a84c74-7800-4f86-abe9-4845b8037f46/Untitled_design__1_.jpg?t=1772699978)
Follow image link: (https://x.com/NotebookLM/status/2029240601334436080)
Caption: Click here to watch the tutorial.
--------------------
**Google's NotebookLM turns files into cinematic videos:** NotebookLM just [**rolled out**](https://blog.google/innovation-and-ai/products/notebooklm/generate-your-own-cinematic-video-overviews-in-notebooklm/) Cinematic Video Overviews, a big step up for its Studio feature that turns your uploaded files into polished videos. It moves beyond the old narrated slide look by using Gemini 3 and Veo 3 to handle everything from the storytelling flow to the visual design. You can drop in a technical spec, API docs, or an architecture diagram, and it turns that dense material into a structured video explainer.
**OpenAI revises its Pentagon deal after employee backlash:** The ChatGPT maker amended its Department of War contract following employee pushback, user cancellations, and a reported surge in Anthropic sign-ups. CEO Sam Altman publicly [**disclosed**](https://x.com/sama/status/2028640354912923739) the new terms, which state that the AI won't be used for domestic surveillance of U.S. citizens, and intelligence agencies like the NSA are explicitly barred from the agreement unless a formal contract modification is made.
**Google ships a Workspace CLI built for humans and agents:** The search giant just open-sourced [**gws CLI**](https://x.com/addyosmani/status/2029372736267805081), a single terminal tool for managing Drive, Gmail, Calendar, Sheets, and more. It's built with Rust and comes with dynamic command generation, JSON outputs, and over 40 pre-built agent skills. Just install it through npm and automate your Workspace tasks from the command line.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **PRESENTED BY DELVE**
## [Migrate to Delve and get a $2,000 VISA card in your inbox](https://delve.co/book-demo?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-primary-feb26-26)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/cc032c03-dc25-4cc7-b460-24e6603e8b1f/delve_100kb_-_Zahabiyah_Badri__1_.jpg?t=1772695180)
Follow image link: (https://delve.co/book-demo?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-primary-feb26-26)
Caption:
--------------------
Delve is the [AI-native compliance platform](https://delve.co/book-demo?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-primary-feb26-26) that actually does the work for you, auto-collecting evidence from AWS, GitHub, and your stack so you’re not chasing screenshots or babysitting integrations. Use AI security questionnaires and an AI copilot to make compliance less dreadful.
The proof is in the pudding:
* **Bland** unlocked $500k ARR in 7 days.
* **11x** streamlined audits and moved faster on enterprise deals.
* **micro1** scaled compliance without adding headcount.
Free migration. Zero disruption. No starting over.
[Book a demo, trigger your migration](https://delve.co/book-demo?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode-primary-feb26-26), and get $2,000 when you’re onboarded.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **INSIGHT**
## **The code review bottleneck is getting harder to ignore**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/0cffedd5-323e-48c0-9ba0-b247cf522909/CleanShot_2026-03-05_at_17.17.34_2x.jpg?t=1772711312)
Caption: Source: X/petergyang
--------------------
**The infinite scroll of PRs.** A YC founder [**dropped**](https://www.latent.space/p/reviews-dead) an essay this week with a bold claim: human written code died in 2025, and code reviews are next. The piece is sparking real [**debate**](https://x.com/i/trending/2028835308754890837), and the pushback is just as interesting as the original take.
**Mo code, mo problems.** AI adoption is flooding systems with more PRs (pull requests) and more diffs (code changes). Review times are [skyrocketing](https://altersquare.io/pull-requests-ai-adoption-2x-team-bug-count-doubled/) because AI code actually takes more effort to check than a teammate’s work.** **If AI writes the code and AI reviews it, what exactly is the human approving? The PR was built for people working at a human pace. In this new reality, it just doesn't fit.
**The skeptics have a point.** Django co-creator Simon Willison [**nails**](https://x.com/simonw/status/2028838538825924803) the real concern: security. How do teams stay safe when dozens of groups are shipping constantly? Kill the review gate, and you might just be fast-tracking a disaster.
**So what fills the gap?** The real move is shifting human judgment upstream by focusing on specs and constraints rather than diffs. It’s a compelling shift, but most teams haven’t figured out how to actually make it work yet.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
----------
##### **IN THE KNOW**
## **What’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/1e625c51-e17d-48e7-aab6-d969a9aae701/CleanShot_2026-03-05_at_12.22.43_2x__1_.jpg?t=1772703383)
Caption: Meme of the day.
