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🚀 Claude Code gets computer use
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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Tue, 31 Mar 2026 13:01:25 GMT
Subject: 🚀 Claude Code gets computer use
To: [email protected]
Date: Tue, 31 Mar 2026 13:01:25 GMT
Subject: 🚀 Claude Code gets computer use
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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 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 31, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9uZldoi4mcbTpJ6qN0AV7mSYr9vfiGsOxoq5m7BtteQVGqkxXFh1fH9X-c8XacpTjOrpii2T-v1M0Pi1jLfHbDLQLkhrU9u2OD-BtHRKLDmXQ1gPOfp3nwnTKAIRXpOMrkYyrdn3FMz1qiA4ZZbvHpBpRg6w1_j2-U4SeurbZtYZc_2Rd_DyRwHywyTYYPMfOq6n31Dtmvf8mY5aWXaBtT4EFiiCzf5thwvC314Xz3IL_GVK3VExxempHBMM4suPzj_YYsbDHk2Jq0FTJ7SaBpcdrZopERbWjcbDsL926Y97w_koxuVZ1vPOl7NrsUHttvByDMRx-wg6Tdvdy9l4onoBV7Yx6KrJhKYQfEpHpX_j0Kxz7Ql2nXiZ6OX2ONHYSc9f5UBjWrb3l_IG_so2MAX_0QjqL_ZGmv32m70Fs5apSKwNAVnvTLupdQMVBYhr9r-M9_j9jBfzFPHQQqZxeLO2QhQRw2iMuBsSAZtl8-yEY9yfSOKPanK9v933bt-q6U7GheYVLWj9cfEdqL840Ld3dzWrOyUYmu12vmenuiDGbuoTru1yc8DoVLkuhOU48Y76MXddeNc9L5wFIYbT2dav-VXjc3XWRSVyj8b9HCL9n-g5oIb_2ST_dTO3PKcLZOJZu0dB9hXIwG_RugmXtUJfPY1Sdj1YhDdqJBtXPdP4LhjFAZWO3jjYswtJqVcLiv0ObcwMZD9kv30D63kfreIlGlF5_Q622xw2JSB4OV9oePpG_HebE8hH-32lF5jOxqAjTQiLlDgkwBDEASjBTDa8QkLo_1YPHrl5Y-NS09lluwtAsenWYICyi0hJTpX4ysQ2lpLMjiYNL2jzGiODy68AnpeTdFrS_eX4HqFjfN6C3V2ldLy-M9FaSrmulopsfw/4pe/sWCD3d_7SECaQmHylPvbJA/h0/h001.HrhRlJgWseZqN8tvI35njM6taY-jmcf96Owv5VRqau4">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/4pe/sWCD3d_7SECaQmHylPvbJA/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> Anthropic is shipping fast. Their latest Claude Code update now writes, tests, and self-corrects code by navigating your screen — without you ever leaving the terminal. </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 to build CLIs that work for agents and humans, 30 Claude agent tools every dev should know, and the only 4 tech roles that survive. </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;"> How Vercel ships AI code without breaking production </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 automate PR reviews with Codex </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_0gOXDT9L6YGXVUsBvZtEeQrv2KrPmT42IjV2NJ21sFgrHrJaNeoAFwN0S_RgJnp8BvYsYzRPchNf13Y_0bYMO7CsGhY3nEpjnqQgwd2JSUlL68v-my3Ey_BtAf6U6d61IDsd3S5Cj2KJyGTkT3-QT4TiESXOe05bBPVeCGitrhe7o4ThuDVN4pRkoZ1uwfa_HxyeBghIivOIF1Rw7upTI-oJ50WDtKQTQChO8-xzclpMQ_S404jzVKLCX3IPSxUABO5QCIGH7l5U1RtaWB14roEgZ2bOJHQWWsCJdue3TqFWllfKodR/4pe/sWCD3d_7SECaQmHylPvbJA/h1/h001.glxp1A5pbA6Gvay68TdI5SJ1P9JiCimhEpjUmF7l2bs" 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/f6f29ba5-84d5-4b68-a185-2cbd6402691d/Untitled_design__33_.jpg?t=1774940180" 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 see Claude Code computer use in action.</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>Claude Code gets full control of your desktop:</b> The AI lab just shipped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6YGXVUsBvZtEeQrv2KrPmT42IjV2NJ21sFgrHrJaNeoAFwN0S_RgJnp8BvYsYzRPchNf13Y_0bYMO7CsGhY3nEpjnqQgwd2JSUlL68v-my3Ey_BtAf6U6d61IDsd3S5Cj2KJyGTkT3-QT4TiESXOe05bBPVeCGitrhe7o4ThuDVN4pRkoZ1uwfa_HxyeBghIivOIF1Rw7upTI-oJ50WDtKQTQChO8-xzclpMQ_S404jHt8qOW0suHj3wy4Zj_q2RYR1OkLARx9xg1eyagy1VnRg8zyL4wtuvmxRjL_gr11O/4pe/sWCD3d_7SECaQmHylPvbJA/h2/h001.uLf3jO9eS9PTMA0VUn8YVhxDkdUjlS4fiGBNK8UGslo" target="_blank" rel="noopener noreferrer nofollow"><span><b>computer use</b></span></a> for Claude Code, allowing the agent to take full control of your Mac screen. It can now open apps, navigate UIs, and capture screenshots directly from the CLI. With a single prompt, Claude can write and compile code, launch the app to find bugs, and verify the fix. This macOS-only research preview is currently available to users on Pro and Max plans. </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>Alibaba unveils its most capable open-source AI models:</b> The Chinese tech giant dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VUuH6R6zI0G5BkbXvz91_GAyPOWiE-on8J799p4fhR7gNZgQBOrfAsGf_p3PNLkIyaKlqa_wg1HKrotKHzo5_D4wMGsBNDE15sFKOTVzRg1vzgeBpg9iT5CLpkPq5RPvjJc_uupV1DIMsTseKXGEoxV1Ks_UyxLAxh8NaKZaUsuQ5tOcab2eHs441kVAOh2zFdAO-kvz2Y4HXQho17okcP8bNAj_YjVQZMgsoRz-8_I9Rl8tbKpMo0pu6xpot9ZdRN_dtg8vjUmRclnf7GlDdmtMbeh2Z5onWT2fcHJOBlc/4pe/sWCD3d_7SECaQmHylPvbJA/h3/h001.tJjeDBu7adrbvIFRYyaREbyAwYDV9t07PvIy2PqgYks" target="_blank" rel="noopener noreferrer nofollow"><span><b>Qwen3.5-Omni</b></span></a>, a multimodal model family that natively handles text, images, audio, and video. Its standout feature, Audio-Visual Vibe Coding, can generate functional websites and games simply from spoken descriptions and camera input. The Plus variant even outperforms Google's Gemini-3.1 Pro on audio benchmarks, supporting speech recognition in 113 languages and processing up to 10 hours of audio. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LwHJk25-6Jodqb3wedRkLMizVMuk1MV93-Z7rLnXHpvgf3H55HNSoYBjaD0QfIX-Fn4rHhZne2vLsR8Z4HswXa-JYKidwPpiZKjAlLHyoqMiWX4aPVItexQOgXh089BmDcZEg0J4eqgGtQWX4YDHuXhhh9blJTVewagVXosCwIsvRt26c9kbmmeA3RaGuyJMB0Pd_cA1sXqIxq__Zy6GXo8FKVX7uNtkTY0rpNuAo2_d1_nSVZg1sfMensRpFfcQUhSki3vW-_1nu_I1KafgeJ0BRpCwZPPB9SEff0FNKite/4pe/sWCD3d_7SECaQmHylPvbJA/h4/h001.1IVb6WWSlfbsu3wUTzjJITFKTWKb4w0YUrZtJIDdyeQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>Watch the demo.