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🧑🤝🧑 The human-focused AI company
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Selected Message
From: "The Code by Superhuman" <thecode@...
To: [email protected]
Date: Fri, 16 Jan 2026 13:05:42 GMT
Subject: 🧑💻 How Meta engineer builds with Claude Code
To: [email protected]
Date: Fri, 16 Jan 2026 13:05:42 GMT
Subject: 🧑💻 How Meta engineer builds with Claude Code
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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 use OpenCode  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> January 16, 2026 | <a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9vENLFr0Iy-c22qNOfXu_xMHlYvFv8JrdQsvGN245YVAlfjC4ljIuSmEN4uIoQzRt-2DDWrt0hBgT5wKC5Ma4ATnKo1f28EFrxMlqX1fEWq9nAE9wsu_rA6-Ua1X8bvf4QHwAkj0jvjLq7NaI55XRjWoRCke5-gOL6S8z_PShGDAMAnLArPwUGy71kyVhar9dKFtSVDJsMxjLV_6AbOG8Am9InRb0_vKGtpK2lPvLMwBLNsT7LX-ahrHF6kZucV_52wESfOFPKJTQC2BYLXYt6O2iaLdmrM20GfN7hqyKsOKS_AshOvjV2ZDhrppSaumv_chMjRL8PEbsfDXMuB58w9PBbqvWv1Ap4cyeJ5fOGx5A8oLM5rL8NUSO7vLMdmieH1V41VlPKCyMv5ERdMpbV32WBeKVOoMKm7fA3l4RKSxw4h2IOi5IgZ14mRTrnpGvg/4nc/gKNp2ftAS62SMr2ZbEnnXg/h0/h001.xc3JYAnnW0Fk1lt9_AA-lSLbi8X4SrNQsC1DHB7vMlM"><span class="translation_missing" title="translation missing: en.templates.posts.email.header.read_online">Read Online</span></a></p></td></tr><tr><td style="line-height:0;"><div data-open-tracking="true"> <img src="https://link.mail.beehiiv.com/ss/o/u001.KyojDkr7Qchq5lk88rZzJw/4nc/gKNp2ftAS62SMr2ZbEnnXg/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:536px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f41e67be-adfb-4d5e-805d-78fdbecb52e5/Group_1000004741__2_.jpg?t=1758182636" alt="" height="auto" width="536" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Welcome back.</b></span><span style=""> The battle for AI supremacy is shifting from raw intelligence to personal context — and Google just played its strongest card. </span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="">The company's new 'Personal Intelligence' feature lets Gemini tap into Gmail, Photos, YouTube, and Workspace all at once. While competitors scramble to build integrations, Google is turning its apps that billions use every day into a moat.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Also:</b></span><span style=""> How to use OpenCode for coding, how PMs are using coding agents, and 7 rules for engineering next-level prompts.</span></p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:rgb(34, 34, 34);border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>Today’s Insights</b></span></h3></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-size:16px;">Powerful new tools for devs</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Ex-Google engineer’s Claude Cowork guide</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">How an ex-Meta engineer uses Claude Code</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Trending social posts, top repos, new research & more</span></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Welcome to The Code.</b></span><span style=""> This is a 2x weekly email that cuts through the noise to help devs, engineers, and technical leaders find high-signal news, releases, and resources in 5 minutes or less. You can sign up or share this email </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0iQN5AwO1uyo7b8VWzUC8KOah9ybMlNm2WEQrCogJmQ3zyPcM7Szr4niatprgNoGkK4ZFH4q5ZlwgKbPaI1CoDBt-v82t1FtsMjWgHFdfBXUBQf3EXmA7I4eV9FVneiPPo7pYJJ-0hbXlKO5it9jB6IsBzMAYRanT9CRmeruoAki9DfhNTuZ_iUgCaQxM7MbKxdkGV_z7pynenmIL-xZdFI_eNV0vpQ0ZzlRiWw705vUv5wRMLrLjPlKhXzon-pqxV047HGKTzwTi5hnv6ySLPYHSX_dMAJmBZdi3FhEMCdh/4nc/gKNp2ftAS62SMr2ZbEnnXg/h1/h001.EE-eTmA9gCH5dNJOnr2DE_uFHy581NMMpp8Z5lYD4zE" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a></span><span style="">.</span></p></td></tr></table></td></tr><tr><td height="12.0px" style="line-height:1px;font-size:1px;height:12.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b> THIS WEEK 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.ZELe4XSJUXiTVID8fUzIAGQZmb0x9YTiAbUsrUYpyByEQg_ZRd45BLvu8nrvKIRJ51xaQb_bJEi3X3slWekFpo1rv9ACRIa-vOVo4zlptP0p0Ns-Egbn1aMERTNFjEYuTXmFbT1nZym5_WQXqoBq8ynQyzILN9yXsCuRJqAdNB3zaJvs8wuI1dH0YnpuKcBLCYIaPXFUcM42eyl-iZsAGK8aYtimitAP1ciMAPS0ZfvHoCT6O5icunylMkQTzQRkF3Wd50s739bk53_E-n9DfwPl4lwhn0MxJJs4gRSWeWgp91jL7c2fYkcGssClyLdSE3lyOt_HRoVWDerpogjydVQuOvZv4nVhfAR7eSyaOF4/4nc/gKNp2ftAS62SMr2ZbEnnXg/h2/h001.-bxtS79FGahlhvKF8APr8yB2y2Yyx1zWFZBNS_NWluA" 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/179f704e-8ed1-4a36-84d5-b803078e8bb5/image__72_.jpg?t=1768554497" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p><span style="">Click to learn more about Personal Intelligence. Source: Google.