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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Fri, 27 Mar 2026 14:06:22 GMT
Subject: 🎙️ Google makes voice agents smarter
To: [email protected]
Date: Fri, 27 Mar 2026 14:06:22 GMT
Subject: 🎙️ Google makes voice agents smarter
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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 Stripe’s team built their coding agent  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:0px 0px 0px 0px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> March 27, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9sBwYe9Us8bRPvCOZsmnhTjxO1X1oADyLoG74se_S49Aic8bcMcy3VbeIPpVklt7DVeVhHY5UeADz731e8ucnKerXD7M3HmDXzgHoU7_0vvKhdRgBd6tmmy5bAbEum35-geUmFX6xjBwsgotZNjt5cO4hV3apsjAO6XExHVqXxeL1BY8NVn_Ac1Cd7JVmWRclkxhAmMASCosEc-jdJ0UEKewWRadCjWrqUmvddbeTxrRUrqVzXJd8xcKWSv1ok9vuyfQHN2CiCgroHr330C3fL7Uis4BbURsaqt9tcePBfnmVMZ9uJgq9QZB8PDAqTcxp39_kOtnVK_enT4GiixwFZYRuEYtvqBG6s-dbAApVF1Pyo_gonbCZbcAy8uuf8-rO-UcMWuYfN-SzWmazplmdI3nH0Og463efM_PxPXsh97cdBE4MqCGheVUuLNCqwxlnTvSYK5fleVvn9sTur0DNIx9H4CV9rARvCXX3fdzwLZB5_K3yK_SUZWuDgvryMwnmbbUFXoWewNE3QFAxdH1TJIK6wn23FkjInzRAGltEXcMR81KW5HtbnDvCunm2dKBaKpHvg0rQwx91rKK6lLH721fIJBG8Py_mBjonlrXxwSMQxfk-hl9LDCywp57qTEL1IVscboV_wfEvm1cgBcsXaeKTMh3OCHrAS0HlzCREx2nDkDBHHMo7cr5NNcPXqwkgPs4XjcZVio-Fo7DlkcNYFyMBF-zcqLx_YnUg_q_2WEi6tSDjVAJYQKi-yjvj7MzJCNoG0f2-P1unwhX5IjpbnyEdwKHON9w8OfxJpfZdl4ytRIAJcHBY6coDuMRBsil9fhkZZj7kNv8r9XxOIvV3oX1YWFuVp7Fea243FLK-XZfKbxsENzDjqiZ1WkD_tHaI4/4pa/hSW0s0klRlKyzWZgeaxX_Q/h0/h001.56c3arnTYbXRmJEHuzahYd4V8fJBBJ-0d6vn_3bHDY4">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/4pa/hSW0s0klRlKyzWZgeaxX_Q/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/32c8c971-340a-4f62-a6b8-f362e57e5397/image__83_.jpg?t=1770628392" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Welcome back.</b> Ever talked to a laggy voice AI agent? It’s painful. Google just took a massive leap toward changing that with Gemini’s latest upgrade. Speed isn’t even the best part: you can now have much longer conversations thanks to its doubled memory. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Also:</b> How to build agent evals, design CLIs for coding agents, and run deep research from your terminal. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:rgb(34, 34, 34);border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>Today’s Insights</b></span></h3></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-size:16px;">Powerful new updates and hacks for devs</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> What in the world is comprehension debt? </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> How to make Claude Code read Reddit </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Trending social posts, top repos, and more </p></li></ul></div></td></tr></table></td></tr><tr><td height="12.0px" style="line-height:1px;font-size:1px;height:12.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TODAY IN PROGRAMMING</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5_Rc3Q9JY8Q5ZcmbXG-ZqyW3pl8Ea5CXsrL6kxP2flIlbN303KwSs03c9nH13jIXcXuBN0Tkljapqoz2UNnH2viD_T6lvOlLdNRa209_HLQM3-WcT2OEAFniIUcTgJk1bsnMeBlcS_76W_KHSE69N-a7M7PIsNBrPwtz_uz0AKhBXD4QBioXRyUTOWoYKjrwT2Bitn7Q7_I6lTy8Svl7nEeRuuarN16EEAWo9HDf4B5kzl4iPm-HMwfbZluk16PKDC8vc7QVHd9lpvwFSqGSj4qWoZejf6zrqta_nm2bQ2V/4pa/hSW0s0klRlKyzWZgeaxX_Q/h1/h001.o1v8WLe-YAa1081HmSXg_sbQIHpp89sOFA38rvsOi10" 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/99ac8631-3e47-472f-af02-bf1583801a40/Untitled_design__29_.jpg?t=1774595812" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to see Gemini 3.1 Flash Live in action.