</b></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>Supply chain attack hits one of npm's most downloaded packages:</b> A major security breach just hit <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-xFqdzO2QOlv81FRGpLY4DFKkLY3jzY4IYmvr_9M17fr4MMSfi215Xf-olwe3axs7_GNnMBgSdDoMriptiX_f3iVd_EPBsei2yFApTL2jAl7oC-XXx4PM8aKPyYsGSAMFwYO9-I4QN2cmNWaTb6b0Ly_YIvRg1xytAEsWT06NOzndUz62XWZwfn95U0HXH5F895bFHci1LqrlFljzhSIk3zB-FZizfDDCZz3FIaqNzpCUy8epeYruNohDbbzluQ_Vq0IM8aYM175V03crlkoslmonbtobdMZT25uyDXbLR3/4pe/sWCD3d_7SECaQmHylPvbJA/h5/h001.Etfs1zxDvtLgNqNydpDKqSEvQR3J8pzQfNZJT02cMnU" target="_blank" rel="noopener noreferrer nofollow"><span><b>Axios</b></span></a> after attackers hijacked a maintainer's account. They slipped malware into two new releases that quietly deploy a remote access trojan across macOS, Windows, and Linux before wiping their tracks to stay hidden. With over 83 million weekly downloads, the impact is massive. If you're on version 1.14.1 or 0.30.4, downgrade immediately and rotate all credentials on the affected machine. </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(3, 7, 18);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY WISPR</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/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuAsrI4e5bNWqkFWrBwbzsAASiLYBCN-8JXStjV8ShwSZkJfBRaMlikzKBsvDcwSyjyBxgpy1IR0KoBd3U9jQckj-njkaglr9tMayUsBgzfsG74X0gT8d5DZ9frfz62NH9yv-RWuO3LXn91i3l0fZpnkJLe044Fkd48MyAcMi3s1M/4pe/sWCD3d_7SECaQmHylPvbJA/h6/h001.zTGeLVKV4j9jAGN3WTSzJRWC4FIxjk9Dz2RIbpnlbI4" target="_blank" rel="noopener noreferrer nofollow"><span>Your agent is only as good as your prompt.</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/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuAsrI4e5bNWqkFWrBwbzsAASiLYBCN-8JXStjV8ShwSZkJfBRaMlikzKBsvDcwSyjyBxgpy1IR0KoBd3U9jQckh77Bg-hxamE0IlQh6bb5ga8lcxCzdnM0Yrq99ZDjpob3y3tXAwPC-3gtxmWmoRpvm_qRcOwvXVBWG7VKa5d4Js/4pe/sWCD3d_7SECaQmHylPvbJA/h7/h001.XUPn2zdUV2IyMlLNkz6FyUGQVQPvtHqFMWQcIq7dTvQ" 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/69034f49-0852-43df-8c1f-05b49907bcf1/Newsletters_Image_1920x1080__5_.png?t=1774876710" 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%;"> Claude Code, Cursor, Codex. The output ceiling is insane. But "fix the bug" gets you slop. Detailed context gets you shipping code. </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 problem: typing out file references, edge cases, and architecture context 40 times a day is exhausting. So you cut corners. Your agent gets lazy input. </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/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuAsrI4e5bNWqkFWrBwbzsAASiLYBCN-8JXStjV8ShwSZkJfBRaMlikzKBsvDcwSyjyBxgpy1IR0KoBd3U9jQcknBY6kFAN0Z96fL9dFwbfPj2VrVOf2t43xet_omcuYedBLhIyUddGxRzXbs2NJgiSl7n19NMDG2kGD3tdKX6w6k/4pe/sWCD3d_7SECaQmHylPvbJA/h8/h001.7gb7MgBwfXb8Rn7JrG3Fz9oYqPCatHqY14n_hkjbRo8" target="_blank" rel="noopener noreferrer nofollow"><span>Wispr Flow</span></a> lets you speak full prompts with syntax-aware dictation. camelCase, snake_case, file names all preserved. Auto-tags files in Cursor and Windsurf. </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/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuAsrI4e5bNWqkFWrBwbzsAASiLYBCN-8JXStjV8ShwSZkJfBRaMlikzKBsvDcwSyjyBxgpy1IR0KoBd3U9jQckj-njkaglr9tMayUsBgzfsH0qJRc1cst0U3XlfPvdzqD3zBVtD8FDIePLfVyPeLmVZ4Q5_HHk8ms7DMbn4-mwOA/4pe/sWCD3d_7SECaQmHylPvbJA/h9/h001.8D0a-28kRCjST0npBXVq4l62DV5aJX8LnxpMDck5zBA" target="_blank" rel="noopener noreferrer nofollow"><span>Used by engineers at OpenAI, Vercel, and Clay</span></a>. Works on Mac, Windows, iPhone, and Android. </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%;"> Better prompts in. Better code out. <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuAsrI4e5bNWqkFWrBwbzsAASiLYBCN-8JXStjV8ShwSZkJfBRaMlikzKBsvDcwSyjyBxgpy1IR0KoBd3U9jQckvj7Z5PAb_DTMfK4iwMZAgJPOYYxAb1MhC8vmPHiHmrvn5kyZWc_4C1j3uTLNwtsB-EBVnGcNaxd6G3ZRkpmtO0/4pe/sWCD3d_7SECaQmHylPvbJA/h10/h001.x8nH97jxaowid7tZVeFoZXnabQXmdeNUV96YrnfdoTE" target="_blank" rel="noopener noreferrer nofollow"><span>Try Free</span></a></b></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>How Vercel ships AI code without breaking production</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/10faf480-73ac-4f1e-9cb4-6ed704b4db6f/superhumanteam_a_software_engineering_team_working_on_trainin_66c7efe2-6a9f-4b16-b9a2-f886dd4ef72b_0.jpg?t=1774948776" 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: The Code, Superhuman</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>Amazon broke first.</b> Following a wave of AI-related <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wnAt04iMKBc-3Ax9jpUtUnZ9dbPjG9MiaMakdPxylY_FSdp7Wao7AxD-_CUYsgBXothmQOuEObj3DpWwPVG-iIoIzeJx2a5W4xYEUe2m8T8pkN8DouPwyFlBavOBOVgKHXenrL8Be8MZ_F8mKk-nkzXGZOwmnyHmYZqebae-EsAnkB25QAO3VLLJmKMzEg8zKuUXkZWfU4G28Do_XvNCryN9iQt09xYizqyQ99YHNK-nBNfrRxReK5ehPhunvgWwObaKPKZ-w34paBAxGdC4kHUJyGUVnjL42sgZV4wISH4CmrCSSlI2SDqoiARSbpWn9QLkor_u0Jgc-1m42SZUUw/4pe/sWCD3d_7SECaQmHylPvbJA/h11/h001.2ZKr7ThuUy_ZfBhJTmFesmtYfajKfnQaVyLpMO6iZ5o" target="_blank" rel="noopener noreferrer nofollow"><span>outages</span></a> at Amazon, internal docs show failures are becoming more frequent and hitting more systems at the same time. In response, Vercel just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nlNyt-7byyNE7aOaVBNll2W5G1UdazimdbE_rVHXNt3PX8vsgiNnut7HmjMiWJFkx1rciKxV8w5E1Oco8sqcAjrVEZCvze0JnciYa_VVMST2fdArBoV12etu9w0DKs1Hi98JRojc862aUAoPwlbCLhLXmuwl64jqcWY4LRoi63Ayc4LaJPa0cIKtWWObqYbstWD0dGaAEj6R8_T_V39iGUD3B9gT6uIzVFTYYqxw_w9xbZg0Ijxe5ieBlmz7DTEZv7lWFaAOFgNsNqLS4DTQaNSTJTSDPGmaaWsWZf-RnIQv_rraslTuk6oR3qB4FaX5/4pe/sWCD3d_7SECaQmHylPvbJA/h12/h001.RJvfpDqwsbCXyZn8DKGApzdpwj8fPb0jsMiBS0H0aZI" target="_blank" rel="noopener noreferrer nofollow"><span>published</span></a> its own framework for shipping agent-generated code. The takeaway? Passing CI (Continuous Integration) is no longer a guarantee of safety. </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 "Flawless" code trap.