</span></p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Gemini learns to connect the dots across your Google apps:</b></span><span style=""> The search giant just launched </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAGQZmb0x9YTiAbUsrUYpyByEQg_ZRd45BLvu8nrvKIRJ51xaQb_bJEi3X3slWekFpo1rv9ACRIa-vOVo4zlptP0p0Ns-Egbn1aMERTNFjEYuTXmFbT1nZym5_WQXqoBq8ynQyzILN9yXsCuRJqAdNB3zaJvs8wuI1dH0YnpuKcBLCYIaPXFUcM42eyl-iZsAGK8aYtimitAP1ciMAPS0ZfvHoCT6O5icunylMkQTzQRkF3Wd50s739bk53_E-n9Dfy6iwqJVnbgHm-iPd9KRWs8EiXhrkdAaHALosUQkLRpgkkOdt3N2-kwyLzTyaxx8mnRYXTxnjEkIQrvuR3GwoEo/4nc/gKNp2ftAS62SMr2ZbEnnXg/h3/h001.BoKZHNUyBBVcr1n3K_m8iFFXYfvGn1NxzMx_zdgC5OU" target="_blank" rel="noopener noreferrer nofollow"><span>Personal Intelligence</span></a></span><span style="">, a feature that lets Gemini pull context from Gmail, Photos, YouTube, Workspace, and Search all at once. Instead of relying on general knowledge or one app at a time, Gemini now retrieves approved data across your Google apps at request time — no long-term memory stored. It's opt-in and disabled by default. </span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>OpenAI launches ecosystem for building multi-provider AI apps:</b></span><span style=""> The AI lab just dropped </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqujbJuMNxH7fSlG3xl9tvR87bZLfy9CgY-juKIiMymR942d730a5krn1yUNmY31Aydl7fjVWa8WuzQWxx_vftQ0mf-AgIOE5KgVa_-BeyfBp_iuV4xU-D-_8gn0I3YfXQknx6MEOasqcZYlMVBrsZG9jQOsCuFAwqQtS1UIhm7fPO78wXFnuOJ0xOXPuqdrTRAW6oIFh-CRXRoyTarHuBdXytP22KIxNoUDCBouJwa9SyiF89E2zQeLq4lBQzmLsz77bIbpFoDJHx33sncZTbUMI/4nc/gKNp2ftAS62SMr2ZbEnnXg/h4/h001.YGz2v2XVkGZKT6AlkPJRMUCJLYWeV3lSg_jj61aPB-s" target="_blank" rel="noopener noreferrer nofollow"><span>Open Responses</span></a></span><span style="">, an open-source ecosystem that lets developers build agentic systems across different LLM providers — without rewriting code every time they switch models. It includes consistent streaming events, tool-use patterns, and a shared schema that works cleanly across providers. </span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Claude Code learns to travel light with large toolsets:</b></span><span style=""> As MCP adoption grows, developers are running into a scaling problem — teams with 7+ MCP servers burn through 67k+ tokens just loading tool descriptions. Claude Code now </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6OUThKZPtznLuMKCXD39bU6DOEVwMzkB2hkyLRUwkwbi0X9FWhuvBFLvjFNvkiu4weQ86AfS45tZsiYDer7plUfP94k-gxkTwZ64VgS-I7QDyHRpoJhMVdUhlLMy1fKHUbo6O5C2-bTyZM24D-paUPxyyOz_yxSHb3ga0Sre_qrVqFjJfqDJa2VfKhdKfCduCkUlxRM6KHzXm5IyJl36jsRSqYrYkiej9SmEOBSd2TH4sI6NIq2FJhPonFRMewSkhvfg1DscqgLsmqTnYXcGvvLy5x5SdCEnUMAOo6a023r/4nc/gKNp2ftAS62SMr2ZbEnnXg/h5/h001.ItPmVQyfZNVl9BqI8TZH4Bwziy7OxeBFQyif4vMRj2U" target="_blank" rel="noopener noreferrer nofollow"><span>detects</span></a></span><span style=""> when schemas exceed 10% of the context window and switches to loading only the tools that match each task. No protocol changes are required on the server side.</span></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY </b></span><span style="color:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.6BgiIgfXuVfnyhRKXsx1YVmtso99nbeBBOgokUimeyT2-xAuq4xn3Wx7lsF_WiEIDzMSVTHrFEPN5YlPzTz2R8LqagxLhW9cAOXCAvVaTtO8iQA-30EGXL9GUofm3BezTheR1GSx1fo1fcVsYZL0RbrlTTuWpcYMIyUDET0p9jQMKeWLplnKkA1-ndbvSJzWzzrt2FnF8wufQWvfRnvjgIVlP8WE0492KgKEiI3vqdIDOsl88kUua80aMJxgHI2MkYShbLwJNxFCiB_U0lMCLA/4nc/gKNp2ftAS62SMr2ZbEnnXg/h6/h001.KEgoPFcjSlIj2vcpp67eRct9fGZpMtWTeq-b-d_L9cY" target="_blank" rel="noopener noreferrer nofollow"><span><b>YOU. COM</b></span></a></span><span style="color:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b> </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:600;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4SLrjyL8FYsUUe8zI83KYsPxUU4fPeChUvLyLi2Dzfanrl5nC8LJHvyYV7_cO0RQhWkLMK8gilSR3vFZHUnHN1n1NFW9vpknLkCvrmTRbChGZOwr2nZohVq2D_LZAUs9mBHdSLR4m5aGwxM-NGdPvKfzmC8AjqJQgHdDwBE_tZcflFR-fxy-BNrPYJSgsReFHKxrkok88BUzuS_8EdxwNACDqpwQagHpPb9-4l2v6m0Wx4GIMcjUTXT-nruMVYahD2k-fZVBkd90ygjALiK6VW3UCpJnQO9c_UaoGUf5k6OP9Xz_EyQPWgXCDAM1UYg3L7Fl5J-1K9i92EJLY1N9850/4nc/gKNp2ftAS62SMr2ZbEnnXg/h7/h001.ZcYSoC3X3d8cr0jWY-vBKlgqANsB1Tkx2msCzRsilPg" target="_blank" rel="noopener noreferrer nofollow"><span>Tinkering with prompts can only get you so far</span></a></b></span></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4SLrjyL8FYsUUe8zI83KYsPxUU4fPeChUvLyLi2Dzfanrl5nC8LJHvyYV7_cO0RQhWkLMK8gilSR3vFZHUnHN1n1NFW9vpknLkCvrmTRbChGZOwr2nZohVq2D_LZAUs9mBHdSLR4m5aGwxM-NGdPvKfzmC8AjqJQgHdDwBE_tZcflFR-fxy-BNrPYJSgsReFHKxrkok88BUzuS_8EdxwNACDqpwQagHpPb9-4l2v6m0Wx4GIMcjUTXT-nruMVYahD2k-fZVBkd90ygjALiK6VW0jZZ-m27V61kcPtj1xqFytkV-fGg95yABgpxIErTx7KpKDCfyts7cP0AK-43FIFP0/4nc/gKNp2ftAS62SMr2ZbEnnXg/h8/h001.eGrsG6uCtiq4Ss7Aw-0a_nWDVjK50I5_FJ8NJFh4Jpc" 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/ed9f680f-2aae-47cf-a86d-814d5cef0fd3/image1__18_.jpg?t=1768509976" 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%;"><span style="">Most companies get stuck tinkering with prompts and wonder why their agents fail to deliver dependable results. This guide from </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4SLrjyL8FYsUUe8zI83KYsPxUU4fPeChUvLyLi2Dzfanrl5nC8LJHvyYV7_cO0RQhWkLMK8gilSR3vFZHUnHN1n1NFW9vpknLkCvrmTRbChGZOwr2nZohVq2D_LZAUs9mBHdSLR4m5aGwxM-NGdPvKfzmC8AjqJQgHdDwBE_tZcflFR-fxy-BNrPYJSgsReFHKxrkok88BUzuS_8EdxwNACDqpwQagHpPb9-4l2v6m0Wx4GIMcjUTXT-nruMVYahD2k-fZVBkd90ygjALiK6VW2OqW1n71TeWNYqC5jVq9lgQFn67DsqWXoMQENKHAffQMsW9044ENpz19KSPNjozeg/4nc/gKNp2ftAS62SMr2ZbEnnXg/h9/h001.OdmVHR3Ca4WzKTPUemh27lMeJ-sOkxK7TEV1sTDJ6-Y" target="_blank" rel="noopener noreferrer nofollow"><span>You. com</span></a></span><span style=""> breaks down the evolution of agent management, revealing the five stages for building a successful AI agent and why most organizations haven’t gotten there yet.