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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Mon, 01 Jun 2026 13:02:25 GMT
Subject: 🔥 MiniMax drops M3
To: [email protected]
Date: Mon, 01 Jun 2026 13:02:25 GMT
Subject: 🔥 MiniMax drops M3
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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: 6 skills to enhance dev workflow  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> June 01, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9uNR8GVXHeEiG9eN8qYC3N-KMwDxRVJo87-6CFa8B7DJJ5oMjUx3pV-LYKcRs-mLlw4qG6d76EtESJo7RfstW_b0IW_U9gfGnD5CDS4TcyahFmIb9I_u7DbYmpD4CxSv9aAT-8luqeqqeEICER8D2LsSXFSFsztmUvkn_RgOdqRWl72pGBqkrDxJ4UTea25NnBYH0ixzkOCT8k0MrEpRZc-QZBAY1sPW5COdiFRP1CtCT1IX-CAznJo_KYLVleW-jpux6Tr4DBEAZYWiOwoGZ1qfnygZWI_ARbOLHEcFMX_k-n3qaKnDb8jVLXNPXZJpIPcPF_A3OE32GqADXgf_adT_JELtMC5Tr7hQJLUCoWeshCcef6cT0mPbIZwZG6Jf6w4GQwTYeW6MyQoQDkFd8EFAd3B9CLz-DqqD8nL6-VuaEDYJ4ZuYrEIGt0zPryWMEeGW4nqP0TOwbfaEEQckVOgL0ty1kZVJfdNB8pJjPm4zSGw1QRvfPYd5QHo4ifxAbGVQWuXpVT1zZpLWdkWQCr8pYyaWLWnscPIhkzKBDibX7LNuWuEmkEfabfHNZ0r9ntIPJVjFbDNgn2O4bH7H7AhYO46TUS7k801hwpkVwohsHNw0WNV3JM8XhWGEsHVB0x9-6ftyhGJ_7M0J6IKVMWLDFf1AOt7kyckipM8tpNGUfOYL_f4AZW7bJvr5KFf9xSB6T0nsMrGE3Bqr89WI9g0jA96WCkft5BMCs_Dh5iroLU-Esf6BYlGL2weinNsgEQMUj1lvS4Xe1U0JAg4T05j/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h0/h001.gU7XdeQGh8X2xt0jlj5fGD_CFzWEyjOPeHe3yI1CL-Y">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/4r4/ZA7XY3vnRKSCpXtq3sZd5g/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;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquntVjHmY_xSSSRU3XkyGuTYlhAbasdyTNbftWva5kQ8YwTe-X4ItNesCzBUUYGGBD8rjSs3VL--opJS15ja71ZMEY8ep_Pdpe7e2NQoETjjt7bhNzc9OD-ANkswJlnnjXiwhMSREmTK3QIIfJVM62rIQs5s5F8cpvCdXv7QHmTycTbiydz1gWWOh5iT46BAIcTW3Q4i4wcY4Ssu3Qc6eSlwlBn1S_Vj98GSGEvBV0IXONfC6kmIqTXfalbex2GsCWFgEeQqhuP6UdsStix6JbsSWXr-x3tJWUcvMvi3Xnzo1cWxICpGcVtBDK2DobOPDwVCAGhjWYu-U6DNpBtprq5-5aYewQ2wU92YMFpRib-l0h1QnZIaJGokouFwkdret1Q/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h1/h001.-_efR8goRRsBNH9NuXFqpyoONxKY_V1DPv977m7gECw" 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/128818ed-5b91-42fa-a3d2-7bee5ba336ae/Group_IBM.jpg?t=1780084157" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;padding:0.0px 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> The gap between open-source and frontier AI is closing fast, and a Chinese lab just took a major leap forward. Their new open-weights model combines top-tier coding skills with a million-token context window. </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 a Claude Code subagent with ready-to-use templates, an OpenAI Codex engineer's "chief of staff" thread that runs every project, and why Wispr Flow's CTO stopped coding. </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;"> See why cheaper AI models can quietly raise your real costs </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 audit an entire codebase in one Claude Code run </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_0gOXDT9L4y-DNIXGUM60IZE9CWW0SIXYzQlAxeYSc5XRqkUqTsuqcnaEDPFY6CY-gg3o2aZHDPz1Vq8dS9emyNzCo2vWbFf25A7X01qFbLvofrukhfzSYtOPtXwIqWHymyuYzahNKPynKf9cnmXUvQRccfAOOm19gV_iFvMXSy-BuJegPiKPvwlM1FIxeeXY-GjjROsxff8b4gs7POVISUca_RNQDD6ivQ8XRq3T2MiM1UtWGmAPyeBpZ3VFRU9aHD-eME69QujvtoBCubeqSUCgaQUh4K0PLz-H2wfySOIWcUxse5Q/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h2/h001.4mNx8R4IFQJcqcUUc-1AaMo2ZZCMX9anUpKeoQVHwTc" 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/46a685b0-98b9-45df-9e78-014235f9ef6f/Frame_1000003535.jpg?t=1780316373" 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 MiniMax M3’s full coding benchmarks.</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>MiniMax drops an open model that rivals the best:</b> The Chinese AI lab just unveiled MiniMax M3, what it calls the first <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqug8YxUM3LJTAvza59Q17vU21G32azvEL9FTrGLXZvwuEj-pNe9WKH-28ncwofTfuKeAD7w7hgQxXS-JR6jSNpmsDIDK5X9-aiOmeRcQlgAJGNm0tSc80wRDP65Zr7r3P9IGyCu9N6A9_eEj5kdYLrK9fZXBTWIt0oiWEQdzfg6DatoD0hkXbMmC3CXKmftVkWAAf432t7gJ3DyVDm5iAq41V-nBTb7YCbj40_p707vgae04YqNYXss6_0xfFTBZL3bu1u2h6fHq59YB9Zul0_hQ/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h3/h001.kPq_s_fSMVpnngASbM9QQyspgEtpuynzqzHMYOFy2ag" target="_blank" rel="noopener noreferrer nofollow"><span><b>open-weight model</b></span></a> to pair top-tier coding with a 1M-token context window and native image and video input. On the SWE-Bench Pro test, it reportedly beats GPT-5.5 and Gemini 3.1 Pro while closing in on Opus 4.7. The model can even operate a desktop computer. API access <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLor4qFHd-c8F8W-5qdSkMi5JvVkPntpls0sacx2sWAuNNsnmhdfF4fCMJSONGjZZLYa3SFU11dbIR8xGSHMbwwN7VgQdd1Zozc35FzXFqOvPvGP15hUR5AbUpxJUkBt3Sgf6bkfoGG-CZn5XsAGU1e5Hins-r6fsOzhWzhKA21sR_lP6IZjG0MaY8kyPevEPWsfWAPqeFNeyyy9Y_R9GacxxL3o1gKGxNZykXQSnSI7jjoklcKwqkZKExdJfUsT7Z3RwjywsMvZtWiG2t2-F4hT1zUcxD7dEr6vqu6YGn6gF/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h4/h001.Tr7gumKiv6JSCB44ClSAdzmDb15Z3hlUCa7Iha4DXE8" target="_blank" rel="noopener