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Google's Gemini 3.1 Flash Live raises the bar for voice agents:</b> The search giant just shipped its most powerful real-time <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAGQZmb0x9YTiAbUsrUYpyBwwSOxqUY227zPaBTj3Hz5is0Ya6tubsHD_dKGIot3nZpBhq06m2um4mcgxdI8t2mq504hPVv7_c2Hb2vQ70kvb_VNj_Gecd0raDyzcNexIe7DFIRUTCHoQXZTSWXR-xkY5U5YYRclr7vLfJfZjTkRyOn_qcFRpgt1BDfVkwwfUxdFBOr5gd8CLqhoXXaJbJtfIL1AYsNbaxufrHBOVn_cl5pSLpXwEJKCSCdqqw6qYvLixi2a-dQ3vdNL9JN9J3IuoJ-kEyvoknN8GCzuMQFGs6VfhfluTyS3f-SdP1_8U4CC6jHIk1pznlaURsbbMgXfhB9yjcz_05lUJZMNqX6kq/4pa/hSW0s0klRlKyzWZgeaxX_Q/h2/h001.vQ7WwGrKC3IZFZ5iw6ND6CyN5vMgbnYNeKiP70VK7c4" target="_blank" rel="noopener noreferrer nofollow"><span><b>audio model</b></span></a><b> </b>to date, built specifically for voice-first agents that can manage complex tasks at scale. It boasts a 90.8% score on ComplexFuncBench Audio for multi-step function calling and leads Scale AI's Audio MultiChallenge for its ability to follow instructions even with real-world interruptions. </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>Stripe builds a CLI so agents can set up your infrastructure:</b> The payments giant just launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5krwq64XyDptF71dcB1wQjj6m9sVuT6Tu0n-YP3Hf16pJlJ0-AyUMJ5v6CIgT-8Ax670uXD8Gq_WITx_a3GkbqWacEldWAdjd4iA9rWw-SeW60_EQqu2hQzyG9PgLFzl-PmlfECeSqxjrdEOQ53FTHEEZ9YDEDhS1zIvRo4tvxxc93MZsd4RsDLmW8LcljrE_ZXE9Beco4m5hXViqlxm44JsMtiIHZdGWGV5QWRFl2PAtYTmWBUz6L1gjD8tWszNkbj-2n9jfj_e22ddExxrsUKD5j4d6UrTMVan2Oe3Gmy/4pa/hSW0s0klRlKyzWZgeaxX_Q/h3/h001.tZ4mGTs_o-tMIj2x2ZzucuJV6AgnQz3E0gK0ixPERqg" target="_blank" rel="noopener noreferrer nofollow"><span><b>Stripe Projects</b></span></a>, a command-line tool that lets you set up hosting, databases, auth, and analytics with just a few commands. It handles everything from credentials and billing to plan upgrades right from the terminal, so you can stop jumping back and forth to the dashboard and focus on shipping. They've already teamed up with early partners like Vercel, Supabase, and Clerk. Click <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLmSezQ3asQCGVUTAcGIihwspaQHIZZTnCBj5nBA5jIJ0wX5fpwhXDDZ5QNN1lrLqqSm_AfxcBgTlztfElFnZQSQIC7DkGnyBBcmfGjiJCRGpr5d5sRX44in_n4gmMI6_WIGuKLvcBH9kfahTTixWwrYjk1D_1KpaD0_PmonTIwjwgopsR2Q5dDoxiex_1n4_xJlJBZeoEAJCKLvNH10_wFSK6S3Y3y6C6bWtZXVKIkFnejBd4PzHyrUDF0OQfho3Rg/4pa/hSW0s0klRlKyzWZgeaxX_Q/h4/h001.wrtQLvF92oHm-zfhFwAzlNxu38j5GaxPRVAQOYWALsU" target="_blank" rel="noopener noreferrer nofollow"><span><b>here</b></span></a> to request access. </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>Chroma open-sources a 20B search agent that rivals frontier models:</b> This AI data infrastructure company just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-KnEOKg3sMR1-ehUkxpnC_a9SLz1dg-wdhT8YjHBawFVx4rKahuG0kbNXuppCgTYudAGLMkPRU_RiZaotLRVQ-JOMXtBREeMwiCuJNnzVMroSfFbmc0HtgdPY3pUM9cuSrvLcFZ47H4vSwa5JZYt3dm5SXMoDIfEAyqDIGexejQ6WWDOS3P3YqYY3TQVM6EwzElOTBfulPtSX1mpJKEKhHRJdxEoqRGh5mEgsaWYxk5Oy6sA1Vej8WcAoK4fweTZ_VRwGq4aexCTIwSJcBaN5MXSOPDQjLotWInHeMEzjPZ/4pa/hSW0s0klRlKyzWZgeaxX_Q/h5/h001.x64vgBA5R3_kqPEwG0l7gMlSD4z6y1V5S15VvKqAzwE" target="_blank" rel="noopener noreferrer nofollow"><span><b>Context-1</b></span></a>, a 20B-parameter agentic search model under the Apache 2.0 license. Built on OpenAI's gpt-oss-20B, it handles complex queries by breaking them down into sub-queries, retrieving data iteratively, and automatically pruning irrelevant info to fit a 32k-token limit. It rivals heavyweights like GPT-5.4 and Opus 4.6 on public benchmarks while being faster and cheaper. </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>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>What in the world is comprehension debt?</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7Q6ZkCagKxxZTJHLadLcfZK2byUjs5sTJHGrgQ0drP0IA3PYlxRodCIAYIaJr-aNhunGfaUZMl6LwBkYKjgRPpBjCN6abMOygdWG-7HVLJ_juRgMDHjXrmKcqd7WrDawnIQ4lMfn_DxwsCSeC8Bh4SkcP2sNbsI1kxE90RDL6HA22aVLmu6L-pbKWuaG659JtRT1dH9hp1NY3SX_d5tZfCx-1OD33PtA9cSLHgZBKuu03RWi974-oaS6_IxVR0yOzgJSa2DqdCLI77-bszBwxidBLIYzHeZZivNvJx0ABTf7g/4pa/hSW0s0klRlKyzWZgeaxX_Q/h6/h001.wCadI3BBkteDm5Nrqm0ME0WC3u6gr2pJ7--4L107UWQ" 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/f80281df-7160-4c3d-9065-f13f39a04113/CleanShot_2026-03-27_at_12.34.27_2x.jpg?t=1774595131" 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>Source: Anthropic.com</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>Faster than you can follow.