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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Wed, 01 Apr 2026 14:04:50 GMT
Subject: ⚡ Anthropic leaks Claude Code by accident
To: [email protected]
Date: Wed, 01 Apr 2026 14:04:50 GMT
Subject: ⚡ Anthropic leaks Claude Code by accident
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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 fine-tune an LLM  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> April 01, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9uTTaGNQToz61jk333ci5UiN4M_2b0-oM3XVF4HuD0Ura71NkqdHBTjtpUOHlXZyscbW8PKh5zSbjfwBuxEOIUT3ZjE6JgC-VThmJ_xc8yp4wsher6pU571DqOZpbh9mVRu8kzOuW0P7YU45O3AFSiVs7wb1Mom5bcmewAQ_hpigMkt9BPwXZ-yZZGw4Q9ehR3ZqmFT98e54HDxGwS2NeAI37acTfJspz9mypJ3w6y_jRPhNIKKN5Jf5TMU_fMyIg9erTCeOmMzUzTfaS_AVznfW-G46yNtA4DpsZba6Rb5LMxbr5Isurk42TCjlJHm7xAdPLBRbqhWvspJWpFxQSFho7AC7S7YJKgcscAwK9jItUZmndr0BO6jTj-eclXxrqtckYZQXXzad0r0hz_7rNnzpCx8pZL0uQIPKjdQEc-trEYRRXP-I-2997ap7HOJrE-zx7tw0WK7MhE0Fe6Tm9NOoEPrNWKDC-XlPE8anor7Cg1LAJTykYfhZpoWbpw36dl4EWTAhvah-3O0D1RRn2G1S-RHDigUBqXzdMrLVmmJQnOnLhmU_Kt4We7ki91-IbO2eIXO8-keyfs1kCAymAArExsyKT9TIBt2-cyaHFiNbQMNrlgvbY1KHdLumQw9L-CfVFKy98oI_vVIeaxDrwMyB6aaGWBYjNWHq_N8ie1ktme6_VM2-iJ65EbCy0KBRH9avOv6JC7__uaMOk71qDa1_Mn32OTgEEY2x3ctI5HMUnLA2ktkWr6p6p5oZOjT7dU6EO_zrN1cYCj0CuM9FCL9tF2YR8PzjHsJnXYw8b_Sfjk7q6_Nov9d99lz3nWhKfIYkKMI13EdeKH6lR4b9aKH4c1MwTiZVh1B1_rjsosPNzXWcy4VsUVjkxk6FN0CJkBxk1ksFktndQAE5TZoKHuA/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h0/h001.hhwiNjEl64DwFLA7EcxQ-C0QZL0bZV2LQshSZS-hJLc">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/4pf/RFDc21ouTW2QvP7gwZ6pbQ/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 just accidentally exposed Claude Code's source code. What was meant to be a routine update triggered an unexpected leak, and developers are already pulling apart what they found. It doesn’t get any bigger than this. </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 a veteran engineer reviews AI-generated code, an OpenAI engineer's guide to mapping the real agent stack, and Jack Dorsey's plan to cut middle management. </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;"> Inference engineering: the next big thing </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 make Claude Code grill you before building </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;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/16227005-9f59-49cd-ae1b-434a2d72f448/superhumanteam_generate_a_portrait_image_of_the_person_in_omn_c503defe-afbe-402a-b70a-335a4095e58a_0.jpg?t=1775026384" 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>Made with Midjourney.</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>Anthropic exposes Claude Code’s source code by accident:</b> The AI lab accidentally leaked portions of its coding tool's internal <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-xFqdzO2QOlv81FRGpLY4Dn3hnDMq9G7oD6hMRfLH_7GorMdl1Ut3zo4IoL8hXyk76hxdZy1Fd1BN6igen7lbz5ygm76hoASYtktXdGWCL-oztEolhKxcqKEFbgAo4qaL-EcQfE4qZCw6HjVEXwvyYGSWFcsB6mWwUypd5GQAiqYIBikVQ2ZztKNZztsyXmGUSGeZLKCGrucaejvptUgT8gyVyOBgD36cff57EGNBIf9hapzTr57yI1CL2t4jj41jxs7PbnMjCOSf2rCTIO_Sodj6BqJz7SHi5fvizCms8h/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h1/h001.QYfERIAE9Lg046YrvmhWAvLNIePEXw7E5Nh46DMhvIs" target="_blank" rel="noopener noreferrer nofollow"><span><b>source code</b></span></a> by including a map file in its latest npm release. They confirmed that no customer data or credentials were compromised, describing the incident as a developer error rather than a security breach. Claude Code creator Boris Cherny <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8jlDD186r19C3bxo6ItMFNOWbtCFZMdbAi4JCy-RcvLPL_OhaRouiboSf10BesPe79c7CuYYvFpmAgd1nU1ocQub7peAUoj6XcNXiIq968BKS5WyuDhbmOlMCyUjcm2LQYfD-mlJkEkPOWWQ6jK-LkKtI3BVDZzOiCVLoNHOSetD9DaXBglkGQ09ZwGAw-HRtf_zhnK16QGgV-s1B4JctM5aIZsjMk9Q2dkaAzc0yqggo1FF8_Na6ZqP1zaVWe6i6zuFn5flK9qDz0itUQWYXvwT848uMZYYlfggLbR_uq-/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h2/h001.0MQgtjc1OJmE35B90jlvW5f4n81jZ3n-PvRKifzFjV8" target="_blank" rel="noopener noreferrer nofollow"><span><b>attributed</b></span></a> the leak to a manual deployment error and confirmed that the team is now automating the process to prevent future slip-ups. </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>Developer rewrites leaked Claude Code from scratch overnight:</b> Following Anthropic's accidental source code leak, the lab rushed to issue DMCA takedowns across GitHub. That's when Korean developer Sigrid Jin <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2JUBfsHgqLwHTAVVrpyUztaYpQcJibyBgM3FsqgDE5O31ifHbygg_xPxLnOmweh4Eiv5hEsctKhctwW15QxDYVQ3bWGB9PX6EIGcvfRQS45lxcTWMPIsoIu2YItStSOfzIKR32dJdBRJrfKQXRZnqBlJPaszCPstdt1yCP4IdGtlZPs_MMs74SO1IIduZbwHpKhzW4fPAWH0x-W1I_hCf0B6ZjZe5Vn0IPT6EYEIR6wS5rCbfHbS4qsafpelAKCipNMlW4Mp5B44Y7ptoJzq1xFURzN4Ukg7wVxXyC6R-JJyGjkVzhQqDgmR4vBppqY3uTvJzXnDM8alX0qfg5PCNOOzJb53VGv8JNHuTgzO01Cs/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h3/h001.tJaCPGchBl7JQr-W3p0G92zXIHRbirldevAGUQAgwhI" target="_blank" rel="noopener noreferrer nofollow"><span>stepped in</span></a></b>. Waking up at 4 AM, Jin rewrote the entire codebase in Python before sunrise and launched it as <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkmqvco8ogT6KV_jrP418v5ZLQUXaagjIZs1CD8ZQV8zIv1XOSdg3HTMJgrtj2XrtHU6bZGlAqXMslryku44-54Z1AARnMHigMtabToT-O-UWqcILxO49GN7RS8INPtItJfsppICQxmrTa8jrKlaE_xa_3EiSfRqZLVr28CQjE74V0l9ksB9oPPL7klV454JqtNpQkAXkbvrD_Bs3Yrhm2xlzUCE-YgwF_Eq6J6cM3aoaDQc0kO26Suy4llpuCIy619v-12QlincD6GydTJoIzI3ceiw77YkYh26jY5MJ0buO/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h4/h001.f1lxu3XTxatd5U6ICNPxVQLxjG_ByUWvN4RKRJoLhl0" target="_blank" rel="noopener noreferrer nofollow"><span>claw-code</span></a></b>, making it the fastest repo ever to cross 50K stars. Since it's a clean-room rewrite, it remains protected from Anthropic's legal reach. </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 drops its most affordable AI video model yet:</b> The search giant just released <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAGQZmb0x9YTiAbUsrUYpyBy4XF1hsbCO3McHypEEeIz9mUy8I1f9H9s5wOte_qRzOUFzGDF8nLLBP2OPYSGUjpCxmzzKqfHt6ehQdSuHv8SERMlKkwc_Lxzvkcdw1uXSq1qBv4m7oK2N6D-heTPc_K8tM8k-hcVlNs5vP0VGCrk8keCECv5LCvldZYGb3_EK94FbRKtNZBTnfh918mlhx7umZsrl50OSRAuiaN91Lnf_fu34DRoRSHQrJSCTYHrvZo0YFjMXJBvtf2Uv4nU5x3n9YuBv-p7EAMron8psJKEiLJmIrUQdRIX265PVkiKUkg/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h5/h001.BBojv2czXVSRMC1Qo8HzWbUFZfrjQp5mq3Ai7bkUWRc" target="_blank" rel="noopener noreferrer nofollow"><span><b>Veo 3.1 Lite</b></span></a>, a new video generation model available through the Gemini API and Google AI Studio. It matches the speed of Veo 3.1 Fast but costs less than half as much. The model handles both text-to-video and image-to-video prompts and features native audio, synced sound effects, and dialogue in either landscape or portrait at up to 1080p. </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 AGENTFIELD</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DaOh1OAoXvNUkPa1d4A_iMedxrNR17L0-yiVXO_9YQoKpy7q1podqmYKWdelZLrQp70X4-2xR3ec-YlkQeXZhbNSfloSVvyXTtq22uPGrucVbZtJmnRoitTkbi4fpnIylCSngPiq3uKMrh3aaBIMhWClU8_lCazuaHFPIIvR_dGVQMvwDYfOkanssTtiLycW_U2yG95g7oUv7f_olidtEJ_Q5cALEwiAS1Wgf6Gg9pl4g/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h6/h001.qXH_e5EDgkxhMHjckipX8eqLe0RKUDXnKhRc_5uZhlI" target="_blank" rel="noopener noreferrer nofollow"><span>Open-Source Harness Orchestration Is Here</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.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DaOh1OAoXvNUkPa1d4A_iMedxrNR17L0-yiVXO_9YQoKpy7q1podqmYKWdelZLrQp70X4-2xR3ec-YlkQeXZhbNSfloSVvyXTtq22uPGrucVbZtJmnRoitTkbi4fpnIylCSngPiq3uKMrh3aaBIMhWClU8_lCazuaHFPIIvR_dGVZ2W5fbWLHkOMpSkfjo3gJPZaKb7zzIRYlXo9P-xBAZS6WI53T46CskujHgzIE1iJQ/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h7/h001.q2o4GIQPTdArivQ5y2TT1CQp3BiYMozE9tg5mEr13Pw" 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/a83a3c3c-4b73-4ff4-88bb-571720cbf4c0/Github_thecode.jpg?t=1774944569" 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%;"> You run one Claude/Open Code instance at a time. These Open-Source repos coordinate 175 at once. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJSi2lYz8ZYWro-J9Vgt8nfpi6Kekkrx6PDRC1MVZ4Lfz9YeSLG8IhgpC9Uqlab-Y5kpxuWt6Jn4kgCnr-yYnJ2RcKijx_h2YcfCTgcMhqheJZq0OFNqyQPIrt61uLNDHe64EurQi2Fo8QwKKcBKHeadMRk14YEmKmN6vRb9u6URum0VeDt4xjDBmKY90O4BVMe0Y7dRcsYygjkKFZ80aVzyXJ95guDToFMEOtPI5jyrBhG5zX_icYDFfhJ_AhbBBAQ/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h8/h001.qEz6hhZkM8NQYd7vfAgs1E6PPdtqRNFZh8lQcxWRmrQ" target="_blank" rel="noopener noreferrer nofollow"><span>AgentField</span></a> is open-source harness orchestration. One .harness() call spins up hundreds of Claude Code, Codex, or Gemini instances, they discover each other, split work, and converge on a verified result. </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;"> 175+ Harness SWE team </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> 250+ deep agentic security scanner </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> 50+ adversarial deep code reviewers </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Or build your own </p></li></ul></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJeWdoOHk_hDqstt_VpPECwbee0lE9NOrzkqdSyRQvEKtmO-FGYGVfINbR0N9wJx-_eYd4LrvIfQaKQwM0BxpaRLeSEafIRZjHKXsZfcswgzO3fyzyQG0aJ6C_V8EibLVuY8oft1_Cgb9MSVWsjbBmB2M1kbfAv0eFZim-RnELDvbHHZuGnyS7HxhtkFh3WDhaWaNAxtQMAEppVBppfmzlYBxjw4JJ6oGzQCq_Pr0IpclAAfPa0bENiLhkbeLSN5sjUS-KAgv74IiWyQPqHCG01o/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h9/h001.xf3WIiEJvEs4CpHXz8IkoeA6vwbEoDlAKUhxWfqMNek" target="_blank" rel="noopener noreferrer nofollow"><span>We wrote up</span></a> how it actually works, the failures, the fixes, the real costs. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJb_xhf0L_OG-BAZuAZq71DaOh1OAoXvNUkPa1d4A_iMedxrNR17L0-yiVXO_9YQoKpy7q1podqmYKWdelZLrQp70X4-2xR3ec-YlkQeXZhbNSfloSVvyXTtq22uPGrucVbZtJmnRoitTkbi4fpnIylCSngPiq3uKMrh3aaBIMhWClU8_lCazuaHFPIIvR_dGVQKOxtEs8dEQTqdrNAIalsbL2pruGOli7jQKnIEUdUhvbMGrBTNQXIUdCPNgxvI66A/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h10/h001.Ct6Jl2dsIA9YejxuvXkql5hvvDdAOQJTGcufvV1I2jI" target="_blank" rel="noopener noreferrer nofollow"><span>Clone a Recipe</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>Why inference engineering is becoming the next big discipline in engineering</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/893a96ec-ea1e-4628-bd83-447dc0f4e8ce/HB8bPCbaMAMQh-7__1_.jpg?t=1775015278" 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/philipkiely</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>Open models closed the gap.</b> When Cursor <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2K4UXucb5bbbYmXzTiaKS3qOFdsG5QmYUOTI2OkQaoJHs4aNUX6Pkg16HOJds0hIqSwTa4rSPYp33A5AuAUuBX4Xjjjl3bZy1kRIH-6KBlEWR6Np9QsAZHGMl5SfkkDu1LLH2RNmXosbv8y5CpZCgLrW1uyVWmvZJ1DS-wyW2PT2KmDJQ8afb_c3bmrau2KLju0B7Va-4hx-jPsnvwO6eUJO-nbgLvh8XuS-qc_o0jwtubGNokid3Zz6WfcvTBk0pvAu5KAY3t88jE5eIJKZni2nDnGVGcFdIgDI6Ln7Sl3ziL2JvJNUEa0Y4PFRNu2zcp6vn4EmK5B3KZod1HkgZ_GhhkJTdWgcMRVzEEMXF2SYvun_TuJ2Qwm6CZTMFw5pkQ/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h11/h001.n08wtaQHvw4IXwiZOo5feAKM8PWh0Qx_wcGjW7IQi6k" target="_blank" rel="noopener noreferrer nofollow"><span><b>shipped Composer 2</b></span></a> last week, developers discovered it ran on Kimi K2.5, an open model from Beijing-based Moonshot AI. Cursor layered its own training on top and matched Claude Opus 4.6 on coding benchmarks at roughly one-tenth the token cost. That performance edge comes from inference engineering, the practice of optimizing how models actually run in production. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>A new field.</b> Three years ago, this field barely existed. Now, open models match proprietary ones within weeks. Philip Kiely, a developer advocate at Baseten, just published a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg1uWAoK8sn4lBCiwtc1j2ZIsNoDRPgdn8hsYG3ZnVVOsSrHjVw0UtOMdCZYc45NQaipY-7e_JG0Xn8792fbICJCe6y2Gosetoqtlz325v0E2aydvKT8-ceo9Eds2TEFk8_jYseiFzjm01VrLkP3Q2TDrqwQbtfel45fB0S03c6saRXMV9BowUG3jmRZpZ79DtAHoncbFjn6BM6N84FYe8BI8KT970V2OFbmrC85Ec-7UnZvaeOFplW4N_PLDVLkBTsZYJNvHXXQZiZP0sJ5qNx8rWTmqT54Ht9iIdEYSNt/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h12/h001.9jYiulSkgNu1SKBOv42LckZ2vy-7oSrS6rHK_5-KdQk" target="_blank" rel="noopener noreferrer nofollow"><span>book</span></a> on the craft. Companies running their own stacks are seeing 80% cost savings while boosting uptime from 99% to 99.99%. </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>Most teams aren't ready for it.</b> Owning your stack means managing GPU clusters, tuning quantization, and building efficient autoscaling. That requires a kind of engineer most companies haven't hired, because the role didn't exist at scale until recently. </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 talent pool is catching up.</b> Open models keep improving every few weeks, which means more companies are hitting the scale where self-hosting makes sense. And if you're spending six figures a month on closed model <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VbEOSrOul3-OJLQ24EO2NHDu1izkjMV_-j5sn31aAMSukmAFTzrkRYOP3XlzomogcEFMvJqgZCRC7A2luyRxG3ZPq6UjNNUBPIsXYLpaTE0EMlKTj3I8BgqJ7Dr9rsx-qK3_aum3sVt4iwFhm3VIAAld5kNfz4cJ0X0-EDyU9LtfiGgUevVN02v6NHTL9vDyJLeQc8sXVRNLcdtVxxzyhg2i1qPpoUqfvNvMmiu81qnJV4e880aXlrkMSlx06unygq3wVOTKO8IbN8T0WnWwWjzj6mZoK4JQ0c0cWR2rfyLEaFRXKudU5b-7d4fXdzfGyNU0C6iAvvAHb203ivNbzfvSmeqMkyHBtRzNlHezWTI/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h13/h001.wBzIYoE_0CHjUfWYeh5fOEzwRLJYI8OygNd_ZcP7ras" target="_blank" rel="noopener noreferrer nofollow"><span>APIs</span></a> but still struggling with reliability, inference engineering is worth