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🚨 GPT 5.6 breached Hugging Face
Wed, 22 Jul 2026 14:05:34 GMT
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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Wed, 22 Jul 2026 14:05:34 GMT
Subject: 🚨 GPT 5.6 breached Hugging Face
To: [email protected]
Date: Wed, 22 Jul 2026 14:05:34 GMT
Subject: 🚨 GPT 5.6 breached Hugging Face
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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 cut Claude Code token usage  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> July 22, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9vYedGuT732akJiN2aX_os6n5C7k5DNbJjI9I23Z-9kiCdsqmsjjSQpzc37D7RRTZMgumG2O2FTLGXW7oqfyC2gW5GZLlDKCo0Ba68lgeM6fTBprLnsQhGBGLaqm9KV84UK5XpqJOQXAq6LjvcWKrTuJ4zKokJlICesreS5Nk5E2u6-GvJzxOo_6TEZ2Haem-HnBF6ImSHjSmwfUTe_pokllb0yuvqPKAT1w3wkkakA3G4-PNsr5o4Y-Bj3rqWRFnB-wBwEZnxx8cDghdnAIaU9Mm1ARobiWyaQefrziUin1Tdjoo7oblKIufuzmdhg5DRE6GOxw3oYPywGyC4o_Trxnv6bbNSo388TaXvTD8mtMM7bijrICdxiswSsDfU2fTIMV2_oAzyiFW81FzC_S74DUNBm9Hi_PnLo2Iw47FcqU97Sf-Ix9o5wrYP25YEQgPw2p9_rhDMIFNknt6KzLJzzVhMyjbU_hmd8iMAmuJZjjRyaeRv7pe8HfPXXbRi5gbjZSQ0CJIb76rBYhKroNhf4o1Cix-RrYnhGiIMTphB42VE-gPi-kfTQv-kKmzD6T2qYxe24B-lkwl6efrTIXtBN-DW98w6mU0pM0-bNkw27wJydvg6OKhxMjO3zftza5NbOzVzFMLbpFggqtNwwNfQ66xip4pszuVMbx2MqyXG3LYE1o4PPuK5H-nJch-MskqpybkxswtmDij6VbyilE6XJxSUZ4bxF24qEZFXzV2dRHSPqTzKkGYyeqhH0FS2rOQU_28Xi8qJ7PB59nVpoDggUf-XCQE_pKMxNY0tnIbBqE8koXSUW4xfDZpPMZFkDJ9k/4sj/WXUHUkfOSPa2jsu__R2tZA/h0/h001.aPOSZXCPlwB19G98VdJvQE_UnewZ1QThhu_wxULE39w">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/4sj/WXUHUkfOSPa2jsu__R2tZA/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.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqP4JDlB43Z0nm7hoCyNEg77sBUcZdofqhi47qgTw-lnJgT2Hqr2xgPnzOt10fg8dJYg5yLDxkAluH_qDNlvK5SXYaHqMBrF2ql0CpLQvdRCXqxQSWyVpn32bsSdAJVyxtf4HlvRukSGnVlWn5nw_pQ1ZasL1E1Qg8WdLlXJMkqNF-oTvMnGxFeMnGPIkx5b4ZVA0ubQheZQCfrbpTRYiqQAGNueygW96gxcv3nMWk2WOCX3AJ82vhjEJYF2HzzdYtODaJyuipejqamix8HtImPa4_jVsA947tGB9hS7WBWOmJ13-QaHJb_XH3Ui-1fodRjd1T_uZx_yX6B3IPQSq11gyyfhyspXexwh2nyMAXHzLj2shC0LhWHwvqkKi0vkLy2fZjYWCflbXFHfsDitywB8/4sj/WXUHUkfOSPa2jsu__R2tZA/h1/h001.b-IWVilX2Ay2v1pKYDI-1uDtxkkqqWmpA4JS7VP1yUI" 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,width=1920,height=3840/uploads/asset/file/ee93fde9-22b7-4a35-bb9b-65e286433d2b/Group_Unblocked.jpg?t=1784647154" 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> Earlier this month, we witnessed the first documented case of agentic ransomware: a cyberattack driven completely by an LLM. And now Hugging Face reported a breach carried out by OpenAI’s latest models to score on benchmarks. Today we cover what exactly happened. </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> Give your agents a company brain, cut your token usage in GitHub Copilot, and the 10 AI repos blowing up on GitHub. </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,width=1920,height=3840/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,width=1920,height=3840/uploads/asset/file/1ffeb9e5-adc7-4b23-811b-111723548443/superhumanteam_generate_a_portrait_image_of_the_person_in_omn_dcd73d19-ac7b-4c8b-b310-10e0dc94af14_2.jpg?t=1784709286" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Made with Midjourney.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>OpenAI's models hacked Hugging Face to cheat a benchmark:</b> A few days ago, we reported that an AI agent <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lznXd49QiNGJYJE2EWz2vWX0dTTXND1wTwYv6GtMZNEbt32V5SMKxPRiRYz8MTpZjMzcKX4QipRY59uqrv6O8x-mI1G0D9faXw86TU5ZgYZrlV2w3Hh6WInxd67FJ2r9XPOvxTFAj_8g0_U2EgO0_4VgTOlzre95eolAyqidrNNm6A-AI2SpXaFFr9MCXNAiPVz-YiUMztQI-nolqlHQkmBvC9jMJWRFyMBVke_put8Zdb42fcJ5wRzCabVo2Zr-gAJYy_TF4wbKHONFuvtiRESmYbqtFjfNICXtvjXMPG_ZH7l1KEhmF3-fqfmkX5-ps7TygBooaBNYVfAXccFgzm0Jdt7XTRwQKjrq-z6sq_KdMNJwcZ7n-Pqdl-r5o2d38G3gYPRscVi7E89PEshXMzBx5NT1MQo3cgGbIvfx6wfGGSREoNQtrjztnGPqzQAvgIF8uE269NAr0vozswaeGewmdpaB1SrQBmLd7QHYDArEqSs_HW_-DM2nOldPS4Jq3-ZNTo_vGOmruclfQ-KhlYObsgPaxEAdA1toMbhUsF2iQtRlOvbHgSP4IG6kNz3l-Wlv7BEkdktWIucXW7RFf4Nwc1KrZvLt6pilvMWxWizHDEqPneAJUlaZgBRKC7yF95NWQi6fp517NzRyoQ3Y1SnNVhpQlQoLXBtQjPkhoS5HLuBvxWXtJDew9SfIlXNf7iYkisdhBfdgPWqot96Pg4ZrwEH2USjd1gX1HydkUmWsmKRfsSFgRTQLTw8ETKyTNK2Xe3QpJPetv5cpGXp0AikDzZ3cEb1sHGPFpx0jEPjx2k1Jj34ZToT4ujCiFc1C529BrfptfDwrq9DELhD2pwXJ0ES5tkbZTMuy8rmf08-070YUalRfGHXva6NxWlsC5OlF6gej4RithxNMCjBz4t04YF7GtYY7SSPYdZAzsZ8/4sj/WXUHUkfOSPa2jsu__R2tZA/h2/h001.8imuz2vkkOetDp1x043GBvs0Hb1aPi0cTX_o_7Ehj9M" target="_blank" rel="noopener noreferrer nofollow"><span>breached</span></a> Hugging Face's servers. The ChatGPT maker just revealed that GPT-5.6 Sol and an <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g_hHgCa8aXSJSXdpVwewCFOuHgh7u5s2BnTNnUnjrVSHdxrpE3bvQCAOsuJ85pP01dQ4NzBLvlOuougPgWwzgkbwWaDhSPXeW4oOwRstHsKmhkfggHU7HVRsHtEouBlrHTN08zCM4Thi_hjWX2V8KunsXSheqg_NcEVT6837TAcX_meJGVVBC-ILzocGZrZ7TxQdMgIovLltsXOBCIfoUPuCOsskG4pLvoWQAAK_xporcVJ5EEvAtNnZUjOPbd820u8941wHlnbG35itxjQMFF42ZAnWVev-VLLttzv5N6UNQ9GspB2iClCCEC5nad8h-Y/4sj/WXUHUkfOSPa2jsu__R2tZA/h3/h001.BQaBtnYR3fPq0aIJ-3FptkB9h2Uwp_PS1eV096ShdFE" target="_blank" rel="noopener noreferrer nofollow"><span>unreleased model</span></a> were the attackers. These models escaped their sandbox during a cyber evaluation and broke into Hugging Face's servers looking for test answers. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Google's new models make AI agents cheaper to run</b>: The search giant just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAGQZmb0x9YTiAbUsrUYpyBwwSOxqUY227zPaBTj3Hz5is0Ya6tubsHD_dKGIot3nZpBhq06m2um4mcgxdI8t2mqJzYVsqkx5szXXXTbMFMcjXEMDKtvwOEgYOJULaFDfASPQd2YUEuNLt2TqWHpYgvIbAmaQYilqpFoOXZdWs9UrDuzlVTVc3G4v_9obaXo6fJBDl81uGZZyMUbLpBGitvQoxaOLCMg7O-uHGTI_RK4Os6CGQmzxIQqMOdHOpxLrRXTRUeMiSwTq9ELBNpuzUwSSKjat5qzvG3KLrGATRKk_oXeNbQ9yxq3fOCkafCBK9CbZmuXtE0QEiYdb6nqn0NAEAtcLvUqFtcwmrZlOVUnx4ylDh_g_nktmpQDy28kInzsBZw0XKAlgZYnv3HaurNg/4sj/WXUHUkfOSPa2jsu__R2tZA/h4/h001.QM_omrQOKaEMh0CCPi1vyMpYPxTR8bkWNwWgmq2J4GA" target="_blank" rel="noopener noreferrer nofollow"><span>Gemini 3.6 Flash</span></a> and 3.5 Flash-Lite to reduce high token costs for production agents. The company claims its Gemini 3.6 Flash model uses 17% fewer output tokens than its predecessor and performs better at coding and computer tasks. They also released Flash Cyber, a specialized security model that finds and patches vulnerabilities, though the company currently limits its rollout to government agencies and trusted partners. </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>Anthropic teaches Claude to watch and learn</b>: The AI lab just shipped two major screen-focused updates. In Claude Cowork, you can now record yourself performing a task and narrate your steps. Claude then converts that workflow into a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6YGXVUsBvZtEeQrv2KrPmTb86rvJZ41XVUILstfmirEzeWgW55pDWq_zBGbfuABhvcmHzVxdXAOEz4V4z3c00B2K5izbuksvYd35OSRWyR0ghyieobA6QGG1CwYAM1QO9W3q_QksEHepxm7QWEadGz5nzxSs94un_lwOlaCnxVtxktBO12NOfF9S9tfJ48j3V__8j-tSYWBn1kHtgSG6ukG_qHlkh2uhWsqVuEgE9xxg0d_vGEqddXkQBNufBFIaUORvSyvmlc8VeTrPLbQQHBQvu2JvglVVyY8p701Y2vf/4sj/WXUHUkfOSPa2jsu__R2tZA/h5/h001.ycSrbG_-uMwAXvrJctu-HmLU_CGnmJkzh2dGYr4CK5Q" target="_blank" rel="noopener noreferrer nofollow"><span>reusable skill</span></a>. Simply click “Record a skill” in the desktop app to start. Meanwhile, Claude Code now supports <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6QQ_ZE6Fd4WGSqqSuMAQUpXH7hBmRU9aLjmDQ2i-wCnlEmIT435R2mn72cskUwmdnQYrWoZGv2gAKBq--Pe1SJfH2vzyzkEhT5pgrHlJge2kgeg0BDIPI5nuPyiZiXCUzrmVkcIy2DsSQugaSbIDfmp3fCCn1QeYk6tzqOjpZEHw-EOs3f2FXKgSOyWOphUesPmf-crZHARIL7WboRqH6I_AWNlWBM3HlbBwCzk2pb3G-mf5LWfkc00f0XKlLJg1t4uDn3yCb6Vhc6U814S8NN89OcJPwkTT8Quv-Q4Xe33/4sj/WXUHUkfOSPa2jsu__R2tZA/h6/h001.17cpyULgp2e_XWyRX5x8t7aAq6YsZSADCF_u5Y6GZpY" target="_blank" rel="noopener noreferrer nofollow"><span>iOS simulators</span></a>. This allows Claude to run your app, navigate through it, and iterate until the code works perfectly. </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,width=1920,height=3840/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 UNBLOCKED</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="font-weight:700;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqP4JDlB43Z0nm7hoCyNEg77sBUcZdofqhi47qgTw-lnJgT2Hqr2xgPnzOt10fg8dJYg5yLDxkAluH_qDNlvK5SXYaHqMBrF2ql0CpLQvdRCXqxQSWyVpn32bsSdAJVyxtf4HlvRukSGnVlWn5nw_pQ1ZasL1E1Qg8WdLlXJMkqNF-oTvMnGxFeMnGPIkx5b4ZVA0ubQheZQCfrbpTRYiqQAGNueygW96gxcv3nMWk2WOCX3AJ82vhjEJYF2HzzdYtODaJyuipejqamix8HtImPa4_jVsA947tGB9hS7WBWOmJ13-QaHJb_XH3Ui-1fodRiFQWZ6iPXNwDWX4Qqvu-y-5xoY_VyE8b4GXTYNYCGpcVkMrEXyTZxRqMownW_ZT6DwAbLHF4m7BISPRD_qAWig/4sj/WXUHUkfOSPa2jsu__R2tZA/h7/h001.UJWVRTv_MnOD2_7paQxEdTlf5N_Om9JQ_44Y3NVnN10" target="_blank" rel="noopener noreferrer nofollow"><span>[Webinar] Is AI actually making your engineering team faster?</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.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqP4JDlB43Z0nm7hoCyNEg77sBUcZdofqhi47qgTw-lnJgT2Hqr2xgPnzOt10fg8dJYg5yLDxkAluH_qDNlvK5SXYaHqMBrF2ql0CpLQvdRCXqxQSWyVpn32bsSdAJVyxtf4HlvRukSGnVlWn5nw_pQ1ZasL1E1Qg8WdLlXJMkqNF-oTvMnGxFeMnGPIkx5b4ZVA0ubQheZQCfrbpTRYiqQAGNueygW96gxcv3nMWk2WOCX3AJ82vhjEJYF2HzzdYtODaJyuipejqamix8HtImPa4_jVsA947tGB9hS7WBWOmJ13-QaHJb_XH3Ui-1fodRjj0EwuStjI9Tg70jDc4Oi5KD5E2HSU3jN_5bkScj9XxlYmFLUQvghgKrpegOlrOXse3dmlu8Ght60wR6J79XLC/4sj/WXUHUkfOSPa2jsu__R2tZA/h8/h001.btukcub8g0PBfy4sRWh1EkNO5pe7irVgJRjHxxQUjvg" 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,width=1920,height=3840/uploads/asset/file/7850983a-6bc7-4270-ba37-daa208314c15/Jul_24_Context_Maturity_Webinar_-_1600x900.jpg?t=1784661859" 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%;"> AI is in your engineering workflow. While the token spend shows it, the throughput doesn't. The human is very much still in the loop, and that's a context problem. </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.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqP4JDlB43Z0nm7hoCyNEg77sBUcZdofqhi47qgTw-lnJgT2Hqr2xgPnzOt10fg8dJYg5yLDxkAluH_qDNlvK5SXYaHqMBrF2ql0CpLQvdRCXqxQSWyVpn32bsSdAJVyxtf4HlvRukSGnVlWn5nw_pQ1ZasL1E1Qg8WdLlXJMkqNF-oTvMnGxFeMnGPIkx5b4ZVA0ubQheZQCfrbpTRYiqQAGNueygW96gxcv3nMWk2WOCX3AJ82vhjEJYF2HzzdYtODaJyuipejqamix8HtImPa4_jVsA947tGB9hS7WBWOmJ13-QaHJb_XH3Ui-1fodRgDMRiyVEhPwprfP1K_cKRlvHDx_3UIF9f3kNBTk05NOY0QRehqoIP_3dLSCoNye9dQ620l_R12DuJ6hm-zwyoz/4sj/WXUHUkfOSPa2jsu__R2tZA/h9/h001.cZpHR7s1IRvxjP7PrnfiZrJXAKnoHLIS5NBWApBSydc" target="_blank" rel="noopener noreferrer nofollow"><span>Join live and for free on July 23</span></a><span style="color:rgb(17, 85, 204);"> </span>to learn: </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;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqP4JDlB43Z0nm7hoCyNEg77sBUcZdofqhi47qgTw-lnJgT2Hqr2xgPnzOt10fg8dJYg5yLDxkAluH_qDNlvK5SXYaHqMBrF2ql0CpLQvdRCXqxQSWyVpn32bsSdAJVyxtf4HlvRukSGnVlWn5nw_pQ1ZasL1E1Qg8WdLlXJMkqNF-oTvMnGxFeMnGPIkx5b4ZVA0ubQheZQCfrbpTRYiqQAGNueygW96gxcv3nMWk2WOCX3AJ82vhjEJYF2HzzdYtODaJyuipejqamix8HtImPa4_jVsA947tGB9hS7WBWOmJ13-QaHJb_XH3Ui-1fodRjsLMAZKeMSKTKSgHUqb_RrYByb4bruiVaYDksSs-G7f4W-og4d65c7P2kV-A6qQ6njmfZiaxfQywTyJedu1Ssf/4sj/WXUHUkfOSPa2jsu__R2tZA/h10/h001.KDRGYoV9WC8Qip1E42-wMYj7_yoVQak77gir88AFqmw" target="_blank" rel="noopener noreferrer nofollow"><span>The 8 levels of context maturity</span></a>: where most teams are stuck and what the ceiling looks like at each stage </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Why more MCPs, rules, and skills provide agents access but not understanding </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> How leading engineering teams are using a context engine to make the most of their agents </p></li></ul></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqP4JDlB43Z0nm7hoCyNEg77sBUcZdofqhi47qgTw-lnJgT2Hqr2xgPnzOt10fg8dJYg5yLDxkAluH_qDNlvK5SXYaHqMBrF2ql0CpLQvdRCXqxQSWyVpn32bsSdAJVyxtf4HlvRukSGnVlWn5nw_pQ1ZasL1E1Qg8WdLlXJMkqNF-oTvMnGxFeMnGPIkx5b4ZVA0ubQheZQCfrbpTRYiqQAGNueygW96gxcv3nMWk2WOCX3AJ82vhjEJYF2HzzdYtODaJyuipejqamix8HtImPa4_jVsA947tGB9hS7WBWOmJ13-QaHJb_XH3Ui-1fodRg2a8W5DIhqFj76FlCwfIM_gZyGoYVtXLPgBeflxpD1vemNO7DCfZA79EZ9OCowbdZ0ER4GoysSMLMuld73sxF8/4sj/WXUHUkfOSPa2jsu__R2tZA/h11/h001.JtNd5PunITEoxXQNC5hCn67vxM4Qbt3cFW3_OR6Z3Ko" target="_blank" rel="noopener