</b> Pull requests are merging faster than ever, codebases are expanding, and every productivity metric looks fantastic. But behind the scenes, many engineers are hitting a strange wall. They can no longer explain exactly why their own systems work the way they do. Addy Osmani, Director at Google Cloud AI, recently gave this problem a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJSEZRjzErrYUbX_-ENVOvk1PytQshKvUHcY8yzijn9FcFJ0uAKR0Nnmn-WABTEvolKLOrcP-8rVSaxhdN-l-KMqV-X55WG5wQ1tsGUchFKNQn3yg60zwLQvQfvcPaiuEh_arTHh0EBZTXSW3Bi6oBVoQKiyErg-Wlj7gej5J4rpOOzgNJouI_ot9TWndhev5UfnU2uXPTheDWBgWUWZT-M63COen-PEHwY1_QpneLGxIVbD2lPSClRjUO_qGRIPfwzXsEb1Y6qhe_Fy1VYG9mEGmUWuE1-uUE4D4nn6Yn8Du/4pa/hSW0s0klRlKyzWZgeaxX_Q/h7/h001.vso6LJYFd1noXcGcTElEerfnC6tEsrCetzxspUD4lLs" target="_blank" rel="noopener noreferrer nofollow"><span><b>name</b></span></a>: 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>Clean code, shallow understanding.</b> Unlike technical debt, which announces itself through slow builds and messy dependencies, comprehension debt is far more subtle. The code looks clean, the tests are green, and the reckoning only arrives at the worst possible moment — usually when something breaks and nobody can trace why. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>The broken feedback loop.</b> Code reviews used to be the primary engine for knowledge sharing. By reading a teammate's PR, you learned how the system evolved. But AI now generates code faster than any human can genuinely review, effectively breaking that loop. An <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7Q6ZkCagKxxZTJHLadLcfZK2byUjs5sTJHGrgQ0drP0IA3PYlxRodCIAYIaJr-aNhunGfaUZMl6LwBkYKjgRPpBjCN6abMOygdWG-7HVLJ_juRgMDHjXrmKcqd7WrDawnIQ4lMfn_DxwsCSeC8Bh4SkcP2sNbsI1kxE90RDL6HA22aVLmu6L-pbKWuaG659JtRT1dH9hp1NY3SX_d5tZfCxM2UT0crsDfemfQJBQsbEPHhuNbA4KSBL5KQO9PGVlLJz0IFIS9N4AjxS7MAqhuJVCqImzHM6OwF6rlIo1L0eCA/4pa/hSW0s0klRlKyzWZgeaxX_Q/h8/h001.UPrrH9Zjh3vaMm0cKeewwV-Uh4XkVFBWUWo6E3dh7ck" target="_blank" rel="noopener noreferrer nofollow"><span>Anthropic study</span></a> of 52 engineers confirmed the impact: those using AI assistants scored significantly lower on comprehension tests, with the sharpest declines occurring in debugging performance. </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>Comprehension is the job now.</b> AI handles the heavy lifting of writing code. The real engineering now happens in understanding what was written, why it was built that way, and whether those architectural choices were the right ones. If your team is feeling the weight of this shift, ex-Vercel engineer Matt Pocock recently <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L7Nk6SQdyH-YUcmNmWQbbdq2ITApMx_0mkWIWjHkVOzQxly_jQ6x9z3gjfCMUeA98XUdlIkDH3ks_dNYGRziRwjmfvPdGBzIeLUga5wTF6T1uto7Ar2kl4u51O3YABJgSwqiNB8oWviW7hS51Dn4VKEAmxJuYOC9PFbDOQm1Yhd5CwJlXsG9OUGZYzYwmIfFKV837EshDQcRZxoiHt3seaoUTTvqSw-9a2ElTtSN6a6kq8XShU1UZBVv7x2n6yLnYlHBZ9tLi2IOytgSdsTdrF_AvABan54uEI7TlmOQhtZ9/4pa/hSW0s0klRlKyzWZgeaxX_Q/h9/h001.uS5-wvXW721KQijZPRxy_czokiZlxw78IlXt7wN08kE" target="_blank" rel="noopener noreferrer nofollow"><span><b>shared</b></span></a> a simple rule worth adopting. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN THE KNOW</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>What’s trending on socials and headlines</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/13ab1fca-f8cf-4918-8d71-a2c468c120cb/CleanShot_2026-03-27_at_14.46.55_2x.jpg?t=1774603083" 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>DIY Vaccine:</b> An AI consultant used ChatGPT, Gemini, and Grok to design a custom mRNA cancer vaccine for his dog. Sam Altman met him this week and has a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L9xT-ugBZv-mNO6lGmCqxFR5ZytwshdjhMLYDTvR7ngGxFBZQcDZr8TWsvOTKDfC-gU8iDB5xyUvNKRNTxYC528n6QN8lw0Slk34YOFQ54rYFrcZI5E_huubH9YPaQyplmMx4UkIMGfGB9yOSlVtdRj4R36EWo4GFQydQTaQAih_rkikIUQQZ7-CGee8r1F8OsqkD_-vZAmB1LMPdxXtpDzGpk9FRlR3teWWLQgMH9cII25JqAw3idinu5o_adpbWxQTrci93XaTM9vlVQzPGpbx3alHsizg3Xcf_edrBgbw/4pa/hSW0s0klRlKyzWZgeaxX_Q/h10/h001.pKbwgeMoADeb2xavovtF5l-_cqfyDzYnGaWor-unTB4" target="_blank" rel="noopener noreferrer nofollow"><span>big vision</span></a> for where this goes next. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Broken Evals:</b> Most teams throw hundreds of tests at their agents and call it progress. LangChain just dropped the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0kx84pY-SBcDzv8hTXE2PFOvYFC8KcSPtzSqbMAMgzkV41hh8eu7o3S_KZ0SCmH-zCn0FyA3htVID7GeQB3Lz-em-2Vv6LJa5YsJC4luy-pzOSCQGTEycIShd8DG43w6cFaOmRVAPxeEG060m1NOrDT6t0gQNdoU7-XJnKpGbRgCukrXrQw7AAeEwFDjxXCJnfyX0OiF4dgykh-AJFbUBEST43cqzBarXCNRtPIYchEKU35oI3IGKU-m0HHpH21XOwFI_nU1Y1GamBi4e9vbw56qpwFivsDZD4MTNBRBIcK/4pa/hSW0s0klRlKyzWZgeaxX_Q/h11/h001._1ojd894UAIDEA4LIOdz3cUX3xiwKt3BScwMSu7vxlI" target="_blank" rel="noopener noreferrer nofollow"><span><b>eval framework</b></span></a> they actually use instead. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>CLI Researcher:</b> A dev built a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxmuFO1C2Iu4Wr7ETcO6KOMpMNjyUHVu-WMQ_tp3MO389tU7tBSxl_qUSDt5B77KwIz--OOP_yw7jaJVdu3COsUVJLVH45kbnTj_dUb9Q5GG98MClhKlLMOEN6K8v4gRP-SHVVk_kcko7AfhkIeEh_g_KVIE7AQNj_8LEK06Sy16A5_A4dWe-E_ntIqEOhkAL-gBqjNfHD9MAMFd0G_wuwKKkJWC8Cn0E4PVyBU-aMEQ4d-j5IaEvSoqL5sUQOccHc/4pa/hSW0s0klRlKyzWZgeaxX_Q/h12/h001.duduVfOWA4X25QDSnn5CqEI9hr-cYK3E8lyvln-zhbE" target="_blank" rel="noopener noreferrer nofollow"><span><b>deep research agent</b></span></a> that runs entirely from your terminal using Browserbase. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Agent-Proof CLIs:</b> Most CLIs aren't built for AI agents. A former Microsoft PM wrote <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L4tWRe4IMGatVLKWAiYChOQI2ec2zoW3eVJDWad91IfbBHL0ltQl-GAe0iWK4J5_-HyEZ4PbndvmbMjOqlTY43GEqeHZsM6ptHsBotK_JOJsT7zP6A0LnsaToohK39bQNcKkX_5VVHI56lGRKLEcAZlwlXba11QG6xR79d6aQ9PcGU1yLsMsRLEbcQRRhhXpx-AfUFbgxnzTP0xOA4AWZXOXdKBVyBdr-OZFdqDNDLY_6tqVl0B5v5dsIZhT8SJXNsd5dW5yjacJvPScRRAb4g35XQNEa-R6yaP8nm8hInEj/4pa/hSW0s0klRlKyzWZgeaxX_Q/h13/h001.v8YDkI9pvac-MsGYmVqLfpFpO0ixh0PbvHtEHSQrVks" target="_blank" rel="noopener noreferrer nofollow"><span><b>7 principles</b></span></a> for designing ones that work seamlessly with Claude Code and Codex. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Vibe-Coded Science:</b> Google's Project Genie team needed a way to visualize world models, so they <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_GPzoyjsQUPxLYjFG3EnaFRt8MDejxX4CD4QWWAXTaVeyybbk-MMBae1jLn9p2nfuvIoMkkrbk4rAyVbjAFLpLjRitfcJnHU1NSk9Y_Sxp1pLLU3Aoj13QV243_mppK37lx_k0ooCKckR5UyEal34nQ1tfv4DtUnEoSFkfPOhOEZnFsgsRs4O7xB1mntvwrimdmIeyFQZvLzS2vX8yINDX4A1BMzdTr78UYEzYNSQqLB973_FJ9dMK3v5qXt8P4vPEGTgMeR0VeQWJKkg7mxeX5DrKOKGksV1w_I9suJF1u/4pa/hSW0s0klRlKyzWZgeaxX_Q/h14/h001.dRWuwPIKkOm_MfcbU9BDT0UWV-N3JGlXQf5KSnH0dSg" target="_blank" rel="noopener noreferrer nofollow"><span><b>vibe-coded one</b></span></a> in AI Studio. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>GPU School:</b> An ML research engineer just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoRU_vu54x3XeB6yDKA6HD_Qec5ZTob9DVHiPx0AJp-hKhhOt6mOD42ulmScB47dqzhYxdF0HSllc5SACz2cvOpMimfjeK4CQWaEjQeRVEp17o44Rhp5l7_nqPMHWV7ClVNS3FEVHUr-c2j_ggHaaZ59LnwcjXrt0VKXN3E8fe9kxKGtFxtzCWK23W_wCRj24LPQ9Vn-u6__UwA6IzObwuQRnrhwjbpBRMm43WkiCzXziiZ9iEgUPnjU86iUqFQdPuaUHZdo5-gbNhLpn4he_1xYvg0JqECQiZSKLwF6LU9mxOg4tcgAiUYiq_0YB3WzgKzb-dwsakA_tlY2Wvg9vovVbGzZO6qDyxHvfRk7esDZ/4pa/hSW0s0klRlKyzWZgeaxX_Q/h15/h001.isT_w-0f80AxlyLlcRVmANyefkcj1Er4xyLdF2ahCiA" target="_blank" rel="noopener noreferrer nofollow"><span><b>open-sourced</b></span></a> 38 podcast episodes on GPU engineering fundamentals. </p></li></ul></div></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>How to make Claude Code read Reddit</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/95ecbbf2-1a3a-4770-a83c-a386e0dd7ee4/superhumanteam_A_lone_software_engineer_sitting_at_a_desk_typ_9bb62cb6-5358-42ad-9976-04fb1886c091_2.jpg?t=1774612222" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></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%;"> Claude Code's WebFetch often hits a wall with sites like Reddit, returning a 403 error that can stall your research. To fix this, YK, an ex-Google engineer, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lznXd49QiNGJYJE2EWz2vZqwUX4tEzy0-lu7Rp9bEt1UMZGCWJYB5jGaEtMXkRGY3uPoz3HTViS633or3g6JdnVTkMLZLmnUksh8UpF8d6ibxUww7-YQD_Hto6AY_9rqVIhwDUkzrkICDhms8_6dgrmOLquT8ziTAZ7dT0_yYzrK_t71eFesxyeSg3FEXFPxkQkmHAiS2WPSBT8PmNlTl_CYFRbNy6Kme49Ytg1KQnXmXJc1bUg7NOfQlSYmXib3yiu624HjOV8nlWtm6LhRPjwppQ9aywifdTu8Tm2KAiLRTC2H7Uc7i783PcUVYUq0KW4RgmLWIDorp06N5JJxdBeJr5j4vZnOwD33WGkQ4H_Z4GmD02vLDdp0_sc-8ODoSHjNbfc2xo6B-SbHMWPKUfKfxR2rFQM-p9AxaK04RAyFH3IN1XoF4l2hpIei-krCV3ZIvEvhZgZF4c-z_H6bnol7ZTvRm7A5I24Mg0sD1G_8Dnac9mAsq9re2KWfAtQ4cT2PFQoKZUa2iSKerXmcTy9SdyVy7zIqECo4qC40dxRGT9aKCYKq-fFuEkFlkHm5aAxOYhkuaj1QUs7GGPvK_w/4pa/hSW0s0klRlKyzWZgeaxX_Q/h16/h001.EPN6n8o3aJDVPDUNCEXcZrtZioD9jzwtLDtTYsTiLZE" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> a clever workaround using Claude Code's skills system. By creating a custom skill file, you can teach Claude to pivot to the Gemini CLI whenever it encounters a blocked domain. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Just install the Gemini CLI and authenticate: </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>npm <span style="color: #ffa657">install</span> <span style="color: #7ee787">-g</span> @google/gemini-cli
gemini <span style="color: #c9d1d9"># run once to auth with your Google account</span></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%;"> Create the skill directory and download the file: </p></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code><span style="color: #ffa657">mkdir</span> <span style="color: #7ee787">-p</span> ~/.claude/skills/reddit-fetch
curl <span style="color: #7ee787">-o</span> ~/.claude/skills/reddit-fetch/SKILL.md <span style="color: #a5d6ff">\</span>
https://raw.githubusercontent.com/ykdojo/claude-code-tips/main/skills/reddit-fetch/SKILL.md</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%;"> The next time you ask Claude Code to pull data from Reddit, it'll automatically trigger the skill to manage the tmux session, Gemini query, and output capture. Since skills load on demand, you only use tokens when Claude Code actually needs to access Reddit. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TOP & TRENDING RESOURCES</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzjw0sZ8jUX94NIGLxpqw2sk9O5K1W-7yinTI-3msMtlrXoiy1j2fc3IwlHUU_NcVAFuOFVwZFm7vP5wFvF0Ngfjh7LG8wR0-qXT3x5QbG2PRrvl_FB5O3V76D8yPLkie2pNhCRzuEXlwBbYQSjyqFCxGj7OPbhuTqww5yOJDakCa1nw0E2RqnvSQUpgGv7ESw_M2SGrpW0ReV2B-cbT3UNy83PetHlSx04kRKlNmwhKAYuWsWXmiOg-52KOTTVOAY/4pa/hSW0s0klRlKyzWZgeaxX_Q/h17/h001.6uLgvVoWwbOJm9PPNsqO9lU8wH2IKE4-L8u-2pZTICc" 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/5eecb27a-33fc-4dfa-877b-9f651a6d03f9/Untitled_design__30_.jpg?t=1774606169" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tutorial</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzjw0sZ8jUX94NIGLxpqw2sk9O5K1W-7yinTI-3msMtlrXoiy1j2fc3IwlHUU_NcVAFuOFVwZFm7vP5wFvF0Ngfjh7LG8wR0-qXT3x5QbG2PRrvl_FB5O3V76D8yPLkie2pNhCRzuEXlwBbYQSjyqFCxGj7OPbhuTqww5yOJDakCa1nw0E2RqnvSQUpgGv7ESwAd8hoywh6BGArReVAaEPVv9ZQj-3uDIcrakixyYrEn6g6kryUuL2zcY44xIcDx-8/4pa/hSW0s0klRlKyzWZgeaxX_Q/h18/h001.57AU1OiRPw8GRNo3Vsab1NVRg0-ntzT_2W1i2jllw6o" target="_blank" rel="noopener