evaluating. </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/c588948e-7aff-4b32-9619-c2502a5dd730/CleanShot_2026-04-01_at_14.22.25_2x.jpg?t=1775033586" 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>Under The Hood:</b> A developer went through Claude Code's entire source code. Turns out most people are only using <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5kY6Th2296p_GTxL34g99et1RRNVEAjGbTA8e_Zv5cH2Z367zWxyVWamQQR-iHlCXNNZBmDp3yo4SCFkeeFgi-1id5onnX4rs8j9_-nCHtCEk0hyGaJYXoZ7en4XAzCGs_2JdXfAfMbkqjGMiIJuYxTfZI4JGL2v0MchAbXKqWf4S6c-BNeAozpo_80b8qDWWiqL0H15Sc3aVEaWfS7_dLeG1-SAGzkKgswTcxhN-9trdSJrZDVdjPueRvlXWKZWUiC4ZriL-Mth2PU4Q33Ml2sNPP3xNm17MsBoJicWBp5/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h14/h001.BhVJi6K7LS__KOe8TEhm8DohMRVXto73m6ZwBCPYjeQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>about 10% of it</b></span></a> (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>No More Managers:</b> Twitter founder Jack Dorsey just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L4WolpICloDmQguvpC210Bh_AMxW6eq-qXr0Ux5mLviNW14Pg3y1boXFF_k54a8xvRbutpTFnvzW2yhW9X_PMB5A4KtZZMNCVzYE8rYllPvPKemqLC7P_ak6ItbGAfS79e1TCIkl2EnaHCKYQCP4izAr1yG0eq0oJHpGrdcDIiuudN9fQHTOzQm0TaHRAWjnINOUw6PMeoWXMi6yP74a_kLE2tWJHBy6F0zlPg7RSBowfCb8bkqVpaxD_G839_CY25BMvzLsptV2tmbVQmReBCT_pepXCTKsIdrMhuhwj031/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h15/h001.eGiWDVhtGtxCJZW3IL65OvEvKnFEuRf2v5-Cq6oxjxY" target="_blank" rel="noopener noreferrer nofollow"><span><b>shared</b></span></a> Block's plan to replace middle management entirely with AI (2.2M 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>Dev Toolkit:</b> Most developers waste time on problems these 10 underrated <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lyc5tKIB6SbRHKjoLGzro0Gi-y5lPVEMELvwYvGAJKkkCtHasfBg1E0bLCXlCdUT0LoLeJppEK67D58RbU-M0ReL0gijlQdfb3965fPNemzG34Opafz0o8v9bKG8es5QF9TJl4Nup-2e5H27MXYq8IAdgEELToNn2xOrbEH9gPLbaNI_6RDqRb-w5r5_iW-d59KRwetPT9PQGc7kTmeWxfNRhIaP7C3geCM1KMByUL0ZM9ttJVfLI3Bt_tNaUwgHmUj7wMhNTR3O5XHCOAzZXCDb6LwSCCZolhnA_T-ds9Lz/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h16/h001.JUG_6ab6CmqFytwFsHFkMCNbu1CEDcZNC3-q6b5butA" target="_blank" rel="noopener noreferrer nofollow"><span>websites</span></a></b> already solve. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Code Patrol:</b> A senior engineer with 20+ years of experience <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyciClYkR9lk-6rfI0uXET_dMb8-u3TONQW3F6XyD4ND6_EicXLUAt2Cmn_iqioc6WWq3WVQs-TN2kM9s-eP4FON8ZS8wydbcDpgudQ2isECMvZJVs4ef30jggq5TqnHu3aYBcvaTils9_V6ZEl8UWKuBlCF6yjlmLoHNdj013OGz7XdbcQcCyoz-_NpEw2SQc2EIEWGF2rGdubUTZZjBbeM5WjyzLo2Xzv4tuXRNw8rXKzCnQPZYwNQtKlzJnSlvt1WW-Beh-heDCKjaU3UcaF/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h17/h001.SWi0Qsf8GQyYA9vlGUxxzu2f6aBaovfk55O-7d7fI6M" target="_blank" rel="noopener noreferrer nofollow"><span><b>breaks down</b></span></a> his 4-layer system for reviewing AI-generated code. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Build Here:</b> Sequoia revealed a map of every service industry ripe for <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L20fP4xFNoxseO6LKHjoDrLEnOswLuI2X6OGJX4ZrWHusxJ_tyDF30j3iSUojkCeiIcV-M5Oe0t6gTzjYuB-23gYidtm7RwPxGNme_0wjhPdFYLyX2RKs34NWuUvr5bc-GgcYthqz7cPFlhbyJ5uq1wMy3umym59NXR8QV1Clv5TeEPFeXj92ICks5Xusz7_Ix8-R2IZcuBlVdM7hZsi0b71cQ5AsEvawqDnBXnHuGi3rxbLyDjEdnzZazkFTQ-Tk-DHafethDqy3rMYkWIc10-dU5H2yAd5jD3EYI-2jKDLRhcgYFt4c1aoyqWmGwUL6Q/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h18/h001.hmcnFhqjQuMo4i09DlEYNnU3g0aOmT3S6SfLfXIyMzQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>AI agent takeover</b></span></a>, totaling over $1T in opportunity. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Stack Map:</b> Everyone calls everything an "agent," but the systems behind that word are wildly different. An OpenAI engineer <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoRU_vu54x3XeB6yDKA6HD-4kDsfQar0GflHhLO9h1MQbL-xwhhKM5uATmLqQFGkMcWG1j_96FOwDe5jSOSqwbbOfhKpauj4d9G0__qyrnUdUeCCTGEtG2SpVBqgMF0RibguLtUBXqrQhrUwXapbTLyMY31Lx5sUi176ruYTIMjLErrXo51QsYEYPCnWViYjlXjZMGMVRkBXcLBV9RuEgzVUg0sXdncLfCMDa-hp7sDo4pNa7gw04i9Xwr-AsDS0JR1HVE788Lv-9FNgAbnAwajLmS35Ob-XzlwHWXZpP7E-4oHOfMWW-rgXraAJMNbB3arrphZTUJ9j4bPYNSfx4IQe3Jhz9yiXOD4d5dQkAYCpSl-qLKGY1CVeUqZ3DXQcVLEJpDzmdVE17DgmiV5DlRY/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h19/h001.1IBZl5soXoovc-2Oy9eQffyCZ407hgeMoJkkPs4DRA4" target="_blank" rel="noopener noreferrer nofollow"><span><b>mapped</b></span></a> the actual stack. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Crypto Warning:</b> Google published a paper showing blockchain encryption is far more vulnerable to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L2OwRIWKWZlov3LJAjWu6swQ4kAx7_kgcyKPRFjJmXik_7FoLnfV0uSQfwDyJ8gixohcXl86Wv2E7A_9hQVKtAIBWpNVDHzZD05XN0LUw8AjpCvREg5LBV9XDJSdH-CWXGpKvdJ01qF8c8cgJS3-wTU-Yni9u0n7KUBNaUJ-1w7_eOvh3eFVdqRShPr_uIdKpqd_CRmWdONObV_f5Ka_9STxBYlnjZeFXAIwpU6_tD1aAoy2dyku3k5EotgTCnbzyEqMzVxsNiXATL7i1JPixeTmxHdfGiroXoFTaYUWhXU0X-C5vOrJhRMwxWcorn_LIA/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h20/h001.ZxoOgylQ_l0wnZj4NMZgPxZ_fCSmC1exER6wT0CUPS4" target="_blank" rel="noopener noreferrer nofollow"><span><b>quantum computers</b></span></a> than anyone thought. </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 make Claude Code grill you before building</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.AtRzLqL3EQmRcf6rV4XquiohGK21S4djNKnk9I9xOIOEat0G70jFNoXdTDZH66GCNZFIgocDUXuW-GloQeFYGO1u4nnOsc9yk8odw_3IvE5PuG7Wmg_493cL69AqgHRBZ8koZZnDz9ska0ZW6Q-i8ZKFkrP-CI8PExJXYJQTU-ic_ydNXmM1o23abg_elNVPYsS3iorWoH3qZpyrCBTaPLhBRRAmVggeXgvOFtb0pKqbFAtTWtKTkETBcsrdu2-xEGBKQMDycT12KtYgp_thzBgEbdk-f1XK4NyGs7nw5vOqDPwc9zxYwVqfKubXN-NC2hoL-AEKl5M9rsZ7y8GF9Q/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h21/h001.2GqDt1zSFI7kyRrNT2SwEA9rz3bTGM5qB6fTa4vlK8Y" 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/05684f3a-688d-457d-9659-ee96f3040f34/CleanShot_2026-04-01_at_10.12.25_2x.jpg?t=1775018601" 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-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%;"> By default, Claude Code jumps straight into building. You describe a feature, it drafts a plan, and 20 minutes later, you're stuck with code that misses half your requirements. Ex-Vercel engineer Matt Pocock shared a three-line Claude Code skill called <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquiohGK21S4djNKnk9I9xOIOEat0G70jFNoXdTDZH66GCNZFIgocDUXuW-GloQeFYGO1u4nnOsc9yk8odw_3IvE5PuG7Wmg_493cL69AqgHRBZ8koZZnDz9ska0ZW6Q-i8ZKFkrP-CI8PExJXYJQTU-ic_ydNXmM1o23abg_elNVPYsS3iorWoH3qZpyrCBTaPLhBRRAmVggeXgvOFtb0pKqbFAtTWtKTkETBcsrdu2-xxZSrIfZJtce8-Npnes4V21Uf3pcwoZWlRmz_ehlFwfOeptdnrLE4s0foGfh_D8XHrueVn4diM2knBvLnxaCfUA/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h22/h001.hpYxd_yhYxlrDAfAOBG3IsDMIv4BSwO1NLGy0gVvaD0" target="_blank" rel="noopener noreferrer nofollow"><span>/grill-me</span></a> that solves this. Install it with one command: </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>npx skills@latest add mattpocock/skills/grill-me</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%;"> Or create the file yourself at <code>.claude/skills/grill-me/SKILL.md</code>: </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>Interview me relentlessly about every aspect of this plan until we reach a shared understanding. Walk down each branch of the design tree resolving dependencies between decisions one by one.
If a question can be answered by exploring the codebase, explore the codebase instead.
For each question, provide your recommended answer.</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%;"> Run <code>/grill-me</code> before you dive into a new feature. Claude Code will walk you through it one question at a time, suggesting answers where things are obvious and drilling down into the tough calls until your entire plan is airtight. </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxPeVoBvoa-X34L9vqgEW6PnLbFhTh0EXMPRq9JfeqZPMYKfmKjqdDkRZcFk6i8FX7MitPwRcGd6LbpPtX7yNDUNGm1tZsy59lzyaycrODsqmm2gah_suvSSfPbvUpczBPLwOmML88ve8p2syU-HTXvugldoeW-mc3GCHLmR77vHfLuXr_3Uw9QUnUsSZkLt3iLF6dHNJ60ZCOO1lc0ErtZwsjJZKchMdPZjP6MmRo9buV2CvjlajkUE38B-0COHF1l9wBTOGMWIsjWAx4YYkkM/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h23/h001.uel1xzR8cnvR_ieJS1GTmSb__4-iH-I1Gnaxcho5eLw" 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/15337bb1-af3d-4123-b93c-2577dc031267/Untitled_design__35_.jpg?t=1775025321" 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-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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxPeVoBvoa-X34L9vqgEW6PnLbFhTh0EXMPRq9JfeqZPMYKfmKjqdDkRZcFk6i8FX7MitPwRcGd6LbpPtX7yNDUNGm1tZsy59lzyaycrODsqmm2gah_suvSSfPbvUpczBPLwOmML88ve8p2syU-HTXvugldoeW-mc3GCHLmR77vHfLuXr_3Uw9QUnUsSZkLt3g-tzY6pwyOgpMH5C_AJVPA8xw27Q06CQcJc7ggTooOU_yi_0SQTK-uWSztw4z2vMaDmi0nuf6Lky-R9clNNmtT/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h24/h001.WZOZJZMBj_Rqwk_JdGdE9KirwJcbnK5kZ9AoOoeD92Y" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to fine-tune an LLM for structured data extraction:</b></span></a> You'll learn how to fine-tune a small language model (Gemma 3) locally using Hugging Face. This end-to-end tutorial teaches how to