noreferrer nofollow"><span><b>Register Now</b></span></a><span style="font-weight:700;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0vRKRODk2XPPHqPNmt8puqP4JDlB43Z0nm7hoCyNEg77sBUcZdofqhi47qgTw-lnJgT2Hqr2xgPnzOt10fg8dJYg5yLDxkAluH_qDNlvK5SXYaHqMBrF2ql0CpLQvdRCXqxQSWyVpn32bsSdAJVyxtf4HlvRukSGnVlWn5nw_pQ1ZasL1E1Qg8WdLlXJMkqNF-oTvMnGxFeMnGPIkx5b4ZVA0ubQheZQCfrbpTRYiqQAGNueygW96gxcv3nMWk2WOCX3AJ82vhjEJYF2HzzdYtODaJyuipejqamix8HtImPa4_jVsA947tGB9hS7WBWOmJ13-QaHJb_XH3Ui-1fodRh-0ijqUv0BLadyxWDsYNA5KwxJl2RkHEFTFHWbwpU_h4B9EIvyUBDtsK5mSaLHaSWldtOjJc5xw6u4dYliUSrW/4sj/WXUHUkfOSPa2jsu__R2tZA/h12/h001.PXT7wLZcIrsU_JfOsZDrp8vEGpxCLu-ds1NSuMndj8s" target="_blank" rel="noopener noreferrer nofollow"><span><b>.</b></span></a></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,width=1920,height=3840/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>Skipping AI code reviews makes your project harder to understand later. Here’s how to fix it:</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,width=1920,height=3840/uploads/asset/file/53428431-82de-47f5-bd79-bb5b6d0aeb96/superhumanteam_a_software_engineering_team_working_on_their_l_5b2cf97b-e951-4014-99f0-bf9a9c6b5cb1_0.jpg?t=1784708994" 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>The lights-out gamble.</b> "Dark factory" is the phrase taking over engineering circles this week. It refers to AI agents writing and shipping code that no human ever reads. Former Google director Addy Osmani just mapped the idea in his <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJSEZRjzErrYUbX_-ENVOvk3eK-sFRd3OfFyc7SJq-hPJ6uM8eYfh_sL3O0zyKIIMt6NlEXrWn_YCy23peG4taXNi_hKR4Q8Tsv8mpFbGmP8qpqV93t8XZLSPAj5QIi2nhBvUQJ0wLMZarVe-sjXLI53VNkqsfq9hd06i3yJPiopmxjS4wkJlNYmBiiGAz1PAKuN-eaIbugBqHL475TkXUVAh_W9aQnRzSvLIAUI-lcHHdUpVVzXnHelIyIpLZd6uGRrCL5MwTUGBnUWJNfFI0T5NGWDsEoUwZZp_Rcjorzsk/4sj/WXUHUkfOSPa2jsu__R2tZA/h13/h001.TXWuIS9f2jMRsI8gSIrB2uKLwrha49yjdAT7i1bpi_8" target="_blank" rel="noopener noreferrer nofollow"><span>viral essay</span></a>. His warning is that a team that stops reading its code slowly stops understanding it. </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>Free everywhere but one place.</b> The rot starts with a basic imbalance. Generating code, running tests, and security scans now cost almost nothing. Human review is the only stage that stays expensive, because attention doesn't scale. So Osmani sets a strict limit. An agent gets only as much freedom as you can cheaply verify, and not one inch more. </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>Proof from the floor.</b> The essay draws on the insights from HumanLayer co-founder Dex Horthy. In a talk at the AI Engineer World's Fair, he explored why software factories fail. Horthy has seen it happen himself. He once ran a fully automated factory for four months without anyone reading a single line of code. Even though the tests stayed green, the team slowly lost their understanding of the system. Fixing it took painstaking manual debugging. Osmani calls this gap comprehension 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%;"><b>Read the blueprint first.</b> Osmani's answer is to keep humans wherever mistakes are expensive. Review the plan before the agent builds. That way, you're judging the decision itself. If you skip it, you'll be digging that same decision out of thousands of lines of code later. His <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJfpfgab-7C2zQHtEW9g6SUCx6B8y5dT_2vXjoFZSC5ZwEswDXuVjeVUw77G3lwFyA3latTWbS1FhoXyNyaPc16_oNmENDO6quU7LzK1ysxtcRH9zzVz0IscnhefDCVzBsgfRwES_mdxs8NEVzxaCFPWetul21EW5qSxlecbJ4skWXDHtCDb6-TJl3oyCRvgihHu9nJnArUTW647sNZ_ksHcTJhrO5o89XtmtDf6gvfzIzW1gNDw_1aDgx2wp4ES0oTcXSQKmU28lt7qTymSL2qMzEU27EsH6uifBZrZc65Vk/4sj/WXUHUkfOSPa2jsu__R2tZA/h14/h001.byk1HYQnhPB7t9nF4AGetQ9j3bKfh_vvBhiz06FDUG4" target="_blank" rel="noopener noreferrer nofollow"><span>outer loop essay</span></a> goes deeper, and Horthy's <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkgZTEjcAp3znpWwcDflcgPSAEZ4UxSc6O75Nna_iI9TRiuJqUah8fEUpHWO030MdHOkXkcxfa-4V61MT7iBwhneK8IQySLiA1nCEbk5GI2zpjg-Gphfgrkg7JwHgjPYCSyjU75Hkx_9o7E8_Sze_ws2PlbkN9coU-jtQNpAPZTDMe7dtRycr1AmGQAY4VvXw_hQAoEx3JCHym8eI6wzqnSSL0PVRCwRfHxycTdUZ-Gj1TEKrhirpOMq37wcw3uR6TFMItIAgEy60i1hZkGkm9FiF53O1npLhD_eWSc7cUSSk/4sj/WXUHUkfOSPa2jsu__R2tZA/h15/h001.nQ6RwbTO0IckoXE-4FmCn0-WWaDs-Tt3SEnH6M3L8x8" target="_blank" rel="noopener noreferrer nofollow"><span>12-factor agents guide</span></a> shows how to build loops that can safely run in the dark. </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,width=1920,height=3840/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-radius:0px 0px 0px 0px;border-style:solid;border-width:0px 0px 0px 0px;box-sizing:border-box;border-color:#E5E7EB;" 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 SUPERBLOCKS</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.AtRzLqL3EQmRcf6rV4Xquhr6X1WfF8L7dYQJJd3E8hOJIJpdvFNtbjn9xrSj7lXwalICTvxLYvPUJZOlRKNahf_obwtwMNmzNauWnHx7Wvo7G0wNUDBx_SFweQ8VhXlkbiO5EGc5hXWVxXuru6dAzM-_8yaiEpmqSB-iB5t8Tkkd_n_eBQa4k92ye8mIVhjODbMlDBpvTmkuySH3GoOziQ/4sj/WXUHUkfOSPa2jsu__R2tZA/h16/h001.ByeJR1kTpH2aXxGd4F9TOvLE97-rOVZv_uMrrxDF1vw" target="_blank" rel="noopener noreferrer nofollow"><span>Your teams are vibe coding. But are you secure from AI cyber attacks?</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.AtRzLqL3EQmRcf6rV4Xquhr6X1WfF8L7dYQJJd3E8hOJIJpdvFNtbjn9xrSj7lXwalICTvxLYvPUJZOlRKNahf_obwtwMNmzNauWnHx7Wvo7G0wNUDBx_SFweQ8VhXlkbiO5EGc5hXWVxXuru6dAzJ9tDszF33JWBZKWOTioY1Rik9ssdcsvUQoBP2vpgxhOyc4946pYvOBQfe4Vr2B50w/4sj/WXUHUkfOSPa2jsu__R2tZA/h17/h001.qODSRRZgdCqYJe66LJXWB93wqslQq42adgl-SpkycN0" 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,width=1920,height=3840/uploads/asset/file/91478fb4-ab2a-4308-9805-9e2cbeafaf95/2__1___1_.jpg?t=1784161931" alt="" height="auto" width="670" style="display:block;width:100%;border-radius:0px 0px 0px 0px;border-style:solid;border-width:0px 0px 0px 0px;box-sizing:border-box;border-color:#E5E7EB;" 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%;"> Recently, a vibe-coded app leaked 1.5M API keys because nobody reviewed the code. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Your team ships AI-written code every day. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xquhr6X1WfF8L7dYQJJd3E8hOJIJpdvFNtbjn9xrSj7lXwalICTvxLYvPUJZOlRKNahf_obwtwMNmzNauWnHx7Wvo7G0wNUDBx_SFweQ8VhXlkbiO5EGc5hXWVxXuru6dAzDQlOK68x72unRMW4B9uQbZOSi-xCbjY8Cq_I_FS7zNNJE0sTcsheWG9KT7KNVz9Rw/4sj/WXUHUkfOSPa2jsu__R2tZA/h18/h001.47LEDgYNRSm5rdMQ0rNdjRQmGXDHypOlS0etBaiHWwk" target="_blank" rel="noopener noreferrer nofollow"><span>Superblocks keeps it governed</span></a>: </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;"> Security agents scan every app before it ships </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Secrets stay in a managed vault, never in the code </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Runs in your own AWS account, with SSO and audit logs on every build </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%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xquhr6X1WfF8L7dYQJJd3E8hOJIJpdvFNtbjn9xrSj7lXwalICTvxLYvPUJZOlRKNahf_obwtwMNmzNauWnHx7Wvo7G0wNUDBx_SFweQ8VhXlkbiO5EGc5hXWVxXuru6dAzCO3aHJumBYmI558jreoVBS9E2K1BdvSVNZ3gGLTvnO3Sl4mE_11A6sTP1_tH77MsQ/4sj/WXUHUkfOSPa2jsu__R2tZA/h19/h001.AH_AwaQO7kpIk90xCBpo1BU1CcNOy_FzDX5pn017khM" target="_blank" rel="noopener noreferrer nofollow"><span>Book a demo.</span></a></b></p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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,width=1920,height=3840/uploads/asset/file/8675239d-4fcd-4642-acd0-a503bbdcb471/CleanShot_2026-07-22_at_14.40.09_2x.jpg?t=1784711448" 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>Copilot Hacks:</b> This 13-minute video covers the Copilot feature that cuts your <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0O_78yweWD2NZpH2RKW7qYko8_mfRNwI0VrQhxhqboBGDqHaw0XcDhQf6WhKs1G8nz-_MYQM3m7Z2dODe_4aM-3Wu5DWjteXX1JRbT_i3g2eZP7urNjrBu5FeXXwS9zPONM0TU_j8Ns3Gd9hf8Z_-9UoGqSswM_CE3K7DGiIlxGRpsILHrlUzaABfMrkDCxjbHLKG7xbsI10QMDUJWBwrO6nk_nXOQlVOVzqxJdRhtQKWfi9wPdwNCkKmZ_0O_NsuJ_Nerp8L3FHb0ntmdSmj6DXzyPDXkV9kWHnCMf1oE0/4sj/WXUHUkfOSPa2jsu__R2tZA/h20/h001.mMvqwVtOx4u8lWU-8fBVtdraIbrL9llL7AEs5fP0YWQ" target="_blank" rel="noopener noreferrer nofollow"><span>token costs</span></a></b> and why most developers accidentally break it. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Repo Radar:</b> These 10 AI repos <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lz5XBpY8EuDbVnBbxLM6cZqmcxOQWFwqpXEzP9cdywiJS_oZkQWpSZSrqb6dsX9CYVj_6cr0oC0d1XLDlkwonBIluwXTVHXhJlAHqKJlmWUaWyveuKyLhtOSGqD_jabAxpky85BqgzZ5hLybvYELCDj3VQfYk_iTMg11IvVMpfo94Dvwpb5quQWv79qSwTbGkUOpGmEv9V4lzvdSbfulrb9CmDJuNGNv6ixQsPZ8ZPi82JwrEuz2Q2DuPIlbYGILCGaD31Da6JUuZr4JVCEunskrXqn-_lhWCmi2NaOnfC7A/4sj/WXUHUkfOSPa2jsu__R2tZA/h21/h001.qwfyo9J4C1NImIsU9XBhuEvYEPeXsHSS_WMJBwa5H_k" target="_blank" rel="noopener noreferrer nofollow"><span>blew up on GitHub</span></a></b> this week. One already has 90K stars (3.7K 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>Karpathy's Secret:</b> OpenAI cofounder and now Anthropic researcher Andrej Karpathy shared the <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1-2R6d1vDP0x0NzlcRCyOh1dCtrcHsqZ9Gt6m8rVuR8VWKnClPmsWA7QfDLYt0w4GOYe_KQvRLgVB7JJ558_m7qQHly677rqZ2i7aooxBPhCIeLbJsZjc0DjYqcHr-5aUpmz6sIa1bf8qBuUs8zwEgm4kOKW6ntRSZMJ7k1gh9HRg1gobJV6oS5eIiBOq0KFmbvBBhvORPSiJLFkgyTDr9fL1UwAPslN4FrVHjcnnRt5CWPOJ6owlyD5p0ds8guqlA6_ATwXZ1lmSu_2lELg2ya9j_JVKQ1HtSE6zC_I8-f/4sj/WXUHUkfOSPa2jsu__R2tZA/h22/h001.Ua1i0-6UbH0V5e5vzFe-rzb_meJT5GMXmYTF9_TexN4" target="_blank" rel="noopener noreferrer nofollow"><span>"lazy" prompting</span></a></b> habit that gets him better results (2.1M views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Company Brain:</b> This 6-step guide shows you how to become an AI-native company, starting with a "<a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LxxB4w04_V14x4gQjz9KPajrin-aReg24foztt7yKQ2Cr81_ub-4HXvMW3raI9D9iiz8-uR1KLmwO3udyUfEWL56CMOZ9eQkCHlDC2GXreRb8_SSAI7esJlrnkRkstTX1zn96DCl7ZuAt68_DfV_xF6NqR1G-7d5Q-YQ8wHys6I9nHy-wA5cm-uqwGLqXWbMgEFN6pqle9X79_wHcZMCD9dH5g4SyIJF0ufnmdmkhsJUGif94_FMokZWfgAkkCBE_3oX1-ZtAL0vjSrlYG6-tBJo6ciJL-I5aZ8IbQQlftqk/4sj/WXUHUkfOSPa2jsu__R2tZA/h23/h001.9SA_OVq39cfmn0ScqRPxZqBxCSJIQ_yXqM7NDMm1osg" target="_blank" rel="noopener noreferrer nofollow"><span>company brain</span></a>" your agents can pull from (3.8K 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>Unplugged AI:</b> This open-source tool runs AI models on your Mac <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_CMP4kqeSiQHOsYZ8TqYJBW9uMiA5sTUnPsHND-yXhR1LeWbD-Gv3BxW8ehEVyl8_yOCcWiYj2Md4L7AvhUmwFlMbLgGsrBdx0ocRb107TF6m1nQSLz66J2DEo3faD4U-2BQpeJK1a1Q-Zt7F0pNPclMzlsiW-khJDgRC9LtkIRe2uQEiRiNlRD7rl4Zcky2G37THwW93XFN5_I-KkLnMfg5rccPGtnXzeTB3hfQVfJFfQAkWn2Upk8ZCUNGTC9Usd0GZN-k-g3HUVwl89W11_M3Y_7s7MwMyGpb7pvQweH/4sj/WXUHUkfOSPa2jsu__R2tZA/h24/h001.TOMKIhmQiSpWOVzYk7BUOmTHxy2qhmW4LanCPEnUwmg" target="_blank" rel="noopener noreferrer nofollow"><span><b>fully offline</b></span></a>. No cloud, no accounts, no subscriptions. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Context Trap:</b> A senior engineer explains why stuffing your AI's massive context window might be backfiring. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L7Nk6SQdyH-YUcmNmWQbbdqGn9GEPPJswKpCYuWwm7ftVF7Ex5L0u8Eu-Z2l0BEfvxy9NntyYUYqypM-AEmZOa7k97x1TS0fHfuevBTKiYhFopv2QX7ELkNXcX4ZFGyItvSTe_FseCwF60L2nZfJphVVZ31xLCmfOnWOmbfYRgNs5KjRWpez2o7u3MRdIqK2lSMrYbAnKIGekbdf-ANZVQ_ebpFJuBKY1A0BrLvy8iBG3YKHubV1BKNHrw5kY57T73tcbfz0ro1Hq6VJPgkIMAFYDrNPUTsRKBh_PREdhmZ-/4sj/WXUHUkfOSPa2jsu__R2tZA/h25/h001.86PaCdqnTTed8Ez8Kj5H4lBBC7x7JuLjBtPOxSRGrYo" target="_blank" rel="noopener noreferrer nofollow"><span><b>Here’s the fix</b></span></a> (1.1K 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>Failed Interview:</b> A Meta engineer posted an honest <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LyZt0TjrFGbb99uitq2d31RUhgzZf9ypS20lGPEfNh85jvX2ZYudik2izHd8LAY4cpDj9mHastvKy2CIQ5BoymJBTZXHq0nIG0chfTFIToyJ18lvTg8ax9byBHbfNn0WzXZcDDCAchItMbignn26a5RMxj9mAzVIij32cBjAyVc4-IP5keJAVu8o6GXFxGAuHPCBDbBMVL-77ccifZytCreIhLQo_LCdZXyvCwqk9FeRBH9DjxYhy3LNNNcuSvPEhptr5Tm_mZlG7U0IxVPc5lYja2MJl-gmSIVEXdqTE0D7/4sj/WXUHUkfOSPa2jsu__R2tZA/h26/h001.Ik13lJoYcjjr347TX2H3nM9XKI49iAuc4b46iJuIBl4" target="_blank" rel="noopener noreferrer nofollow"><span><b>postmortem</b></span></a> of bombing a big tech interview and the assumption that cost him the job. </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,width=1920,height=3840/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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjybQOzkwu4w9hmvSYqEg7HLtrbzAv00xBV2zt3a4HbuMInkUnjT0T97FR8JMpnTYeIeJroONH-EMDPyGLeiNXE-jljDZaMcYsdZIM7fWkdzJdYGVniNkVRom3rT-a5xatKwRLgLk0CNiseZKe0PIge59LEtJVJSaXsQdZxxGl1snnaWP-5M4TWzlsS8FT1UvtpNx_CHKChajkSx6JLFFuKyMmyqzbKZyKjIh-OQxa-pHjJBdMpn4gl5e1aqBabiii5P7xc8D0-j7EQH4ir95WDM/4sj/WXUHUkfOSPa2jsu__R2tZA/h27/h001.YtMeNFs4u0NBSuIEzhxeeItr5J71nM9BiBlUFv3EsqA" 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,width=1920,height=3840/uploads/asset/file/03ae24c8-653a-4f86-b74f-a333591b65c4/Thumbnail__65_.jpg?t=1784711381" 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjybQOzkwu4w9hmvSYqEg7HLtrbzAv00xBV2zt3a4HbuMInkUnjT0T97FR8JMpnTYeIeJroONH-EMDPyGLeiNXE-jljDZaMcYsdZIM7fWkdzJdYGVniNkVRom3rT-a5xatKwRLgLk0CNiseZKe0PIge59LEtJVJSaXsQdZxxGl1snnaWP-5M4TWzlsS8FT1Uvtp2AJX2tkIs7sDPWzrn7xV7ZQ04EpTD-Ko9cdij9XX0WhevGFAQyKmbbHX49WqIeEegAA3Rn2v8Ha4tIZJBNqRJ/4sj/WXUHUkfOSPa2jsu__R2tZA/h28/h001.J8IbbjOeVBFvZX5vbsif00uJDYQjVjvL8mleucGyz4w" target="_blank" rel="noopener noreferrer nofollow"><span><b>4 repos to cut token usage</b></span></a><b> (by a Microsoft engineer):</b> You'll learn how to slash token costs while using AI coding agents. The tutorial walks through setting up four tools: RTK for trimming command outputs, Headroom for compressing chat history, Ponytail for writing more concise code, and Graphy for quickly mapping out projects for the AI. </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.AtRzLqL3EQmRcf6rV4XquubObzdKpiaEtTZ5WYmXxJnwSvvq8nX6HYik9_DkK_R6dZGiGA_6lGVeRD79_f6apvSa0IbVtFT99zx_jz3LH786qaiaH-VwJhiS0rxfznRiQbQzdqWwjrd5kpEmXBoNZya1DfTV6kXOerOp53iVam0pENGS4y91ttr4dCCMLmMXDa76mPzLccO6HqvlMKX9HpBSgtdNwPF5e4A_lde95rOQPQD0yv330sVos1Axlp7UxhqMOzVWkaNlrHSQi1eArgKpBj52eLtUneHFKHySOxs/4sj/WXUHUkfOSPa2jsu__R2tZA/h29/h001.8hJfwgIbu26mjZxxE-3fBjzTCj-vxRmjiHXtSW8KvRk" target="_blank" rel="noopener noreferrer nofollow"><span>FogLamp Scan</span></a><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquubObzdKpiaEtTZ5WYmXxJnwSvvq8nX6HYik9_DkK_R6dZGiGA_6lGVeRD79_f6apvSa0IbVtFT99zx_jz3LH786qaiaH-VwJhiS0rxfznRiQbQzdqWwjrd5kpEmXBoNZya1DfTV6kXOerOp53iVam0pENGS4y91ttr4dCCMLmMXDa76mPzLccO6HqvlMKX9HprQrYTGjR9e5oBICLLXbJ5KZ_J31aPUC7iMdWHbXSWKKo-SaqVjONXZR1V0gJOj_1rmZGhMdc-jVeLUihRNBvw/4sj/WXUHUkfOSPa2jsu__R2tZA/h30/h001.urkXnbOyamuI3JTRl0d8txMtqNona4n9r3nZilwkupo" target="_blank" rel="noopener noreferrer nofollow"><span>:</span></a></b> This tool creates an interactive map of your repository with just one prompt. You don't need to install anything or create an account to get started. </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.yBywWjiZ7oCsTrXLmaNhkhy9KMxj8lmNC8O3kXnFE9lYCUHjdEtwV9qVY8UwBmw4oAT9tqSfbKZzbovdi-eApXDRcGywA5bGNI_K3Cc6MDSesNeKZT3gQe2QduJOEyWiqviC-BmemHx0fF6um35M6NcbLKsqE3zhqFF-_kJ_uBU3bSL_1-eZ4J0Pf9NqjhUP9TqWZGL02dAaLjpfKC2WrA1NJ4YZRW0S6lFtwb1cWWAhfQXucthJ_bvghiiccYfFBJzaxsKKn6bdmFF4QkdQwsHyoyIkPrTo98T8cyIE8ejSb86-GuL6hFu6g6Yj7Cbnn1WrCH5893LbZUHIRykczletofTipFUUet5jsw6Y5BozBlXsR9a07dg_-CHSdCwu1NPedUqDSeL4hFgn-T_ryh17puIJCkO-LWIDoRsqbRk/4sj/WXUHUkfOSPa2jsu__R2tZA/h31/h001.gdU9BfKLkSz2P0L7NuYnFM7azxrGuX-Ygy2BbrtkabA" target="_blank" rel="noopener noreferrer nofollow"><span><b>Show me your work (by a Cursor engineer):</b></span></a> A plugin that helps you navigate large repositories. It establishes a standard for maintaining a clear audit trail of decisions during long or automated agent sessions. </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.tgWOPLtqyPb9_0gOXDT9L6QQ_ZE6Fd4WGSqqSuMAQUp1LIKIojGgwRNG7XLUUC-vga8tEWOP1-kIlZue4Fo6beIbyJoOCy-35KEKIOzl7t3EZmsOs4xBXgYmb9fszFWRRPggh89uGYJftzUt_i9JarG6oGve8z5YfhFV0BhgDWerwu-NUjd_vzCVdZHceGws8keUKeaz12o8yiF0nwYzhOdRMS7QRwlSQLth82Ts-kBXtGT3SFesz3mIi5WmyeLIB6ectllwb_LMGzUjNFdF0GXhyJjJ3KZbPJA6excnhfzVVhnELwZDYYFHxX8HvxHv/4sj/WXUHUkfOSPa2jsu__R2tZA/h32/h001.v4PTNh822EYqISrA4DF0NaJvUVlFhF3JKVnRUoN2wSQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to run large code migrations with Claude Code (by Anthropic):</b></span></a> Code migrations are getting faster. Bun ported 1M lines of Zig to Rust in under two weeks with all tests passing, while another Python codebase was moved to 165k lines of TypeScript over a single weekend. Anthropic has now shared a six-step workflow to help manage these large-scale migrations. </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,width=1920,height=3840/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 teach Codex your team's code review rules</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%;"> Reviewers often repeat the same PR comments, like warnings about field renames or logging customer data. Codex Code Review now <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ_19v0cwcZJ2IBpixlvWlE2bX5i0zY1i9bq41pHYFGtI_13u743ztj0aZh9HtMWhN_obKWetgLfcJkAEUUyktkQG_12q76SJUc8Zqua1QvHsltl9FQPopzbzGRaoVcOZ4mOsKwOX3l8G_VscSyHxB8aO39LQnB9yDX7sd585EE0fHe7XbivOheeMs7GVKC6gjPioWfxfmoxVLZNoaAwXaphl4jqMbX-qsL9CY9whF-q5FJuYnUSRRkyIwxZE0Vac_IguhHYJUha7JfkNn3jewhEn89x7kelDnO0P2NF0ywW4w/4sj/WXUHUkfOSPa2jsu__R2tZA/h33/h001.qj9BiGzQ3nwCsYmN2DLIbyCH6XlXqNlpz4qJPFiMzds" target="_blank" rel="noopener noreferrer nofollow"><span>fixes this</span></a> by reading your custom rules from AGENTS.md and citing them directly in its feedback. </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;"><b>Step 1:</b> Enable <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ_dwUJ_pdUIblxm-cSQo1BlpHRkw16r_UY93WWLOlCpb9O1pgZCFCWyr0R1zOAf45Ti9CV5zSahWKatQRGQcetxTPMDgx3rG3dj7DvlkmpU57v_KG2-4Dv13qSyZ3HisMMGXnPhN7jiTgM486OSnsm3aekMgtFFxd11OypWytoLJHxnqfWtjMgewjk9Q3qFY_ZwY36M0aIYR-lJarLVtr7tLDkzVc7_60zuKHu6OTK7muUlTTRYh2mL1DlaAU0NM3ZHtjrf-vT3oiZ7rHVDr_1a/4sj/WXUHUkfOSPa2jsu__R2tZA/h34/h001.hbFMNima252Jzj28aQPQr08gkXGQk1FO6NRjI94CEa0" target="_blank" rel="noopener noreferrer nofollow"><span>Codex Code Review</span></a> on your repo if it isn't already. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 2:</b> Add a "Code Review Rules" section to your AGENTS.md. This example comes straight from the Codex repo: </p></li></ul></div></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code><span style="color: #1f6feb;font-weight: bold">## Code Review Rules</span>
<span style="color: #1f6feb;font-weight: bold">### Breaking changes</span>
Search for breaking changes in external integration surfaces:
<span style="color: #c9d1d9">
-</span> raw response item events (<span style="color: #79c0ff">`rawResponseItem/*`</span>), even while experimental</code></pre></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 3:</b> Swap the bullet for your own rules, stating both the risk and the safe alternative. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 4:</b> Open a PR. Codex flags violations and links back to the rule behind each one. </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%;"> 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_32RHPK8eeb3wFTR2Y5tfjVFnpd7QD1McVvJMO2aGenbWXsHsgkz_eUbXyMVhcI_NpnZoIGpfxbC-6U0ms3iq82hwDBjTPlmEt2GJ_js0U5L3p5GWuAxDiW1lJlSFu6qnOnPyrui1A0AzQexB9WMOHnWsekWLwcOfjtGLJq0dSt-XhDA/4sj/WXUHUkfOSPa2jsu__R2tZA/h35/h001.Cd1blHafNclfh9teqIjUau3I8x1Do4wCvjpCxh8ZP3U" 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,width=1920,height=3840/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 yesterday</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%;"> Check out Coinbase's <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquiODy_cy4_UiMwl-EYgTLW-tDkJsBcEar_7cb8eWEpSOQ4TvManP5sqKCBmYnAYLB3EiHT_nCuzlPKxabUzT-TgULxQL6-ZNTwn-UMcNL-JoM2tFnaRmGO_pY_jMmletKLFu4x42gHUWUZU8NDUyeJrOlHkCDbmnR4IaOP7dQiQ-cUNEhZXJxT4Bwl95OAjhnZFhPU2fiH4etDQLVYdVKEvKcinwDs-gFT_fL_HlFlB_wLn2eD7ukwGj25MmDDXpAaGtkbRddEXLYwM0xdpy5mBJUbS_vS-3pOHl-wQ_R_-xwRjAKRlGu9GKYyIzJOsDvRD6qbaNsk9BPdLl7wKKsFOpEkzuu1HjI3LhRcs_7y4n-UliD8EMH8TqBUUh1hdggw/4sj/WXUHUkfOSPa2jsu__R2tZA/h36/h001.KB7STyKq3rQl8TnuDek9kQhzJu06WcfmpLvVTZg5D1U" target="_blank" rel="noopener noreferrer nofollow"><span>new playbook</span></a> on their AI-native engineering interview process. </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_ygjggEXBnwdJX50VI3VNf5mA585KGa05QZ-u4YxQKCpdk6OtZptH6YH9t-2yK9OWw6lt4SIZNd_uUGqWxpQv_dmmkK9su_LfnUIFzOxoT3GyKB7kIRihAQ6ON5mFxpSrSDfdsvovhuW8dzdQbr7E5GTYbCjgrq4fxwhF6JZlguzE2MvO0s9vsRxc_oZ0MLvrdoWTyE/4sj/WXUHUkfOSPa2jsu__R2tZA/h37/h001.VLxVUZXaVf2PWvsD1P0XdfhndIS6Bqy9Bs6pgYVKEpY" target="_blank" rel="noopener noreferrer nofollow"><span>Get in touch.</span></a></p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="e" align="left" valign="top" style="padding:0px 0px 7px;"><h3 style="">What did you think of today's newsletter?</h3><p style="">Your feedback helps us create better emails for you!</p></td></tr><tr><td class="ee e " style="padding:0px 0px 0px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GGNP5G2uXy00WDYUOvIVB7uDtYVcXWtg4S38u95Fex90gG5pgL5hae28VFuJ6Faw8qfcCV-WRqYKUHBpvvmolwmKUexHG1zAqd4pai-9SJoZpr-uKMt7VSJk8mmW53WKbyuwyNEsPfQ8fnnCFYdnQo0WfwPcxxdMq5aYpNoxQHB_MK2MV40qgvG_KlJl8QnlQkuVF2XHaIcQ3GBizD5drXhuURhkSVPWX5vzku81kbMgAQcjagxZobeNkPHE_LUHHIzdBXQ__9UlflgfUz9CSVdEYTOf4eiiqItQwR_5YCrH50iilq56Vi0gATZCkDf61NwcWn6CfyAxR6xEhF2s0qKhwRIVNU8bFoF8rOPfFBGYEmIhtaPs3WMDwakFR124BqsjBfToBNKp_Rqyx00tEs7568QT8i0h4PNvkcKMHpw92cbUvSGBgmFftAIGw7k_LafQc37_Ebvd3muh-j6yY5VXf0Mhzy0luq4xbobbaJ7KuWKibtUvj0iD_Ye0X2P8MIN_r6WEa3iErNEZxle-yQGRRSVPKQRz1BjSpH2o6yihob5n2y5WgaLZTTKQkQKOVnVCxeAnscfJo8qfPUvojdTnNdP_dwSSjfNmvY0CjGjTqJqtWBEXv2dWYdVjYk8rETuQ51V7yjBV3Pt3T_fCq7bCE0lFQzLBryyZ5FS9f6oQmwbQ4CoZ9eIHYEb1B1gFInSlXpMuLvGE6E-PEuj9A5c2cTicbeS5s4nR1UsHWtID_nOyOlg6v_LOK8dH5SRQwqjbP_TSE5r4dsSPXXa6sy304khW_hEc-nXu5d0Xdu1soH3ui4ruFDypWdb2SAG-XI6RbCmSKVoeI61NqNJQo4wCcPafiM0O6Wq3FnY6wnFTF2bw8stHxnxOqHZ_ts7DdvmfgVufvQhkOgnErrxn6QD/4sj/WXUHUkfOSPa2jsu__R2tZA/h38/h001.Kyb99bAqmBm9NF0Y4_-d4HbTkousEEr7YguvIwasfKU"><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_h9ck9FHbNLdzvw9cD0Hrc_BEdjmHm1erniYjOzgnSO42TvgtPcqFyepOT16KxIAtkjl5_7arCu1RnW7dj9CTOBRhLowGkhxOcRVl30pQODfJs3EunppIVEG7KhTxe4BgTbKbRHuB1UOXmP0_oshielLdX9pehGLpilEfIIYVu6mGEMwJRHxY5a5XoAgJTgmgMziossk6VqC6xWrhXxVH-IYn2Hs_jnu84ai94agZ2yTWeR7_57j9aW1qpx6tQqduMGeT5G2BQUaJCPVMEiGx_-EP0nA4iEimrzl6oPVOc1K-9xNnFAw7PAYTbnQVeZUbxcjamtenXe_PPlSZKeLcTirdrfvk_SOB7mFTV_vj4wzur2dj-i_U5gwfXsjUTVRkZYyXrPAT72EyBH16-TNnEJBz2ts8xitIOem3shZtMX-pEaMr3t97d4K4phwM9qGyKavnV7QpGNAE-TqqYBD3cZTCzqRh4ijtoehNI8IxXf2JbXIB-Jpt1uZ1IhvGp3g2EKbri3Z2CUCYHjCTR66iw6es17HCA8wm5k7LPg00P4X-h6ORF4_HhJgKhLp30GjGuCx1sYluZC-mzk0dbDcHCN-z4Syvg8LZuBMV3OgYFTk64QSAmmBxO3AJISKFRt9ZpQEZ9854tuUtxTz8gh_6eJR4X9eSfhXvoD53opNeMulTCtVOFvLDgoMnT8ihyMMLjuQClIMi-ztbKrSZQs3lrIliDPl2b28xvQ76vrMBQS1NonbDCYRawW5ssAwXbBPUCUIeiYdIDpCZDGW1yIrn_2PlsxeebmJy_vto0oNtN0ZDv2K-fRGbNEq-fnBwwtBqis2vrbLLISvkSbbefansFujy34JF4Z2rZEabFpRSq_r3EMpJSP8S0beT4aqrDpctaycktdGq0mJFp5VIWq4SBN_20IBVtvZ/4sj/WXUHUkfOSPa2jsu__R2tZA/h39/h001.fy-iT9czTQs2sH6PnfTBWK_Je5v6saBv6LwNSG-othQ"><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_s6AftXBC3OfCry1RhCgsYK2mLekT0yD_QQ1UvkV5wlqns9spDJF7GdTgot3oRomElPthT0-Y6ylej2Egx9V5VTMIfc-ZUDhhUr76AgIHRiqgeT0lHJ3EvpUhAcsCrh-enKZGtFCjzD_pPtwzZ1KLmorkli3gKYOrthci0i4M6P3A9fQgGpDP56uplXAXnCgD4fo6UqHV7sqHU36_6QoP0R1PBdJPLQVzZCqBRfEuW9BwnJWGtXCLGUpmxnNvq0GyXn75QIAPcTbJrSy3-QHst-rhITF29wCgTBevR-0WS9utk-YPqW0ig5uzy4gLc6r1eFvIbT1wM4nIVakWzdU4R0WhkYpzny0h7Lb0sJK0gPkWWgW55hUgYhz80FQI9MUvReSHaOWLlsd7xcBQWHFIj7wFJLifNElqdqXz7HmXvTNlomm4Hd3Gld41eLPqwZGuE5Ohc-763md7MQe7pLPIWRa8cEZIcjpLoP1aKGiCiHzSd1qK5eLp1nX6HtWuQSuK05WbQUFCsSfrda_OgopB6MMvYyaVOwArZquxWfvkW2KO3AdSqiLZITy74Xd2k2Om7lvOvsLS2dxakAnQUmToABMjc9o6JpjF4DhkJJjCgjyPMeZBc6-OhDPMv-hegBMuQo9zkdnSHJIsNDW4W2kz_YFSGm2Jgy9PmY02Pel2qf_pTqHW2pxBbQtvS0-l3FOYyR2fvLYRu3UbcDMZ-JsNkr-HfuVne3W_1V4RRWsYHgupGboEc92i5SN3QfPQtKJeyYhwAtphn-w5OUFW90l_2yuInyvqilhQCSKFPm7W0PqEYYqhBviynNAIfm8BzzAERMiF_ByRmmcQAazO2xz_LArAGWcMZiqTd7qm-PSM7k_7iqUn6kZb2XDRziYrHFAxoVipmj36e-fZMgHVkUoRx6mQFyjsXfOAeIsXLMT/4sj/WXUHUkfOSPa2jsu__R2tZA/h40/h001.f-RSUvLrG_oeVf7VADpUpjC_mIIttOdQngCqR8QLisA"><p style="font-size:14px;color:inherit;"> It sucked 🧠 </p></a></td></tr></table></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> You can also reply directly to this email if you have suggestions, feedback, or questions. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Until next time — The Code team </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td align="center" valign="top"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td><tr><td class="b" align="center" valign="top" bgcolor="#030712" style="padding:0px 0px 0px 0px;border-style:solid;border-width: 0px 0px 0px 0px;border-color: #FFFFFF;border-bottom-left-radius:10px;border-bottom-right-radius:10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td height="10" style="line-height:1px;font-size:1px;height:10px;"> </td></tr><tr><td class="w" align="center" valign="top" style="padding:15px 15px 15px 15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top"><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> Update your email preferences or unsubscribe <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9szpjhO_X7CGaQ-dHuFN4dv2nDJM7VwywhH_aNIWJ7DpCUiK5m3JnN9be-e_wBbmchHe5y58AGenpvwTn14-nulVOoYiisk-gWt86AJuYlM9b1o_dcXr0YhOXEv_5JxYcrVkUWbgee80d5MWmJggZ5U_piivMLW8Ee0JE-DAMCE2bBT9-cN0BaIftUW2urlJo_XovZ6GbPbyaeIJupajaM6vbmwMvum9eH-GvRH7zDVkYVj-rfVH0AqSiIYT3QDwMSh3Xm9b-8UN9FasvMrM9i1Wqt-O267qXbminAVXXUJeRBk8tsAxGQiHkiXprsSTjYox3rnA07PH59pSUKPFm5dco1Egjsf1aqztQ-vlbB4okZVNf0llZXkrJg37rdEBiTkW8lwssIbrXNWzd_0GL-KP6KSldiHEzSpmwlDXewHNG63du7kGgoZbs5jPmna9Jd3z-NkxQs32SSCUypaPbQEurY2JM6cWL-CbJij9T3jxrSGDlDebVFq-2a4l5fjcLzCyaRZjGh2lOzvNN2LZg_B51ql-VqdlDuUvtT58JPbq-iB0cBfhjuFKsdLgE0sM8G4aRu1Do2IWng2NdjmaIbKC1tkpRQ0kB2G54xgkn_U3OqwmXpTopIWyyMc1YZ_wd9UUkc_QFb_oI9HIBuullSnZCNcoR4Qn2D3gR0d7hmrRvfeRLiCs6LTSLKMZoIX9lxJ1GTO2SfTWx7fJmKGiVh09riqfTLVTD0m6MGXiUH4KjKKozpetdvnEWzbWmTrFp82JfREevz1YoRohSdFz-ruRWWq10gjfYNyFX6qxkgo1wcMbg-d4HEdSvSWD76ZLw1YQW9MjZhUcn4Symu3buMl4kvYZJiLPlXOjdGWXMs5vvalfw2pzcnf3OW1YH4O8A6-vzAPZb4E70d2t4mvypXev_wlCAcXKdQHNHfnODy2UYoFSRsip-G-ANKWHgspm2_xZQvFl0tILgMdiTLh7oKvA_cdl7lbFcKi9yVxVqsZtQHbapRmDbtQO3c7zpYW1GkU5uPWccFE40Vtj-jA2bAF/4sj/WXUHUkfOSPa2jsu__R2tZA/h41/h001.JgfHUrYknlkoJaf-m3z8oKcO989CDyN8rwluaF4eimo" style="text-decoration:underline;text-decoration-color:#FFFFFF!important;color:#FFFFFF!important;"> here</a></p><p class="copyright" style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> © 2026 The Code </p><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> 228 Park Ave S, #29976, New York, New York 10003, United States </p></td></tr><tr><td align="left" valign="top" height="2" style="height:2px;line-height:1px;font-size:1px;mso-line-height-rule:exactly;"><a href='https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7uhFPeDiAXllchtVb3ARdSmgeTOVYjNABTLSj0sIlkKCskkGgA1RO9I5oiggfHFCsCKEetsAfCqK7dGXR0zIuNc/4sj/WXUHUkfOSPa2jsu__R2tZA/h42/h001.ErDwMm5CvWhIsfrGNseTGhbhC5sA2xVVYx37ePOStPM' style="color: #030712 !important; 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**Welcome back.** Earlier this month, we witnessed the first documented case of agentic ransomware: a cyberattack driven completely by an LLM. And now Hugging Face reported a breach carried out by OpenAI’s latest models to score on benchmarks. Today we cover what exactly happened.
**Also:** Give your agents a company brain, cut your token usage in GitHub Copilot, and the 10 AI repos blowing up on GitHub.
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##### **TODAY IN PROGRAMMING**
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Caption: Made with Midjourney.
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**OpenAI's models hacked Hugging Face to cheat a benchmark:** A few days ago, we reported that an AI agent [breached](https://codenewsletter.ai/p/moonshot-ai-freezes-new-kimi-k3-subs-alibaba-previews-qwen3-8-max#:~:text=Hugging%20Face%20breach,self%2Dhosted%20model.) Hugging Face's servers. The ChatGPT maker just revealed that GPT-5.6 Sol and an [unreleased model](https://openai.com/index/hugging-face-model-evaluation-security-incident/) were the attackers. These models escaped their sandbox during a cyber evaluation and broke into Hugging Face's servers looking for test answers.
**Google's new models make AI agents cheaper to run**: The search giant just dropped [Gemini 3.6 Flash](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/) and 3.5 Flash-Lite to reduce high token costs for production agents. The company claims its Gemini 3.6 Flash model uses 17% fewer output tokens than its predecessor and performs better at coding and computer tasks. They also released Flash Cyber, a specialized security model that finds and patches vulnerabilities, though the company currently limits its rollout to government agencies and trusted partners.
**Anthropic teaches Claude to watch and learn**: The AI lab just shipped two major screen-focused updates. In Claude Cowork, you can now record yourself performing a task and narrate your steps. Claude then converts that workflow into a [reusable skill](https://x.com/claudeai/status/2079595988998554047). Simply click “Record a skill” in the desktop app to start. Meanwhile, Claude Code now supports [iOS simulators](https://x.com/ClaudeDevs/status/2079674432038248611). This allows Claude to run your app, navigate through it, and iterate until the code works perfectly.