noreferrer nofollow"><span><b>How Stripe’s team built their coding agent:</b></span></a><b> </b>This video breaks down how Stripe’s engineering team uses AI agents, or "minions," to automate their workflows. You'll see how teams can trigger these agents directly from Slack to write and deploy code at the same time. It also shows how these agents use machine-to-machine payments to independently purchase services and interact with third-party APIs. </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.yBywWjiZ7oCsTrXLmaNhkiQIYoDq2KLReTCK-GAM5McbnSA_5lp0PC9weYDNB-iJRN_RU8_Wpu-RpeYTCUI81nv-l-VDWbPKonte_ozUQZu2ITWCHoHiHhOYR4sm-xkVxzBPcHhVuMUQR31keWNsSrPOPW5cUwjIjsQOxXKBUbXFkN9hnO2hQNoYmSGvQL-uNHaiCwKGTmzsdnpjpb8O6XnLd-ArohWrxApNWQwISuDJ_g2-v534y_jo8-74SWo2VAwg44kIXfKebcqtcuefJX_O7eyx0Gn7vRcGALzQ26_cezAU_Jo2JURZZLEZr8dj/4pa/hSW0s0klRlKyzWZgeaxX_Q/h19/h001.I6AxhWuyEO2mhF_D0IpSHLqc93MajnMxbcVTilakkRs" target="_blank" rel="noopener noreferrer nofollow"><span><b>Awesome Cursor Rules:</b></span></a><b> </b>This repo gives teams plug-and-play rules for dozens of stacks, helping you get sharper suggestions, write more consistent code, and ship faster across every project. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Paper</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePZFZzyHDwkld6bSYwPL4khJf-SsMEUAqTQi8nFM422Y6s0Z2-zQDIUH3hZWq-GLqf6BUwtO9-9ttbL6lWXF7mPCyz-wQNOB5KdDuT-oOcA5dSzVYEzfBXE0w7laWADp4-dGBnRuGW-sKNSKa5Vi3BKDk5gWPgLZ4JDSsiKMxYXtnKx4_rZ-VJaT_RK3CtF1ZXusQBqaC9npKA_PWxSc3wHhvMjdyhZyk6wvdS4dbL-wYG05NKBU-QQUekUKZa3rZoNvjQ40va914uYP8WK_pwc0mP-9VAAlx44kb8TBhZdKP/4pa/hSW0s0klRlKyzWZgeaxX_Q/h20/h001.HiGR2z5EE-JkM6QoR4UaOwQZgRUAS8RkxfNhhRHo7_I" target="_blank" rel="noopener noreferrer nofollow"><span><b>Improving Composer through real-time RL (by Cursor):</b></span></a> Earlier this week, Cursor dropped a technical report on how they <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5jOc4HPRjeGU7m9wlWQKbvxUIWuf-tsvMgYB6MlxOB1hAu2anlxlX8CQ43UiKbeqvX0nWhbdKAc8UhT6IysBjj__2wahiTgeT7_Waw20z4OIKKh_amTePVTw4Cs9diwJ4bvKhoN8s2xtebuwHf5hmSYlbZ4RnbqUMLaNJXAbyNxcbKP-hPPll6d-lWqB699LA4uWAPuWUWQIBq7jc0QIGA8ZUjpnLtqazVu_q_jxvhXuLq34Tufim_wxLYaGXGrN_CAFzO0lgIXe-n3iUn8G00YovbJmKWEQ061BdSt-keT/4pa/hSW0s0klRlKyzWZgeaxX_Q/h21/h001.yupVJsTkD8GG_wkACIzKDy63x9djrSoeXGHb_qAR8mE" target="_blank" rel="noopener noreferrer nofollow"><span>trained</span></a> Composer 2. Now, they've shared more research into their training process for new checkpoints. With real-time RL, they’re able to ship updated versions of the model every five hours. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 8.0px 8.0px 8.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="background-color:#f1ff00;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. Showcase your product to our 200K+ engineers and 100K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585yQb56OT5WPM7wMsJnxnn-cXjwexT2wojuOJ1izk9A2imgj8Q7SoVvF8r8PDSBXscoKYBdWbp37V8UoP1AvNbcHUrC3oJbgWQP84IUu6Y7-3yy5v_sUs4nvcjH2IRTf1nli4yqsISZQ6L-lz1e0zzsgRV9HfWrludiapnWvJ_z0c/4pa/hSW0s0klRlKyzWZgeaxX_Q/h22/h001.-l9FgQJDbhGHJERtKb3aK3kQ35PfYgLUNSrO1DUF2_w" 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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GH3Tc43GYF6BlKW-vLggbMsBF-IF2WhxpiG4QMEtKNjgOWOWPWhwmdnC9tPyTl1etKkQrkYGdQEgq8ElIwfPZJ5qIImVxmU44akRFZUhCYkmNPzuvaQ6tZIdF6YRrGSj6-VLOLBoiGPV9u0Qy8QiIe3_hTYACtAfifCY3Xyt37Yggkd1C2k3MQ0ppTWNvpqbYM32mbkZeaDckQGRxsZd_H6QMIOWcumrVF1_tHseJW_rxpcFgWUI1cRlbVJHBGgsp4O-7HB-T1vn_n8Jy8AropcZ9LfboL8z0QfGgsY560IiXpseQ149ah_5qQ_r2-ypzsJIzJr7vCh3-eFE3pRzIuezLYMTNdZDn68q6meNVpu12qsHxne-u-U9T31SYIar6AmUofK6ltxCj8FGmZZem9HSo59XB0WQuUHTsvi6fY9nPu5uoGPzBBtBNQEEiz5yF_Qw4yWyst-i_WRFOWjH8Y_hpm3pKsoEctnU49cC4qOfWEK6l55qjr8xysPp_eNYCn7KDl-iZ8SeZRmpcB4T9vK5IH0QglKsXLQweL8S4dNAMytMeTOgOnYJTdrPHHnhzL9-8j