format custom datasets, train a model to extract structured data, and deploy the final result as a live, interactive web demo. </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.yBywWjiZ7oCsTrXLmaNhkteF3N8GwYM-X-cR3baA6EUpd7kH7oFRLxzF4FOwXuujF3opTPBUA9emy8lpsn5lg77qrGx7Ofd2jUIKjq_AJlwDJAudUg1Sim2CT8ySv6WfLIOrGfJxxWxCk81UgHa_rqr64hPJe8IJl1BRiYJGsV05S_ssfSE78tqfqaCB5yBQGtvNlRkxBuVI_EJQXddfDZl-hBdZA8F9Ebl7MIpQpgd5_D2oNDcnaktXcIf095htY40bvghO2w6F76Z1Lw-c_of8IOv64B_Q3kfyV8DDYG8/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h25/h001.M21J8WOl9Za3g7KIx2m66TRe-rIhOa0iKVyRdubyVcY" target="_blank" rel="noopener noreferrer nofollow"><span><b>JSON parser:</b></span></a> This Go library lets you cut through messy JSON payloads in microseconds. It helps devs ship faster by turning dynamic APIs into simple byte-level lookups, making heavy optimization feel like a quick win. </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.tgWOPLtqyPb9_0gOXDT9L49Nx4UkE2sxKeEY4b7YsGbPFo6aAk3sIK7O9eNJhYMk2cte8E23K1sRBD1fJbs8A3Tyzvx4qMd5zrqg6f2Sf6DKOey8zhQ_YLhf7PDu6MBYiwtGbsViFhS4XWpca_u3SrTxN_Olcw3hAV8zPDJHrm__pSijEDx5otFKqHAi6iVE8s3klQe69siYhI4GeVVmtTECDawVy4GYmbk-wQBAcLgXbNXXR_a81Ut3RcL7h2jG6Rhv3oFGaPhFf5msS_zjiv_QDvcgbgLNLwOaWvIf-HV8D82CFMjDiV8oeC4eX5G_/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h26/h001.BBNrUYHfxG3v4xzAHjV4oNh79x51qyL-CEtjlxtKjaw" target="_blank" rel="noopener noreferrer nofollow"><span><b>Meta-Harness:</b></span></a> AI performance depends heavily on its surrounding code, or "harness," which is usually built manually because existing automated tools fall short. By letting an AI agent analyze past code and logs, researchers automatically generated harnesses that beat human-designed ones. </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_ygjggEXBnwdJX50VI3VNf5mA585SS6VgV6WQzoQR3tHYy65eWeIKsbjl1m0yQaM_r2uEfNtK_9grjABZUZ0lGHF25ISzbeDubqMnkRrDjFSZCCv9zo4umAR3OG222VmulYexpbmOKnsJyZgO4jLaF4gVB6OwjRx2mJPn3SmpgLaoVY3jjzIVb9ebfvXqkafxsgAKFQ/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h27/h001.6Lshp70B9gjTP8jyYAOnHR3ksk6W_O81xd4Rcp9xQiU" 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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GEu-LnRtiHCk-_SMyklEvBGVfV9A36zdJiFQ6PA_ZSR4JTbjx2XCxRutP-XUB99NHvJfz69vQqjQf7AsxotGD4xApRseA5iE7Nu6t01xMfS6PFeMqcRjSdQBrfhhohiovBjaiCxEvSuhrvMm6i02nUO9q1mh-B5i-MafmMyFxuWJu1F0LmivS_MOIkoG-FB5W4x_RH9CVTt8icS1lYx9J5ulwwdWPvcVVPU4XdFjMFc0dPTiVPrkKBg1SN_G48qdIiigfuwSEwh2gaeguROt6-zQMmZig21LVa5xzkeyymWDtZWLlr4zTIikHasAw17tiZ8Ji6W05sB5BfJGfVoekytwu1_XgoEBN2mjfxK1wYaU-x3vRP3NzTTvYGLidYWoVo3CbOSizsE9oLVaWvwONIScG6R0eIvY-ETwmD9RZjQlXD4iTMw-eSlh6j3IurZXcG4ooMmIVEE9ysDT7f--fh7WniYpYCDfD8CptZX6YxN-EhS8OQVDWPDjAA4KZdClJqgzg1zgyDtyTHWPFPiWBs_XQY5U3Rl__UirPixQuXcdM3x9wZtgQFS1LPwouaZwuwfTK3E6aOxv4Nehql4Dut-5KpLO2jgErwRZ5wwfULQ2lJm9kVQXRqauv8kY7rcieRHi3hErgYZGj_QIXEZ7jXqFWd46WCrAydfjYauxufuAaB0HCW4QCpYJ4xfX5LTPMDmJkLmK6M5hq0U-VzwKZE9fhKkDLVFnUFcpz-xeLbzr5tmRikLjEDLx2-T7BzMhMSraZkXowZI6phqfFtbI_hyB74PwltIuYEHMULYEjEYsC9MSvPOM_8jn1MlNberHEWqrpeC9xGseVzCJ_ZnlSRBMlO6lQhdjS6QmJwjBB6meqElPfM68TCH-7evg6FrsVywFQfUiQo0I7T4qrK_HsFSqSmpPlCxy_Jo0mK-VI3Zow/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h28/h001.DOZ3S_pD_flm7EBmpa4coejGAwq93ghGKSFtYlYrvIE"><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_h9ck9FHbNIZ-xJ7qBUv4Hm8fLTKElbl_S1GyOicZWGH8gQ89oRvrkCsfoZ1HYD7bXCgE4kDQU1oeLk9U68kGvA_O8dDfgfVCbxg8y7tBxF9H0EHN3kTPBxZuvLnm8xx_ffzIN7ZvZYlqlG_hbmIVTX3x7gsqRtFXYPq0RdU0v9j9ptE16ePYS1Y_YL5Kd8dV-cfuXicBtilI_q_TV1H5EbGpMBazsZ7WQFZ0w54dgFF-cbI3Rnc_1AwRraXmW5GPgiL0H9asHSh1K5cbJuNxMQZcQQChTcbmoaTyb31bVzcbP_JjYYWy8JeWyBeDp2Qm7f2czBk1o-QHmnBjjiT-hSOXi_v2LOSeglOHUI6W7Wk2dDDizo9eXjtkb7djjj-PUYI5Ptf9u6cUlEcJ21ZU7wHYdDETRSaNqzQWTQLlGosY_yJxKx6dHOieJU1MmcSUBxjkugUimBNUmdnJYdUVwbHQrZHdKPb3B5Ap_wwfgNrCtK0wAvgLGjv6zIYiHPfL7OtYB4oAAcQCNnmnqNDVFURt0ZsqBVpajy7Z5FD_orvlP75_SyfU7xDkdfU73v_duVLnre1qYOKquXRdYu6abf_ZvKKrzDOOX67kN-HbsjVXAdDfDvLzGxsKDktLbcTpO_VbosyL2Lc3LJj-HPnZyfFmT9T5g2VXScnhzOL5DpDc1uvGtB5awnFYfPxSf-q9gDpVCZutg9FUplDMXkHgKqcych0qEPPT2Cff9soUaYYTfy8qWZq3VUsO16V9GpHc-LJiEqTG90O_b4rukawf7W4eVZEO41Vn56Osgp4FylAzMOzJUs29jOHMMZh39mqhoJAPlioB9pjhSpyd65flqzkUTA77GWmO-rhePjb5Xd6AzPRXrVHmw0hX5HrLMn-Cau31juL6VgHlErji6UDvPpYjR6ww81xmsfBGbXSUs0Pcz_qb_QMVg/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h29/h001.JNlGqHzoiOsZenv4q1TLmAgiW8e6A5OxUPesroCmogs"><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_s6AftXBC3OfCry1RhAuRK1mFILTaF2JnJWTlXyK5oAEVfqw4mhg3O6OJ7Rx9Uce-7zMmVjJi7UFrp8fAOuPVhBoJNiUZU-YVQH5q1wz0bjgHShNp99CDlW5ifLdgxgR-B7FRX5QpXVwpV2FdgcUuBR85F3W1mjGrxQSgyDn9l7iDjMcRXwBsTiyyFgUKHLbNArz79pJiRqO89FaTmYIfWSJdQredcQUEDVkFD79aTjxhybuTRo92vfcHsAPAqTymNq2f1AbI83GRyoVWOjUzbTbcxmdp57x1GNI6IXq2D9WgwlCxG3nGqSbU90j_4pDVrbCVwyn8N1ooSIpj-pBhBNtPTWwsbFsgxgQNsXieSl6mrDI2-6pxPwZt2M60gHtz8Ie9K_jnRezCYZLXfMB-7Uz7sEdy3cxyAR9UPF34ZHy4bOZ_S0CrOkyxQV7u4N7Vbpr958KY2HS-H-uEVEt2BYKMrocluD0BjMQ7fG-g_jNc365oTeYSVBLz_51UnEUP-Y1OmoApgQXaRN5DtiosQ-PPP2kCXc-YHkIgFV_miycVhLsK1RzREbIVUNGELEo76fKHmw2MuKZMUAy08OjSpuRtcL-PQ9kPBY0bAM7tE2kfET6qDImsmQ5QKTpylAnMmzYG6D6fkeS61oihOHQw7u0wDQHNbWlTRlS1e99cVersq-5UnH3O0HocawyTJ__3t_sXhQiiDwu42TN28qC8J14v69bw-NF4RnAbq9MKBLawIun3WfKr-Of2Uhrln1ZPBxWpnEk2giXCGYj8TPGqCBNPo1xwfI56fA-6GrpMZEzQzS9rbHVDGGqNcAjlWtq4Y0hvZ50-ugZf7OylWhDGt0Mb-W7FHiDanK6PYgAwq6Nu6tHMfvfTjw0_y1RSu8hI4q6LBXcMyUe1LTOYdg1uO6sNqf7ZpoNAKwmHaK7-11ewmC6jwaFmuwxPU5bnA/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h30/h001.jzLcS4m3Cv20G7lkAeH45n1wM8FVUOSurvdANQCS1O0"><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-nulgpoPhE0tM81AwqkqEWg3OlqibHLTLUa-pvNV6pDP1x0Wkx6kT2e-AVG9-3LyLOB-9xLGFytrgLGIwJuEEoY5SznpsvgaG89uyzyOC3HKkjmlWyUCRv5_Y7uQRsQs5JIdv100c1fqDSQawlCSucDpooF88VMeaviQoQD2G4VLd2RCqkHvtp6puVZOOQRFwjaKa7ekpKRz5PaNEPu5rZpt7azMUqz1Z0lLpFaB_rUTJE_wnn4aOuDhHo2pgcGgamjkM6HeTEtULfc-YDwRv2BpvjUUFXJVcaEYBE3bXjn4PJVI0x0iGuAGCVKiuIY0csePXKlADq-cDJD3Xq4LeYaXhCN60tD4byMnSU5p434yQIZRhD7o4zaQhtdQBVZypFgCv1CnsQZPxd_suALDL3eHPHYu066jrZ-LQ4JddkM6k1QwI_mLqCC67EqkL_kf-TZb5t5-J1qbpiW5Z7h5fCnuh1LdB0j4YvdjrSy3jmFZLA0rXUSvVRCPPthTcT3e5SwCrbhwe4HOc5Ft9EIyyVgOlT3ZIa9uKNMLt4lxhINth8GKv5QTsGHPg5y_XMWyXEzNj6-EKDHxc_gGsHdQMeoYW1odqd-hCiz4NXW5uJLmIaYZN3-ju0ARA2QpW7eL4ryi_hnKNNBa-5oJ5dLi6ujSOaAK4VVFTIzu4iNjJy8rwEphzmWC4DntDa_I1IOab9HJ2AUFFTTn8Fr1X89Oo7PZF_ZZadOvTP7UFnTJL5tJCvHHjQKW5xzXNBbHnwwUjxqYxshTjQvov7u0zAX7vhgDUvxpwY_qq5TuJDsrsDNTIkRi4IwQfOfYW6lf_mK7_Bifw-LF5DMk0UZvoUc15UkoHLZqjmtwjtEAQdQR2wIt5brdPunPNZfqBag-ZPvYmDDWrP6rgZRptXwwfLvMl1GUtuPE4jrn5yUxYQiKZZfO88aylmAffKub5Ss_fvCPOmMF/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h31/h001.4RDptMVa_3RE8d-ql6dVre99IJJ1BPB4aT29nhc9rcQ" 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/4pf/RFDc21ouTW2QvP7gwZ6pbQ/h32/h001.rHvkZIqUi-_H89AGxPpgmX10k7su7uZkf61Hm1oQxZs' style="color: #030712 !important; 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**Welcome back.** Anthropic just accidentally exposed Claude Code's source code. What was meant to be a routine update triggered an unexpected leak, and developers are already pulling apart what they found. It doesn’t get any bigger than this.
**Also:** How a veteran engineer reviews AI-generated code, an OpenAI engineer's guide to mapping the real agent stack, and Jack Dorsey's plan to cut middle management.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* Inference engineering: the next big thing
* How to make Claude Code grill you before building
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
--------------------
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Caption: Made with Midjourney.
--------------------
**Anthropic exposes Claude Code’s source code by accident:** The AI lab accidentally leaked portions of its coding tool's internal [**source code**](https://x.com/i/trending/2038638312190316690) by including a map file in its latest npm release. They confirmed that no customer data or credentials were compromised, describing the incident as a developer error rather than a security breach. Claude Code creator Boris Cherny [**attributed**](https://x.com/bcherny/status/2039210700657307889) the leak to a manual deployment error and confirmed that the team is now automating the process to prevent future slip-ups.
**Developer rewrites leaked Claude Code from scratch overnight:** Following Anthropic's accidental source code leak, the lab rushed to issue DMCA takedowns across GitHub. That's when Korean developer Sigrid Jin **[stepped in](https://tech.yahoo.com/ai/claude/articles/anthropic-accidentally-leaked-claude-codes-180256954.html)**. Waking up at 4 AM, Jin rewrote the entire codebase in Python before sunrise and launched it as **[claw-code](https://github.com/instructkr/claw-code)**, making it the fastest repo ever to cross 50K stars. Since it's a clean-room rewrite, it remains protected from Anthropic's legal reach.
**Google drops its most affordable AI video model yet:** The search giant just released [**Veo 3.1 Lite**](https://blog.google/innovation-and-ai/technology/ai/veo-3-1-lite/), a new video generation model available through the Gemini API and Google AI Studio. It matches the speed of Veo 3.1 Fast but costs less than half as much. The model handles both text-to-video and image-to-video prompts and features native audio, synced sound effects, and dialogue in either landscape or portrait at up to 1080p.
