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🎥 Scientists capture giant jellyfish on camera
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Selected Message
From: "The Code by Superhuman" <thecode@...
To: [email protected]
Date: Fri, 06 Feb 2026 14:09:47 GMT
Subject: 🤖 OpenAI drops GPT-5.3-Codex
To: [email protected]
Date: Fri, 06 Feb 2026 14:09:47 GMT
Subject: 🤖 OpenAI drops GPT-5.3-Codex
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</style><![endif]--><!-- __merge_tags_in_links__ --><style></style></head><body class="a" style="margin:0px auto;padding:0px;word-wrap:normal;word-spacing:normal;background-color:#FFFFFF;"><div role="article" aria-roledescription="email" aria-label="email_name" lang="en" style="font-size:1rem"><div style="display:none;max-height:0px;overflow:hidden;"> Also: How to build a team of agents  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:0px 0px 0px 0px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> February 06, 2026 | <a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9sHVZQygtqtO1WfYznfGJIbZsSSwW7amIQ_8WATUcp_JmvrH5f3OVFM4AODuZXaqkSEZ3JWp1JGsrwzNmCAyFTTeB9EJukkcrjGdYAuLvyTwajHGdofMF3F8xO9jvgDZs43AbSG7xZQAbGc2yCpToxxUSCLavkYvSuzCpwdDmmzZcyzY7dNEGPC2cSvdi5IwtmzINIZsAJ5MyWCyn-l107RS5ldHX_xWYqHgjpEMHUZKvi6wONf5qnueAgRTbqdQVnE18qizLjCCLJAa5i7ctO26AF5i2r6zC749iCmi0SRpzp67DLarkxUB1cnek3W3UrGsUErFALMzsSFWj8zaQkEzAHLhtcAdaTXhd86Wmkp2LEAYgflqM9v6WfKZuCl5wTSEDTJ0TWhq4Shu_vXpa9R7caGhHXvJEXXeKd3OhoBmR0dTuRTpKJ6kEuAFfUningSpOOlime0xsU29L8BWjhJ8Hoft-PzDGr2Q9QrEuBgSyqXJBjex5Ops8QWE_DZH6CuRc7paNzh9o5OflgrXV9GSo3MLXwB48qtETnjWVWW0reASmWtW4eCVeStlyEb1-za2mTG6doY8BpZiSlvOeVshvwnHOwYwKM-wK8VDTDBUQnxGb3t6oZNagQ3wHzA53FMw0I_VU5sGNLZbjYRxqM6oiY1ziLZ0i2d_xgcL58ggeDN8OD_NYAblR0n9gIcSmIOStD7p68od1xNW2rquj1bqsOvQ2waFeYvNmCzgOdc7HX8J1CN4jFzJFXgVb36Sans33fyvtKWlQfWRLB7tlmOvTBUh138eyClNO4Ljuk3R82PjAq8in7t4jKnI1PIlEn7-Xym5n4mHpVd9ErrI6bp6gztHLt-Hw-gXiz-E3f-ManJIpN8r54GTJmbhLU6hU0eMkRnONX4WlNqQ5PS0nhbiFIpNUfVU1C0eKY6bRRwb0nqxWsKspcywIKmR1ZRxJ7LcVOhpasZ-pDeSeoo_ae0/4nx/k4DBxlqDSmar1yD7Y3DNJg/h0/h001.tSRLOb5u2xEb6b3BGdmnbYs2NsFGVTuqkyw2IVxUzPA"><span class="translation_missing" title="translation missing: en.templates.posts.email.header.read_online">Read Online</span></a></p></td></tr><tr><td style="line-height:0;"><div data-open-tracking="true"> <img src="https://link.mail.beehiiv.com/ss/o/u001.KyojDkr7Qchq5lk88rZzJw/4nx/k4DBxlqDSmar1yD7Y3DNJg/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:536px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f41e67be-adfb-4d5e-805d-78fdbecb52e5/Group_1000004741__2_.jpg?t=1758182636" alt="" height="auto" width="536" 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%;"><span style=""><b>Welcome back.</b></span><span style=""> The AI wars just went full heavyweight. Anthropic and OpenAI dropped major upgrades on the same day, arriving just thirty minutes apart, and giving developers a serious wave of new models and tools to experiment with.</span></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%;"><span style="">And while those two battle for the top spot, Apple quietly made a move that could change how every developer builds apps.</span></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%;"><span style=""><b>Also:</b></span><span style=""> Pro-hack to make Claude Code 10x faster, an OpenAI researcher's agentic coding setup, and a practical guide to start coding with AI.</span></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 models and tools 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;"><span style="">How to build agent teams with Claude Code</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Veteran engineers change how they code</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Trending social posts, top repos, new research & more</span></p></li></ul></div></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" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Welcome to The Code.</b></span><span style=""> This is a 2x weekly email that cuts through the noise to help devs, engineers, and technical leaders find high-signal news, releases, and resources in 5 minutes or less. You can sign up or share this email </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0iQN5AwO1uyo7b8VWzUC8KOah9ybMlNm2WEQrCogJmQ3zyPcM7Szr4niatprgNoGkK4ZFH4q5ZlwgKbPaI1CoDBt-v82t1FtsMjWgHFdfBXUBQf3EXmA7I4eV9FVneiPPi1rSg-_Diw2rXToajjRATjl1sVsFL_VdmeLGJv3R63H2KHVnvE-m_gTLaDo6WG_8NyQhPZOmNALlhaL8hWIQcjKZ_kvr2iyuoTFbYL_jyjmaqkzFZN0NxXNMdDqlVbNxoFsqm4-AEeZZbAfGnqZzGTYoYKev8RG1pvGbdmN77EslXnwpl4d-PQ2YLw5uQxgvg/4nx/k4DBxlqDSmar1yD7Y3DNJg/h1/h001.Pv_3ufWldDG5OhspRyDQDXqoopQYgFU7Pshid_u7Was" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a></span><span style="">.</span></p></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/cd78adde-18d7-4a0f-a2b1-8206d036997c/Untitled_design__44_.jpg?t=1770375455" 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><span style="">GPT-5.3-Codex vs Claude Opus 4.6 comparison.</span></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%;"><span style=""><b>OpenAI arms devs with its most capable coding model yet:</b></span><span style=""> The ChatGPT maker dropped </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g8U4kRP9vKufyYDzOvQS8aMkWTR_LsKEaF1z2LoOUjHtdfIGpraBP0c0YasZBI_jvcmlkvdMknI7FdK-E-Ao4YEuRVF3fLP3QafFiw6IqV8Bz4VwI5DgjmkdM-Ya8d-0R4X1_YFCQqWcPPgqokWUpHiHQmJ1DWhvOPXCCLXHMsDy5Yc9CxHE-W-B5oQaMSlNaIS65j38chLviZLS4T_0gBTtyUlHPIRTzk7_dG-5Do-rZ2MfeXquKtQ0y5KKECRySeO5kZ-K3rjXQyJDroOzYOiGHdedh-CRxcPYXDk7JIghW6FuMmr7KAwFHCHCSu9FSI/4nx/k4DBxlqDSmar1yD7Y3DNJg/h2/h001.do9V6XgUVjER-uklKxklonXotRlFA6ZC15r2m1L22GY" target="_blank" rel="noopener noreferrer nofollow"><span>GPT-5.3-Codex</span></a></span><span style="">, combining the best of its latest models into one powerhouse that’s 25% faster. It crushed the Terminal-Bench 2.0 test with a 77.3% score, a 13-point jump over its predecessor in a single generation, while using fewer tokens than any prior model. Alongside the new model, OpenAI unveiled </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g-dpF8y4Byxb2GhQe_MdxK5FigT9BdNbD5SDXJaIGpcXiRQE9FIajNOliyRF3zG3iwrkil5VDGqcU-MzmGj6f7OgkzSccp-9kJDEYNpNBfNGr8YjuOaLM1477VenCwg53x-0RaYJD76vjXNmVvCockkgVuy7SiVgybmguAdPg4VD2n_mb8UuwwtLqwDxuY0qpEKYz5Bcpi3402yFC2A5AaqAKkOIpMAA6yylNpT5abWyWSQSdOzfA8PxFT2gekwX444mnoCvYgT3WSHpGHBwJdsK4ot4_BDZXFr-VDOs2xd0p1a7fyKFNJPmxOe0AORif8/4nx/k4DBxlqDSmar1yD7Y3DNJg/h3/h001.tNaoipMroraP7GYVSS0-n0nity4q2_Wt-r907w0DofE" target="_blank" rel="noopener noreferrer nofollow"><span><b>Frontier</b></span></a></span><span style="">, a new platform that helps enterprises build, deploy, and manage AI agents that work like employees.