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>In this guide, you’ll learn:</b></span></p></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Why prompts alone aren’t enough and how context and metadata unlock reliable agent automation</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4SLrjyL8FYsUUe8zI83KYsPxUU4fPeChUvLyLi2Dzfanrl5nC8LJHvyYV7_cO0RQhWkLMK8gilSR3vFZHUnHN1n1NFW9vpknLkCvrmTRbChGZOwr2nZohVq2D_LZAUs9mBHdSLR4m5aGwxM-NGdPvKfzmC8AjqJQgHdDwBE_tZcflFR-fxy-BNrPYJSgsReFHKxrkok88BUzuS_8EdxwNACDqpwQagHpPb9-4l2v6m0Wx4GIMcjUTXT-nruMVYahD2k-fZVBkd90ygjALiK6VW3XHdEd5UgMnDOI2fT8ibGqtaY_BYzhZUwczk6IOVCOKSUoqJumzoD1cej1Y0mgP2g/4nc/gKNp2ftAS62SMr2ZbEnnXg/h10/h001.YfgRJ_64xEe6pnWCZRnhLKcGYoGUo7LhcvS4rLKGTCM" target="_blank" rel="noopener noreferrer nofollow"><span>Four essential ways to calculate ROI</span></a></span><span style="">, plus when and how to use each metric</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Real-world challenges at each stage of agent management and how to avoid them</span></p></li></ul></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="">If you're ready to go beyond the prompt, </span><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4SLrjyL8FYsUUe8zI83KYsPxUU4fPeChUvLyLi2Dzfanrl5nC8LJHvyYV7_cO0RQhWkLMK8gilSR3vFZHUnHN1n1NFW9vpknLkCvrmTRbChGZOwr2nZohVq2D_LZAUs9mBHdSLR4m5aGwxM-NGdPvKfzmC8AjqJQgHdDwBE_tZcflFR-fxy-BNrPYJSgsReFHKxrkok88BUzuS_8EdxwNACDqpwQagHpPb9-4l2v6m0Wx4GIMcjUTXT-nruMVYahD2k-fZVBkd90ygjALiK6VW34IpQsALAZFTzDCr_mqVlSKEaJYQ3FmSfGxvtKdAojtWmfyxs1tAx4zBrdLH7Borc/4nc/gKNp2ftAS62SMr2ZbEnnXg/h11/h001.r0BdGMbPmL0H2LPab0CI0fmh7uuTh7I_sF_N9U4oszQ" target="_blank" rel="noopener noreferrer nofollow"><span>this is the playbook for you.</span></a></b></span></p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TRENDS & INSIGHTS</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><span style=""><b>What Engineering Leaders Need to Know This Week</b></span></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/fcfb5cf1-a8b7-422d-bcb5-2351d37932f2/superhumanteam_a_team_of_5_software_engineers_building_a_car__2f0ed39b-9bf1-48e8-bfe4-cbb54d42f79e_1.jpg?t=1768563203" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p><span style="">Source: The Code, Superhuman</span></p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6A4DShVfV50nL8ANUoD9wjPQ4uGKgtaoD3Oxo2mDPWEANApMa3ck_zLEd_40uG5hkpTy1Qnz0405INleQK78_Gp7BoN_dQcqGuK6Nq_bDlzlazz-9EnfXMj984oeXqxYGzUuiFNAokbpbEGz_yJ3pylnm2vud8eRf0xTj9p60_byElfrYXkhIDFIg5dy0xx1usGTvKiCNINmayN2F0rFyaYUegkjVFyG4v38K7B9KlBNQHgiZESr-OLHMlwLzkM0zIoE5_PxmjyS_28U9C_8ksvMBlQggA2tPXDrI36dReW/4nc/gKNp2ftAS62SMr2ZbEnnXg/h12/h001.hLdSKrzuYHjBrBSHET_O1Wo2DVWSYcHOaCuuqcHETFA" target="_blank" rel="noopener noreferrer nofollow"><span><b>What happens when PMs no longer need engineers to prototype:</b></span></a></span><span style=""> A Google PM argues that coding agents are compressing the traditional handoff between product and engineering. Instead of writing specs for engineers to interpret, PMs now prototype directly with agents, then bring engineers in to make it production-ready. The bottleneck is now knowing what to build, not building it.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7SDFxVQNYOSNjwx032TlwvUPGxWFD_bge7cmMGX_BiHLAuJZsWONJi0ugzUMgNS5aU5e-7fbMfD_LlXlPOZlPSrZSWdqakI9fH5h6bV6pKoenBeqoC6cyGuRibAT9Pg8e3yVQcdkDFwUigxKRuCMf7OLcK9mMeGLErQ4eo2sojUJXd2N8r0tSXerX6RXjqg8V8w2-5g4GUOvr2S98S9OhSxIK-WXBXrFUXQlzxOYotJKdlhY0MzUWU8qvMuKIm_kycsdTlihSs6Aad_bHD2MTBd1fjUsHpQqF_Xk64eSaaAtg/4nc/gKNp2ftAS62SMr2ZbEnnXg/h13/h001.kxSOH_u_hF2XBTu3CE6mJZhj6z6zoiqn-odKWftar_g" target="_blank" rel="noopener noreferrer nofollow"><span>Why do most AI agents break in production:</span></a></span><span style=""> Most teams building AI agents are flying blind — catching bugs only after users complain. Anthropic's new engineering playbook changes that. It claims that you don't need hundreds of test cases to start. Just 20-50 tasks based on real failures will do. Teams with solid evals can upgrade to new models in days while competitors spend weeks scrambling.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xquq9j5qzV2OpG1RV_3SQ_VfcPwpO74inp-fWD19TQ_u84t6MqH3yNgK_Sv1vjjgDirEW5TKFswXeSph5KOZJQmYfpCQ_InHEt--Ft175UDfidF9FfCp-XMZJ35L0DokIeNKHsWUddIjwZc1M2uLxnl1y2uUk9f9vnsP4qosbzxiOMXmqdxqaY5LXv4sr8Bbbjz-TuFq416mkn86MTNT7lLrr4q89bEsvGEtpktw7_HfOtOodKgSaKqAvXE-bdG4EBYfIA5om4Jyh4Yb8uoX-J8NWwf3m0nZbZJZzr1fB_KpjDUS0Vhm017t-GrFAlZO8SAQ/4nc/gKNp2ftAS62SMr2ZbEnnXg/h14/h001.Gqtx2YPiKO7_dupB1LB0_UI3tJT1U7ESOgqmEMSbmpc" target="_blank" rel="noopener noreferrer nofollow"><span><b>Why your best engineering proposals keep getting rejected:</b></span></a></span><span style=""><b> </b></span><span style="">It's not the idea — it's the delivery. CTO Anna Shipman breaks down how to bridge the gap between engineering and the C-suite. Her advice: execs optimize for company-wide impact, not technical elegance. Lead with an executive summary, quantify the ROI, and translate "tech debt" into dollars lost. Bottom line up front, always.