----------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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##### **PRESENTED BY AGENTFIELD**
## [Open-Source Harness Orchestration Is Here](https://agentfield.ai/github/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode_060401&utm_id=thecode-1-github-cta&utm_content=github-cta)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a83a3c3c-4b73-4ff4-88bb-571720cbf4c0/Github_thecode.jpg?t=1774944569)
Follow image link: (https://agentfield.ai/github/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode_060401&utm_id=thecode-1-github-cta&utm_content=github-cta)
Caption:
--------------------
You run one Claude/Open Code instance at a time. These Open-Source repos coordinate 175 at once.
[AgentField](https://agentfield.ai/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode_060401&utm_id=thecode-1-home-cta&utm_content=home-cta) is open-source harness orchestration. One .harness() call spins up hundreds of Claude Code, Codex, or Gemini instances, they discover each other, split work, and converge on a verified result.
* 175+ Harness SWE team
* 250+ deep agentic security scanner
* 50+ adversarial deep code reviewers
* Or build your own
[We wrote up](https://agentfield.ai/blog/posts/beyond-vibe-coding/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode_060401&utm_id=thecode-1-bvc-cta&utm_content=bvc-cta) how it actually works, the failures, the fixes, the real costs.
**[Clone a Recipe](https://agentfield.ai/github/?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode_060401&utm_id=thecode-1-github-cta&utm_content=github-cta)**
----------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**
## **Why inference engineering is becoming the next big discipline in engineering**
--------------------
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Caption: Source: X/philipkiely
--------------------
**Open models closed the gap.** When Cursor [**shipped Composer 2**](https://techcrunch.com/2026/03/22/cursor-admits-its-new-coding-model-was-built-on-top-of-moonshot-ais-kimi/) last week, developers discovered it ran on Kimi K2.5, an open model from Beijing-based Moonshot AI. Cursor layered its own training on top and matched Claude Opus 4.6 on coding benchmarks at roughly one-tenth the token cost. That performance edge comes from inference engineering, the practice of optimizing how models actually run in production.
**A new field.** Three years ago, this field barely existed. Now, open models match proprietary ones within weeks. Philip Kiely, a developer advocate at Baseten, just published a [book](https://www.baseten.co/inference-engineering/) on the craft. Companies running their own stacks are seeing 80% cost savings while boosting uptime from 99% to 99.99%.
**Most teams aren't ready for it.** Owning your stack means managing GPU clusters, tuning quantization, and building efficient autoscaling. That requires a kind of engineer most companies haven't hired, because the role didn't exist at scale until recently.
**The talent pool is catching up.** Open models keep improving every few weeks, which means more companies are hitting the scale where self-hosting makes sense. And if you're spending six figures a month on closed model [APIs](https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering) but still struggling with reliability, inference engineering is worth evaluating.
----------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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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
--------------------
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Caption: Meme of the day.
--------------------
* **Under The Hood:** A developer went through Claude Code's entire source code. Turns out most people are only using [**about 10% of it**](https://x.com/mal_shaik/status/2038918662489510273) (1.1M views).
* **No More Managers:** Twitter founder Jack Dorsey just [**shared**](https://x.com/jack/status/2039003879841362278) Block's plan to replace middle management entirely with AI (2.2M views).
* **Dev Toolkit:** Most developers waste time on problems these 10 underrated **[websites](https://x.com/ennycodes/status/2038655225913913578)** already solve.
* **Code Patrol:** A senior engineer with 20+ years of experience [**breaks down**](https://www.youtube.com/watch?v=As2xy_cSx00) his 4-layer system for reviewing AI-generated code.
* **Build Here:** Sequoia revealed a map of every service industry ripe for [**AI agent takeover**](https://x.com/gregisenberg/status/2039125157134905517), totaling over $1T in opportunity.
* **Stack Map:** Everyone calls everything an "agent," but the systems behind that word are wildly different. An OpenAI engineer [**mapped**](https://www.linkedin.com/posts/vinothgovindarajan_the-agent-stack-part-1-a-systems-map-of-share-7444241370829017088-GP_F/) the actual stack.
* **Crypto Warning:** Google published a paper showing blockchain encryption is far more vulnerable to [**quantum computers**](https://x.com/projecteleven/status/2038807049262264502) than anyone thought.
----------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 make Claude Code grill you before building**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/05684f3a-688d-457d-9659-ee96f3040f34/CleanShot_2026-04-01_at_10.12.25_2x.jpg?t=1775018601)
Follow image link: (https://www.aihero.dev/my-grill-me-skill-has-gone-viral)
Caption:
--------------------
By default, Claude Code jumps straight into building. You describe a feature, it drafts a plan, and 20 minutes later, you're stuck with code that misses half your requirements. Ex-Vercel engineer Matt Pocock shared a three-line Claude Code skill called [/grill-me](https://www.aihero.dev/my-grill-me-skill-has-gone-viral) that solves this. Install it with one command:
```
npx skills@latest add mattpocock/skills/grill-me
```
Or create the file yourself at `.claude/skills/grill-me/SKILL.md`:
```
Interview me relentlessly about every aspect of this plan until we reach a shared understanding. Walk down each branch of the design tree resolving dependencies between decisions one by one.
If a question can be answered by exploring the codebase, explore the codebase instead.
For each question, provide your recommended answer.
```
Run `/grill-me` before you dive into a new feature. Claude Code will walk you through it one question at a time, suggesting answers where things are obvious and drilling down into the tough calls until your entire plan is airtight.
----------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**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/15337bb1-af3d-4123-b93c-2577dc031267/Untitled_design__35_.jpg?t=1775025321)
Follow image link: (https://www.youtube.com/watch?v=2hoNAr-id-E)
Caption:
--------------------
### **Top Tutorial**
[**How to fine-tune an LLM for structured data extraction:**](https://www.youtube.com/watch?v=2hoNAr-id-E) You'll learn how to fine-tune a small language model (Gemma 3) locally using Hugging Face. This end-to-end tutorial teaches how to format custom datasets, train a model to extract structured data, and deploy the final result as a live, interactive web demo.
———————————————————————————
### **Top Repo**
[**JSON parser:**](https://github.com/buger/jsonparser) This Go library lets you cut through messy JSON payloads in microseconds. It helps devs ship faster by turning dynamic APIs into simple byte-level lookups, making heavy optimization feel like a quick win.
———————————————————————————
### **Trending Paper**
[**Meta-Harness:**](https://x.com/yoonholeee/status/2038640635482456118) AI performance depends heavily on its surrounding code, or "harness," which is usually built manually because existing automated tools fall short. By letting an AI agent analyze past code and logs, researchers automatically generated harnesses that beat human-designed ones.
--------------------
==**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)
———————————————————————————
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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