</span></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%;"><span style=""><b>Anthropic unveils Claude Opus 4.6 with powerful new tools for devs:</b></span><span style=""> The AI lab’s smartest model just got an upgrade. </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7SVkrc1VnjssV178gGWs0LeZsDfG2XuYME2ORVSzIOit33OeXBdG0w9BkYuAYCDehtX4XtX6Ya0oCXsr5e2cZHNmbsnNf5kZGrAcDtACFH1YsKDtikCReQ29ZNC7zXH8NUt8TkggWM-nh2xKCf4LUFvnlZl3Zi2-9zUFQ0XR7HBrfNFqGfHD6zk-fi-OKsYTs2IDC2EzBWCv5YO_aM07tWOYjpnQIcBvCkyt6wBrd5tdJz02jKEmogI6liFq7xyNttGSLn_KBJYrRty93tiv8Qdb0dDJeOOEZdL6e7BiKlx7Q/4nx/k4DBxlqDSmar1yD7Y3DNJg/h4/h001.RB7RkUrSVC8JdvIG9DhMmkaje4HRsKVqbxU7JE1Of-A" target="_blank" rel="noopener noreferrer nofollow"><span><b>Opus 4.6</b></span></a></span><span style=""> plans more carefully, sustains agentic tasks for longer, and is the first Opus-class model with 1M-token context. Anthropic is </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LyLWmfe2ttQBK7sxZKRbbN2cqQGB1ki81YnoM4rtLT0QDtviKXOqhdwIYipRqz54dSwquA_7IVlYCezXUuk2aO5fS2tjWCuoGwcfHOCmIIKHrMrpMH_O7EuYyIfpmtqie8v-o-CQUG-foUaUKibRZigmQBW09Uner2dUn38Qzxveh87otpscr0pEo4uDWrwGVyzKqha_06BwXfHbBRWJoCfhIE0WWtTHzCfdNBP7jqF_ZQbTk6kyURR9QXtQGz_LboAxouSN3mh7OMf4MyQxVhGvlYadvyo4ksgoIfAtmY-9FnWnVxiK2NxY5QEhS9beXA/4nx/k4DBxlqDSmar1yD7Y3DNJg/h5/h001.0GdsqMwd0EX0LjT4k29nXmfWCnUZlfBq1drW8egGtjo" target="_blank" rel="noopener noreferrer nofollow"><span>giving away</span></a></span><span style=""> $50 in credits to try this model. On top of that, devs also get </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LzRSIwkG9ZToRN6AWWyxW-Llkb_qWKO_09r8VMfwbYu6UXiJbjZrfLcJiVENgki8-7tkVdreLXADZOWYVf3HQxRtGaydR_sUSjLWHKo2zGWId_cUqCLuIFDIXzUcfXw8QQe5FIsegECXWMTmaFVY-XpRW85sGBxQwcaZwMGwRlcwpoIF5-9yOuCA_o0lAz0HQAMGtPdS_erv2kV-a1SlKLIQMqzfcl-UoZjqXd5VHC2LuETALv7lWHhCLe-g8YKsGuJBN3Mdsenu7yTKAcjb4yIMHJcXMKop2iu9P0HS3ZvesVaqSU4h93wOHmx8F9NYJTfI7LR-yxCNhJnG2S6G8Gc/4nx/k4DBxlqDSmar1yD7Y3DNJg/h6/h001.jxX9qTNnN0B1DdJlxfTEEq_NTwBVjUBxiWEtkYF-vJM" target="_blank" rel="noopener noreferrer nofollow"><span><b>agent teams</b></span></a></span><span style=""> in Claude Code, where multiple agents coordinate autonomously in parallel. To prove this, the team set 16 agents loose to build a C </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7RYDrIa4-MgRB-svpNJGYFVUFfUtieh6gWzrmf7WIIdab2mhFRrxYj16sY3P1g2FoOkd-U6qXzzhXgVMKlOb-qIq-fSGF2CYPI2ODySmvr6Iig-QvnNMqjgF9wxpgj57InsVqR26wOxf3tcnd388cR9k5NaCm6HE5jwUs4k1ZzSj1Ro6kwNUdbqUAGaoZwrrVvY-BJ0RtKgbHPCFifQ5_U-BjExYgTPR2bygRcjsdnR5KAWWf6kupe8AHxDtGa2ICMFtfZbC6WBi80thO83ZnsC3tMaul9NK0Q6kGSDDUToUh-uEcfso5fv1VE8oYlXko0/4nx/k4DBxlqDSmar1yD7Y3DNJg/h7/h001.-U7ipe3juWG9j6Y1i2DtTyVo0lvrXO42v1wRibr4p1U" target="_blank" rel="noopener noreferrer nofollow"><span>compiler</span></a></span><span style=""> from scratch, and they delivered a 100,000-line Linux kernel.</span></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%;"><span style=""><b>Apple brings agentic coding to Xcode:</b></span><span style=""> The iPhone maker just </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqupq-ZjQSEWwjlNSjPy-cU4g_Zh9m4Yb2Ty2Yx3nkUhvv0nE9EXan79bUJKqRhOI2COxY8M9jv2nHCE8gLndT7eUYLGLvqhR28B0keFGOLs9oHjdEs0O7-PyFTI_hztiQzijoX4yO5VEqnMvgp-7strB2W8opO5hSxlU3o_jYf2Rb401K2NeLuIC3a0HLCc2S8HYKcRFmGiHV_LZRNki3KKJywS-PbHRX7lTYwCh7dXrYzV21kFIyNJavHsh8wI9FlHuGwBvg2RBdZRTyQthGJtVzgPW6CpdRmQ2V--cfwpMmCEmrcRfpdqWzJ6TZEu1W124tYZGticZANpCUIgWE-C0IIKZFHuIN3NX_m8ZMq_069mKSMFAl-JBgGJ-18QvfDg/4nx/k4DBxlqDSmar1yD7Y3DNJg/h8/h001.xdgvXmSNYOQnXR8UW0cey-i7WJQu3YnF3EEi-2HbLQc" target="_blank" rel="noopener noreferrer nofollow"><span>shipped Xcode 26.3</span></a></span><span style=""> with native support for Anthropic's Claude Agent and OpenAI's Codex, letting developers hand off complex coding tasks to AI agents that work autonomously. Instead of one-off prompts, agents can now reason across entire projects, search Apple's documentation, and visually verify their work through Xcode Previews. The update also supports the MCP, so teams can plug in any compatible agent or tool.</span></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY YOU .COM</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zVPCdOgXrhp5t582Hg5OpfBiT_GBWRffepQcb8TM-L0kxuiXYokN97jv_J5nQwhWAuHPRO9YhQMl7qL1d14prtQi-N9K0Nc7s2t-QIj0vq_5wEF6VRF66SxRnZuUpZOSzO65BoRdZvqF0aQ4K34rY7cIiYNOmOT18fNkyO48XY1yT8WQJpALY2tX5iYDSd8VWrjgNqFUDMpefGJr2yAA-FWkGi2fEX6foxhLNIpJuvXFbfYL5lkE308Vd1Gf0Ck-Niv1ryLYcy26A5Qw173u_TQc6z3AKridj1ZYA7FfX9iqMFof8N-F0srcirdRMXqe7A/4nx/k4DBxlqDSmar1yD7Y3DNJg/h9/h001.0AFyt_Z-2J1poXxcEKvQR0ij9tc4xZoiXrUmUJhswwo" target="_blank" rel="noopener noreferrer nofollow"><span>You Implemented RAG. Your LLM Is Still Flying Blind</span></a></b></span></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.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zVPCdOgXrhp5t582Hg5OpfBiT_GBWRffepQcb8TM-L0kxuiXYokN97jv_J5nQwhWAuHPRO9YhQMl7qL1d14prtQi-N9K0Nc7s2t-QIj0vq_5wEF6VRF66SxRnZuUpZOSzO65BoRdZvqF0aQ4K34rY7cIiYNOmOT18fNkyO48XY1yT8WQJpALY2tX5iYDSd8VWrjgNqFUDMpefGJr2yAA-FWkGi2fEX6foxhLNIpJuvXFbfYL5lkE308Vd1Gf0Ck-Ngdpw7schIatLLPiuu1_PCmJYMYLJXkZ2-JKM3ab3Me4POoklhGXyvOa9GpbEqY1U4/4nx/k4DBxlqDSmar1yD7Y3DNJg/h10/h001.CFRtYvRtpBZgRERVGKNUT1tnGYfhXxVXs3VR0fNn6XE" 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/90466f5b-c764-40b7-a20b-fb04d14cb2b6/You_Feb_6.jpg?t=1770300031" 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%;"><span style="">You.com's </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zVPCdOgXrhp5t582Hg5OpfBiT_GBWRffepQcb8TM-L0kxuiXYokN97jv_J5nQwhWAuHPRO9YhQMl7qL1d14prtQi-N9K0Nc7s2t-QIj0vq_5wEF6VRF66SxRnZuUpZOSzO65BoRdZvqF0aQ4K34rY7cIiYNOmOT18fNkyO48XY1yT8WQJpALY2tX5iYDSd8VWrjgNqFUDMpefGJr2yAA-FWkGi2fEX6foxhLNIpJuvXFbfYL5lkE308Vd1Gf0Ck-Nis1QO3efXSk4reLbnQy7D9eY6mr5o1S2ED1arWlfO2fQjdATaWY2E8oDnhVQ6-F3Y/4nx/k4DBxlqDSmar1yD7Y3DNJg/h11/h001.xCk8m5LRDb9_ygrG3aLnD_7Gfcfk8ITJY5tHQpEb0Sw" target="_blank" rel="noopener noreferrer nofollow"><span>grounding playbook</span></a></span><span style=""> covers:</span></p></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">The