</b> Agent-generated PRs often look perfect. They pass static analysis and follow all repo conventions but a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoOR_CQNLMsVh9BajB4rno1XzC09wB-Wk7tAP51G6NViQXm5TRSAoxXGtocyTG5GSMsbdy-OZFfRu_7Q-Oza_knQAp9XYnBulZWqq5zOPzNxFdOmsYMnrj7xbictfaaQntcrvmbG6pMFyvSdl-YiQ19zOxPLMM82K1_YqTVYGOUvefVn5WIDIu0EaoEfSsKX7oxQ2AXZy5cYjC_RTnsDk3UHHjR4Ezwnytmr1CVeaQe55dpDojmP0FrSWsq2XbiFkaAgC1zqKN58S_ZZfO0ZwU5lKOUWlvA0rvfC-pIP8c4S9LIhgqwfBbrB1hepFhBMxQX5f6Zx43lMbQR0pnrZ9q0/4pe/sWCD3d_7SECaQmHylPvbJA/h13/h001.gYbydweeuxxaQ6mrM-yWwmMVyApVYj-13TkZvE7FjD4" target="_blank" rel="noopener noreferrer nofollow"><span>CodeRabbit study</span></a> reveals that AI code produces 1.7x more bugs than human-written code, with logic errors jumping by 75%. Because agents don't understand specific failure modes, there’s a massive gap between code that is "technically correct" and code that is "operationally safe." </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>Infrastructure as the safety net.</b> Vercel is shifting its focus from manual reviews to infrastructure-based fixes, including auto-rollback deployments and continuous production testing. As Vercel CEO Guillermo Rauch <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lx09yx0PSQ9NarqZjqChQVeZn9xFPpBfRYjksyon1gycxC3AbHCFIr8811WlrX3mrl48UgUWxzrrx5_mwMdiFvqm3KveSTf4tcfoimBEXZN3ZqmPYttT4tQKak82j0NJRLbD6Tth0x4wxYtSYt3V7jPrG5_IjTrF20mmRo6Yu3-l64SEVAjqWDYQVtYRYQhZmuSy4AHSp9GBtoxd9BtCTwWrde4OTboaBV8joA6oxXyiVPWx2UkH-jKLKgMyXXMhhgfgbJ2kMfbYHB8xj3BOaUpMv_4ZSksbL7rQUW0dV-F7/4pe/sWCD3d_7SECaQmHylPvbJA/h14/h001.3UZH1npNaxh7vdbzU3EgK3MJPzGv-LOrikqymFY3TjA" target="_blank" rel="noopener noreferrer nofollow"><span>put it</span></a>, "vibing" and mission-critical infrastructure simply don't mix. </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>Three questions before every PR.</b> Vercel's internal guidance boils down to a checklist engineers run before shipping any agent-generated code: What does this do once rolled out? How can it hurt production or customers? And would you own an incident tied to it? If you can't answer all three, the code isn't ready. </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(3, 7, 18);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY DEEPL</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.IFKgnKhChLEORPQcgirN7LhwPBTSreYxVRHiAewpamgif3WI7FyqcOV8R1WYYVKiNCBNGVGwGCONa86u_bpik5D6znUdYRX-D66TJfHH6aG_B4oy9q2oeIuIcHXRjSShnFuCW8LHPQYDL50GNJ3oLH7AQZqBJyqiAEXhkWgbSNnL_lOy2JYA6LAnoiHTKKi_wZrfFqXO3ADzNQhdonLAoX42bjzJ0CcPvR13lhUbU_K8VipfFBD5oM_I7mt2AVne/4pe/sWCD3d_7SECaQmHylPvbJA/h15/h001.lhWw4E2VOQZ0dewIO5ZKgx4jWci7Bbhiab06tmdcU4s" target="_blank" rel="noopener noreferrer nofollow"><span>AI isn’t the story anymore. Language is.</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.IFKgnKhChLEORPQcgirN7LhwPBTSreYxVRHiAewpamgif3WI7FyqcOV8R1WYYVKiNCBNGVGwGCONa86u_bpik5D6znUdYRX-D66TJfHH6aG_B4oy9q2oeIuIcHXRjSShnFuCW8LHPQYDL50GNJ3oLH7AQZqBJyqiAEXhkWgbSNnL_lOy2JYA6LAnoiHTKKi_7kWsq9L4N6POk5ngbL0hEfxANia9An6Bnx4DEpdCemXFpcETMwxwKECGsqebdUCb/4pe/sWCD3d_7SECaQmHylPvbJA/h16/h001.87cIs1Pmd0H6xCKs1IuVL6_jzVSRsJCs3o0WWUi8bvg" 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/334825a2-1f3e-4a92-8a7d-48958bdf77e0/Deepl_thecode.jpg?t=1774876868" 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%;"> Everyone's talking about what AI can do. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7LhwPBTSreYxVRHiAewpamgif3WI7FyqcOV8R1WYYVKiNCBNGVGwGCONa86u_bpik5D6znUdYRX-D66TJfHH6aG_B4oy9q2oeIuIcHXRjSShnFuCW8LHPQYDL50GNJ3oLH7AQZqBJyqiAEXhkWgbSNnfthb7qQlZaarLNXKM2T922lGcfnC2UfsU9sCGK8dbIZXZD2UqIRz8AyhDxNoIams7iBzasoLfUKQ0FX64-RDZ/4pe/sWCD3d_7SECaQmHylPvbJA/h17/h001.PCcsr24cP9Rb7GP5zvybT1vlxCCl6FfWoEX4bH2PB-Y" target="_blank" rel="noopener noreferrer nofollow"><span>DeepL's Spring Launch</span></a> is about what it can do in any language. Translation that thinks. Voice that works in real time. AI that fits the way your business already runs. </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%;"> If you're following where AI is actually going — this is worth an hour. April 16 · 4 PM CEST / 10 AM EDT. </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.IFKgnKhChLEORPQcgirN7LhwPBTSreYxVRHiAewpamgif3WI7FyqcOV8R1WYYVKiNCBNGVGwGCONa86u_bpik5D6znUdYRX-D66TJfHH6aG_B4oy9q2oeIuIcHXRjSShnFuCW8LHPQYDL50GNJ3oLH7AQZqBJyqiAEXhkWgbSNk2yYl-Z87Dvnzrynm_HK71oEsENoGufapg97wdrLwvBNdUb7DoZBpfTOPFgUhzI0iHj3WI92LTy__nm6L5agLo/4pe/sWCD3d_7SECaQmHylPvbJA/h18/h001.bckBtwnV8aoutQ9UHhzwA5neVVXyZe_tNkUoLBSUWWM" target="_blank" rel="noopener noreferrer nofollow"><span>Save your spot</span></a></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/82d67d06-d29b-4fec-a11b-ad9908684830/CleanShot_2026-03-31_at_15.03.12_2x.jpg?t=1774949638" 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>Built for Bots:</b> Every CLI you ship will get called by an AI agent. This <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LwYgBjUsk79JPKW0Dl4AU6loDKORaBhxUUyeCMsDoA6D102hCd7A1ixdqEmSZwOGN274qSS6ggn_EQd3RfHn4VBSFLvAXsC1yCA0tjWs9T7ynZp-FWUTAEqjdfhlqUEeKY_ytt5VjeA88D-4b5X6ZBm9rEPm7TnIRyZd3IcCl37nrou_aivB2cWYnZq3qyt4469PdvqtFXjMaR-GuBNkhRmDb7N9LgesZNCiAQWN3pGuKYGmhCdPINRcf7OCi7CsgUTlxfgDJxonUsO9TYm_xOFmB3yvrTuNteQLaRMKP9qB/4pe/sWCD3d_7SECaQmHylPvbJA/h19/h001.RsPHK3w0hwtexVmwtmkVqqToh-WRAjZZwOSHilFZ1_o" target="_blank" rel="noopener noreferrer nofollow"><span>Google Cloud guide</span></a></b> shows you how to design for both in under 10 minutes. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Agent Arsenal:</b> Nobody had mapped the full Claude <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L21AQF6GfMbb4kqvL61yyBf9Ny9INe1dlaZvACo7FxYL3KAQYfPona_7hxGiMqge2qvKT-e1Ip6-ZluGDqbi9-5pBe164wUyPf0OJdx8o3JKKHskA2m2Hk_2lUrgs4zwMyaGN2qSUQzcOj4im9anefFAr_PGktW4ehib7ruO_u0MVsaFrVONPi3Raa4zuJgxoxejLhqrohnV2CpM9ZH_xoA_AdchG0UogWwneiKGECUa7rcJOr08FXlFeT2ef-hDwT-nO2Vj53rMDpfwhuUn4xoh6jkLTbhnA3gR9uZ-zsvZ/4pe/sWCD3d_7SECaQmHylPvbJA/h20/h001.jk-3crDHXk4t8yBSrweK7EZLnO-4-w9NpJ2XHuT-QMQ" target="_blank" rel="noopener noreferrer nofollow"><span>agent ecosystem</span></a></b> until now. This thread covers 30 frameworks, libraries, and repos every dev should know. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Last Four Standing:</b> A post claiming only <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LwMk88HomvckhpdWd_RG7q8w88_emh7Tb_ZIkw0TR1btK9Aohsw5teekoz_trVM5gj06eQvdWpOGg9B-iNvOKb6tvq5Dx1TwwuBpe5RGxj9L4bjcp6Sn0wnSo7ZPMGHZbw0UfOYwsJm3M2XSQd229e1M64G2uxCg8WD1Fgjjbijzu-_IJ9KNf4oXoRWt9yB1G1KvpTMtJAX7wZCmKoei3IATvn8-Fe3dmSyNOrJ6lEYKGddDScs1ZqyuuVDCpuBP9USJyiOapNhhuqf-VO5jTtukW_NQv1qU3mhBvEFDzAEr/4pe/sWCD3d_7SECaQmHylPvbJA/h21/h001.e4Uk_zh-Vj7xn7eafrDLothwsy_VXd6D1gXKUJq4d9o" target="_blank" rel="noopener noreferrer nofollow"><span>4 types of roles</span></a></b> will survive at tech companies is going viral (1.1M views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Frenemies:</b> An OpenAI engineer just <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_MQZQszDTS8yZThUxSQkVI8MzIC3FhlkVjGjhTHCfKu90kYbGeKoyNmwRFOov_jOFOGtHx0MGtuz7cwJPRgD1VsJoLjQMTUlhHmiTql0MsBPmKxGuvU4nDyBfSFRvMBVk7w0HSQXcO26YwfJutMHBYFLHIsjZkYTAUqkh0AJWKUeOCA8zGfYtEy3j1oY_uLp_4RtOEAT61qXy7UXAggUHunKZogTrM7i2HWqo7Lays9izDyBptRFaFPOWXaIPvTOzGb6f_Jagz4v1OOgdBsXkfJMTLCSyDSsdCS5TaM9F14/4pe/sWCD3d_7SECaQmHylPvbJA/h22/h001.l-Cjo5Q30x_7FgNXhxswNNdEepyf3ulXSUSZM1GyUms" target="_blank" rel="noopener noreferrer nofollow"><span>dropped a plugin</span></a></b> that brings Codex directly into Claude Code for reviews and multi-agent handoffs (1M views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Research Loop:</b> One developer broke down Andrej Karpathy's latest open-source release that builds AI research agents that <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L96qm4Fzp7BUQd_MJYFSiasGPb1siOIiVKg6kAO0ZyotQtoGMSpWG1zJ377zQK0yBYbdzd8TopGo62s0l2Qs4PdPUbRalhnz911tsjhbsXUBlKEhtrKnMXsJW5h3bfbc13qoSwyBNtJBDaaMHEkr5wvQje6jlNbwnkrBPSuEP7sfcmx_g-zCFlZFnkpi-YavAFtg9Gu6gReQh6e5EWTFnNxlj4f83Z_0ldBsFcsbZPoVfUkVJkK3C-NM3A8Q16xdDoQ6UknInPPeT_tP9rjoI48WW9pTFZ0mrTHBJUtnNzvP/4pe/sWCD3d_7SECaQmHylPvbJA/h23/h001.1iIEmEvSFQiVGfTBaFShxTHGeRqQ39dnhUKo7SQQbh8" target="_blank" rel="noopener noreferrer nofollow"><span>improve themselves</span></a></b>. </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 automate PR reviews with Codex</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/eae4be75-f7ae-4c0d-84ed-cbd835e95d0b/superhumanteam_a_software_engineer_sitting_at_a_desk_typing_o_4369c567-d9bd-4126-9b9b-39ad4afa56b5_2.jpg?t=1774939576" 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: The Code, Superhuman</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%;"> PR reviews are a major bottleneck. Reviewers are constantly swamped, regressions slip through the cracks, and missing tests often go unnoticed until production breaks. OpenAI's Codex can <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ-5fXAXV62vY5HJaE8_7301uRd-UQPvrf4isbe3NZaSahSdCkLTZXP_8pBoFnhvgQcXhrROEU3e4EtPOlQaqy3bwXNLWlx7MOoh40Zxq1Pog7Bego3l0nLRvKBx9OxJ2GAhxZPU7TNIf6yGIFGyNw9JfG5SmLr6H0YPSJD52DVVhi9RCrmnyaPHlAR742bdz8pnVbMsGU0fZR46fzugs7JpPnTKQPCb1qy_Bf_KrnawAeqEuLuFY5amK_ZRp0FgZYqjlmZ90QzekVq41ZzmSsM4ZlEL8deWeo0aL68kZCVS2Q/4pe/sWCD3d_7SECaQmHylPvbJA/h24/h001.ZT2eewsffMraSsm1ZO0RxaihzQFiTc6ryxH561wmgEM" target="_blank" rel="noopener noreferrer nofollow"><span><b>solve this</b></span></a> by acting as an automated, first-pass reviewer directly within GitHub. </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%;"> Just enable Codex in your repo settings and comment <code>@codex review</code> on any pull request. It will post inline comments just like a human teammate would. If it flags an issue, simply comment <code>@codex fix it</code> to kick off a cloud task that patches the code and updates the PR automatically. </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 customize what Codex looks for, just add an <code>AGENTS.md</code> file to your repo root: </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><span style="color: #1f6feb;font-weight: bold">## Review guidelines</span>
<span style="color: #c9d1d9">-</span> Flag typos and grammar issues as P0 issues.