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##### **PRESENTED BY UNBLOCKED**
## **[[Webinar] Is AI actually making your engineering team faster?](https://srv.buysellads.com/ads/long/x/TFZ6BIIPTTTTTTDSHMDNWTTTTTTF4IBH2VTTTTTTC4G6ABETTTTTT2B7KHCUCOINQ3M6WJDEPHVDLYLUGQVWBB4FCHHT?cid=387304)**
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AI is in your engineering workflow. While the token spend shows it, the throughput doesn't. The human is very much still in the loop, and that's a context problem.
[Join live and for free on July 23](https://srv.buysellads.com/ads/long/x/TFZ6BIIPTTTTTTDSHMDNWTTTTTTF4IBH2VTTTTTTC4G6ABETTTTTT2B7KHCUCOINQ3M6WJDEPHVDLYLUGQVWBB4FCHHT?cid=387304) to learn:
* [The 8 levels of context maturity](https://srv.buysellads.com/ads/long/x/TFZ6BIIPTTTTTTDSHMDNWTTTTTTF4IBH2VTTTTTTC4G6ABETTTTTT2B7KHCUCOINQ3M6WJDEPHVDLYLUGQVWBB4FCHHT?cid=387304): where most teams are stuck and what the ceiling looks like at each stage
* Why more MCPs, rules, and skills provide agents access but not understanding
* How leading engineering teams are using a context engine to make the most of their agents
[**Register Now**](https://srv.buysellads.com/ads/long/x/TFZ6BIIPTTTTTTDSHMDNWTTTTTTF4IBH2VTTTTTTC4G6ABETTTTTT2B7KHCUCOINQ3M6WJDEPHVDLYLUGQVWBB4FCHHT?cid=387304)[**.**](https://srv.buysellads.com/ads/long/x/TFZ6BIIPTTTTTTDSHMDNWTTTTTTF4IBH2VTTTTTTC4G6ABETTTTTT2B7KHCUCOINQ3M6WJDEPHVDLYLUGQVWBB4FCHHT?cid=387304)
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##### **INSIGHT**
## **Skipping AI code reviews makes your project harder to understand later. Here’s how to fix it:**
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Caption: Source: The Code, Superhuman
--------------------
**The lights-out gamble.** "Dark factory" is the phrase taking over engineering circles this week. It refers to AI agents writing and shipping code that no human ever reads. Former Google director Addy Osmani just mapped the idea in his [viral essay](https://addyosmani.com/blog/software-factories/). His warning is that a team that stops reading its code slowly stops understanding it.
**Free everywhere but one place.** The rot starts with a basic imbalance. Generating code, running tests, and security scans now cost almost nothing. Human review is the only stage that stays expensive, because attention doesn't scale. So Osmani sets a strict limit. An agent gets only as much freedom as you can cheaply verify, and not one inch more.
**Proof from the floor.** The essay draws on the insights from HumanLayer co-founder Dex Horthy. In a talk at the AI Engineer World's Fair, he explored why software factories fail. Horthy has seen it happen himself. He once ran a fully automated factory for four months without anyone reading a single line of code. Even though the tests stayed green, the team slowly lost their understanding of the system. Fixing it took painstaking manual debugging. Osmani calls this gap comprehension debt.
**Read the blueprint first.** Osmani's answer is to keep humans wherever mistakes are expensive. Review the plan before the agent builds. That way, you're judging the decision itself. If you skip it, you'll be digging that same decision out of thousands of lines of code later. His [outer loop essay](https://addyo.substack.com/p/own-the-outer-loop) goes deeper, and Horthy's [12-factor agents guide](https://github.com/humanlayer/12-factor-agents) shows how to build loops that can safely run in the dark.
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##### **PRESENTED BY SUPERBLOCKS**
## [Your teams are vibe coding. But are you secure from AI cyber attacks?](https://www.superblocks.com/book-today?utm_source=thecode&utm_medium=newsletter&utm_content=spotlight)
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Follow image link: (https://www.superblocks.com/book-today?utm_source=thecode&utm_medium=newsletter&utm_content=spotlight)
Caption:
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Recently, a vibe-coded app leaked 1.5M API keys because nobody reviewed the code.
Your team ships AI-written code every day. [Superblocks keeps it governed](https://www.superblocks.com/book-today?utm_source=thecode&utm_medium=newsletter&utm_content=spotlight):
* Security agents scan every app before it ships
* Secrets stay in a managed vault, never in the code
* Runs in your own AWS account, with SSO and audit logs on every build
**[Book a demo.](https://www.superblocks.com/book-today?utm_source=thecode&utm_medium=newsletter&utm_content=spotlight)**
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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Caption: Meme of the day.
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* **Copilot Hacks:** This 13-minute video covers the Copilot feature that cuts your **[token costs](https://x.com/burkeholland/status/2079275153377169785)** and why most developers accidentally break it.
* **Repo Radar:** These 10 AI repos **[blew up on GitHub](https://x.com/so_ainsight/status/2079041116180242577)** this week. One already has 90K stars (3.7K bookmarks).
* **Karpathy's Secret:** OpenAI cofounder and now Anthropic researcher Andrej Karpathy shared the **["lazy" prompting](https://x.com/karpathy/status/2079610838143623371)** habit that gets him better results (2.1M views).
* **Company Brain:** This 6-step guide shows you how to become an AI-native company, starting with a "[company brain](https://x.com/jacob_posel/status/2079249123794972827)" your agents can pull from (3.8K bookmarks).
* **Unplugged AI:** This open-source tool runs AI models on your Mac [**fully offline**](https://x.com/Prince_Canuma/status/2079259470304362921). No cloud, no accounts, no subscriptions.
* **Context Trap:** A senior engineer explains why stuffing your AI's massive context window might be backfiring. [**Here’s the fix**](https://x.com/mattpocockuk/status/2079150593524772864) (1.1K likes).
* **Failed Interview:** A Meta engineer posted an honest [**postmortem**](https://x.com/jeremybernier/status/2079320990442791353) of bombing a big tech interview and the assumption that cost him the job.
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Caption:
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##### **TOP & TRENDING RESOURCES**
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/03ae24c8-653a-4f86-b74f-a333591b65c4/Thumbnail__65_.jpg?t=1784711381)
Follow image link: (https://www.youtube.com/watch?v=g89FJiNAlEs)
Caption: Click here to watch the tutorial.
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### **Top Tutorial**
[**4 repos to cut token usage**](https://www.youtube.com/watch?v=g89FJiNAlEs)** (by a Microsoft engineer):** You'll learn how to slash token costs while using AI coding agents. The tutorial walks through setting up four tools: RTK for trimming command outputs, Headroom for compressing chat history, Ponytail for writing more concise code, and Graphy for quickly mapping out projects for the AI.
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### **Top Tool**
[FogLamp Scan](https://www.foglamp.dev/scan)**[:](https://www.foglamp.dev/scan)** This tool creates an interactive map of your repository with just one prompt. You don't need to install anything or create an account to get started.
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### **Top Repo**
[**Show me your work (by a Cursor engineer):**](https://github.com/cursor/plugins/blob/3fe2823ce17c1656c222d4b7c59d3f82fbf20143/pstack/skills/show-me-your-work/SKILL.md) A plugin that helps you navigate large repositories. It establishes a standard for maintaining a clear audit trail of decisions during long or automated agent sessions.
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### **Trending Cookbook**
[**How to run large code migrations with Claude Code (by Anthropic):**](https://x.com/ClaudeDevs/status/2079654423828304282) Code migrations are getting faster. Bun ported 1M lines of Zig to Rust in under two weeks with all tests passing, while another Python codebase was moved to 165k lines of TypeScript over a single weekend. Anthropic has now shared a six-step workflow to help manage these large-scale migrations.
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##### **AI CODING HACK**
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## **How to teach Codex your team's code review rules**
Reviewers often repeat the same PR comments, like warnings about field renames or logging customer data. Codex Code Review now [fixes this](https://developers.openai.com/blog/custom-code-review-rules-for-codex) by reading your custom rules from AGENTS.md and citing them directly in its feedback.
* **Step 1:** Enable [Codex Code Review](https://developers.openai.com/codex/third-party/github) on your repo if it isn't already.
* **Step 2:** Add a "Code Review Rules" section to your AGENTS.md. This example comes straight from the Codex repo:
```
## Code Review Rules
### Breaking changes
Search for breaking changes in external integration surfaces:
- raw response item events (`rawResponseItem/*`), even while experimental
```
* **Step 3:** Swap the bullet for your own rules, stating both the risk and the safe alternative.
* **Step 4:** Open a PR. Codex flags violations and links back to the rule behind each one.
P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex [here](https://hackbook-chi.vercel.app/).
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##### **IN CASE YOU MISSED IT**
--------------------
### ==**Our most-clicked story from yesterday**==
Check out Coinbase's [new playbook](https://www.coinbase.com/en-in/blog/interviewing-engineers-in-the-ai-era-lessons-from-a-year-of-rebuilding) on their AI-native engineering interview process.
--------------------
==**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)
———————————————————————————
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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