three-part approach outperforming RAG alone</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Why grounding isn't set-and-forget, and how to build audit trails</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">The open vs. closed platform trade-off (and what it means for your next model switch)</span></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%;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zVPCdOgXrhp5t582Hg5OpfBiT_GBWRffepQcb8TM-L0kxuiXYokN97jv_J5nQwhWAuHPRO9YhQMl7qL1d14prtQi-N9K0Nc7s2t-QIj0vq_5wEF6VRF66SxRnZuUpZOSzO65BoRdZvqF0aQ4K34rY7cIiYNOmOT18fNkyO48XY1yT8WQJpALY2tX5iYDSd8VWrjgNqFUDMpefGJr2yAA-FWkGi2fEX6foxhLNIpJuvXFbfYL5lkE308Vd1Gf0Ck-NhUvn4z5hPStWHEzNjqEnC-bVqsKzDJHaX03SoglfrqvT_CPuQh4nVHpqpA1CKhHac/4nx/k4DBxlqDSmar1yD7Y3DNJg/h12/h001.V9KJIm5BVupBX-fFyh-k5iKiXi4fM-Osga3Q6t07UHU" target="_blank" rel="noopener noreferrer nofollow"><span>Download the technical guide</span></a></b></span></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 FOR ENGINEERING LEADERS</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><span style=""><b>What top engineers are quietly figuring out</b></span></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/d516ebdd-c0ca-4d95-bf24-c13630ac7c7b/superhumanteam_a_team_of_engineers_working_on_a_cross-section_dcf4454a-ead3-483f-b584-64996d73c4c5_0.jpg?t=1770360524" 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><span style="">Source: The Code, Superhuman</span></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%;"><span style=""><b>The skills gap just flipped.</b></span><span style=""> A year ago, Andrej Karpathy </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1-2R6d1vDP0x0NzlcRCyOikpGrhpDJTaWQRjR31-jtoh3n9KigLu1YZr8zrVBHp3zsENVmK_xisS3LZjZlwm6pqnS3eLH-_uLWJrTxaCsqOEZj9DjfSFgg--4qzmRgVjEnDvfAgDWjl_D5nuKE4fFI1PkA0wX9ybhkeZBi4iCAgML0lfFKQ8Ha0GFkw_vmbqJpVgysGCRtcGZhgZnsSCPfKuH-blkSB8UTU2IJowPltHbF-He7_1sgULrlBcRh1xV4LBKDEm75izKfPXwuYlcd8U5WBZDCYusQfFm6kSJvgWhTCICgjqdLjuQ05DJA4a078TWGRLOlw-qC-vwki_jc/4nx/k4DBxlqDSmar1yD7Y3DNJg/h13/h001.oDp6w_VOS2BC0QQfJiSE4YlCiE4JxYJeT6v6q2m7qtU" target="_blank" rel="noopener noreferrer nofollow"><span>coined</span></a></span><span style=""> "vibe coding," where you talk to an AI, accept all the changes, and ship without reading the code. He recently </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1-2R6d1vDP0x0NzlcRCyOjGPk5djAZmBAW-W4L6Z6SFxlhI4M97I46XYlu_wiPSYGu7zHM8fews4kkdlkOJBxdY9kG70U1kg9gAyVKNnUF26AgxobrGJkuuIpHLpILWqpq_k_P46_py7itOqZFJc0PrmNMYM8Eg-hSXJ7fOu7JN_kFoV1l_Pi2zK12BTQqI-2dpiTohLc9CKMOVaiERked1xj5a5bRzVWjPyImkhbFQYSlY8pvClIiPYz13pLCMqCEVgyiOttuUlhmA1B3lv62oXbXsbIFS6TTP6L81N26WgUGep-fuLEjMOcCWZRgseR8uqrBpSwyAkTMJITP_ZuU/4nx/k4DBxlqDSmar1yD7Y3DNJg/h14/h001.p-ZN6ZO4MetZGyEBY1eCKhUy44gUAJObV_3yW9eF7sk" target="_blank" rel="noopener noreferrer nofollow"><span><b>retired</b></span></a></span><span style=""> the term in favor of "agentic engineering." The word swap carries the whole thesis. Coding implies that anyone can do it. Engineering implies you need to know things.</span></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%;"><span style=""><b>The most experienced engineers are already all in.</b></span><span style=""> The Claude Code creator, Boris Cherny, </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8jlDD186r19C3bxo6ItMFMs9hyKsAjRaNrK6YySMCYlbZsFQE5c8hawdh3-X780TYKNm6OhPEIB5Omxc1Bo6rCJaKUx2fjD6lTizg6hfyRBVm5pxIXpVV-njrYJQNTcMCP4Y6B_jJc46wbCjQfi96bPG3nZ5wBt4ED-caBbdc9VyaHT6zE0UJUp4uFy7pTbP8Jpp1o7gTu_WPqB5KL1n7i8tFTJBKErRJ10GNnZKNQe11qnZxGRRVxTH4cq2ri-bwpyfajNPBODn3IMiP1bd_5J5-n0ct2m4VsjW25o6pzY_Vkk4df1rXbJfOteVGItq36kQq4h-iCCORALCJd6XOs/4nx/k4DBxlqDSmar1yD7Y3DNJg/h15/h001.xL3AKaPqOyyJInz3_cVU42w-5hqEY0LXgag2_ku0Hng" target="_blank" rel="noopener noreferrer nofollow"><span><b>shared</b></span></a></span><span style=""> that 100% of his recent commits were AI-written. Former Dropbox CTO Aditya Agarwal </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L9YbWUvCnJrDVUxOUDF92ZKhhodLmyOH3bMD6hup46iLLG4r8mTHtjQNkHynGcbceVjAIRUyxbr4aPi__tel6hb68uwMa0Cr2Ko5PPH4bcUNDgPfdehmoCP6qyZ4EWDC-ogzGU47d9_6PWNE_cSG0lmk-9cPeL2Mveg21TwvGs5Kn0VwHZowTcCuSp_Mfp_W4l3WMUuy-Gv80_aq4CnMWFd7H0958EGSIn9ltlswf3snMpFPPNNrwJhk0HpiLCVeRykeOx4huaEODYW6WzdU3xS_rPijT8Wx9ITZyZmTjoOj5zJ8bia70FgoFfxShJM3vLulMsp883Os-Kt2OAuBhEQ/4nx/k4DBxlqDSmar1yD7Y3DNJg/h16/h001.lk7FCJrQgJi_MuJDaSVnfHc4hUAD95tY7k6CQCTKbjE" target="_blank" rel="noopener noreferrer nofollow"><span>declared</span></a></span><span style=""> the era of manual coding over after a weekend spent building with Claude. Yet, these veterans represent a unique class of engineers whose every move is backed by decades of high-level judgment.</span></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%;"><span style=""><b>Data shows why that judgment matters.</b></span><span style=""> Anthropic's agentic coding </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpNqOPD8pRonArJLqDsoWdACJL9oJW56JmsTkzNj31ag6ouyIoPDVWeM0rTIdaTiG1cYWCTrIlmjc11vPZHrXSp3q-ISiQI4aBsMQyq4vbN9e4CwIceBv8D-dQreVCMkyxzGUsJeJN0F2S0JkH4utJDbvO4I6JXU3ad0TghZKfEXk-P3_viDkj2TCOwjs3TCSRBzR9bFsvqV3dmo_sv0CHoPSNloSDhNgtQ5kaOVbGNTuqEovAyx6-CTDX2fxRtMPCbAKIRnNCKwPq3ACAiConchVOz-In1ZQfzckviLdFn8Bods7VrMTq52WmDTo5r5M5hkhqturYiTaSCNH-rNneF9-gPmiT05vIYEBDrHE64vqTWC8ghJrRHq1wHSMBlAkKw/4nx/k4DBxlqDSmar1yD7Y3DNJg/h17/h001.hMJdJNDDcqN_Tly-yskKeXTmXCGPR3bFiRNwhJeyDyc" target="_blank" rel="noopener noreferrer nofollow"><span><b>report</b></span></a></span><span style=""> found that engineers use AI in ~60% of their work, but can fully delegate just 0-20% of tasks. Devs using AI assistants scored 17 points lower on comprehension tests, with debugging skills hit hardest. Meanwhile, junior developer employment at AI-adopting companies has </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqumnN6UMmFauUMXuOGSHni7iweJqwCFfj6jLPbrm195OrCqqYHDCcl1XHlCMjhue43oNDWRYngecq1n8BcJ0RSGFaMtpOyykikFWVOFD2Sjk_3zcZe21qMkMiWXfzLfmKEuDInx5NoLyOF2YPZUDxYtZoGIF9LNSSwIw3lDv7vdexSuyDhJrytxjKTtcZ_iGLPzuP_xMtPlRHt40nT3p7hy9K7h-zyyMr8MztSlKbN9PPNgkHY-whGIxidKQkUKK1MfJgEjN8Rmnlj2JBrz97-pciLbN1ZWl3HsMHDnznqh3rMH11hCwqYS_Dp-yEB4Pfw7NdZQEZpdYsY-VWcUFuQ16_j8Ess-vrZSVmP0PquuD2LWZIF6Ddbi5Jo2O4bbUkHNsNpmn3eCpafrh8TOtQlydyXyy41-C0HNn_H97CucPUYzCW-MR516cYFdULfNRKDOaH0WQvQ7-9zkxajsS_6j7PwoQyFOrUzm6sYLhD5reWmT0zm6WkDvRcp7V5HUKRRNnS3oTT8PaCkFnl0WogF98GBIjS_3M1n1-ibLHC3tq1yWEeXXJTprS903M2qNUsw6A_d6efOsK4ygzCp6ff_vk7rMTtE8t-KZhpawE68PtwagKy5Q6fpxhupz8tIkvJeEPFheHIPJJkXH4OIf0iOrCcell9_l8_q2HhoxXFKD1i2usSzKxBLo5NZw9Lvc-5gQ/4nx/k4DBxlqDSmar1yD7Y3DNJg/h18/h001.9hQT1VvkheVb0zT7W64bUQrtWsVV173c0HKvHm4Si5g" target="_blank" rel="noopener noreferrer nofollow"><span><b>dropped</b></span></a></span><span style=""> 9-10% whereas senior roles hold steady.