<span style="color: #c9d1d9">-</span> Flag potential missing documentation as P1 issues.
<span style="color: #c9d1d9">-</span> Flag missing tests as P1 issues.
...</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%;"> Codex applies the closest <code>AGENTS.md</code> to each changed file, so you can put stricter rules deeper in the tree for sensitive packages. </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxMjgbO0lPLu4LRN-2KJrh6I44xfHAGgUTExXcFx13AhGdUm40j-rIsI00zqZ6SJWPQV8wqZscfWgzIAxp7gfvAIgcf9VbElGTELKypQyN014H9DB--K-Fyubf5Wrq0pYMgUQE9vmueqqcnHAteNx9RiwSaaDinu8-CdkdwuuOv1eKdt3xW8XP54P0_N76zBLV9kiinNw04R_rup_LIMnwJ3ccRtr6zGEv5xHlM-_bbKddG0rme8m2eLlazN296V_yy9k4wFKfHX3DQxJHrt9dd/4pe/sWCD3d_7SECaQmHylPvbJA/h25/h001.nK_paNmkm0UfUMpSpUyMRaXBlKxewMF7_wLQJXYNDyU" 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/2599bbfb-3521-4a1b-aa50-1c795d0fe366/Untitled_design__34_.jpg?t=1774940366" 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxMjgbO0lPLu4LRN-2KJrh6I44xfHAGgUTExXcFx13AhGdUm40j-rIsI00zqZ6SJWPQV8wqZscfWgzIAxp7gfvAIgcf9VbElGTELKypQyN014H9DB--K-Fyubf5Wrq0pYMgUQE9vmueqqcnHAteNx9RiwSaaDinu8-CdkdwuuOv1eKdt3xW8XP54P0_N76zBLVzs013LkJOskymOZ_f0bN-sLnUTAGduYUM5T_iMhUrD9U84ZT1yKyPTLsu2134bV3HU4aP0I3pfbHDFn2YWpi9/4pe/sWCD3d_7SECaQmHylPvbJA/h26/h001.dEDABsRPgESPoKpatVIBTWTSbASoLhgKqPdKheiW2x0" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to build voice agents with Gemini 3:</b></span></a> You’ll learn to build real-time voice agents using the Gemini 3 Live API. This tutorial covers everything from managing websockets and processing live audio and video to working with the Google GenAI SDK. It also explores partner tools for faster deployment. </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.yBywWjiZ7oCsTrXLmaNhknVwyvAha6faCpDBT4MbxcIIFKk76OdLc_gUaEWkCKXCr_vdqxLVJkIMXyLa8yF_Aq_tCCE5dZv_k2U4YOJYE4EaJNAzLbSbBGb7kNel1kvssyriYFopVByTAR7KZXPyTbcTEWVIxPXscOcZ_AULYp6o-wN6gSKN_vIeQnhS43gren_2P48MEYZdPS0Ca4BEMgVQi_ov-osoxA69t8NC9vwhJpiRFUTLMztirxTCvSheSzDjxaS0IWP0Ch1qIcZJXauX3LHe9n1QA8bNjtYoeaDLkyiqbwT9EvfNenUgaGIl/4pe/sWCD3d_7SECaQmHylPvbJA/h27/h001.F9i1C2ct3AUbyaqJOvUoeb7_Qv-032QRBDT3EHFp7yQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>Hermes Agent:</b></span></a> This self-improving AI agent from Nous Research is in a league of its own. It features a built-in learning loop that allows it to develop new skills through experience and refine them in real-time. It actively retains knowledge, references past conversations, and builds a deeper understanding of you with every session. </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.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ8TzLigvM2FKjdAcu0B-T6_uCdZgRiKuMnOi69BdNFnwv5JyF_LefkcKDJDu3JbFsnHYCT10Lgm9aRK53atAVsCb9JNSFNSCktDVluFJrw06AVcZLKHGMkgN8iy1KEZjbAmpKmNQ_MP75BU07nc3Ltk8spPfZdlODc7rXDkQciWT0A8jjywn6yqXgaNIy1s1E-sXAoBfflKlnRdvGwlqQX5EVfzbXYgI5Deqo3BUMk0fIV1e2iGMhE8u5kE2w4nkHtBvcmWDyvXDzIeHbVqcBGGrtXRiSHJfUS7GGTK356svg/4pe/sWCD3d_7SECaQmHylPvbJA/h28/h001.xB51xLQnNxuRasXxy6GWmp1l0AawUaj2OIqqLa_aock" target="_blank" rel="noopener noreferrer nofollow"><span><b>How Perplexity’s voice agent was built (by OpenAI):</b></span></a> Perplexity needed a reliable voice interface for their AI products that could handle long contexts and noisy environments. They solved this using the Realtime API by feeding data in smaller chunks, standardizing audio processing, and introducing voice lock controls. </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_ygjggEXBnwdJX50VI3VNf5mA585Wy2idCzrJbqossire0pCOrWXfZ3kXWYeoF8_pgyNpMZpsT6jbwSR9rs4aMCKZAZy6JWnPiBkj2PMcjZrhtEyVXE0Wot_8tsRl2mPoeqCyvapCsMjPjBXdyhKkppZiI8WHASWZeKk_V5Zh_yTI07eRhFUdYvrLW2EGkISC80OwZE/4pe/sWCD3d_7SECaQmHylPvbJA/h29/h001.iFShUn1CefTWmP-YI_Vjm9p7Ilae1ZOByXFw7nePAes" 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="e" align="left" valign="top" style="padding:0px 0px 7px;"><h3 style="">What did you think of today's newsletter?</h3><p style="">Your feedback helps us create better emails for you!