noreferrer nofollow"><span>starts</span></a> at $0.60 per million input tokens, and the weights are set to open within 10 days. </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>Nvidia ships an open model to power physical AI:</b> The chip giant just released <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7D4Pyk6--kz9TG2DgZywkY5DZ0eExdj48keW7lQXdG9WcqOO0fFTBn5fMAUbQ4z9wxvhutElpYBE5CxNO6p59xKmyQIh6fruvFYOHVIwoc6YGlIjdjGLAXGPdtJ15KpQtNLr65A4KPPW0g4VFZ_T6rid65G3k10lmubPLssqfYuBDuKjHJBAZrzFQjcWGWNkSeYywsPfunh8X_hyeVbur8Z4uBjU6ZDqbT3OEKaex0HhS4Q_nK0520M7aUb5fPqBd2fR8joIDJO53Qjghqr-HpRbZtnBCwHO_NNJPq0uX9Auebcree1BFLKCyXL_uGrwwPQqgQDIGqJqL4_KP8r71AoEglCK9z9OJVSm6WVqpqpu/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h5/h001.y3bUaUhvXGlanY6RM786YnQd6NdMuQfKABN5Cn6YFWg" target="_blank" rel="noopener noreferrer nofollow"><span><b>Cosmos 3</b></span></a>, an open-weight foundation model built for robots and self-driving. It combines reasoning, world generation, and action prediction into a single system, so teams working on robotics or autonomous tech can stop juggling separate models and pipelines. The compact 8B version runs on a workstation GPU, while the 32B model targets datacenters. You can find the checkpoints, training scripts, and datasets on <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7pU9DxjkOaaxzm7G-wPOjTfXMNjDpmGRziOM5H4M70h9aJNQfjdhnusp2stMh5-uMXvmpgZUHc3EeSzMsGjzl_Mlp_C4JmmUKrQUZMlEOV8BwEnbi_2ojvTHm2KzccFW7p6TX-QcHwknqfdof9Z_pAoGjgA8qQNmyBa9v1rlV3SoKKj_OQe4DInDu8m_zElhUDlTCqxoqgSNlEro3SdnPBccml_RiuITFqN0Llp82FD725gZxRMbt00WyRcnlPh62g5h9aCvXsj1P9Ery849zBoih9NSS9YyckCltEMB5_-I/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h6/h001.OWpRw_mnE8rTeYn5A9-GtI9RbUMuJVrNvLUaJNTvuo8" target="_blank" rel="noopener noreferrer nofollow"><span>Hugging Face</span></a> and <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhklEgRYT_56vGfmk7hDHjpBzJSZwHFuev2m_hKhMDCUyiCdjTRBXIjyxvjt2s2RZ2og0nIR-dSR96VPdPSfJumfCa2m_QgvhwHaTnPRkm3o5vSgEx9Q2WiK-XYf0zKuHktiFzECcMzl1Z2c3FLI9lA0Hr2tY5rFLd_aNtMw_dA6FKYQ-5XGAAO380xCGeFdeBIRiDNrWopEK37H07z8GWEYL5AixoWTqJjOS-a1s4hr9wtDV1uBZ_Op-OlGzQd2whPw/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h7/h001.xvsx5Iv47gIG1xGZYrRP1IZIGexNxBjxGfLla_amcYo" target="_blank" rel="noopener noreferrer nofollow"><span>GitHub</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>OpenAI staffs up to build real-world robots:</b> The ChatGPT maker just kicked off a hiring drive for its <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L9xT-ugBZv-mNO6lGmCqxFSRBVQlI98W78xI9_8LkIvIasfhNQPGtyLG070RHr48CpoUzNq6YS1OC_K7NjoDa6tluJQNa_MOrwpOuUBlu5TJWSVGEAE03KtWjVmgK6q5cRakAd875wqrmXKRT3bq0UbDUH-ta_Mqt7Wvb3BJEyKjsZtF1vHT3KNfZsk7qSV7jfCfuAsD39_8iuwTI7RF7lppgtlb2Td8J_yY7h1sRcDWuIMVJGbsKmjlztlzdmB1mSkHLg2UPtrIyFlJLjlVxt0/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h8/h001.rHRuzvs-t60VypyKXkiGv-Qu0cYLKTF__d2-eybjnzg" target="_blank" rel="noopener noreferrer nofollow"><span><b>robotics division</b></span></a>, scouting full-stack hardware, systems, and ML engineers to build machines for the physical world. The team grew out of an internal world-simulation project over the past year. CEO Sam Altman credits that hardware-and-ML pairing for how fast progress is now moving. Its first priority: robots that help skilled workers build out infrastructure. </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 IBM</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.AtRzLqL3EQmRcf6rV4XquntVjHmY_xSSSRU3XkyGuTYlhAbasdyTNbftWva5kQ8YwTe-X4ItNesCzBUUYGGBD8rjSs3VL--opJS15ja71ZMEY8ep_Pdpe7e2NQoETjjt7bhNzc9OD-ANkswJlnnjXiwhMSREmTK3QIIfJVM62rIQs5s5F8cpvCdXv7QHmTycTbiydz1gWWOh5iT46BAIcTW3Q4i4wcY4Ssu3Qc6eSlwlBn1S_Vj98GSGEvBV0IXONfC6kmIqTXfalbex2GsCWFgEeQqhuP6UdsStix6JbsSWXr-x3tJWUcvMvi3Xnzo1cWxICpGcVtBDK2DobOPDwXEn0eBcix_R3mjIH8nIZeMwsmBbJDrQ9x9WRafM4do47hpOgMRNbpej8qspR5zKEw/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h9/h001.ptsR98UTckXvwwu083F3CK2MOqOUqDkwexAHr0O54LQ" target="_blank" rel="noopener noreferrer nofollow"><span>How agentic engineering differs from vibe coding</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.AtRzLqL3EQmRcf6rV4XquntVjHmY_xSSSRU3XkyGuTYlhAbasdyTNbftWva5kQ8YwTe-X4ItNesCzBUUYGGBD8rjSs3VL--opJS15ja71ZMEY8ep_Pdpe7e2NQoETjjt7bhNzc9OD-ANkswJlnnjXiwhMSREmTK3QIIfJVM62rIQs5s5F8cpvCdXv7QHmTycTbiydz1gWWOh5iT46BAIcTW3Q4i4wcY4Ssu3Qc6eSlwlBn1S_Vj98GSGEvBV0IXONfC6kmIqTXfalbex2GsCWFgEeQqhuP6UdsStix6JbsSWXr-x3tJWUcvMvi3Xnzo1cWxICpGcVtBDK2DobOPDwWBegQkbNEAf1Dm8AthiB0M_oUdfoq-T3E6qXZ9eUX-Y9fWDrwA4neGPRz3F5fU8vg/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h10/h001.JKPlmk1Ixt2Wtgo4-pwJdcCE8E7tv0V-zzhRJDZsFDY" 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/f02a60d5-0c21-4f41-9b8b-7eeea8715ca0/IBM-Bob-newsletter-UI-dark-1920x1080.jpg?t=1780084288" 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%;"> Developers may use AI for quick code generation, but this <span style="background-color:rgb(255, 255, 255);">“vibe coding”</span> approach can create more problems than it solves. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquntVjHmY_xSSSRU3XkyGuTYlhAbasdyTNbftWva5kQ8YwTe-X4ItNesCzBUUYGGBD8rjSs3VL--opJS15ja71ZMEY8ep_Pdpe7e2NQoETjjt7bhNzc9OD-ANkswJlnnjXiwhMSREmTK3QIIfJVM62rIQs5s5F8cpvCdXv7QHmTycTbiydz1gWWOh5iT46BAIcTW3Q4i4wcY4Ssu3Qc6eSlwlBn1S_Vj98GSGEvBV0IXONfC6kmIqTXfalbex2GsCWFgEeQqhuP6UdsStix6JbsSWXr-x3tJWUcvMvi3Xnzo1cWxICpGcVtBDK2DobOPDwfjuKbLx2XJYZBNGsze4dJ8tRUj08a2w85nlCODkjpa6uRWq0GQ2NILyJrkg6fmokA/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h11/h001.Q6fMDYW_DMcgh3Go3VTxGk2kbL_ZCGL_29zrJoMNBPs" target="_blank" rel="noopener noreferrer nofollow"><span>Agentic engineering</span></a> uses AI agents for specific tasks like refactoring, documentation, and reviews. The key difference: developers maintain oversight and validate outputs through <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquntVjHmY_xSSSRU3XkyGuTYlhAbasdyTNbftWva5kQ8YwTe-X4ItNesCzBUUYGGBD8rjSs3VL--opJS15ja71ZMEY8ep_Pdpe7e2NQoETjjt7bhNzc9OD-ANkswJlnnjXiwhMSREmTK3QIIfJVM62rIQs5s5F8cpvCdXv7QHmTycTbiydz1gWWOh5iT46BAIcTW3Q4i4wcY4Ssu3Qc6eSlwlBn1S_Vj98GSGEvBV0IXONfC6kmIqTXfalbex2GsCWFgEeQqhuP6UdsStix6JbsSWXr-x3tJWUcvMvi3Xnzo1cWxICpGcVtBDK2DobOPDwcD_caQrvo1oWLJtpIpTy7EbZd0fgo4VTkYKQO6R70BFoTb28CP1Shzo_aOATYPNPw/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h12/h001.u5jey9_IL6qBRdaL1SN0b3QMNjSa3INFXIwTp8CC29M" target="_blank" rel="noopener noreferrer nofollow"><span>multi-agent systems.</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%;"> This means fast development without sacrificing code quality or accumulating technical debt. </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.AtRzLqL3EQmRcf6rV4XquntVjHmY_xSSSRU3XkyGuTYlhAbasdyTNbftWva5kQ8YwTe-X4ItNesCzBUUYGGBD8rjSs3VL--opJS15ja71ZMEY8ep_Pdpe7e2NQoETjjt7bhNzc9OD-ANkswJlnnjXiwhMSREmTK3QIIfJVM62rIQs5s5F8cpvCdXv7QHmTycTbiydz1gWWOh5iT46BAIcTW3Q4i4wcY4Ssu3Qc6eSlwlBn1S_Vj98GSGEvBV0IXONfC6kmIqTXfalbex2GsCWFgEeQqhuP6UdsStix6JbsSWXr-x3tJWUcvMvi3Xnzo1cWxICpGcVtBDK2DobOPDwV4Azx3AzOyI47F_1r812LnnuK7xI8shi9aJ5PH3hQZKqD8MRtZYocZevTSnw-FgLA/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h13/h001.KpPA0rcqnvOyusudW1_8BO1nZ8RALKJz2oN7Bev8Uzg" target="_blank" rel="noopener noreferrer nofollow"><span><b>Dive deeper</b></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>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>Cheaper AI models won’t help you cut your AI costs. Here’s why:</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/b966e8ad-dd27-4573-ae5e-f2863bfa23fa/superhumanteam_a_software_engineering_team_working_on_compari_a1070b0d-8760-467d-ad92-ef2d08680e4a_3.jpg?t=1780301426" 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>Budgets are hitting a wall by March.</b> AI coding bills are blowing past their yearly limits, and one CTO went viral after burning through his entire 2026 <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAGNcQQIVnuD5dJzy9rvAZcOM34xESSiGlE7nugAx5PIjoIQYFCH2N2GdImEOMP09ImlPaWCRAw1PUzUCx1SUiTddwWUyeM1KpJBBbKhQL6P1D1jmEFMi4pzUKkJ4HL2S9QKNJJ6Y7jbmWFJacTTh7Dd0aGkTnQwN851kGy7XW5hu5GLPayO4kgRv0LDbqpd0ygfRVsj9T4HPMk1NB05k3m4JZS4e4wgskTttY_YazAkrhRq0p0yiyt2HEf9X-Y6S-C1URtp5TJfbtAzVZo-TWcGq1boZwkrhicmD9bZetOzlVReDFXJ0B0G80S-PMNQ5JAOPBhP75IWQ6l0s4QD8xZI/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h14/h001.G2VCYAKlMM6dveP_W81llg2qXymh1pk0-nqJmqp60Wo" target="_blank" rel="noopener noreferrer nofollow"><span>budget</span></a> by mid-March. So the fix spread fast. Teams started capping spend and pushing the easy work to cheaper models. On the surface, it looks like simple housekeeping. </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 math for cheap models looks great.</b> A top-tier model like Opus can cost <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJaJF5xBVWcGG-VPJLShqHJVqiAtyeHllhTWy2T_N6Mf9PLvyKAmIlncw0aR_8sUmF6h-H6FFvsIGncg7SjWAC3L5wRXB2DUVTOlTc5CjDXUjeLFXpFQ-2jNEMoUotqrtVnYxrasgSK-AAxZNwZrJKS2qpqfmMv5nyddMZChhdE7mMJpp4fLml0MJitRcFRIN_k3kq4dgFN4fqtJTAoczRFWaiswwHW9fz6wPtJ2M20I0u6IjsumddJtoljb3mEn8E-zUubEOlYWY6vsD5x4-M9XgQLea_83LCH8-lTM8H2z9OXQOiF3F90f_SZ-f3nlhFw/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h15/h001.P1sFGsj-z7i_SYxPcceNW_H8TKV1tYttf3sMKSF0XGw" target="_blank" rel="noopener noreferrer nofollow"><span>ten times</span></a> as much as a budget model for the same request. Across thousands of daily tasks, that gap adds up fast, so the savings feel impossible to pass up. The cheaper model still writes code, so why pay the premium? </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 invoice hides the real cost.