</span></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN THE KNOW</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><span style=""><b>What’s trending on socials and headlines</b></span></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:650px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/ca331e9c-16e7-4fbe-a5a6-64cdd4310790/image__73_.jpg?t=1768557654" alt="" height="auto" width="650" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:650px; padding: 4px 4px 4px 4px;"><p><span style="">Meme of the week</span></p></td></tr></table></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b>Prompt Mastery:</b></span><span style=""> This guide shares 7 rules for engineering </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_sCYZV6B2xKg_uzEGhBH6zX6hIRQqgS6oQgfPFwpDeKhe7GREpiDfCy5gBRbqmu1cBWzb99VglhOHdBuSP8oK2Clxuxg8aVByJVhq5_RD1EPjuW7Tu9gT75Lv0ClAuvyWPfb1u9IQoncJmKtwHAqGXPQek2ova033i5UTqVh3s1UjnekAm3SHLRAEPgxtqHesfDI6KXRDbBqZCLb1FOM6RINsmGlnA0JJVPmw4SHoeEOueuOdnewXa1N_iPdC7uRpEkkfgO2M5QU20Ig3dKn-xBku-ZjUw_Rgyzp1iQtcl3/4nc/gKNp2ftAS62SMr2ZbEnnXg/h15/h001.T406VESar8XUtDwnp1LcVQuNoHRAQ08eq1WVIEpDqRk" target="_blank" rel="noopener noreferrer nofollow"><span>next-level prompts.</span></a></span><span style=""> Turns out, the magic happens before you type a single word.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b>Cowork Playbook:</b></span><span style=""> An ex-Google engineer wrote the </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1ERalTK6q5Afge13KdmZk9ncRMRonNFj3YI2-nxOFVJK01uxzQMJtuNKAqPDTUMRtDHtzci4X7jof_GowGK3CzJE_HQ97_6h75rnSf0OGMHxX2hpB-fOetuVi-0ZGJRuWpdWCQvgbPkWycG3gcNEoNhUEr8oO4EPyWiaB99d4WgarVRrf-O5-jmMlBtyxVGTJ-iZqAIlVSFvpYcoWHBwEbC1jQGc7HI0gcN1KSxcj4KhCf8y7BBtgEUIGWG3ORRD2SjK8hbb1oTjwAxadlBiQ08F6rFe-1XWS0-xdHH1eZP/4nc/gKNp2ftAS62SMr2ZbEnnXg/h16/h001.hoPGKZ-Xmv6PREESptksOJ9JG3X_iqxepjr71M1ZxFM" target="_blank" rel="noopener noreferrer nofollow"><span>complete guide to Claude Cowork </span></a></span><span style="">— with 25 use cases, prompt templates, and tips you can steal.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b>Startup Season:</b></span><span style=""> A founder compiled </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L20fP4xFNoxseO6LKHjoDrLIIlyBoodxryrOjBGGSol9BkM9QZSR1zZwoXJE76fyXvjYZcYhvZSaOtXoV4cRDEd6B0cBn0tgfMCAWJTWjwtKOT7oPB2S4WDaTQRvuSNvmu9Q_xSY1CLGEY8sIzGwDJhpbpqz7GQi0ktbkzqR2bAWNXgcMvoR7QUVeqhLRqB_5R2z6LOT3QMLvoPVAzAE5wyOjIyMypHqex5URW4JOS6xDXySt0qktP12bG9FKeEByTQx55repIpE6acjsVRBu0Aoo8XI3B1-tYcRJSigLDOW/4nc/gKNp2ftAS62SMr2ZbEnnXg/h17/h001.P00g_AZNyfvCSkGjYZ2vuZZRSDWzGCfBXJd_q20gwp4" target="_blank" rel="noopener noreferrer nofollow"><span>40 reasons</span></a></span><span style=""> why now is the golden age for startups. From AI agents as cofounders to zero-gatekeeper distribution, the opportunity is massive.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b>Vibe-Coded Browser:</b></span><span style=""> Cursor's CEO used GPT-5.2 to build </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LwxzEeor6wJ6zXV6oHDjO2J06sarlC05UZ7C8Vi2G2nQ0TxJu1rO8bMopDFjJOMFhXgCKHACnQwZAFspLGG01xP_QOGes3knceybxuSwbWufocgRcQET_R85QXDRgRxk1ItYwrqit9969i0eVAZivdAWmMXwrlnj8JjrKbvcOEU5Wel-Lg2FIs3nGjOZ33238EbVyvJ0l5R9my_NhEAVfa9myDCVmfEZrqh2CnS8RCb9Sw-u4RyyhUlQ6E2Ik_ubHd4_VufRnCSaF211urtW9kOS-qkdZUgAuKHzOOuGsepL/4nc/gKNp2ftAS62SMr2ZbEnnXg/h18/h001.xi4_jwqPcKeEVfdS1lDO9HzoPmTEjUW8-QKw3E6-XV0" target="_blank" rel="noopener noreferrer nofollow"><span>an entire browser</span></a></span><span style=""> in just one week — 3M+ lines of code. Simple websites actually render correctly (Read the blog </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePXigfAj0JDbSDjKeluvwld0jOdfH_uSn-L_ogsNGTeg2r7O56D6xdTFORcOMorzpf42vWnO-_yTMYTmnY5i6h1pq9MAq4VmEqKOV8IrkAP6TMgQzidojN4X6xwKN-01bebolrOndUlN7jCH6wfGQ81TuU6y68tEUzuMtxIorSNHyd1UUuta67UcnbG90KI5vo9c184BWKGIoCgLtadPGFr2Ovd9wUFXy591rPVY_lOhWDk6tXStfJ_ntRXEIuji2Qfy-NOAF-IVJsuJiy3jjBug/4nc/gKNp2ftAS62SMr2ZbEnnXg/h19/h001.oJI8kHwnFlq6pLrytUe-5gI4MngiYnVXj_eH1eQk1w4" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a></span><span style="">).</span></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Z.ai </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LyW8Zkg7ORTtNWCc4M7CiTD9ABh7S_II_hpkVGupYmaNBAwmCCYSceu0n8-RKB8HROBSyz20VrNoWHh2bzzTlJCCpnBWNyPIjSUbsjPB8Ed2P-MFX71Zpw2sI69bCareMRHqnk5BtIct3xpMXFy2iAKDi9AhoRTIulFo1TzDRRMEGBunAZqexsiwOnfiej4cePmoZ0q7Ifm0hEzPWJapu7HGNOiam1c_lOHdNJcUswSj16LEGpdNldMB6GUoexXMzlD31EKKEDbXN47Lf6Eh0N6sdj2OSlvyaW5o2jfo5tGc/4nc/gKNp2ftAS62SMr2ZbEnnXg/h20/h001.oUpLVfZDXMjmfktnxpqNbAOVEvnpzLTrMQbQrgOGxp8" target="_blank" rel="noopener noreferrer nofollow"><span>presents</span></a></span><span style=""> GLM-Image, an open-source model built for precise semantics and complex visual tasks.