</span></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%;"><span style=""><b>When code gets cheap, the bottleneck moves.</b></span><span style=""> Senior Tech Lead Swizec Teller </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0gAGTMR5xWwvXLkShJZzRFlBZuNdNTlfvaHj_N45Bxf0dFH54jrgs_c995mhzhRIhKiRVu8VRqoM0idurmTgebGEQPWYrfoZjxHLhyZBN2Ly5GswSpyQa7fGcpXHyUqk1hp4X6v3Fq4M6eK20XiVnccrBdKpwVcMHLla-iGJl2kafM4sgmoanWu57RYJS5mNUuIZLSg4sOiqUze1LYGMdiTZYbC8mXM3IVHYNfhXsayN2K1D3cR7ipDR9tT_VNsQUverdCrjOUNr0dcB34WOh-oVvR82rcGL2l4uenlhAw4ijKnB5XkYyabhG9TSgdWwXm7j-zp3nuUhhyzKlhXfOEAcilU1RKkidlD-jtEg5holw9Kxy4U9cQHTK04YxiPnM5J-sA7npPE6fHfGLLdDi59dbJpPhvgvn-ov84SWvRoECxd0KzB1bOPPnjbJQcFxBZmYOcvOsiFbZPv_Ca7sjrwplFMKR_FFEpNlZBCj6h3wjJffLChQ-6TjJnDJzXYE72Yj5D58JSJRAJBb_9YSGylS2b5_QS9hsbJQtWecIR3amdC5XbHv_iCPw6gVrBAaFtBoS60N5vcOvHXxOv2owOGgvCUIIQLDqdqyLB3UxKtP/4nx/k4DBxlqDSmar1yD7Y3DNJg/h19/h001.FT4NONboMtfX_9jOJzdSIpJHuYxmDGGqT8wXhYnaweg" target="_blank" rel="noopener noreferrer nofollow"><span><b>argues</b></span></a></span><span style=""> the real work is keeping systems alive — uptime, defect recovery, software bigger than one person's brain. Even Cursor Head of Design Ryo Lu </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LxmsIAvVGZkExH3zfZySad04uwvtdDHfbQBUlMXWM8vh8645_5uI3REw-Q3rIGJdxWFReMHx4xQNj2sQy-MtrjgLUIlSaD2lPygUQX0V0jou5UK9R8jo_fmGToU4I9JBugm7hUxzv_2WRJGd-TC5QggCiC4BN9zg_jUL4ZcFBg70J7wGw4TtQ3JquNeohe8P05-Z7Cgrc2xjsxVSmGD1nykW6M8lM2yB6sbVQkjm-YyAT00Rh3N97MYKFkzh6JDOTU-s92mhyd-oPOqCtTGKedNVUAUL-gXXdgGbAuxcUBf0X16OMmYPkOLkvxCSLJ-7ZnnGUuCyYCtpvPukMG21AVw/4nx/k4DBxlqDSmar1yD7Y3DNJg/h20/h001.uosmTr_Wf5iDrWZQurNA0bG2R8TErndqSZTTJWJLSTw" target="_blank" rel="noopener noreferrer nofollow"><span>argues</span></a></span><span style=""> that AI doesn't replace systems thinking but actually amplifies the cost of not doing it. People who think clearly about systems build incredibly fast, while the rest simply generate slop at scale. If your engineering team hasn't adapted to this trend yet, start with Cherny's </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8jlDD186r19C3bxo6ItMFNV6nQhRvyOx9CVrOsQeJr33TNXR5VgRr_9cT8oRv__B-NkYs2NeGiJvCeMNPcPfWKHuhjz5RXPwnFQcTfE30pi1HJng9_hMClaHTNvIFyA505U8OKkTzQH9BSvB9wVO6JJGvpGgXRqfv-pvg0SzO5tYyl6nfc6b4rR1H3YnCUutsiqAiExC1j4u_OMOz-dE6amTDSg4tUGbU9s3GKFc0csZtlhX4fR3v87JVdojLnNkcTOCRgYaBUBV8knPt9POh8bitQCpD_8FAvoJvKz74z4cAfDflUpHGcCViuL4L8gTgJkFSmP7sjaaZnSWOfSuao/4nx/k4DBxlqDSmar1yD7Y3DNJg/h21/h001.hh4IUauhnT9G00s1pNXXDaahEWq-zHJhA_m2ffvPiZ4" target="_blank" rel="noopener noreferrer nofollow"><span><b>guide</b></span></a></span><span style=""> to learn how the team at Anthropic is implementing agentic engineering.</span></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 THE KNOW</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><span style=""><b>What’s trending on socials and headlines</b></span></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: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 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:650px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/391346ec-923b-4d95-9277-484784ca2659/CleanShot_2026-02-05_at_17.02.39_2x__1_.jpg?t=1770291212" alt="" height="auto" width="650" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:650px; padding: 4px 4px 4px 4px;"><p><span style="">Meme of the day</span></p></td></tr></table></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=""><b>AI Engineer Roadmap:</b></span><span style=""> An ex-Staff Engineer at Walmart mapped out the complete path to becoming an </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L2y0VgKL3nJSwLboAA571bPiOqjItb9fjUX9FrMfEwdGtnMA83Q6dD0d8qCQ9jbD82OY2PE9ITIBLeQ4XQlcs8xcE-Arks9s4efE_1gNuKyef9J9qGwne1kzAj96ytKnqw_qBuTND0VdFpT7jmAF59CZqvPPUaOsjxFEep1obJ07MZE9hJslrea1CDL0rtx6pVR-PaWk6qIam-saqsKJmoVdqccf209jYdZkrAEHL_2HLBlsCjVgdHKPzbpdW50pwoRHCufNwyNBkBGKR3-GhZpnecqCAbThzLszJ_vwAd-40gByRLHESTncuKjYURMQEQPWRwHkLMWaOyRHBw14VTo/4nx/k4DBxlqDSmar1yD7Y3DNJg/h22/h001.6jq3e_-eClBmweWX5b77fSzivELfbrNDrdY_Zrfg1zY" target="_blank" rel="noopener noreferrer nofollow"><span>AI software engineer</span></a></span><span style="">. This roadmap can actually get you hired.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b>Agent Playbook:</b></span><span style=""> An OpenAI researcher </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lzvmcf-blU0Xn9YKvdCByO_ZJ16sVmMTdRcmrBGuQgiUoot3fMfEzxsCvRNmcQozBsb9JqN3zE_XF0Hmr6rSXqRk4OIbUqNU6kFYlRhTSRjPtjpQIHS0rf7AbuUnUMwvn_u_z6hEa7f7P0Dnz4CtYPfiL-IewoiEhH9z9UYKVfXIBfJpMTGeWYUi2KBP4Ch_cWzlD0I0o3cneoUVCyN0QSdWSa7YXYm-i4Rd8IEeQCl3SbJo-1_dulz57QVOW7KST5v0zt0yCNgmD-5-LAJHmxzuB1MdxSJNJ3B8EaSQeNEq62E-d7P0PHLIRwsOptsg4BjwElnYTAQ2ctKTv0-_osk/4nx/k4DBxlqDSmar1yD7Y3DNJg/h23/h001.DPsV4fvI4-TD-XiiKovQ91eYZSuVJk52IyHt0C3uvOM" target="_blank" rel="noopener noreferrer nofollow"><span><b>spent $10K</b></span></a></span><span style=""> on Codex tokens and shared the exact setup he uses to automate research. A must-read for all 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;"><span style=""><b>Agentic Coding:</b></span><span style=""> A developer </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6saBom8QxmV6fTuNqrOD2NlUtZrIsz7QjRpsquaKSdmE4fOdv6hjD7ndYU-1o12ch74wHaxvG4IoMYvKdGi07xPqLx7b5Tp3-zU1QjkeFsgMivBlTMiPBHLMfLu_r9lY-Je_m_Xcibsn0Lp2fSAZceK-70A_zEPDzcuraey7s7MucYNI-EFf1EazOuytG1oXd3ZcZ2NwW9Wc81TTbfcFnEsSUyrg5XfTkh2Gk81zTHJ8WDZorfREuxBjZTFGXMP5zwULmnEJS8jSwhoPkd0_0ZX6dzo-njDLY6lsDH30KAZBKihZhGVY8wnhzglVctu-4WWRkjMPnRwaya5rtcxTEk/4nx/k4DBxlqDSmar1yD7Y3DNJg/h24/h001.GtnBUDVhB8o9OTJrO-VGukumj4BZ4AXR1ZGtOeNrCAE" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a></span><span style=""> his step-by-step journey from AI skeptic to productive user, with an agent now always running in the background.