</p></td></tr><tr><td class="ee e " style="padding:0px 0px 0px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GEYu4Tm3_cj9R1gPnCt0yhnWe7kswyBEdhTQnZIii8IczVHE-K2VuOkeRzCSBNydxEVXUL95Dh4RScRfhoebN1rtP9_L-DSbQSqYy2Ln1Oh4PxuPtoecodXtdivv146HeG5OOMZH_pdGy0dl6Um49oMjpNeSUdgIS5MkraRz8OeBD-j2jkWKadj8GDDFKeeeEyuvp22bEsgtT2ts7dO2lSWFi__7r3MwHlsKju33S23t0lqhxIENOrH3S0uHclOL7R3z5SUGdAwrRZTibwKkiqw0Wa0hDN1zOdwafVBkpST-FknGG7vD3Yu_VtkE-wYmUagrl-ADAEailu0QPvFKVzQw22zkq8jZYfkCId658hku46bZOsROMhUF6yzrm8c4ny-PbVlJakTScqVYCBqCWOZ4Qeuhp6MyNoevzOQ5TnJMlMznYH3heAKDRCKuv7b3fVckpz9tBYOU5-vqg0WGrxZ9hdxZHVcUuMBzCy7FnlX9HAWutdbJaP6ztfYJlgBOyaglB1RNeN6q4_Mm6faFd-X5jx97790ejcOinlcWyNUH5-W1G9vz9AKDyX1EQoaNbA4HY7dToZuwhMGNGM8xv4D6dno8TSSmq933lNU2taXfD5kP02Fdlmzn1Z8WZhe3clBbqQfwwmNhU5_hOF8fka6OJCXqrZCSYp6rJJTeoG4lS-MehaYmI5AmhidD8cLwFaOJMEDslxMpzN6lLszwRV1NCyCil5LUTIazu8Ufo4apjEPAnsyRRVA7UkDXiTFouwo_WPmnFwfCPQLbgVUwoi8zbA4sgVQBgoIyzkqnY8fEXMY1n-pVsRdpgd14H1NgbO0mK8zwvs6PRWDbU4ANVNNAdxD64C_Jytf2Vtbqo1dNzrTq4eiJILX_WKJC6EYWqchlilWcCEoqX6WTupas21M/4pe/sWCD3d_7SECaQmHylPvbJA/h30/h001.cTYTZAohPSouMxU1HruRTDsymLLYmd14AxDRPivIP_Q"><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_h9ck9FHbNLfaCkpXMYOsfV2bsPtz1PDPP7uZ0hdOpNdnToy371vpdxwxua7xuSYhBRxoOdLlcy4RHj1h6044Z8h7MYQNlBaTRdeaNGEOI4A8FKsnkfnYZtKbXoLCQYNAxO3DLuPebVFpk78ms9McrDqjf51CnANLJcpznr5HjAmfcbgQyPMn3VJiF-JjeZyB0A_Twa5WQxEZkvBZqeX_rwhNHu7rXymwGpN0ZtnnLqkVAY8fc5_gz_vbNnxDu99zPoIHDOn53gR-LX2I5FwYFOzvrvNCmTI_WxtjLByQgBz4RYrf5EfL-1zmaEHCo1R-aM6Cj5A6lCkDtCmKFPNiGSckYX2595hHkCOCS15EtbZtj0Th7p4j5oDVSkvkx93VxkN-DBt1h47kg4hO4Ouu0kSh01ezYb3yGrq7Y2kpuiT-2SU0hb3sCZbSX2cCZx23Bsm50XyXsyOos8NflxuJV2HawkqFq6qu8UUEYtRmf0f06mQLZA9a2nFPb9aCV5iOaZ5NV4EMIsOhkRU_ZPGea-FupqPpZLmYya_HWc5xAqfYbOtQ0dJQyOfG7XlJMmdHDwq4PxsunRh1Y6qH8tkU6NrCsOd2pGFsfkySvfYI7u9z92KxLd0WNadSFuLFWC4_JP6IIubn4-IrQHrm_JZJCq-TUt5QhkyXfsKJpj0N7OsbhHi-RtP0MXnwDlyhHgb2NR7UyG3eN0icqapEjdmA1Fej4FbeXVZrlLFdJiKEdOXy73i9aIpFYFbNLhPWsc3307qLQDX0uxnf_cyoWlPe-F2pF0v7yW5dUz9csKNkIRU9NE0THSFoG4cAYvob7mqO6md6-W76qMMumpi__jSisvtI1RAFeUj5S_yxvq0nAbx-GK3a7V6kk8jrWlbmtFfmxDGqXU2H0H8GrVSyyBltX_tLmSl1sWt/4pe/sWCD3d_7SECaQmHylPvbJA/h31/h001.kgASrssn4t1gPzQn-emxIEkjeGRKd1JW7t0o3V473pM"><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_s6AftXBC3OfCry1RhCcr3489fEeskj9UJI7kui42sJILd1J9afqma-SIDjjG7nPFY4cevbuIAnozt_WzhkDxOR7F-IOOvpa9c3JovBG2PHp12qjfaMa5KDR1sMFIM8j1iO-pRNJn5gXmCikFbe1YErs7usCamBWdoCEyZjN0youwl2WB8ENNJl_GDSSKj5lAAIKFuKu5uXOeWQ7181Hy6IEufrN_fVLA_CJt9VuI0BxFgdPpEYPspHc-7BSokmlrYbmJh2b4ZnR-LjgV_fJyx_MdA0wyARE6_2T4m1x0t6G_EIv3l2Y3IkyZ1FBa6If2ZlEyJUdu_WXkaKgQ9sbnaVMcuNIQVBvoe2GT7J0e_22KgCFr9ePjr9UNMwaIBmVC63ip_AXnFIA9rDxLynw4eY7g8kSZ0z4jnU6byGCTIp9mqDUQRmRVdO_122gF4-KYZM5sWTUoTStJPsgEe3gukAds9KWEMeHuFMsBFEyTOMm9WwmWWvVlnBeHUccKojttFu55ackYCxqgdHopxE3rN3u_EfInt-X677i1o3D2LMplqv4l4kI1VkDITF5orgF7evcj3-Q9MsH4rBpfuUyN9HtPIBwE5hUL250dpvwkAXmQ3fW-ImeK-JoQXMd9u6qkNQHUqCQm3rhPUjASNKJONiV3PkpmNTHsRJCDJNTygON82dL97Y1zMB0FYXTbK0wAukLtiAkn98dYX3tmWD-6QS_vrO_vi31YVyjU5LvjED19UbRfg9fokH0PvS6cYE8W1iWeLjyDrLYhaQiHzgfCYVAnSFbgqdlnBTVuVx7GWGH6NyevYTrIP2zK-rb5R31DI-0fHwwb0bs_VGSLLfErhmiXHpXLZpawLiwRzH2gbRQbrw7ZQr7ZHWqm-Az32ZIY_NpQ4O0tMrFc8-1qGKA4FMlvDVyTuv6wcb8fI0C/4pe/sWCD3d_7SECaQmHylPvbJA/h32/h001.FPbeBW2IqjTC0zNKY9HlJP9tor7-6GRFKH8ka1C5dcc"><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: #FFFFFF;border-bottom-left-radius:10px;border-bottom-right-radius:10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td height="10" style="line-height:1px;font-size:1px;height:10px;"> </td></tr><tr><td class="w" align="center" valign="top" style="padding:15px 15px 15px 15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top"><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> Update your email preferences or unsubscribe <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9szpjhO_X7CGaQ-dHuFN4dv2nDJM7VwywhH_aNIWJ7DpCUiK5m3JnN9be-e_wBbmchHe5y58AGenpvwTn14-nulGLi85gw1C0yRVANbDJHbsl73HspEBL89A52e1NuX8UyMLdMYSJ2IWcWsnd8H-mHa6aceodiU1FuLEIxp_M5GqmROUPghr6vXI6Yd4Y5nX362k-lr_RlbXhAMUu0MapRFxdPV22eEpO5siWOY0q2-s84-OZbE_DGrBhmxKb-AMDwCtSBDFqTeP8g-_LI2Rn-MstLaK6blD2bOyUZh66b4PQjC5baGVlK561vRzPGngBk4HjMAR-q0mj00WIf1uPWwUrMa_Ktus3oGoP8jAWUsV7W97e3B7pYgwnmOM8GRkVr6Jm75YU7GjsPLHctpRoSBhZJOo7qiAfou4A1A-Tfs_2XYYJygoAapT6qbZKZQM6IDQ34DsdBLpNMU1iI9Cu7xCmcKKFhWKf2QO5Cpvjr3067_vN2Ces8yfFhQuy5iVO9voAlt0t9TjvSUlYHJzMQTSH9oOyHb3kQ_oJMJL-hE9EgftEcvez8H0ocuBc544sXSJ-PFAUOPzqoCcAZ2vLaTYgWQrQpIcDinKLP2RQCvrqUMaOnAqKX9_2DZ6DUxh02ONTYh9GlGZSmX9U1DPjvby13vfqqgYzm1rG0Xv9jRomHldhIKpL6_8Y8Omd31302x9v3ANLV2WrXPYY0-wa3uHbM1T2bqe7AzB3OiWUzEibDfy6N94CALYPRxQTh9thVz5JJWJXBFzbJcetSxZVoGw1OqEtcAwTZLe4PTsOemlCy1pdmCUlq-Dls7dbaDxoSlGG50pHli9R6mGbiptIhwwrZk_3HfHvMkax47Ch-O2sHiKjl0x7ik4oUSUSGJRyoQAw5RayveD0TctoPQPGyfvsnUPaK0zX4XzipcMkOdAQdFwF6Vo1p9EDdm9lHotWMwqO05lG59Z1E4IwjeUpQSnplsRU5R-DM5XA84S27sBetJhEYnt9Qh3ZL16r2vhjW-ldHXEWtHCBGhfl6W4l5g/4pe/sWCD3d_7SECaQmHylPvbJA/h33/h001.7GUNRCvgSrggQqRfh-K72rntjSmmh4jjOFKN_cIEvmY" style="text-decoration:underline;text-decoration-color:#FFFFFF!important;color:#FFFFFF!important;"> here</a></p><p