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">OpenCode </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkpbN4tXiOpPU-CUQ4xYik3lTob2TayHDlQSsuDdtcHO1tnBf75bzilsDp85BsO-XRMCsZqqtbtJeaX4ZTKX3Jry6CI2wqLPaXzIA4VlzjJDFwn_PizlxJVSw7G5dqgdrALfOILRD3Vh-FFqzVgmjQqW1MKhhGHee-rYjOsl0gSlI-b5bWnDCTjCMJIBz6mO-0EwYsUVgan-Uw8wYEv-EO1ISfwGyylIrsUcC_GxLRyqztCjIE8Y5IOWEsGF47-5rHxrnXiQGqhAk4YTESoIemKA/4nc/gKNp2ftAS62SMr2ZbEnnXg/h21/h001.v-IKy5iSzSx9HKdZg5nIBrotIm3IHlahUW2LPwct_1I" target="_blank" rel="noopener noreferrer nofollow"><span>launches</span></a></span><span style=""> open-source coding agent with 75+ model support. </span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">OpenAI makes GPT-5.2-Codex model available to developers via the Responses API, extending the model’s availability beyond the company’s Codex platform. </span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Replit </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAIcayZWbRk4LURhwiZocllOaJ0FtQPKjUviC9LHiSnw08oGwyHogxW47gjPMa8YTQGG-Rg8vyBiZhv3sGaLS-Cm-9v9mFop9-93X1DdtXy_nrm6t7O5NqKCCAIrKDuYdokG7uSwYzpU4vRtDhTrRrUwqE3zTV0I1q8WJhvZ5b_NzUCZ5rO4YfjgJlFCfRbbMdXJIUccCUf0EN-wLPPs9v9CiQPgpiV9E8wyJJDiOrsFAXCYKfyUFgmAbPRGFrOBnxzbz7rgFMvKYaPJZNPk4lTk/4nc/gKNp2ftAS62SMr2ZbEnnXg/h22/h001.zPhXYGvQyHTnwKpSQ2qYoc2mtlzqILMXzU5D8gX9-e4" target="_blank" rel="noopener noreferrer nofollow"><span>launches</span></a></span><span style=""> mobile app creation, letting users build, test via QR code, and publish directly to the App Store from a single platform.</span></p></li></ul></div></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TOP & TRENDING RESOURCES</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style=""><b>3 Tutorials to Level Up Your Skills</b></span></h3></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwMAnKZHuJTXklMJiOKSwJumt2hLAGPRRhjQhMQQncVnSbF-zlsTo8bgtkI81h06wUPJ3bf1_Zn9mrFeu4oAS6CfEES0mH4lp9LmuutrdTLSuO4X4KFgTDYnjX_-eLWtSlhmALxIfLGgFzv-zv_SzJy5LP7sZ_uHMdWqay8BMFXioK9pjZrkxPLj4nfbtL-pQgAXZ-XdaTXXgyGANUNoTK2SLG2OkRY5RE2yozgKf8ZFsGtbjAOos627cH1EqvtzPBTLpdpjgTIZn5vZvh_YIEW/4nc/gKNp2ftAS62SMr2ZbEnnXg/h23/h001.NMKzRkR6-okhj9WBLxiDTzD9Shpdd8l5oH5yFWfqW68" 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/332d021b-88f2-416b-9c86-31c47c92008e/Black_and_Green_Modern_Finance_Business_Report_Presentation__4_.png?t=1768561342" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p><span style="">Click here to watch the OpenCode tutorial.</span></p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwMAnKZHuJTXklMJiOKSwJumt2hLAGPRRhjQhMQQncVnSbF-zlsTo8bgtkI81h06wUPJ3bf1_Zn9mrFeu4oAS6CfEES0mH4lp9LmuutrdTLSuO4X4KFgTDYnjX_-eLWtSlhmALxIfLGgFzv-zv_SzJy5LP7sZ_uHMdWqay8BMFXioK9pjZrkxPLj4nfbtL-pQgCO8RZ7NHQnd1eBihRWEfGpH96iBeS8BGRTvnv719EBUlBEbKBmzQ66XmqyELT_YzcP6YIMkwWVK7RAzribvWP/4nc/gKNp2ftAS62SMr2ZbEnnXg/h24/h001.JKiaGmcVQIpb3HApV1qXVxMLG2CONzy6eZ4dtnZxNns" target="_blank" rel="noopener noreferrer nofollow"><span>How to use OpenCode:</span></a></span><span style=""> Learn how to set up OpenCode, an open-source AI coding agent for the terminal. You will see how to install the tool, integrate various AI models, and leverage its "Plan" and "Build" modes to rapidly develop full-stack applications, offering a powerful, private alternative to paid coding assistants.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-33z59RUzg_Ndtf2IDi_hN7VmmVpM79Tb7lzcWlZdaDjK4TElyWEuv1BOUe0Dp9bTgS0y26Md3-9UR9ol0zXPeC2Okzid7F6ssZIFeBwmfpMxxLHb8WmwKe00XsetBEQYRmhLlqsIqR62-LLtR_rgoSgRa8DXKY_KIPtLHzkZTaRofH54ZJvy4dUU9-vRelTHnqSEHgx8Kpadc0b55adKO_DQ79BPitQotlZTIm2FUZwp-_vLIQFuT3CmQwvsYIyXo93tAcpwyFtbsELuHbO2n9riNVO2AKBKM8oRiBYymE/4nc/gKNp2ftAS62SMr2ZbEnnXg/h25/h001.eByR9TDhwgpX9ZGxDnWAJ83jzY7adG8rdhoFoAHolhw" target="_blank" rel="noopener noreferrer nofollow"><span><b>Claude Code 102:</b></span></a></span><span style=""><b> </b></span><span style="">The viral guide we shared last week now has a sequel, diving into skills, subagents, and MCP connectors. Skills let you teach Claude your team's specific workflows, while subagents spin up isolated context windows for complex tasks. MCP connections let you pull from GitHub, Slack, and databases without ever leaving the interface.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_2CdJiSyyoV5mDJFyC4_2lebJj_q-p1Et0_pDMiO5gsKiHX9qvyzlDAfMV5oM9j1nSZwrxbGJ7xY7QzuZIeeX4A8UCzh5L15ELQqpzaPkziZBxucszKtoNR9hKX4bYaDZDBq2dVbGfDGY9nkecClapBmyEf7IEx5G80qPLhUcVdtSr98jJ-NR9JDT5fxK6tx0kecbMcMIVyMh_5fxrfvOwCB7-ildKln9gFRNcM3tgCiTte_i5vCdGU6MRHVRQwjtOTX8Vvp3kYRlU6XbfS_AJbGrC1Chx5Qtfhm_-q5lk2/4nc/gKNp2ftAS62SMr2ZbEnnXg/h26/h001.bs4aLsm5-N_l3yIPSSksHLLvujBOTK0IbtuRG7h9ApY" target="_blank" rel="noopener noreferrer nofollow"><span><b>How an ex-Meta engineer builds entire features with Claude Code:</b></span></a></span><span style=""> Building complex features used to take months. Now, ex-Meta engineer Ashpreet Bedi says he built one of Agno's most advanced features in just 5 days using Claude Code. His approach relies on spec-first development with structured design docs, layered CLAUDE.md instructions, and runnable cookbooks for every pattern. He still reviews every line — he just doesn't type it.</span></p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style=""><b>Top Repos</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=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkl3_1kr8_MjJ77HHTkhq2s22PhrJwcEPXaMO_r7ahMz7Mz7xW4qgK9xEMG8JCrcm4y9Fs1YG17U4XRNqX0uPxRdtYzPly-BUHlO4RTHaBUkpQFF-et3P2SCDKSzMV4oTHoqjfZ87rd85tMGwVyn2Zr0PbGsP99J1cbG3qdzm6_Q1uV1JWorKuMo_Hi6CIzUcI2fQOV9b5VFktpxqxo_SsCNM76A6TghNPpD99ei4x5KgEmX4MGJ4NRFLB9uFfEpPlnBntDWm0c-3ze8ayckdr2r0tzXpa9mp1KHEw2umUWr1gHS7FJPH0aJPxvjW5fs1CRYB40r8Swa5PZlycmG_PmM/4nc/gKNp2ftAS62SMr2ZbEnnXg/h27/h001.o3saxOBPZdBiRb9KcnlzaiI1aVzdooA_YkXR-8rEs24" target="_blank" rel="noopener noreferrer nofollow"><span>React Best Practices:</span></a></span><span style=""> A structured repository for creating and maintaining React Best Practices optimized for agents and LLMs.