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b>Hiring Playbook:</b></span><span style=""> The CEO of a 7-figure startup shared how he </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L76Yx0nIcT2is4XYw-kBY6jO6MosNmcxXoQ0j2X_HaV8c6nvGZIUHEQI6x157iwJE2LuhwedqNkow4afiD9C0-gcKz5cYBeFsdYBo6XLagTOV_U0FBaeJHLDCyT5uK725R0nrw7ThTj4Mf53kIXHxLwwAAKi7osfSnyRO2xaDOWPGmp1jcIQ9QdheaUQvdVjZmqnimErkoOAoTiE0B-jWp11qyiIIca6I1KmlFdyH0eH7MTSq4ToeTCPMtRMkmKXyH9V4Tv1ZsRJLzMbi0ms7Sf0f8oFlFPu6yDeHG6XFdhns3cdgDHBpWjWSIcT9mPnqzUkbeybW66swLilSe7mbgo/4nx/k4DBxlqDSmar1yD7Y3DNJg/h25/h001.fgKYjCGxu-d-iI4V0zii46nwwwZOJFGUsxtFY3Y4Zro" target="_blank" rel="noopener noreferrer nofollow"><span>hires engineers</span></a></span><span style=""> and what makes candidates actually stand out. A must-read for any dev still applying the traditional way.</span></p></li></ul></div></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 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="">Perplexity </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqunOJtX_InXmTJ_xgWSc4hv_CT75gTdzoKAXkF130L9ruaqjS6JqS9VXTN40xhkyXRDYsuM9urxgbkQTJk74OISCJLx5hxBMc9LDCgAq9aPjhP7M7MOZkiVF7HeRYcXBRELO3j_VZjS0FNt0mUr7op3oYng2ES8Hsfzh6EFyJkbiLD8LeGq2LP2REeHFO-nnG-NQO7l2Dsjp-JLzO9n8s41JRi8lQQL_KmFRPIhALDNx1Tb37podULoHXxYadX6lBecr1HsVrP35UWtrTWaulxii_yF5QMg22-Z7Bvv3aRiVKiyM73jZ9DGg8Jnwy1xxKCHQeKF4_nEIUakaNg0VqQms/4nx/k4DBxlqDSmar1yD7Y3DNJg/h26/h001.ilu1_bsR30UaRZ2z7f_oz9q0VgUVmGuhfA-7XqRHHKw" target="_blank" rel="noopener noreferrer nofollow"><span><b>introduces</b></span></a></span><span style=""> Model Council, which runs your query across three AI models at once and blends their answers into one, showing where they agree and differ.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Alibaba </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LwHJk25-6Jodqb3wedRkLMjPiM8KwF2JGYyQw8ewIT3OphtqkX8-qUNAldZY0hePDW0ZJGSpzbblDLO4Pekd51vMrYz_hZ2KvkPxj-kwWBQ4QWSE_TBKjHY7AtkfQfeRw9qMdXEEZfN5TcEtic_GulviJWd6u1bz55TkgxaGqx6yYaKQuZwTPJuiSanLqdKEs4NwSCP3J5ogT62BoPzkXaNre5eQkoQFihzkrKaUQoILixW8mZSg_c3scJYrJgBc5WkNNqcnEF6Cy4OV0fs5VcoNlAxa5FjR-7p_0JqyjAS7FlyVabOEDy55ulDtvx0_-FYKzxPCvL3xIP6LQvrrVVk/4nx/k4DBxlqDSmar1yD7Y3DNJg/h27/h001.MoQB80-yxHrsOaFPL5K0nfkY2wXPrN2gnusPTsKlslU" target="_blank" rel="noopener noreferrer nofollow"><span><b>unveils</b></span></a></span><span style=""> Qwen3-Coder-Next, an 80B open-weight coding model that runs locally on your MacBook.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Mistral </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIdmJa-CRFcGEmg00cJMbIfApIUjriERLcQJ5FzHzwzNmE-nKLjIqrLur3esit6PFF9efiRPoh5M8oPCb7GSV3CDItnENaTUvdR6zAxxyplDT_UlzkcI-AbuRpIgvY5i0G79Sz5Hu1GBMs5gQEOu0-rG4UQTxGynBUOSoJ9JjL6ElNVj4tbwjUU2jE6IiLG3Jff9UdNvivLF706B1ofwYoByJIQm2CQM6yMuL1_NB-jbmonLftA-NfihNeUTdwOBtGwcgOAnaPOQXTJrsFpjfuVqHapzVO7utj8g3ii227DVvHBLmyi6WxUgl7dLAO4R-DA/4nx/k4DBxlqDSmar1yD7Y3DNJg/h28/h001.Mbl-7qGFdXHf3BARGOTyTUNB_QHsG1Xn-pfIEadQhrE" target="_blank" rel="noopener noreferrer nofollow"><span>announces</span></a></span><span style=""> Voxtral Transcribe 2, a speech-to-text family supporting 13 languages, including an open-weights model for live transcription.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""> Cursor is </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0Y-VyxdwnT_lYro7TaHKtuDcQhp5yqaUURgGYQtyQ5T9YD197VIaPrwPJMNiN_UQhayq8b72yLPpS0OLBFT844M-z3TwZbKCJqY3E9fColtH4gAmQBS4V6setZlRZH6FrgnVsbUDd2dFqLZPiIw_6FiZy-8iFS5Vw7jxarrK2ephAqN7EwlaqeJ-_5mL5-tzcRJ4NjNVTODmaWnjBK16iBn_xUNsck8crZA1nDXru3XleUX6Nn8EgBN7kn2gQqsUeLtQ_9cJ7HYYW2MzzyGhHTSq8-oPr1oy-fWgAd3XEja7lUk-rZWV0Q8GftFoNE2p6dYGsjsK11VelZTB0UPURw/4nx/k4DBxlqDSmar1yD7Y3DNJg/h29/h001.8MT2gUsweB0msC_fXz_qOoIrBpTu9Fg9h0WZZyAjtlI" target="_blank" rel="noopener noreferrer nofollow"><span>planning</span></a></span><span style=""> to add support for .agents/skills in its next release, making it easier for devs to use skills with any coding agent.</span></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%;"><span style=""><b>This hack makes Claude Code 10x faster</b></span></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_sCYZV6B2xKg_uzEGhBH6zhLfY1DO7XYT9SPVbKc99PFr5UirdoeMablHr0_9IMsDVC3MzHtaIiVjOe9B-FC2c16wmNAVm1f4UfeEj8BmCFk1cWXpoV7UXuXzJJhbFVGyQz2G9BdQXMzF95EI1uf4Uo_yZNPMqM-WIvXZ8MQ4ctNHHCSXDlftorURgczdbi5FuQBFz-uaDZjscAKRJL9hraKkOjzZZl2ubcnjBhrS0afAgbHLYxZOtiKQsyF3aWtB85iHIP2FEgDHQRJfP6Er6ZIHG_DRXoETrgtAfixOdlQWVw_4C7P8Rh2_o115z7HLsz1MPPXucAbEKoV4K43HA/4nx/k4DBxlqDSmar1yD7Y3DNJg/h30/h001.TBKZVBl8dkMYaoXyK_z-ED3jBfKzxSXMl2pxG2WDC18" 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/4f356b14-ef2d-48d8-b33e-345cfeb40f7b/image__82_.jpg?t=1770207818" 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><span style="">Pro hack to make Claude Code 10x faster.</span></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%;"><span style="">An AI engineer's </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_sCYZV6B2xKg_uzEGhBH6zhLfY1DO7XYT9SPVbKc99PFr5UirdoeMablHr0_9IMsDVC3MzHtaIiVjOe9B-FC2c16wmNAVm1f4UfeEj8BmCFk1cWXpoV7UXuXzJJhbFVGyQz2G9BdQXMzF95EI1uf4Uo_yZNPMqM-WIvXZ8MQ4ctNHHCSXDlftorURgczdbi5FuQBFz-uaDZjscAKRJL9hraKkOjzZZl2ubcnjBhrS0afAgbHLYxZOtiKQsyF3aWtKD5DuZn5YLzkGp-gs3jWVdNKUKuxJGkK8_aRjxXYXNCONxFv7aiKV87iRfAItXYdor_4znS4WxClL8Sz_Cpev8/4nx/k4DBxlqDSmar1yD7Y3DNJg/h31/h001._nHenQ8BG4cVhsd9-DG2017WnDREVnCzHyO2Ucc2s6g" target="_blank" rel="noopener noreferrer nofollow"><span>workflow</span></a></span><span style=""> is blowing up on X, and it's surprisingly simple. Instead of jumping straight into Claude Code, start in Opus 4.5 with extended thinking.</span></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%;"><span style="">Dump everything about your project and ask Claude to hit you with five clarifying questions.</span></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>Ask me 5 questions that would help you have a complete understanding of this project.</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%;"><span style="">Answer them, then prompt it to create a master plan with knowledge base directories and context markdown files:</span></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>You're my co-founder. Create a master plan with a knowledge base directory for each section. Attach context markdown files to every part. You're building the skeleton that Claude Code will use to build everything 10x faster.</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%;"><span style="">Import those into Claude Code, and it'll already know your architecture, constraints, and decisions before writing a single line.