class="copyright" style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> © 2026 The Code </p><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> 228 Park Ave S, #29976, New York, New York 10003, United States </p></td></tr><tr><td align="left" valign="top" height="2" style="height:2px;"><a href='https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7uhFPeDiAXllchtVb3ARdSmgeTOVYjNABTLSj0sIlkKCskkGgA1RO9I5oiggfHFCsCKEetsAfCqK7dGXR0zIuNc/4pe/sWCD3d_7SECaQmHylPvbJA/h34/h001.uDmmT3XIYboFSqQxW2FtALfR7C2_mqmNk560k5EKpfk' style="color: #030712 !important; 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**Welcome back.** Anthropic is shipping fast. Their latest Claude Code update now writes, tests, and self-corrects code by navigating your screen — without you ever leaving the terminal.
**Also:** How to build CLIs that work for agents and humans, 30 Claude agent tools every dev should know, and the only 4 tech roles that survive.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* How Vercel ships AI code without breaking production
* How to automate PR reviews with Codex
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://x.com/claudeai/status/2038663014098899416)
Caption: Click here to see Claude Code computer use in action.
--------------------
**Claude Code gets full control of your desktop:** The AI lab just shipped [**computer use**](https://x.com/claudeai/status/2038663014098899416) for Claude Code, allowing the agent to take full control of your Mac screen. It can now open apps, navigate UIs, and capture screenshots directly from the CLI. With a single prompt, Claude can write and compile code, launch the app to find bugs, and verify the fix. This macOS-only research preview is currently available to users on Pro and Max plans.
**Alibaba unveils its most capable open-source AI models:** The Chinese tech giant dropped [**Qwen3.5-Omni**](https://qwen.ai/blog?id=qwen3.5-omni), a multimodal model family that natively handles text, images, audio, and video. Its standout feature, Audio-Visual Vibe Coding, can generate functional websites and games simply from spoken descriptions and camera input. The Plus variant even outperforms Google's Gemini-3.1 Pro on audio benchmarks, supporting speech recognition in 113 languages and processing up to 10 hours of audio. [**Watch the demo.**](https://x.com/Alibaba_Qwen/status/2038637985856733623)
**Supply chain attack hits one of npm's most downloaded packages:** A major security breach just hit [**Axios**](https://x.com/i/trending/2038812760398508539) after attackers hijacked a maintainer's account. They slipped malware into two new releases that quietly deploy a remote access trojan across macOS, Windows, and Linux before wiping their tracks to stay hidden. With over 83 million weekly downloads, the impact is massive. If you're on version 1.14.1 or 0.30.4, downgrade immediately and rotate all credentials on the affected machine.
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##### **PRESENTED BY WISPR**
## [Your agent is only as good as your prompt.](https://ref.wisprflow.ai/thecode)
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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/69034f49-0852-43df-8c1f-05b49907bcf1/Newsletters_Image_1920x1080__5_.png?t=1774876710)
Follow image link: (https://ref.wisprflow.ai/thecode)
Caption:
--------------------
Claude Code, Cursor, Codex. The output ceiling is insane. But "fix the bug" gets you slop. Detailed context gets you shipping code.
The problem: typing out file references, edge cases, and architecture context 40 times a day is exhausting. So you cut corners. Your agent gets lazy input.
[Wispr Flow](https://ref.wisprflow.ai/thecode) lets you speak full prompts with syntax-aware dictation. camelCase, snake_case, file names all preserved. Auto-tags files in Cursor and Windsurf.