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkl3_1kr8_MjJ77HHTkhq2s0e2cLwMgFCkGfoyEBMA93Vd5Y5s3bcFb-Z_DhD7igfMABpanmKZI-V_fkftQeeNIkUab6e-xQHaCdsU8Bf8DIUfucuMEvvHyJOVD5Tv4N-P0kS54Yn2TYuMxiYIDli0Wvv-VwQQhwWYvmQZu11jLvN6IhMsoO_H7fLvbfZAa7Wtx_BgHjw92_LaKtq2VKItcK01dLOdwIO4z8L9JNjv0xbQaDXp_mgkuyyCwPp4TtNwneMQtbMys9WtVHXADiPoeRFfFparwCefb-pxeC8qrMi/4nc/gKNp2ftAS62SMr2ZbEnnXg/h28/h001.3DN6KnWJZCMbsNYaPNFVkv4_v5XehjfEOOLecws6Jg0" target="_blank" rel="noopener noreferrer nofollow"><span>JSON render:</span></a></span><span style=""> A library that enables AI models to generate predictable React UIs by restricting them to a developer-defined catalog of allowed components and actions.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhklw4VMLmKGAGHGJRtI-xsBWACYHYbtM8f15QC6gRvbgqnHWao4C8dlQYf_Q5CfdIpCSgsYnJvKtbSS-onMfE9vBs9d82JmIFyng2mBN6J9Mj-A4ywSzUGCBPQfk7p76YHaTC4oti7Mv0r3NjQ4GE4V9BflIQkQQ-R4jRXiYS1qLp2RzVYE-miBxuFoNFi135vzKbc1SiT858rwek93KbOFdeJMq4CGW43mDRc5A3Op2kR_yIBqKk0X-PAM7C98q-AIXNh6OK_NrCyY4yN1Q81LDyj06IGrF7QkUVQ0WF0mb9/4nc/gKNp2ftAS62SMr2ZbEnnXg/h29/h001.7MQBcGxDP49g03OjIaN3CdrKkILO4Zr-NPgrfs56Xgg" target="_blank" rel="noopener noreferrer nofollow"><span>Claude code router:</span></a></span><span style=""> A middleware tool that decouples the Claude Code CLI from Anthropic, allowing you to power the interface with any AI backend — including DeepSeek, OpenAI, Gemini, or local models via Ollama.</span></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style=""><b>Trending Papers</b></span><span style=""> </span></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkk45LB06R7lC0NM9rjpKiOrvhjULGgrbNrGmoarHvr9Rh8aXGO3AiRfMN0WlsmRnk0mRm17IUUNIRPPuEFInN1PfvCU6j7qZOCVDT6AsLh0Jx8VoOo3tJw3H1xn64apru3heQQBEXSZOSPzoENECtfWeLk_Q43tRBS2leCcDOYErnfe7hbCZFrwvICDHd6XuMWTP0mjkrSuHmiQxboFqousELv6SCAk_682dr9KXkbbE9bL7F-puNYvs8tb7covTR-U1VRRL2RbUBfCLJrQ9TuT5VZBV8v0T0fdN-rbOn67vCJnFjTacAl4wzQbUJEDTfA/4nc/gKNp2ftAS62SMr2ZbEnnXg/h30/h001.agN19wkyNIr7Su0G2Bf6R8Z-nO8R7SlC_laz4Xe2OQM" target="_blank" rel="noopener noreferrer nofollow"><span>Engram (by DeepSeek):</span></a></span><span style=""> Language models waste energy recalculating simple, unchanging patterns instead of just remembering them. This paper introduces Engram, a method that adds an instant memory check for these patterns, freeing up the model to handle complex reasoning much more effectively.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJTni013zseu_GX7GnLiecjMNdtrq5uvB4uwpIsX2nClyXHvkqommHICaKKv4HgnwlCisvzFfy06XsuLNNBuJxAYrVpBPTuzUyEtgErf7w2aYP2ubePJ_OZbcMkBm5lMT6R8Xg7BIGaczGR6GUbisNtmklULQijo5M19G1ih8l_KX-7JX6e1Ma9-IiLOBsIfkrXC6zp8vO09PbtOmTuaWSB6WPoZHfr5VXiGkg2QAbQDbwZTjAnlfUzyDjniNFnLDcTE2gMr3oSESibEz8LI3eV0/4nc/gKNp2ftAS62SMr2ZbEnnXg/h31/h001.1FNp6wLKyI4Cyn0qLPmGsGuV3lzPjnPos34TXgDECQw" target="_blank" rel="noopener noreferrer nofollow"><span>Dr. Zero (by Meta):</span></a></b></span><span style=""><b> </b></span><span style="">Training search agents typically requires expensive human data or massive computing power for complex tasks. Dr. Zero solves this by enabling AI to teach itself through external searches, matching or beating human-trained models without needing any initial data.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJZHXYUtCzGTbEfz99oTeNkzWLJ9RvOotgd5GQqexP3i2MSd7CcM9lXTJBrAgnweQ_jvNsNT6QrKKWQZgpl-_6hThI88TzUPkxJfILWgL8brLWcrwx5Pt9aVlLNsb218LRvicDnAcmrXHau-E2_G7c-hd6wItEAla-cREqJkz8PBSl3FnWMiFHid3NGEYWORtP_7AhhvzivEQPapPqMfyes8w-12j0uPKz4m6tahTBOdK7Rg2zU97E6xOqIQKnzGLfjgH04eLIGr6w1N2R2Y8a0U/4nc/gKNp2ftAS62SMr2ZbEnnXg/h32/h001.sJDWkfIWtB4jv4uv08xtOW9FYd8pppBTq6rPtZ8xrG4" target="_blank" rel="noopener noreferrer nofollow"><span>UniversalRAG:</span></a></span><span style=""> Most RAG systems struggle by forcing text, images, and video into one confusing search space. UniversalRAG fixes this by smart-routing queries to the exact media type and detail level needed, significantly boosting accuracy.</span></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 8.0px 8.0px 8.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style=""><b>Whenever you’re ready to take the next step</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=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePTOVmGv5CMvQSKy4B8_MzjJ-T_0-Pcdle1Z1qpk7AhFKkuidNc0bC6tUHrBZtKepiuu1rghAB9NF_F6JLKDtHAvopLx9qJpL8eDbpX_fgoqJFr56R5qxIWeP3oQUZ6lP7lLEEvw93ZpasJ71gU3-KPdF-iq3WjEXkKEfMOFAQa7jboNXBYtesT6cgSNykR5mpzLCbTgJYzMk7Bk6pgtwjgMPieLYLVRiOLxz037sFKceccxsR69XibvvBAO7ofA380cHwdcFQ6jAzZo_xvYS80mqslJGjTbKkG1vkerI1n7-/4nc/gKNp2ftAS62SMr2ZbEnnXg/h33/h001.UaoyQzWa92aSIqZSH0OAnxgiOdFac8ixYDnePphNoqw" target="_blank" rel="noopener noreferrer nofollow"><span>Top Resources to learn Claude Code in 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href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2JJ1WSIxuw-7v0ZBe49kAz3a1Sf0_emaOuI8zzUKVTNMafIq_v4-y5mePw0EoJ937QC9wmZGVdz0Bh4Wb4M7bZ4nFgs0Xx-THXGtSfiRNRpbV6xzBPG_Cs3vLKQ64HL-DdVSi2UQAkvbn5zPczNbtOjkUHGhv6zwBdFpwf66XpS2diqI6hog8yT8A58GzMh9tUmyA1fdGZiLZ6WBSX3A3GxtU5jEMgVydQZaojwE9-i2cvNm4MOAik-t0LCfWoN9nauNYUCWvqBjrf7eXLsEN60/4nc/gKNp2ftAS62SMr2ZbEnnXg/h35/h001.NGr7hBMvxPzMyHAI1MmQ2GiHW6Eo09t5rJsraUWg9Ng" target="_blank" rel="noopener