</b> What matters is the cost per change that actually ships, an accepted PR or a merged fix. In Cursor's own data, Opus and GPT-5.5 land about even. Opus still costs twice as much per request. The budget model stays cheaper, but its lead shrinks by about half once you count code that survives review. It comes down to acceptance. Cheaper models get more of their output rejected, and each rejected change becomes rework. And the pricey part of rework, your engineers' time re-reviewing and re-prompting, never lands on the bill. </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 invoice isn't the scoreboard.</b> The real question is simple: What did that spend actually ship? Cutting costs before you can answer that is just guessing. This guide to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IqUZOML35pbZylK0LfuECDezQEJwA3DB0mgXRJ9pbOJyt-dX4vttwvwwpbKpKbQ7ymibw8VG7ivHG6ZF3ZUtvBU8h5dUcn_ctihyWh6dbU0dYsG3sm0x1JrxY2BMC9cZdualCMbllfIqk2sZJG6BGnJECOr1ro8TnzGOm4XttpA883TyZ2vZheVadoOBdHLK_D3T1l50Z0-AyY2GQ3L6YLgFQaTMSCIr3FWCaFKyCzyA3ljeCLDcGOcGRyf-y7L2pFEQKc6QZLIOiz1o60rjwSDv795j94u1iONEWbXH8tNbagBwbDT0kieuBmxl2ac5YnuFFtrN1630oQ3xzxzYyw/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h16/h001.9WA3OQA3sKpMtjRpTlkLNMp6nBM8bfw7nDjYNelaF5g" target="_blank" rel="noopener noreferrer nofollow"><span>managing AI coding spend</span></a> makes the case for a better move. Tie the bill to what your team ships, not to how many tokens it burns. Give engineers room to work and flag the rare runaway. The team that wins is the one that can prove what its spend bought. </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/79668275-bbb6-4f2f-8e82-41b916b69922/CleanShot_2026-05-29_at_14.00.22_2x.jpg?t=1780299167" 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>Off the Leash:</b> Cursor's new <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5jOc4HPRjeGU7m9wlWQKbtXqDcXsYZJ5447VYylK37lFNWJWBwZI0PDlwWaqABX0auXBOm_hlBdIwqdQ_mvRr-6SKAUyCTE8EgZoE5CJFbpyr2Pb7cbFRUqm5Bk0QrxDnafYCj__hbrkW84fIvTEK2Ot2eVXuF0WTaGSZnWaVspNsGLw-jTZApWPInsc8LkrfKuDPkenwHIXYsaUThsNTuGzmlaP5YwTKT4XcZ9qhd1_rllEs-p9XwBhuwDgS4zmsxWiLS6Ht4lkVwREzcY3Fn8UITI3SGOrbsokKlZBMw6/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h17/h001.G4Ew9egXEoppcnzQOpuV61x8hicJB10A2JCCmXJfMqM" target="_blank" rel="noopener noreferrer nofollow"><span>update</span></a> lets agents run more tool calls without stopping to ask you (2K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Subagent Starter:</b> This post gets you a working <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LzTwqeevfJI_iir5U9i-tn7duPtiUKh9TSJoqAowUiJ20gERcRyEt9IMbjtVOPI_UX7beMOdOHTY15sVIfgIFNFgQ6h8w4PzpOv1NI2g-1y-nQOxjX7TlVqm2M8sug6RqhDWKMYSM7YwORGnWblFj78obCllBJFP9qm_F2UtxVqnEbGMTkE6thvZxb1tCAQAr5sh1naWTW3IOGSQBlKT_K2wHNiUipM9hksTYjNoG-x4hHA17ztFtsqMb5bpfPsXvSAkSj7gkzuKsDYD9DtxP-U/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h18/h001.xthhpX_R0wd-5Nz9DJNMspQ1m1ifCYby0lDQkLGvVas" target="_blank" rel="noopener noreferrer nofollow"><span>Claude Code subagent</span></a> in 15 minutes, with 5 copy-paste templates for code review, tests, and more. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>One Thread to Rule:</b> A Codex engineer at OpenAI runs everything through one "chief of staff" thread that spins up and monitors all his other project threads. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L9uObNAicgZm3lKyyjXzaWmgBTXvqQq0aL6J_fOrZS_9CZV8WME6ufcFbbgdVmz-S5AN-9Cys73f1gFq592SQvR6EYDzfPe1mG-Tp_mUe5Y0BKv_oGxSHQB18SQ7UHNECMZmOmG7zmkTzWKDwJmzgZHYQNkVmZlzepomsNST4Omm3nlaaMheZzXzugeY0JRDNU3f8YdElocEOT18nR_zxOlIjmMuXgVdawj5iytpuWr96XGRAszudfABO6kaFgw1HP7F6rwXxAZzhW_l8TR9HSsfVhExW_r0OyPZjJ_SwrXQ/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h19/h001.EwrZ0FwT5J_jyc9mtrkKBRXOeJKE6bjJL4ev9tDs4xw" target="_blank" rel="noopener noreferrer nofollow"><span>Here's the workflow.</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>The Serial Lock:</b> Addy Osmani, Director at Google Cloud AI, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6b_5CY-hOlg8L-So49QOf6tEq5lMHMzKGnkN-x4nSSufYWZJUU_gB6NJn7eFe3hy2wkgew4kQetPvY6fxdyQCX7a7r4N28TbTEfgJs3_aXTuWhV0qbC_RfWl3tkPNZuxBRK9IZQNeOSDEg43aTIpR4awLMPSjcnV19iatfKCsNlrxZCcxPFlZupPNWFEf_ZQ8DQyHVC31oH20HEL-N6wFqpX8732wPz-t3-H5S3Bm8Jv48atV1vtv3QROJmCB43OHJrOey_BHJWYPkCVNkqOlHHY5aBY6evXr6N4v2zm3sa/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h20/h001.Qn9IUZoQqqHSXOhntQh9uKcLw927_Wio0MbRUW4BrK0" target="_blank" rel="noopener noreferrer nofollow"><span>breaks down</span></a> why spawning more agents leaves you busy but barely more productive (4.8K bookmarks). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Shipped Quietly:</b> Buried in the Opus 4.8 launch is a Claude Code feature that turns a single task into hundreds of self-coordinating agents. Understand <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LwAZ2DUq4oh1K0NIy1CUsCCF-LvhhXWKVklgEKaSC5NOHJWU1yEz_LwrI9TvecX0lEsfj00KdiMsTo2rJ8Lcp85WqxrfOznrJcPAWJ36SAkX2CPxK4dVQRzTaDBiW1ApF48bsDAfe33qXuozal_HoduKccsjWkrE_I40z6_kRXH1lXIiU4I_H5osj_vlrY8Gx3qbC73AltE1vWMFrPMncWkGL3a30arhkiX9vVa7VbuwV6AHKXXAJGHZeYCfYK9oMNU_ZDCw1sGbiXBv6Jf6xhBs5oJEuSFqOw6rjTkVaHeW/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h21/h001.KRHnomknx_LyZMrtCUxGUSqmlkENsYl6GTDeBxgnanA" target="_blank" rel="noopener noreferrer nofollow"><span>how it works.</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Set and Forget:</b> OpenClaw's creator turned Codex into a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L89YYt8bxS9iKFAo49_6h37TCeVJxL4TagBVnQwrrySZRK9OHlfGJhfZIKHjxyxERryvZ6INQ9DpniUMFJQq7XQ1DxHQASG0ptuB_aagYQy8f3SWU8s2eOQFH9YlCpjgu9Knq_eJVCtRDV1xyCejMHJcZLWDUPyTusjfphnUagwzGGPFM1DyiCaPlFmDO6tTfrE0srdVqWBJo9lE152al8F7YUQEwiMEB8sKrXhqixl8b6Jx9hW02q9iKnwbyMsF4wki3V2CboAKp8KEin5cl67eYaE9IrP-1ZOtSt6XVw2x/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h22/h001.Rt3NCznIGcuk9fpLOi2NHEXSyu16OYl5bHXaUsN54so" target="_blank" rel="noopener noreferrer nofollow"><span>QA bot</span></a> that tests every commit and opens pull requests with the fixes by itself. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>The New Job:</b> Wispr Flow's CTO hasn't written a line of code since December, with AI now shipping 90% of what serves 1M+ users. See what his job <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoRU_vu54x3XeB6yDKA6HD8Qmh3Yo7v0ihyC-Z0nE4COVhiqJ1K_v7HhuzyOCrxDr7uX5uG344Z6HbEbDHQ8mC8GCoGSpvIDri5XxAiqHxR2SLfSSmaDpJwTmQjZUYKyTZOC9aYRhbegmahF3ifP8HXLZTocCBticdNROcgsquP4TNriNmlS8V6VonDugyD2EtfZDeYUo5fJQK0T_yDsVbV8ZOwhOmwh07ytvy2IyQ2vRiFyNiLWXMIYPkxdyqnhxa-FTSRXMKgJ_u5UpZ02_Thwbkl5rY4luALhH1vsaTCy6UCamIuI75O30o8J7tqn-tcRozOQqXk0otpae_Y1trEbdtr2iy50cgSdjZywydTU/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h23/h001.-81BWiQJqfAMAOSytdTjPxZvIfGjj3-LsLJ-CF2IBGM" target="_blank" rel="noopener noreferrer nofollow"><span><b>became</b></span></a><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoRU_vu54x3XeB6yDKA6HD8Qmh3Yo7v0ihyC-Z0nE4COVhiqJ1K_v7HhuzyOCrxDr7uX5uG344Z6HbEbDHQ8mC8GCoGSpvIDri5XxAiqHxR2SLfSSmaDpJwTmQjZUYKyTZOC9aYRhbegmahF3ifP8HXLZTocCBticdNROcgsquP4TNriNmlS8V6VonDugyD2EtfZDeYUo5fJQK0T_yDsVbV8ZOwhOmwh07ytvy2IyQ2vRiFyNiLWXMIYPkxdyqnhxa-FTSRXMKgJ_u5UpZ02_Thwbkl5rY4luALhH1vsaTCy7OWZBcEkK2fOTbukrpMt6s9jxHS43EG8I50TKp6z-HM-RrYUyd9ylIBhL3EoQJIz/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h24/h001.TygDU8DEH3y28HQDOHxW19p-a7m5ZFFgB9Dp_T9lPvQ" target="_blank" rel="noopener noreferrer nofollow"><span>.</span></a></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></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" 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 audit your whole codebase in one Claude Code run</b></h2></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Once the context window fills up on a massive audit, Claude starts dropping details, and you are left with a report that is hard to trust. Anthropic solved this with a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePV3PBOVROoG9niyZ0FY7lxl3T9Q0NQmeIFJMYDi9dr8gYtbke0bL2Z6yvx01nRETZOCvZOEF2FBH64CllFjb06M0sqNkXVj68mbj2EKOg41PfsrKKvAMCf6yuz5BSK9-faXObgDtB1mv2ETgkZPXbdp6EyQCsF2loIqpZmIuigPbXAdfromIPhMH46HEFMQo7vAJrEQklV7IeqAqBBaQe33FhXzPqnF72AwpwZ0Bt9neld13st9NdEtKgTonXntQnnAWhoVH2n2Ufh7vjUTrEMg/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h25/h001.vj1ahOBSY6o4Mo9MGf4bY8NNL_15OaFYyLvIcpCpwwY" target="_blank" rel="noopener noreferrer nofollow"><span>new feature</span></a> that moves the execution entirely outside the context window. </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%;"> Now, Claude writes a JavaScript orchestration script that fans tasks out across hundreds of parallel subagents. It stores every intermediate result in script variables rather than the conversation, returning only the verified final answer. </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%;"> It's on by default on Max and Team and needs Claude Code v2.1.154 or later. Turn on auto mode, then describe the audit and ask Claude to build a workflow: </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>Create a workflow that audits every endpoint under src/routes/ for missing auth checks and report what you find without changing any code.