[Used by engineers at OpenAI, Vercel, and Clay](https://ref.wisprflow.ai/thecode). Works on Mac, Windows, iPhone, and Android.
Better prompts in. Better code out. **[Try Free](https://ref.wisprflow.ai/thecode)**
----------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)
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##### **INSIGHT**
## **How Vercel ships AI code without breaking production**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/10faf480-73ac-4f1e-9cb4-6ed704b4db6f/superhumanteam_a_software_engineering_team_working_on_trainin_66c7efe2-6a9f-4b16-b9a2-f886dd4ef72b_0.jpg?t=1774948776)
Caption: Source: The Code, Superhuman
--------------------
**Amazon broke first.** Following a wave of AI-related [outages](https://fortune.com/2026/03/18/ai-coding-risks-amazon-agents-enterprise/) at Amazon, internal docs show failures are becoming more frequent and hitting more systems at the same time. In response, Vercel just [published](https://vercel.com/blog/agent-responsibly) its own framework for shipping agent-generated code. The takeaway? Passing CI (Continuous Integration) is no longer a guarantee of safety.
**The "Flawless" code trap.** Agent-generated PRs often look perfect. They pass static analysis and follow all repo conventions but a [CodeRabbit study](https://www.coderabbit.ai/blog/state-of-ai-vs-human-code-generation-report) reveals that AI code produces 1.7x more bugs than human-written code, with logic errors jumping by 75%. Because agents don't understand specific failure modes, there’s a massive gap between code that is "technically correct" and code that is "operationally safe."
**Infrastructure as the safety net.** Vercel is shifting its focus from manual reviews to infrastructure-based fixes, including auto-rollback deployments and continuous production testing. As Vercel CEO Guillermo Rauch [put it](https://x.com/rauchg/status/2038759092442050651), "vibing" and mission-critical infrastructure simply don't mix.
**Three questions before every PR.** Vercel's internal guidance boils down to a checklist engineers run before shipping any agent-generated code: What does this do once rolled out? How can it hurt production or customers? And would you own an incident tied to it? If you can't answer all three, the code isn't ready.
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##### **PRESENTED BY DEEPL**
## [AI isn’t the story anymore. Language is.](https://deeplspringlaunch.com/?utm_source=linkedin&utm_medium=newsletter&utm_campaign=DeepL_Spring_Launch&utm_content=superhuman)
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Follow image link: (https://deeplspringlaunch.com/?utm_source=linkedin&utm_medium=newsletter&utm_campaign=DeepL_Spring_Launch&utm_content=superhuman)
Caption:
--------------------
Everyone's talking about what AI can do. [DeepL's Spring Launch](https://deeplspringlaunch.com/?utm_source=linkedin&utm_medium=newsletter&utm_campaign=DeepL_Spring_Launch&utm_content=superhuman) is about what it can do in any language. Translation that thinks. Voice that works in real time. AI that fits the way your business already runs.
If you're following where AI is actually going — this is worth an hour. April 16 · 4 PM CEST / 10 AM EDT.
[Save your spot](https://deeplspringlaunch.com/?utm_source=linkedin&utm_medium=newsletter&utm_campaign=DeepL_Spring_Launch&utm_content=superhuman)
----------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)
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/82d67d06-d29b-4fec-a11b-ad9908684830/CleanShot_2026-03-31_at_15.03.12_2x.jpg?t=1774949638)
Caption: Meme of the day.
--------------------
* **Built for Bots:** Every CLI you ship will get called by an AI agent. This **[Google Cloud guide](https://x.com/GoogleCloudTech/status/2038778093104779537)** shows you how to design for both in under 10 minutes.
* **Agent Arsenal:** Nobody had mapped the full Claude **[agent ecosystem](https://x.com/cyrilXBT/status/2038443999241924967)** until now. This thread covers 30 frameworks, libraries, and repos every dev should know.
* **Last Four Standing:** A post claiming only **[4 types of roles](https://x.com/chintanzalani/status/2038026663867330850)** will survive at tech companies is going viral (1.1M views).
* **Frenemies:** An OpenAI engineer just **[dropped a plugin](https://x.com/reach_vb/status/2038670509768839458)** that brings Codex directly into Claude Code for reviews and multi-agent handoffs (1M views).
* **Research Loop:** One developer broke down Andrej Karpathy's latest open-source release that builds AI research agents that **[improve themselves](https://x.com/DavidOndrej1/status/2037519926869585981)**.
----------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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##### **AI CODING HACK**
## **How to automate PR reviews with Codex**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/eae4be75-f7ae-4c0d-84ed-cbd835e95d0b/superhumanteam_a_software_engineer_sitting_at_a_desk_typing_o_4369c567-d9bd-4126-9b9b-39ad4afa56b5_2.jpg?t=1774939576)
Caption: Source: The Code, Superhuman
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PR reviews are a major bottleneck. Reviewers are constantly swamped, regressions slip through the cracks, and missing tests often go unnoticed until production breaks. OpenAI's Codex can [**solve this**](https://developers.openai.com/codex/use-cases/github-code-reviews) by acting as an automated, first-pass reviewer directly within GitHub.
Just enable Codex in your repo settings and comment `@codex review` on any pull request. It will post inline comments just like a human teammate would. If it flags an issue, simply comment `@codex fix it` to kick off a cloud task that patches the code and updates the PR automatically.
To customize what Codex looks for, just add an `AGENTS.md` file to your repo root:
```
## Review guidelines
- Flag typos and grammar issues as P0 issues.
- Flag potential missing documentation as P1 issues.
- Flag missing tests as P1 issues.
...
```
Codex applies the closest `AGENTS.md` to each changed file, so you can put stricter rules deeper in the tree for sensitive packages.
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##### **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/2599bbfb-3521-4a1b-aa50-1c795d0fe366/Untitled_design__34_.jpg?t=1774940366)
Follow image link: (https://www.youtube.com/watch?v=XV5bhkDpL7U)
Caption: Click here to watch the tutorial.
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### **Top Tutorial**
[**How to build voice agents with Gemini 3:**](https://www.youtube.com/watch?v=XV5bhkDpL7U) You’ll learn to build real-time voice agents using the Gemini 3 Live API. This tutorial covers everything from managing websockets and processing live audio and video to working with the Google GenAI SDK. It also explores partner tools for faster deployment.
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### **Top Repo**
[**Hermes Agent:**](https://github.com/NousResearch/hermes-agent) This self-improving AI agent from Nous Research is in a league of its own. It features a built-in learning loop that allows it to develop new skills through experience and refine them in real-time. It actively retains knowledge, references past conversations, and builds a deeper understanding of you with every session.
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### **Trending Paper**
[**How Perplexity’s voice agent was built (by OpenAI):**](https://developers.openai.com/blog/realtime-perplexity-computer) Perplexity needed a reliable voice interface for their AI products that could handle long contexts and noisy environments. They solved this using the Realtime API by feeding data in smaller chunks, standardizing audio processing, and introducing voice lock controls.
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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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You can also reply directly to this email if you have suggestions, feedback, or questions.
Until next time — The Code team
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