</span></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" 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=""><b>Today’s spotlight</b></span></h3></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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzUZz97tHSMpog_nogn0rtoTAZTl-YxKStVcJLEzA8zQ6ay0ltBvXElluzpIvTU5DGAmDz3Z9nXGjBCwnz5msi3bPugSTmWENk8KQ0RCLxU1Hkn7r_YTIQ24hC64G0FRJ5o7IT0GFDtEPtIdYg8f69wp6Imip4WSgFWWGvJ0u7DM4ReJk-ZeSky0NWLfuJps5GeUJ7OgOhtlS27Wak06pFU5rWZQ-qMCzpVzd1elT7M5N9X1mrmaYR-HV16-ha1R615gfkgSD67n3cfO5ReSu6g1ofPPE5b42zP3PC3DmqLew/4nx/k4DBxlqDSmar1yD7Y3DNJg/h32/h001._AozyslW3tzC3ehs8Ic5YZIJFdil-n66wghQTAlr5gI" 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/b1afc9c8-05d5-431a-b72b-3d58ef1072e4/Untitled_design__5_.jpg?t=1770361210" 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><span style="">Click here to watch this tutorial.</span></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%;"><span style=""><b>Top Tutorial</b></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%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzUZz97tHSMpog_nogn0rtoTAZTl-YxKStVcJLEzA8zQ6ay0ltBvXElluzpIvTU5DGAmDz3Z9nXGjBCwnz5msi3bPugSTmWENk8KQ0RCLxU1Hkn7r_YTIQ24hC64G0FRJ5o7IT0GFDtEPtIdYg8f69wp6Imip4WSgFWWGvJ0u7DM4ReJk-ZeSky0NWLfuJps5GeUJ7OgOhtlS27Wak06pFU5rWZQ-qMCzpVzd1elT7M5NRDuzUzvhqdMoz8EUtdbqxQc_Ya5NOqgK_fdGvVY_3OLN7as-u30SETCwvIPbc2ig/4nx/k4DBxlqDSmar1yD7Y3DNJg/h33/h001.2ATg_985OfJl5RxmHdIdjY3OprEHLt8WUwDZPTCff0E" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to build AI agent teams in Claude Code:</b></span></a></span><span style=""> Anthropic's Claude Code now supports Agent Teams, allowing devs to orchestrate collaborative sub-agents that share task lists and communicate directly. This tutorial covers how to configure agent teams, run parallel workflows in split-pane mode, and use the built-in messaging system to keep sub-agents in sync. You'll also learn to tune Opus 4.6's effort levels and set up Auto Memory for persistent project knowledge.</span></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%;"><span style=""><b>Top Repo</b></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%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkiP6gMvccJNVzHJdTwIumGiRITpkoYOMf_KuvUY-U5kh072EQb4wph14hHlp1vWmW08YmrR1qKKzRnAQDKTfRZpxfMvYqP82zkSJxH4HmXjjZGbg6jT9VfpbBeGIAOczAYXiljngRPV5R2SjXTnqYHVOcRqv_pn84RGOQ-6b8XbDfJSa8_Wy20TJOnDsvF5VPwUY2Bcm0FeWCb-SdC408I_b1LXi-nvdg0vtRoYS0wgPy7rgc3Ej-LacmEG-rSUWQWq9trhXI_eSMRiRn0UKGOdpiaKO0GAZXadWgQxj1aqU_q9TB1i0H-2yrKCbmP5qlZNv9yoBdAL6e29o_hzbfQ4/4nx/k4DBxlqDSmar1yD7Y3DNJg/h34/h001.ftZst6rwZVDfiNCXsWCnLO04hIMHkgb8ilZHH0Yk-D0" target="_blank" rel="noopener noreferrer nofollow"><span><b>Code-review-expert:</b></span></a></span><span style=""> A comprehensive code review skill for AI agents that performs structured reviews with a senior engineer’s lens, covering architecture, security, performance, and overall code quality.</span></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%;"><span style=""><b>Trending Paper</b></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%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePXigfAj0JDbSDjKeluvwld08RZweS2WB0HiCNC7VUvjow9WiLJ1ChaUbCyyHXTfTfjLf-ogY2-xQfcLgPlox4Boy2GnUqnq87-_bDl_A_cL4m-r9oY5hTJRexX4GcvLStbhshyrbFiDusrLYSIW1ceslZ-c8faLuDF3SxyIR9QteBwMFsoMYoS19Yp8NVXJvC6rXYwbUiF9E2XiasUiHHZ3iYU0aH494b1Ny-FrSgxsGVCdlSBR2HMvqmZZpaty0qVgFVlRM68DtPxdE420Yg6x8btTqQ1AKbGwbMA7aLS3n_Yz9EApHDwtKe4zA-dirsg/4nx/k4DBxlqDSmar1yD7Y3DNJg/h35/h001.fiBrJedq_v8wUCLXLcNUyExGqxAyuZTccUnCASPeVbQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>Towards self-driving codebases (by Cursor):</b></span></a></span><span style=""> This research talks about how existing AI models struggle with massive coding projects because they lose focus on complex tasks and fall apart when trying to work together in groups. The breakthrough came from organizing agents into a hierarchy of planners and workers, much like human engineering teams, which allowed thousands of agents to code in parallel without constantly breaking the system.</span></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;"><span style=""><b>Grow customers & revenue:</b></span></span><span style=""> Join companies like Google, IBM, and Datadog. Showcase your product to our 150K+ engineers and 100K+ followers on socials. </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585SS6VgV6WQzoQR3tHYy65eWOdMUrALuvsWNb4_G2DjewpSyPv5BUilGHrMOgAP8aDomj1gdmh1LOdSF4p95bsGKed0zTCWEQzG6WzkE6vo0XIUhbf99bn2wJEpti3HRHLLY-VTuQ5qbmaDJo3zfJzWqVShqc-_lIoaymar_obkdBwuujo89CloHxYd6rV9hX5AHjepW4cqWkzm8gumRNo5w/4nx/k4DBxlqDSmar1yD7Y3DNJg/h36/h001.K37Em8xTthlwxrzGsO4-0nO53pvmwmDzA6EKX8SYqa4" target="_blank" rel="noopener noreferrer nofollow"><span>Get in touch.</span></a></span></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" 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href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbPNkeEXWjZYEWczJRaIh9QkN1-8f0G4QV7PWDn0_zkFa-30QpWCeL4r1CjNPHoAHjX0bRFM3_eHUG02bnKJUWKLsSuey9ho_kBdXiIFd6UW1hD84wQhTKxD5mpjkWn303s4sujKrgy-UEaL0OnPqdUhiifB7FDYmPEwmp3L-ItZJE7020-k_hbiICMEIyepwr-9jhh_0VGEJMxqVrgOipJcDvQecqmhJYn7r0mT5uJnC-CdTOInWZS5ki5-mTtZTQVZ2b0Xh8PcXK55q79df9q5N5L131Z76nv294zzu-MgzCn-64oyDSe_yRfYCqjg6Q/4nx/k4DBxlqDSmar1yD7Y3DNJg/h38/h001.cq-36qkfkBD6XaTjYZuGB33wUh-chHdHbEbS-OAfgpo" target="_blank" rel="noopener noreferrer nofollow"><span>100 Pro-Hacks for using Claude Code in 2026</span></a></span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b><a class="link" 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href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2JJ1WSIxuw-7v0ZBe49kAz3a1Sf0_emaOuI8zzUKVTNMafIq_v4-y5mePw0EoJ937QC9wmZGVdz0Bh4Wb4M7bZ4nFgs0Xx-THXGtSfiRNRpbV6xzBPG_Cs3vLKQ64HL-DdVSi2UQAkvbn5zPczNbtOjkUHGhv6zwBdFpwf66XpS2diqI6hog8yT8A58GzMh9tUmyA1fdGZiLZ6WBSX3A3GxtU5jEMgVydQZaojwE9-i2cvNm4MOAik-t0LCfWoN9nauNYUCWvqBjrf7eXLsEN60/4nx/k4DBxlqDSmar1yD7Y3DNJg/h41/h001.wGVmzP5fIh_Pu2sqzguEdtw6xSFRRANs23LDCZeZweg" target="_blank" rel="noopener noreferrer nofollow"><span>200+ Resources to Become a Great Engineering Leader in 2026</span></a></b></span></p><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></li></ul></div></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 