6x4VZgsKZtA28wumhObWIJv4HG6tSqG1YlWajJOoFxvr4TjhsO2yo6Z7ZjoeC0cg50ioaDN0Z6vsyCRk9XnqTDDbmYA7cTZucqDPqt3wyo6R0fSrd8CvCEHfZNy13DkJJIC83tOQVvE592fLFJh_IFF-yJh7LItG7BycPFwThxy63cETJtD0dZiP2UPNemMVkn2HHTHPrYItsBM0b2aSc46iMreqgkn-DFHmqBrKubTpucTdyjRVIlYmjM7Ju8WnFQw_AtPJBICOZRtMbvW92JUoxc8WFkmUbvluaIb1uEzTxJGUgr-8kisYnBhv5XryqDpsaHY3MIS5gbDYv/4pa/hSW0s0klRlKyzWZgeaxX_Q/h23/h001.HBDdDWbF-9ZvH-SZimcmtlmK0bw8NS9JsPuU-1IokdE"><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_h9ck9FHbNLRoYseehKmqjn20ictwqa6g790oiT4_TBi9sNJfGqRBmv1HAs9FYgi_3c1vCktTOZcdvuQVz-8zQIuxo8HQE75dFPSC19CKo9PGhJb2jbfGZ1d7lHpCn7HaNMKlMb_nM-WkSOqx1XKJ1tAQSwVZDVCbTnSjrPhyBy-eeyH8FVu0rkNAMlwpIP2Vga3Rj63Dw_lAByJP2k894qeyqyhL6r6-XJyoL1u8CWofiBCCbJX8dRsxICFhJ3aOpM7uGlHA4EStEnbm4-MyerAqKNa0W4ldAmIiewqrZKJ-MeJI-KHRPU1QZc4KLPmD60OCWvONagpW75IeaxAX55AkBgSSnL33TKmNKBKRkaaPPc69iEOCWq40TB77JP8NmCMphg93uI1Hf1PDC1xDLD7TjDsBtVPNV6oxP4LRr0qA1_tS7H7cJXBKc5RXldWgOnOi6Nk5Tzx5qH2Mk27cS-Euk5b433TiLqiYe-sxC4_fUG0cI_Ka063Zlq4PGM6udtGTQIPik0jdkkJo4GIvfIOAF6Oydha7h2cF7iZAk6GAXB24KjUC6ii_SujFuNOq03K323AUYZaitFesgCk3Hpj8HB3VOWdeN259tWMYLeIDwjS4QX54-dt4B-Vp2iTLOx0R4rd0eFy8yN-JIVpGnz5NxG4UmV5MnELMvlxiFsHmytH-pHpCf-TiD5Lps7XXfUNry8b6O23bRiyp6g18GdUAGvACgnEIVaz14GA1o3hibxxsa0ee_OtmVOfyvqvmzc-TD0F4RG0f0i4BmQaFLn8W8AhkMUp9S3xFShZZvB7HC12GM_mgRF4XHKVBM-RwPQe7Nfxd8lvVNPasifr55IPs_OjFHwA1-0C4rPKJtPApPW-H28Nb2LE5zyOipIyGh2r0kj9PsEutm1TSbAg2PY4fESD9I3w/4pa/hSW0s0klRlKyzWZgeaxX_Q/h24/h001.28XLwNMIN80FuYlvUjpZdspwEo9SV70NGE4jg7W9rr4"><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; 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**Welcome back.** Ever talked to a laggy voice AI agent? It’s painful. Google just took a massive leap toward changing that with Gemini’s latest upgrade. Speed isn’t even the best part: you can now have much longer conversations thanks to its doubled memory.
**Also:** How to build agent evals, design CLIs for coding agents, and run deep research from your terminal.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* What in the world is comprehension debt?
* How to make Claude Code read Reddit
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://x.com/Google/status/2037190616061284353)
Caption: Click here to see Gemini 3.1 Flash Live in action.
--------------------
**Google's Gemini 3.1 Flash Live raises the bar for voice agents:** The search giant just shipped its most powerful real-time [**audio model**](https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-1-flash-live/)** **to date, built specifically for voice-first agents that can manage complex tasks at scale. It boasts a 90.8% score on ComplexFuncBench Audio for multi-step function calling and leads Scale AI's Audio MultiChallenge for its ability to follow instructions even with real-world interruptions.
**Stripe builds a CLI so agents can set up your infrastructure:** The payments giant just launched [**Stripe Projects**](https://x.com/patrickc/status/2037190688950161709), a command-line tool that lets you set up hosting, databases, auth, and analytics with just a few commands. It handles everything from credentials and billing to plan upgrades right from the terminal, so you can stop jumping back and forth to the dashboard and focus on shipping. They've already teamed up with early partners like Vercel, Supabase, and Clerk. Click [**here**](https://projects.dev/) to request access.
**Chroma open-sources a 20B search agent that rivals frontier models:** This AI data infrastructure company just dropped [**Context-1**](https://x.com/trychroma/status/2037243681988894950), a 20B-parameter agentic search model under the Apache 2.0 license. Built on OpenAI's gpt-oss-20B, it handles complex queries by breaking them down into sub-queries, retrieving data iteratively, and automatically pruning irrelevant info to fit a 32k-token limit. It rivals heavyweights like GPT-5.4 and Opus 4.6 on public benchmarks while being faster and cheaper.