</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%;"> Claude shows the plan and asks for confirmation before running. It's a good idea to scope your first one to a single folder, since a workflow burns through way more tokens than a regular session. </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%;"> P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7smScni7E9ePvR5sqx4-vEhrh5sne6QCT0Gd4jR5noE-KnDcX2VEX6-H6mXwrLdqL6Pg7PR7i8k299H-_Dbk8evJGgOTFpO078C8TtC_32RH-SJe3cAtuyCJTazSYiUqBsr4PLyRlS6va4CqONesIIWpJ3t4t0gmYrKEdl-hA2QPROQH3yCLosmuLMS2JcJLnfG_VMszNwjGzP-gp4-MZzIL4VGrfFGeHqh-xp_nmi0ZJx3jxsszi0P5Bl5zEi9YJw/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h26/h001.FBnrYGDqy-j7N6yBxsQKzJpQp-k9aMwWOuJCYRCqL4Y" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a>. </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjz5llANzHlP_FjiSDHFYXZ21oEdfLdjHF59r-o_M1Y5967_SOPL1Rl6UMXqaJFUvSsItw2NY2o9EYzSFJNZ-pYG02UcYKfeElGywJDR3391N58wkKRNP8uagmwLMGUnVl7rVKSGqNl2goOlBUdPAWV47WMn0klgudKaCfm1Tl3CzbIdBYxU88WFXmND8rXU02Jd43MhqdXZxkfx3eKAg6DQ_nILEmCbeIk3n_RMfC087BVonFg-vebAoKsVoede-9Q/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h27/h001.BrzujIE1p_xIhQoGErOV8MJ7nB6XGIig0k5srhAdNYk" 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/c2fdc6bf-25fe-47d8-874c-c60350c6cc04/Thumbnail__51_.jpg?t=1780299338" 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjz5llANzHlP_FjiSDHFYXZ21oEdfLdjHF59r-o_M1Y5967_SOPL1Rl6UMXqaJFUvSsItw2NY2o9EYzSFJNZ-pYG02UcYKfeElGywJDR3391N58wkKRNP8uagmwLMGUnVl7rVKSGqNl2goOlBUdPAWV47WMn0klgudKaCfm1Tl3CzbIdBYxU88WFXmND8rXU02KNAfPu7Tclo8bc4q7XvusAaMTdhJaUWpboNJ6ppKWs2568MY1_PnjSmMJgU0T577Q/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h28/h001.ZCk2y1aC3iKBgMiUIqBxvi4FW6UHMoaqxS2f1gtOfOE" target="_blank" rel="noopener noreferrer nofollow"><span><b>6 best Claude Code skills to enhance your dev workflow:</b></span></a> In this tutorial, the instructor went through hundreds of skills, and narrowed it down to the 6 that will actually make a difference in your workflow. You’ll learn to plan projects with GStack, deploy apps via Hostinger, scrape web data using Firecrawl, humanize text, integrate apps with Composio, and patch security vulnerabilities with Vibe Sec. </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 Tool</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.y8XueU-stBfRyqUeoBxfLvQlLh_Y7pEeL98DPptupYEZIR1L5sr1DYgN7LBZKDAYJFhH2oQfi1Y4nFMMPkhaE7AwLHDK98OvFS_opvKf0qMbdnsq7xhRpAjDSb8athUuLoJMFbZsKNPBYxZw13PKF0AnXHBHzv1koEa45RsfED2s4Xx8Qlpm39OBM6AnpU19R4xPIXuExCizzGDunjtRsO_W-eEiNtOhCVT3DhsGtjFMX8NV_ZO3DcvCBkCToORsUMKs6aegBOQrhf1UtcOuMA/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h29/h001.OzuatXXva8hOyvWVcVNgq8RYdlYrEsLueTuxWmwt3fk" target="_blank" rel="noopener noreferrer nofollow"><span>Phasr:</span></a> A workspace orchestration platform for engineers that manages dozens of parallel coding workflows and repositories simultaneously, allowing you to debug, review, and scale development without ever losing context. </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.yBywWjiZ7oCsTrXLmaNhklEgRYT_56vGfmk7hDHjpBx_EDY7SB1Voij3FWxtrE2zLGKSJWAZzj8_OSh6O2L5EZmZ7ChRcaMheoXmyy-avw7wrMwjVEuoUDI5RGHN4sjPCh2PldIdBVfuaujcK29-8_kVN7zlr-DiXuRUR-xe72Deoqae3DlvgBvBJ4RMsxPzBk_jQKk8Xvup6GrcP8iDPeA0thJWmyaVAF9c9_O6edwVANP6UEMBGdVw9GqQgrkYN2e-HauYok7TLeEiSZg8CBranttUji05N8BfyEbQ5dk/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h30/h001.x78fZfGYSsBRx3Pj7dP9c5OJyx30C7WSMdeQsQXvKu0" target="_blank" rel="noopener noreferrer nofollow"><span><b>SkillSpector (by Nvidia):</b></span></a> A security scanner built for AI agent skills. It flags vulnerabilities, malicious patterns, and potential security risks before you ever hit install. </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 Cookbook</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ98qQzDhIdTzOMH9rUOput2_7OIke_136szmQs9usGAf9GqzqbCwnhQyqq5BI_V9nAWZdJqgyLdvSyh146k2fdM7LSJ-C_6JbgEnUDhXiI4Wesqgo5kmGXYCSGW-gIoXBQevhpV9F1frxjiodR39zt_n0iwmIJyrK1P8G1dX_Fathpqn-hWtApQKSE4ooe9wIp-XPr_BqN6I75j8f1gBG2WFcpcqsCkEEycaCJrv66uZEWQpM_x5NxflL-DKk0XFS1dPqJvQcsLWZeJ1FHKs6STNYMfMawn-a4m5Jgpx9sV1R_43APSJP2twhHBP1dtmqY/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h31/h001.9f41nDcH-D3HOlUaJ14wid15PNcYp-wuLpmtJX6B9iM" target="_blank" rel="noopener noreferrer nofollow"><span><b>Getting started with OpenAI Models on Amazon Bedrock:</b></span></a> This guide gives developers a blueprint for deploying OpenAI models on Amazon Bedrock within complex production environments. You'll discover how to leverage the standard OpenAI SDK to handle everything from text generation and structured JSON to tool calling and file inputs seamlessly. </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>IN CASE YOU MISSED IT</b></span></h5></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%;"><span style="background-color:rgb(255, 255, 255);"><span style="font-family:inherit;font-size:18px;font-weight:600;"><b>Our most-clicked story from Friday</b></span></span></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> OpenAI’s Codex engineering lead has a warning for devs over-relying on AI agents. This clip shares the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L2Bd05NUq3I9blQLZxHpMmRaj3Z6GhYHhxKbpQw9zWebG8dycIeUK5tqAPpjx2yuYUYuK-nyWNnjqdPj-lI5kJwfFqBPpSD3-2_yVsXbM8KeM4k5GNWd-mPYR9Fw8juclUWPDML30IMvAVTbFJ1CZvRD3UaQ1bfZM2_KqjCFPDzK4UKDXllG8nZ8m5xyqtjxQYTrmWe-Zl8Q8OR1Fj2W_vyXxN1foOZE4OKr6awHjaXasYvRfELI982dbitiXcl2-5nqUOPjsYLwOrRSZgSHP-L6aqjFMGWOrQZNu9aIt_vn/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h32/h001.JXaP5VVNkMZWLTEEqIIn_4QIkrrou-84nJV-U1_el5c" target="_blank" rel="noopener noreferrer nofollow"><span>one critical step</span></a> he says you just can’t hand off. </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 300K+ engineers and 150K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585u-KzrsWQaGAPf3PUHiNPeRkP7Rpr-uvCA2Y7EbUDjdoUxLv2fOpy06F2CjGasqMK1wLHKQgMa9SYKT8JqBAH5Boy6Q0L9pd1ln-CdmNpdB47WngNjMpyWTLBLE-rm0BN_-XjCVNIdkNQUfyuXAopxIx3gZyV6K0J6IuPfF927dI/4r4/ZA7XY3vnRKSCpXtq3sZd5g/h33/h001.