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href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GGsqQ-3ynr6OwEWHLgiAcUTmVIc2nG7kNQNDGzSAyhOA8OiDxCQx4F-n4s0-kESkPxp6kav2ZYoWWwguVUdmYIj7iB3pjWSrNQkzTYxVaiYg3FV0j_9ApnFgUh-r6amYHkWtUbsPLNAjKPB2u-U-v8fxu7pQ4yb3gtpYhfyagtVwAS4dEFXbcR9tYI7NO2zX-En9wfla3SuFpNHc7Fuxf13YV-X9Zsmc_k1BO5fcZJX8AiuR36a2Ve5KN1Hi6o5bsLeU8AyPbDX5-3HNTY4iCfYqGKi-7DaszhgfDQ-E8J3UWd2lJcfEHynz8so7wJms9E7Hfyqyvwcn_VPMl_LsU5RWdhBcOlsigiDD-7BgDSYdQ-w4M415I2OYq-pmQpTPKNsMn1SwX4cWNbcjWjEQNFKRC7j2cQxCiUo2ezyuxDyfM5zCUJCbreBaxCuZ61VgLAvLDsJ2zg1Z3Ln9I97DtpC7yjCvKYnPVBr3eGbs9O1cIS4T4dPiAIMBwGB7bqUL0foEILbI82C-LjYOl6wJqakwQ1kHD-pxG4G6xYY4oBdSf6r-QDclCmXQ5RAqkxSmb7YA4uTWZbB0RxNcjIo55s84QYNctk9Aui7mTL3fEcj1sWkRjERPTYfSjM9Zg_Wj2Gx8d-EMFJ3ZqVaGzpMXeND-CTdKksIew6XdlIRZMZPA5k9xtHUVD4P5DcuQkHmWV_z_lEjdVQeLs8O5qxJdvTCq_7EnwNX0q08c7sAkKeQqGZEMcyDIhmgDSTLKQdoMJePvB6bNqPeybfhihCNawaz93V95Ik279yKxAfE754SqfsvxXb7_qZ9oD2Leq8EJQBgAUFgrsDEzE2sSMaVmnMve9J4RVxeD-vB5V-KZM43WKkzq_N3sTB8Bsukoscr7uqVhhQEMW5s_spsAysVFamtLz-vcSAqEUxNlUbOOtQj6wbAyiwy25prRCqC1XXtUCM/4nx/k4DBxlqDSmar1yD7Y3DNJg/h42/h001.h26U37mBnsNEwQpNAtJ1I_rappYQssyspwMMTnGpPbE"><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_h9ck9FHbNJPCakPBFSoo3iMhYbc9ypJaY8BvsEjivpN3hMfqBnbvi9GM48ltcPuFsk5WbrhVtDeiVOarII8fL2vgsYPEGNk_hse2DDlZPGKggFrWOA_HA9F5kmiZHvDiX2xGSukiWk0cBlqufblXdeK2-3t4rNuP5Sdyduu6xaha_spHElkmiglz6gyaYi9pJLFDPIG53xxL4Wew9jEReEck4OM3HxCylM0y6R8Yg3FSlpHc9U-gF8xRBWPpcXbe9VPdQfNZ5yQqaW0-pHY8EhKRcwmatbcR9r60-M_aD1g7ra3F8kTGsgOUk0JQT4D0uPtRbDWf4Q6rmnZGglli2m7c_e7SLf9CQqJYQyy_X8yBeTYjdyWfQ5EvQ9mtf8zkJ7QOilrzOiC0rdQ2P1hIQ-L-_kh9e6qsb-GGA1ZYJxk9jJR1z_qnjaZ0t_3EGxbzm1K45R74yxVai4EIgLe5eD_x85RbKqM8n5Kj1NUu3DAiCJdNccWGL0WVWDsFmu0ZaBAoeA0EH-jqnIQTCIHABMliEJN7v1kpW3P9lvEzCNSHNgKsZZPWK_kJHOsRWVDS_PXSiMyeixViyyZDQdOa-83pqt6Z1AgP3YcHCNfwB4yUU9iVOvrhdx-99r1P_YhnmcP1mVgfIsmZXJ-tbwVsXtIi63sLYDvE9DHEgp2k9YLtmoZPp5sCmqniW9qSyBO4qEAwetSXblfIGF4jGdqIzImM5vu1ksuGrTAaQDkMsaSjawwnuyypeDePIRpyX7HiywNFHK3bFSgMx4hZad7l2vYtC0ofXF4yXVi-MrCNUSVlwRxO-hvUlmlFWFmXbWHpMMTuQN6SgfU2P-w40-ZtpoFvcOZUzsyu60pfd4M0BmbI3NoP4GPTUE2mEsCbEjRFqc2FQ4PLJpCxTBYGSqdbP2dF_UKiNwov8XYfvzF9YmXZlPt2QBlQWP5Cb-pT56and8-LEuM9Ck/4nx/k4DBxlqDSmar1yD7Y3DNJg/h43/h001.g2LaRQ0DSlSI8UKC2VP2JU_KUV4vjtdC37e2qgDx4Us"><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_s6AftXBC3OfCry1RhCGVVKxlDqCx3qpsIgG8zqA26k5lIpdm3-P588WBDMinZj49LJvS0rD4QQDyfAH7JdrUlqUS2PngxklZ8lu0zlpRL0eIHKdPQ2r5NU7mY3gseUgFIzNAsGXPj7wQ0wDopJkWDw4GQZ4nbo2wd4fpByzqMkfkmuxaKZ9iMOoDbIjAXbUEOqW6Y_21sY8-WfgK32f2DTUNqakZkywYlhwZZGknDYDr_GYLrxeVJzh4v3t1C7t9fWk-qUIWENQiMRjwGA0Fr5z_7sIQh7sw0Iz7v1Tf3GQVaOCjKG-RfAGiYksncW3i4JLiRDtIFlvj1IQ9L8VxPXgcQQkqSR4SIRpNDrWcaF_H-r_jkirbZVc43wf3Ke-aikMe1DUhw1EBjwoYNwoiJ8AoXHmbbCGp7d7eIyGJ4UdyM8h_GgbACBO9x0rIhzQ9csaEey7ELbQBwjIDaNKujtgbCN5PM7kLmOKNou3ux9ogq5kbofcsg6E5AhtUI_CjjZ9KMlKgojDjYI8G4PRooXjJhjHvaSYNPOdyP3Un9hSquo8jP_5cA4aQSTc4dkMG6ucJ2_8_OkXa6Lf72OpfoWuN6mscOqN_AqxlkGis9KbNvfsm4sHXNSk8AFlJ8kXgEPyASR11dywQhtd-zAUy-sE46VPuXCNatr-QVuxcShrvxTphmKRv7eGNIVZx26emcQk9MfwpCWhhY2UaTz39Gg7qemqU5UPdABchL-S_i9K6yiZlQlr_TyWOpXUri-R4hOc13LaTpyk1JKdkCwo4CnGlYp5SCx2S3mD-F8guMqERYH-HtulS8yw1jvmykQL65p2iWa0wnVAnyx_SIFfur-lxkC8MZWiDCEyw9cgkqdYj9OUfMj0uck9ogWFH5HBT8CF7VEFJ7NW593ov7Syc-daMRIn1DvfXzW7fDDETLH-_jRSmncAmvJnByp8Ig0VI2MMsNAw4zSSFhL_rjs/4nx/k4DBxlqDSmar1yD7Y3DNJg/h44/h001.ZDCneFbidW9tsjCDoT_5Kxj4JFqjzCCZmrDwm0Jappk"><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%;"><span style="">You can also reply directly to this email if you have suggestions, feedback, or questions.</span></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%;"><span style="">Until next time — The Code team</span></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 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**Welcome back.** The AI wars just went full heavyweight. Anthropic and OpenAI dropped major upgrades on the same day, arriving just thirty minutes apart, and giving developers a serious wave of new models and tools to experiment with.
And while those two battle for the top spot, Apple quietly made a move that could change how every developer builds apps.
**Also:** Pro-hack to make Claude Code 10x faster, an OpenAI researcher's agentic coding setup, and a practical guide to start coding with AI.
--------------------
### **Today’s Insights**
* Powerful new models and tools for devs
* How to build agent teams with Claude Code
* Veteran engineers change how they code
* Trending social posts, top repos, new research & more
———————————————————————————
**Welcome to The Code.** This is a 2x weekly email that cuts through the noise to help devs, engineers, and technical leaders find high-signal news, releases, and resources in 5 minutes or less. You can sign up or share this email [here](https://superhumancode.beehiiv.com/subscribe).
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##### **TODAY IN PROGRAMMING**
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Caption: GPT-5.3-Codex vs Claude Opus 4.6 comparison.
--------------------
**OpenAI arms devs with its most capable coding model yet:** The ChatGPT maker dropped [GPT-5.3-Codex](https://openai.com/index/introducing-gpt-5-3-codex/), combining the best of its latest models into one powerhouse that’s 25% faster. It crushed the Terminal-Bench 2.0 test with a 77.3% score, a 13-point jump over its predecessor in a single generation, while using fewer tokens than any prior model. Alongside the new model, OpenAI unveiled [**Frontier**](https://openai.com/index/introducing-openai-frontier/), a new platform that helps enterprises build, deploy, and manage AI agents that work like employees.
**Anthropic unveils Claude Opus 4.6 with powerful new tools for devs:** The AI lab’s smartest model just got an upgrade. [**Opus 4.6**](https://www.anthropic.com/news/claude-opus-4-6) plans more carefully, sustains agentic tasks for longer, and is the first Opus-class model with 1M-token context. Anthropic is [giving away](https://x.com/theo/status/2019559922523074765) $50 in credits to try this model. On top of that, devs also get [**agent teams**](https://x.com/lydiahallie/status/2019469032844587505) in Claude Code, where multiple agents coordinate autonomously in parallel. To prove this, the team set 16 agents loose to build a C [compiler](https://www.anthropic.com/engineering/building-c-compiler) from scratch, and they delivered a 100,000-line Linux kernel.