noreferrer nofollow"><span>200+ Resources to Become a Great Engineering Leader in 2026</span></a></b></span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2B1_MacX6rEN8NQ1g5abqsQvLxx42hiUESlpdYMTymozulT9J9y4TruXP5wT04F__PdzwtejkaY12se7qSfyzBvaRCN7LwZJNRT2xyB-1rvFcEy6K8zkEHaDQdcnquBHEbD8EY3joqoi1QYzv2enOLGKxDzvmgbx1i9QHNcMtLJdjLqhJtj6Jcl3c5Gxc0DqrE1rk_2k4Sb6cSk3VgwgJ1xoaggwuNSP9dG3gwhnDefHAx3faOOo3kBFdWNYh_IbIe5PEQUOXdqikXMrxh5th3w/4nc/gKNp2ftAS62SMr2ZbEnnXg/h36/h001.lfqQDJ6btf2LDJfIc3Up44q7ZMK6q36iLXvsdIpdKLY" target="_blank" rel="noopener noreferrer nofollow"><span>The Ultimate Claude Code Guide to ship products 5x faster</span></a></b></span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2BPT9KLgQe-ZvV8dwKceceCj7kdoT3hWVV9iy2SQrHPfVVXPAHoQBJddcZuZzU5AEbj9QUxKPkYaXdtt0rVvGJEBOT0ZdjoChxx4jn0flYhI3umi6fRp-T885CE427K0c5G6kxVriNwIn9pNSsu5kjer6Egjy3GdcXd7fytb4zADwazq56qFJT5xYw0IVNLGTVOYo7J2FSj6qgRCBIvuWCPH76SzB-162TLaD8GMrWtoLh3AYs_3o-yq4kyCULdM3w-CgY-2YcgwPEeCOOt19-A/4nc/gKNp2ftAS62SMr2ZbEnnXg/h37/h001.CELTjtTVubxsEbUFp8D95Z8vCsFK-nohROgihh_-ZC4" target="_blank" rel="noopener noreferrer nofollow"><span>Top 10 AI/ML Research Papers in 2025</span></a></b></span></p><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr></li></ul></div></td></tr><tr><td class="e" align="left" valign="top" style="padding:0px 0px 7px;"><h3 style="">What did you think of today's newsletter?</h3><p style="">Your feedback 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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GHhDo_15CopdcUl4FDn85NAUabMbvzaLIJDno75O1fEBKAihfaxIpl1dDQzqGPBat1deRS3nWB1w_IvWe2T30oBTGXVzdLtLvXhIxJvJveUrCZuyH6CeBDDCtwDKSowEO-b0AgnV8gUtWo72jlUDV9YrZiut51BCNWX8HWulGyz5spyuiMrbWNF4t780Z6QFTWia4_LIlwpAozPOHhWsCsy3VkhXb8T9R47KggORN7z9PI2KCUVVsHG5cFs-al33Na3FtAZcOmK-k6_d0zwDvNkZpUy3tintPxQr0MqhR7kI0oAofPiuNhGkCHLM-TCTZ-_4tZMeykijYFM2LEifEyX1N7M05FgwT2v37NvZ-9mCeeC_U9IJAC0kkSlW3FCYiwVSclhUVSSoVM9u8fMutymiX8dXZtiJfHKnM-77ngBvI23AdM424ZzDwh10UT2cv-VvHIzPWxa-Kx_dxNNFV5w/4nc/gKNp2ftAS62SMr2ZbEnnXg/h38/h001.gX_yglCH7cLdvk9uXPXDYC-j3lPhW1hmCgFqu_zbFSA"><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_h9ck9FHbNJrTDcPEN45luNDcg6VyzRDVDVEj3phKLfY7wh2DhDmV-B0a-G4L5lBmUiaCBNy1Rw4d71NtjyWhJ48gzrjiF_N72J-oeUEwWwZfPt34Qoxp96mTXgJeY8YYfFoQcq2dxbpeTA3gYVc23IVQD73Vd98OACDuBIu3MwwG820DMqc5iQIjH9yYntV0mSigJqcVTSim_QnbastOVWTk57ruh7u-LGCvMHQ7kPSKLvhsTKPc9j2ZngKamZ4yj6OuIqohSCD0B8pxa6J8qt8FdEDqeMQOFnAGeQ8ze9l7xl_e42YQxzeMQED3z0zLCJTOvTDRsEBVplIwg5LKCqUTRnLpsDl8Xjf7VQfndMdAa_EnH98Fcj5k3LRTLadA2E4po7GikFZvui3EfH1SKwXdJW6KA12r6oORVywbm0p4J8Sy89Q288_xJ6H01Z-YzTXbqN2UvunXJZZ8IF-Yfx9OSDwAE2o/4nc/gKNp2ftAS62SMr2ZbEnnXg/h39/h001.fxvjf0T9gNH8oUL_tWIQ0HlKRTja5w9mLQG6j3MRkx0"><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_s6AftXBC3OfCry1RhDQtZTUtN9i3TCUs_xxNyzCWmoTgvxOkE6NL2EUrTZ4LmiKNWt28duFg5Ok7WMWoVXInGk4LIDq_nVtlp_zfCFOJd-ZkZrPvXCPclPqIJx1C_8zS7XW_0elAvXPFwCtGZHNudBMDvKTiY9Sw_2wmW52YnUWPZrcTYy0rU33miad37-58gdL23BOKsn14Lq0FokTKifDXlZBdKZbYMI-8HbtgSysVlXEY2c_04m_hLk6sMi-wFs9u3rldvZQ6M_WPxQJqaIUPNg3aWYhqjoET5zx0o_vacBWhQvBZIY-VETfQ5lkU9NTbLsHqKg0TSLUt2Y1BwUyuwTXWaqv1zsGXb85I8Psr57Bp41ewOU4bt-_1lQpkSncFQxqnljQKp_1CYP71SAXMdWtokQIhjEC0X4v889swkRHk3lLC-CTS9auwhK563XSbLz6x_6E6nVqbk125l5sP9JUq9s2oAnFqSIW/4nc/gKNp2ftAS62SMr2ZbEnnXg/h40/h001.UmbIAV3Pj3vhK7nial8Pd-TjBMMwqNJls7Ihs5lNKdA"><p style="font-size:14px;color:inherit;"> It sucked 🧠 </p></a></td></tr></table></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="">You can also reply directly to this email if you have suggestions, feedback, or questions.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="">Until next time — The Code team</span></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td align="center" valign="top"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td><tr><td class="b" align="center" valign="top" bgcolor="#030712" style="padding:0px 0px 0px 0px;border-style:solid;border-width: 0px 0px 0px 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" 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**Welcome back.** The battle for AI supremacy is shifting from raw intelligence to personal context — and Google just played its strongest card.
The company's new 'Personal Intelligence' feature lets Gemini tap into Gmail, Photos, YouTube, and Workspace all at once. While competitors scramble to build integrations, Google is turning its apps that billions use every day into a moat.
**Also:** How to use OpenCode for coding, how PMs are using coding agents, and 7 rules for engineering next-level prompts.
--------------------
### **Today’s Insights**
* Powerful new tools for devs
* Ex-Google engineer’s Claude Cowork guide
* How an ex-Meta engineer uses Claude Code
* Trending social posts, top repos, new research & more
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**Welcome to The Code.** This is a 2x weekly email that cuts through the noise to help devs, engineers, and technical leaders find high-signal news, releases, and resources in 5 minutes or less. You can sign up or share this email [here](https://superhumancode.beehiiv.com/subscribe).