-O0IuxBCuRhEpdaBEfnIMoKOqAwJ-fpHcozr8XT6q7Q" 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; 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Follow image link: (https://www.ibm.com/think/topics/agentic-engineering?utm_content=PVLWW&p1=Display&p2=447886319&p3=247627917&utm_term=30A06)
Caption:
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**Welcome back.** The gap between open-source and frontier AI is closing fast, and a Chinese lab just took a major leap forward. Their new open-weights model combines top-tier coding skills with a million-token context window.
**Also:** How to build a Claude Code subagent with ready-to-use templates, an OpenAI Codex engineer's "chief of staff" thread that runs every project, and why Wispr Flow's CTO stopped coding.
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### **Today’s Insights**
* Powerful new updates and hacks for devs
* See why cheaper AI models can quietly raise your real costs
* How to audit an entire codebase in one Claude Code run
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://x.com/MiniMax_AI/status/2061266317815296322)
Caption: Click here to see MiniMax M3’s full coding benchmarks.
--------------------
**MiniMax drops an open model that rivals the best:** The Chinese AI lab just unveiled MiniMax M3, what it calls the first [**open-weight model**](https://www.minimax.io/blog/minimax-m3) to pair top-tier coding with a 1M-token context window and native image and video input. On the SWE-Bench Pro test, it reportedly beats GPT-5.5 and Gemini 3.1 Pro while closing in on Opus 4.7. The model can even operate a desktop computer. API access [starts](https://platform.minimax.io/docs/guides/models-intro) at $0.60 per million input tokens, and the weights are set to open within 10 days.
**Nvidia ships an open model to power physical AI:** The chip giant just released [**Cosmos 3**](https://developer.nvidia.com/blog/develop-physical-ai-reasoning-world-and-action-models-with-nvidia-cosmos-3/), an open-weight foundation model built for robots and self-driving. It combines reasoning, world generation, and action prediction into a single system, so teams working on robotics or autonomous tech can stop juggling separate models and pipelines. The compact 8B version runs on a workstation GPU, while the 32B model targets datacenters. You can find the checkpoints, training scripts, and datasets on [Hugging Face](https://huggingface.co/collections/nvidia/cosmos3) and [GitHub](https://github.com/nvidia/Cosmos).
**OpenAI staffs up to build real-world robots:** The ChatGPT maker just kicked off a hiring drive for its [**robotics division**](https://x.com/sama/status/2061117302528188712), scouting full-stack hardware, systems, and ML engineers to build machines for the physical world. The team grew out of an internal world-simulation project over the past year. CEO Sam Altman credits that hardware-and-ML pairing for how fast progress is now moving. Its first priority: robots that help skilled workers build out infrastructure.
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##### **PRESENTED BY IBM**
## [How agentic engineering differs from vibe coding](https://www.ibm.com/think/topics/agentic-engineering?utm_content=PVLWW&p1=Display&p2=447886319&p3=247627917&utm_term=30A06)
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Follow image link: (https://www.ibm.com/think/topics/agentic-engineering?utm_content=PVLWW&p1=Display&p2=447886319&p3=247627917&utm_term=30A06)
Caption:
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Developers may use AI for quick code generation, but this ==“vibe coding”== approach can create more problems than it solves. [Agentic engineering](https://www.ibm.com/think/topics/agentic-engineering?utm_content=PVLWW&p1=Display&p2=447886319&p3=247627917&utm_term=30A06) uses AI agents for specific tasks like refactoring, documentation, and reviews. The key difference: developers maintain oversight and validate outputs through [multi-agent systems.](https://www.ibm.com/think/topics/agentic-engineering?utm_content=PVLWW&p1=Display&p2=447886319&p3=247627917&utm_term=30A06)
This means fast development without sacrificing code quality or accumulating technical debt.