**Apple brings agentic coding to Xcode:** The iPhone maker just [shipped Xcode 26.3](https://www.apple.com/newsroom/2026/02/xcode-26-point-3-unlocks-the-power-of-agentic-coding/) with native support for Anthropic's Claude Agent and OpenAI's Codex, letting developers hand off complex coding tasks to AI agents that work autonomously. Instead of one-off prompts, agents can now reason across entire projects, search Apple's documentation, and visually verify their work through Xcode Previews. The update also supports the MCP, so teams can plug in any compatible agent or tool.
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##### **PRESENTED BY YOU .COM**
## **[You Implemented RAG. Your LLM Is Still Flying Blind](https://you.com/resources/what-is-ai-grounding-downloadable?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_primary_2.6&utm_content=superhuman_primary_2.6)**
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Follow image link: (https://you.com/resources/what-is-ai-grounding-downloadable?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_primary_2.6&utm_content=superhuman_primary_2.6)
Caption:
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You.com's [grounding playbook](https://you.com/resources/what-is-ai-grounding-downloadable?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_primary_2.6&utm_content=superhuman_primary_2.6) covers:
* The three-part approach outperforming RAG alone
* Why grounding isn't set-and-forget, and how to build audit trails
* The open vs. closed platform trade-off (and what it means for your next model switch)
**[Download the technical guide](https://you.com/resources/what-is-ai-grounding-downloadable?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_primary_2.6&utm_content=superhuman_primary_2.6)**
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##### **INSIGHT FOR ENGINEERING LEADERS**
## **What top engineers are quietly figuring out**
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Caption: Source: The Code, Superhuman
--------------------
**The skills gap just flipped.** A year ago, Andrej Karpathy [coined](https://x.com/karpathy/status/1886192184808149383) "vibe coding," where you talk to an AI, accept all the changes, and ship without reading the code. He recently [**retired**](https://x.com/karpathy/status/2019137879310836075) the term in favor of "agentic engineering." The word swap carries the whole thesis. Coding implies that anyone can do it. Engineering implies you need to know things.
**The most experienced engineers are already all in.** The Claude Code creator, Boris Cherny, [**shared**](https://x.com/bcherny/status/2004897269674639461) that 100% of his recent commits were AI-written. Former Dropbox CTO Aditya Agarwal [declared](https://x.com/adityaag/status/2018496292608155756) the era of manual coding over after a weekend spent building with Claude. Yet, these veterans represent a unique class of engineers whose every move is backed by decades of high-level judgment.
**Data shows why that judgment matters.** Anthropic's agentic coding [**report**](https://resources.anthropic.com/hubfs/2026%20Agentic%20Coding%20Trends%20Report.pdf) found that engineers use AI in ~60% of their work, but can fully delegate just 0-20% of tasks. Devs using AI assistants scored 17 points lower on comprehension tests, with debugging skills hit hardest. Meanwhile, junior developer employment at AI-adopting companies has [**dropped**](https://www.finalroundai.com/blog/ai-is-making-it-harder-for-junior-developers-to-get-hired#:~:text=It%20found%20that%20when%20companies%20start%20using%20generative%20AI%2C%20junior%20employment%20drops%20by%20about%209%20to%2010%20percent%20within%20six%20quarters%2C%20while%20senior%20employment%20barely%20changes.) 9-10% whereas senior roles hold steady.
**When code gets cheap, the bottleneck moves.** Senior Tech Lead Swizec Teller [**argues**](https://swizec.com/blog/the-future-of-software-engineering-is-sre/#:~:text=The%20hard%20part%20was%20keeping%20your%20code%20running%20for%20the%20long%20time.%20Software%20engineering%20is%20programming%20over%20time.%20It%27s%20about%20how%20systems%20change.) the real work is keeping systems alive — uptime, defect recovery, software bigger than one person's brain. Even Cursor Head of Design Ryo Lu [argues](https://x.com/ryolu_/status/2019089085034586239) that AI doesn't replace systems thinking but actually amplifies the cost of not doing it. People who think clearly about systems build incredibly fast, while the rest simply generate slop at scale. If your engineering team hasn't adapted to this trend yet, start with Cherny's [**guide**](https://x.com/bcherny/status/2017742741636321619) to learn how the team at Anthropic is implementing agentic engineering.
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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Caption: Meme of the day
* **AI Engineer Roadmap:** An ex-Staff Engineer at Walmart mapped out the complete path to becoming an [AI software engineer](https://x.com/justmalhar/status/1952716642229567709). This roadmap can actually get you hired.
* **Agent Playbook:** An OpenAI researcher [**spent $10K**](https://x.com/KarelDoostrlnck/status/2019477361557926281) on Codex tokens and shared the exact setup he uses to automate research. A must-read for all devs.
* **Agentic Coding:** A developer [shared](https://x.com/mitchellh/status/2019485021787377750) his step-by-step journey from AI skeptic to productive user, with an agent now always running in the background.
* **Hiring Playbook:** The CEO of a 7-figure startup shared how he [hires engineers](https://x.com/tankots/status/2018758704682930510) and what makes candidates actually stand out. A must-read for any dev still applying the traditional way.
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* Perplexity [**introduces**](https://www.perplexity.ai/hub/blog/introducing-model-council) Model Council, which runs your query across three AI models at once and blends their answers into one, showing where they agree and differ.
* Alibaba [**unveils**](https://x.com/Alibaba_Qwen/status/2018718453570707465) Qwen3-Coder-Next, an 80B open-weight coding model that runs locally on your MacBook.
* Mistral [announces](https://mistral.ai/news/voxtral-transcribe-2) Voxtral Transcribe 2, a speech-to-text family supporting 13 languages, including an open-weights model for live transcription.
* Cursor is [planning](https://x.com/leerob/status/2018770085956010119) to add support for .agents/skills in its next release, making it easier for devs to use skills with any coding agent.
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Caption:
----------
##### **AI CODING HACK**
## **This hack makes Claude Code 10x faster**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4f356b14-ef2d-48d8-b33e-345cfeb40f7b/image__82_.jpg?t=1770207818)
Follow image link: (https://x.com/EXM7777/status/2018745809056207266)
Caption: Pro hack to make Claude Code 10x faster.
--------------------
An AI engineer's [workflow](https://x.com/EXM7777/status/2018745809056207266) is blowing up on X, and it's surprisingly simple. Instead of jumping straight into Claude Code, start in Opus 4.5 with extended thinking.
Dump everything about your project and ask Claude to hit you with five clarifying questions.
```
Ask me 5 questions that would help you have a complete understanding of this project.
```
Answer them, then prompt it to create a master plan with knowledge base directories and context markdown files:
```
You're my co-founder. Create a master plan with a knowledge base directory for each section. Attach context markdown files to every part. You're building the skeleton that Claude Code will use to build everything 10x faster.
```
Import those into Claude Code, and it'll already know your architecture, constraints, and decisions before writing a single line.
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Caption:
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##### **TOP & TRENDING RESOURCES**
### **Today’s spotlight**
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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/b1afc9c8-05d5-431a-b72b-3d58ef1072e4/Untitled_design__5_.jpg?t=1770361210)
Follow image link: (https://www.youtube.com/watch?v=DWiYdXrxSwg)
Caption: Click here to watch this tutorial.
--------------------
### **Top Tutorial**
[**How to build AI agent teams in Claude Code:**](https://www.youtube.com/watch?v=DWiYdXrxSwg) Anthropic's Claude Code now supports Agent Teams, allowing devs to orchestrate collaborative sub-agents that share task lists and communicate directly. This tutorial covers how to configure agent teams, run parallel workflows in split-pane mode, and use the built-in messaging system to keep sub-agents in sync. You'll also learn to tune Opus 4.6's effort levels and set up Auto Memory for persistent project knowledge.
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### **Top Repo**
[**Code-review-expert:**](https://github.com/sanyuan0704/code-review-expert) A comprehensive code review skill for AI agents that performs structured reviews with a senior engineer’s lens, covering architecture, security, performance, and overall code quality.
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### **Trending Paper**
[**Towards self-driving codebases (by Cursor):**](https://cursor.com/blog/self-driving-codebases) This research talks about how existing AI models struggle with massive coding projects because they lose focus on complex tasks and fall apart when trying to work together in groups. The breakthrough came from organizing agents into a hierarchy of planners and workers, much like human engineering teams, which allowed thousands of agents to code in parallel without constantly breaking the system.
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 150K+ engineers and 100K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
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### **Whenever you’re ready to take the next step**
* **[10 Projects to Master AI Agents](https://learn-ai-tiles.lovable.app/)**
* [100 Pro-Hacks for using Claude Code in 2026](https://claude-code-hacks.lovable.app/)
* **[Top Resources to learn Claude Code in 2026](https://claude-code-spotlight.lovable.app/)**
* **[Zero to Production Guide for Building AI Agents](https://ai-guidebook-nexus.lovable.app/)**
* **[200+ Resources to Become a Great Engineering Leader in 2026](https://thecode-200-resources.lovable.app/?utm_source=codenewsletter.ai&utm_medium=newsletter&utm_campaign=your-200-engineering-resources-ultimate-claude-code-guide)**
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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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