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##### **INSIGHT**
## **What in the world is comprehension debt?**
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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/f80281df-7160-4c3d-9065-f13f39a04113/CleanShot_2026-03-27_at_12.34.27_2x.jpg?t=1774595131)
Follow image link: (https://www.anthropic.com/research/AI-assistance-coding-skills)
Caption: Source: Anthropic.com
--------------------
**Faster than you can follow.** Pull requests are merging faster than ever, codebases are expanding, and every productivity metric looks fantastic. But behind the scenes, many engineers are hitting a strange wall. They can no longer explain exactly why their own systems work the way they do. Addy Osmani, Director at Google Cloud AI, recently gave this problem a [**name**](https://addyosmani.com/blog/comprehension-debt/): comprehension debt.
**Clean code, shallow understanding.** Unlike technical debt, which announces itself through slow builds and messy dependencies, comprehension debt is far more subtle. The code looks clean, the tests are green, and the reckoning only arrives at the worst possible moment — usually when something breaks and nobody can trace why.
**The broken feedback loop.** Code reviews used to be the primary engine for knowledge sharing. By reading a teammate's PR, you learned how the system evolved. But AI now generates code faster than any human can genuinely review, effectively breaking that loop. An [Anthropic study](https://www.anthropic.com/research/AI-assistance-coding-skills) of 52 engineers confirmed the impact: those using AI assistants scored significantly lower on comprehension tests, with the sharpest declines occurring in debugging performance.
**Comprehension is the job now.** AI handles the heavy lifting of writing code. The real engineering now happens in understanding what was written, why it was built that way, and whether those architectural choices were the right ones. If your team is feeling the weight of this shift, ex-Vercel engineer Matt Pocock recently [**shared**](https://x.com/mattpocockuk/status/2036768796065640554) a simple rule worth adopting.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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Caption: Meme of the day.
--------------------
* **DIY Vaccine:** An AI consultant used ChatGPT, Gemini, and Grok to design a custom mRNA cancer vaccine for his dog. Sam Altman met him this week and has a [big vision](https://x.com/sama/status/2037396826060673188) for where this goes next.
* **Broken Evals:** Most teams throw hundreds of tests at their agents and call it progress. LangChain just dropped the [**eval framework**](https://x.com/Vtrivedy10/status/2037203679997018362) they actually use instead.
* **CLI Researcher:** A dev built a [**deep research agent**](https://www.youtube.com/watch?v=2NcLtWazHFU) that runs entirely from your terminal using Browserbase.
* **Agent-Proof CLIs:** Most CLIs aren't built for AI agents. A former Microsoft PM wrote [**7 principles**](https://x.com/trevin/status/2037250000821059933) for designing ones that work seamlessly with Claude Code and Codex.
* **Vibe-Coded Science:** Google's Project Genie team needed a way to visualize world models, so they [**vibe-coded one**](https://x.com/GoogleAIStudio/status/2036926844503810115) in AI Studio.
* **GPU School:** An ML research engineer just [**open-sourced**](https://www.linkedin.com/posts/goabiaryan_fundamentals-of-gpu-engineering-share-7442915779827650562-KfQB/) 38 podcast episodes on GPU engineering fundamentals.
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Caption:
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##### **AI CODING HACK**
## **How to make Claude Code read Reddit**
--------------------
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Caption:
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Claude Code's WebFetch often hits a wall with sites like Reddit, returning a 403 error that can stall your research. To fix this, YK, an ex-Google engineer, [shared](https://github.com/ykdojo/claude-code-tips?tab=readme-ov-file#tip-11-use-gemini-cli-as-a-fallback-for-blocked-sites:~:text=just%20Claude%20Code.-,Tip%2011%3A%20Use%20Gemini%20CLI%20as%20a%20fallback%20for%20blocked%20sites,-Claude%20Code%27s%20WebFetch) a clever workaround using Claude Code's skills system. By creating a custom skill file, you can teach Claude to pivot to the Gemini CLI whenever it encounters a blocked domain.
Just install the Gemini CLI and authenticate:
```
npm install -g @google/gemini-cli
gemini # run once to auth with your Google account
```
Create the skill directory and download the file:
```
mkdir -p ~/.claude/skills/reddit-fetch
curl -o ~/.claude/skills/reddit-fetch/SKILL.md \
https://raw.githubusercontent.com/ykdojo/claude-code-tips/main/skills/reddit-fetch/SKILL.md
```
The next time you ask Claude Code to pull data from Reddit, it'll automatically trigger the skill to manage the tmux session, Gemini query, and output capture. Since skills load on demand, you only use tokens when Claude Code actually needs to access Reddit.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **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/5eecb27a-33fc-4dfa-877b-9f651a6d03f9/Untitled_design__30_.jpg?t=1774606169)
Follow image link: (https://www.youtube.com/watch?v=o5Mi5SYSDnY)
Caption:
--------------------
### **Top Tutorial**
[**How Stripe’s team built their coding agent:**](https://www.youtube.com/watch?v=o5Mi5SYSDnY)** **This video breaks down how Stripe’s engineering team uses AI agents, or "minions," to automate their workflows. You'll see how teams can trigger these agents directly from Slack to write and deploy code at the same time. It also shows how these agents use machine-to-machine payments to independently purchase services and interact with third-party APIs.
———————————————————————————
### **Top Repo**
[**Awesome Cursor Rules:**](https://github.com/PatrickJS/awesome-cursorrules)** **This repo gives teams plug-and-play rules for dozens of stacks, helping you get sharper suggestions, write more consistent code, and ship faster across every project.
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### **Trending Paper**
[**Improving Composer through real-time RL (by Cursor):**](https://cursor.com/blog/real-time-rl-for-composer) Earlier this week, Cursor dropped a technical report on how they [trained](https://x.com/cursor_ai/status/2036566134468542651) Composer 2. Now, they've shared more research into their training process for new checkpoints. With real-time RL, they’re able to ship updated versions of the model every five hours.
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