[**Dive deeper**](https://www.ibm.com/think/topics/agentic-engineering?utm_content=PVLWW&p1=Display&p2=447886319&p3=247627917&utm_term=30A06)
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **INSIGHT**
## **Cheaper AI models won’t help you cut your AI costs. Here’s why:**
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Caption: Source: The Code, Superhuman
--------------------
**Budgets are hitting a wall by March.** AI coding bills are blowing past their yearly limits, and one CTO went viral after burning through his entire 2026 [budget](https://blog.pragmaticengineer.com/the-pulse-token-spend-breaks-budgets-what-next/) by mid-March. So the fix spread fast. Teams started capping spend and pushing the easy work to cheaper models. On the surface, it looks like simple housekeeping.
**The math for cheap models looks great.** A top-tier model like Opus can cost [ten times](https://artificialanalysis.ai/articles/cursor-composer-2-5-coding-agent-index) as much as a budget model for the same request. Across thousands of daily tasks, that gap adds up fast, so the savings feel impossible to pass up. The cheaper model still writes code, so why pay the premium?
**The invoice hides the real cost.** What matters is the cost per change that actually ships, an accepted PR or a merged fix. In Cursor's own data, Opus and GPT-5.5 land about even. Opus still costs twice as much per request. The budget model stays cheaper, but its lead shrinks by about half once you count code that survives review. It comes down to acceptance. Cheaper models get more of their output rejected, and each rejected change becomes rework. And the pricey part of rework, your engineers' time re-reviewing and re-prompting, never lands on the bill.
**The invoice isn't the scoreboard.** The real question is simple: What did that spend actually ship? Cutting costs before you can answer that is just guessing. This guide to [managing AI coding spend](https://larridin.com/blog/the-ctos-playbook-for-managing-ai-coding-spend) makes the case for a better move. Tie the bill to what your team ships, not to how many tokens it burns. Give engineers room to work and flag the rare runaway. The team that wins is the one that can prove what its spend bought.
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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/79668275-bbb6-4f2f-8e82-41b916b69922/CleanShot_2026-05-29_at_14.00.22_2x.jpg?t=1780299167)
Caption: Meme of the day.
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* **Off the Leash:** Cursor's new [update](https://x.com/cursor_ai/status/2060406013098897765) lets agents run more tool calls without stopping to ask you (2K likes).
* **Subagent Starter:** This post gets you a working [Claude Code subagent](https://x.com/0x_rody/status/2061019244595233135) in 15 minutes, with 5 copy-paste templates for code review, tests, and more.
* **One Thread to Rule:** A Codex engineer at OpenAI runs everything through one "chief of staff" thread that spins up and monitors all his other project threads. [Here's the workflow.](https://x.com/nickbaumann_/status/2060480729830789376)
* **The Serial Lock:** Addy Osmani, Director at Google Cloud AI, [breaks down](https://x.com/addyosmani/status/2059844244907696186) why spawning more agents leaves you busy but barely more productive (4.8K bookmarks).
* **Shipped Quietly:** Buried in the Opus 4.8 launch is a Claude Code feature that turns a single task into hundreds of self-coordinating agents. Understand [how it works.](https://x.com/akshay_pachaar/status/2060413985925820525)
* **Set and Forget:** OpenClaw's creator turned Codex into a [QA bot](https://x.com/steipete/status/2061208638027395490) that tests every commit and opens pull requests with the fixes by itself.
* **The New Job:** Wispr Flow's CTO hasn't written a line of code since December, with AI now shipping 90% of what serves 1M+ users. See what his job [**became**](https://www.linkedin.com/posts/sahajgarg_im-the-cto-of-wispr-flow-and-i-havent-activity-7466162697533820928-xL-2)[.](https://www.linkedin.com/posts/sahajgarg_im-the-cto-of-wispr-flow-and-i-havent-activity-7466162697533820928-xL-2)
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Caption:
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##### **AI CODING HACK**
--------------------
## **How to audit your whole codebase in one Claude Code run**
Once the context window fills up on a massive audit, Claude starts dropping details, and you are left with a report that is hard to trust. Anthropic solved this with a [new feature](https://code.claude.com/docs/en/workflows) that moves the execution entirely outside the context window.
Now, Claude writes a JavaScript orchestration script that fans tasks out across hundreds of parallel subagents. It stores every intermediate result in script variables rather than the conversation, returning only the verified final answer.
It's on by default on Max and Team and needs Claude Code v2.1.154 or later. Turn on auto mode, then describe the audit and ask Claude to build a workflow:
```
Create a workflow that audits every endpoint under src/routes/ for missing auth checks and report what you find without changing any code.
```
Claude shows the plan and asks for confirmation before running. It's a good idea to scope your first one to a single folder, since a workflow burns through way more tokens than a regular session.
P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex [here](https://hackbook-chi.vercel.app/).
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##### **TOP & TRENDING RESOURCES**
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Follow image link: (https://www.youtube.com/watch?v=ZSvcxjNZdxk)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**6 best Claude Code skills to enhance your dev workflow:**](https://www.youtube.com/watch?v=ZSvcxjNZdxk) In this tutorial, the instructor went through hundreds of skills, and narrowed it down to the 6 that will actually make a difference in your workflow. You’ll learn to plan projects with GStack, deploy apps via Hostinger, scrape web data using Firecrawl, humanize text, integrate apps with Composio, and patch security vulnerabilities with Vibe Sec.
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### **Top Tool**
[Phasr:](https://phasr.sh/) A workspace orchestration platform for engineers that manages dozens of parallel coding workflows and repositories simultaneously, allowing you to debug, review, and scale development without ever losing context.
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### **Top Repo**
[**SkillSpector (by Nvidia):**](https://github.com/nvidia/skillspector) A security scanner built for AI agent skills. It flags vulnerabilities, malicious patterns, and potential security risks before you ever hit install.
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### **Trending Cookbook**
[**Getting started with OpenAI Models on Amazon Bedrock:**](https://developers.openai.com/cookbook/examples/partners/aws/openai_models_with_amazon_bedrock) This guide gives developers a blueprint for deploying OpenAI models on Amazon Bedrock within complex production environments. You'll discover how to leverage the standard OpenAI SDK to handle everything from text generation and structured JSON to tool calling and file inputs seamlessly.
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##### **IN CASE YOU MISSED IT**
--------------------
### ==**Our most-clicked story from Friday**==
OpenAI’s Codex engineering lead has a warning for devs over-relying on AI agents. This clip shares the [one critical step](https://x.com/siliconvalleymm/status/2059265798628114657) he says you just can’t hand off.
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 300K+ engineers and 150K+ 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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