--------------------
* **Before Everyone Does:** Google quietly dropped a Gemini 2.0 Flash-Lite guide for devs with [7 use cases](https://x.com/googleaistudio/status/2028873598170178016).
* **30 for 30:** A dev [swapped](https://x.com/karanvaidya6/status/2028878156883787790) his 30-person engineering team for 30 AI agents. Twelve days later: 44K lines of TypeScript, 175 PRs, 1,500+ tests.
* **Anthropic** **Comeback:** This viral chart [shows](https://x.com/Yuchenj_UW/status/2028974344710606905) just how quickly Anthropic has won market share from OpenAI** **since early 2025.
* **Delete, Undelete:** Andrej Karpathy deleted a diagram in 2023 because it looked too radical. He just [reposted](https://x.com/karpathy/status/2029351099552149736) it because it doesn't anymore.
* **No Labels:** Fine-tuning in 2026 doesn't need labeled datasets or reward functions. Here's what [it needs](https://x.com/akshay_pachaar/status/2029212227438518406) instead.
* **Earned Reading:** A software engineer with 15+ years just [shared](https://x.com/Franc0Fernand0/status/2029212863433187641) the 14 articles he'd go back and read again.
* **Land Grab:** The OpenClaw ecosystem is 3 months old. Here are 11 businesses you can **[still build](https://x.com/MisbahSy/status/2028594031794786579)** before the window closes.
----------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 auto-format Claude Code's output**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/17a52407-c056-4c8c-9030-79d3be4221d5/CleanShot_2026-03-05_at_10.24.06_2x__1_.jpg?t=1772686494)
Follow image link: (https://x.com/bcherny/status/2007179852047335529)
Caption: Source: X/bcherny
--------------------
Claude usually writes clean code, but that final 10% of formatting inconsistencies means you're still stuck running your formatter manually before you can push anything.
Creator of Claude Code, Boris Cherny, [shared](https://x.com/bcherny/status/2007179852047335529) a simple fix: a “PostToolUse” hook that automatically triggers your formatter every time Claude writes or edits a file.
To set it up, open ".claude/settings.json" for a specific project, or "~/.claude/settings.json" to apply it globally. Just add the following block:
```
"PostToolUse": [
{
"matcher": "Write|Edit",
"hooks": [
{
"type": "command",
"command": "bun run format || true"
}
]
}
]
```
Using “|| true” prevents Claude from crashing if the formatting script hits an error and ensures every file Claude modifies is automatically formatted before it even reaches you.
----------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:
----------
##### **TOP & TRENDING RESOURCES**
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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/9ad2ba6b-179b-4a70-86ef-a6347cc1446d/Untitled_design__2_.png?t=1772703710)
Follow image link: (https://www.youtube.com/watch?v=chXqb-DdeWc)
Caption: Click here to watch the tutorial.
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### **Top Tutorial**
[**How to build and scale voice agents:**](https://www.youtube.com/watch?v=chXqb-DdeWc) This tutorial shows devs how to build and scale fast, responsive voice AI agents. You will learn how to use NVIDIA Nemotron, Modal, and Daily's Pipecat framework to manage real time speech processing and tool calling while reducing latency for natural conversations.
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### **Top Repo**
[**Claude-Code-best-practice:**](https://github.com/shanraisshan/claude-code-best-practice) A complete collection of Claude Code resources that serves as a practical reference for devs building structured AI workflows.
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### **Trending Paper**
[**Tracing the thoughts of LLMs (by Anthropic):**](https://www.anthropic.com/research/tracing-thoughts-language-model) During training, AI models often develop hidden problem-solving strategies that remain difficult for developers to interpret. By mapping these internal processes, researchers found that Claude is capable of planning ahead, bridging concepts across different languages, and even faking its own reasoning.
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==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 200K+ engineers and 100K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
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### **Whenever you’re ready to take the next step**
* **[10 Projects to Master AI Agents](https://learn-ai-tiles.lovable.app/)**
* [100 Pro-Hacks for using Claude Code in 2026](https://claude-code-hacks.lovable.app/)
* **[Top Resources to learn Claude Code in 2026](https://claude-code-spotlight.lovable.app/)**
* **[Zero to Production Guide for Building AI Agents](https://ai-guidebook-nexus.lovable.app/)**
* **[200+ Resources to Become a Great Engineering Leader in 2026](https://thecode-200-resources.lovable.app/?utm_source=codenewsletter.ai&utm_medium=newsletter&utm_campaign=your-200-engineering-resources-ultimate-claude-code-guide)**
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Until next time — The Code team
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