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##### ** THIS WEEK IN PROGRAMMING **
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Follow image link: (https://blog.google/innovation-and-ai/products/gemini-app/personal-intelligence/)
Caption: Click to learn more about Personal Intelligence. Source: Google.
--------------------
**Gemini learns to connect the dots across your Google apps:** The search giant just launched [Personal Intelligence](https://blog.google/innovation-and-ai/products/gemini-app/personal-intelligence/), a feature that lets Gemini pull context from Gmail, Photos, YouTube, Workspace, and Search all at once. Instead of relying on general knowledge or one app at a time, Gemini now retrieves approved data across your Google apps at request time — no long-term memory stored. It's opt-in and disabled by default.
**OpenAI launches ecosystem for building multi-provider AI apps:** The AI lab just dropped [Open Responses](https://www.openresponses.org/), an open-source ecosystem that lets developers build agentic systems across different LLM providers — without rewriting code every time they switch models. It includes consistent streaming events, tool-use patterns, and a shared schema that works cleanly across providers.
**Claude Code learns to travel light with large toolsets:** As MCP adoption grows, developers are running into a scaling problem — teams with 7+ MCP servers burn through 67k+ tokens just loading tool descriptions. Claude Code now [detects](https://x.com/trq212/status/2011523109871108570) when schemas exceed 10% of the context window and switches to loading only the tools that match each task. No protocol changes are required on the server side.
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##### **PRESENTED BY **[**YOU. COM**](http://YOU.COM)** **
## **[Tinkering with prompts can only get you so far](https://you.com/landing/the-evolution-of-agent-management?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_primary_1.16&utm_content=superhuman_primary_1.16)**
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Follow image link: (https://you.com/landing/the-evolution-of-agent-management?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_primary_1.16&utm_content=superhuman_primary_1.16)
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Most companies get stuck tinkering with prompts and wonder why their agents fail to deliver dependable results. This guide from [You. com](https://you.com/landing/the-evolution-of-agent-management?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_primary_1.16&utm_content=superhuman_primary_1.16) breaks down the evolution of agent management, revealing the five stages for building a successful AI agent and why most organizations haven’t gotten there yet.
**In this guide, you’ll learn:**
* Why prompts alone aren’t enough and how context and metadata unlock reliable agent automation
* [Four essential ways to calculate ROI](https://you.com/landing/the-evolution-of-agent-management?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_primary_1.16&utm_content=superhuman_primary_1.16), plus when and how to use each metric
* Real-world challenges at each stage of agent management and how to avoid them
If you're ready to go beyond the prompt, **[this is the playbook for you.](https://you.com/landing/the-evolution-of-agent-management?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_primary_1.16&utm_content=superhuman_primary_1.16)**
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##### **TRENDS & INSIGHTS**
## **What Engineering Leaders Need to Know This Week**
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Caption: Source: The Code, Superhuman
--------------------
[**What happens when PMs no longer need engineers to prototype:**](https://x.com/Saboo_Shubham_/status/2008742211194913117) A Google PM argues that coding agents are compressing the traditional handoff between product and engineering. Instead of writing specs for engineers to interpret, PMs now prototype directly with agents, then bring engineers in to make it production-ready. The bottleneck is now knowing what to build, not building it.
[Why do most AI agents break in production:](https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents) Most teams building AI agents are flying blind — catching bugs only after users complain. Anthropic's new engineering playbook changes that. It claims that you don't need hundreds of test cases to start. Just 20-50 tasks based on real failures will do. Teams with solid evals can upgrade to new models in days while competitors spend weeks scrambling.
[**Why your best engineering proposals keep getting rejected:**](https://www.annashipman.co.uk/jfdi/engineer-exec-translation.html)** **It's not the idea — it's the delivery. CTO Anna Shipman breaks down how to bridge the gap between engineering and the C-suite. Her advice: execs optimize for company-wide impact, not technical elegance. Lead with an executive summary, quantify the ROI, and translate "tech debt" into dollars lost. Bottom line up front, always.
----------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 week
* **Prompt Mastery:** This guide shares 7 rules for engineering [next-level prompts.](https://x.com/EXM7777/status/2011800604709175808) Turns out, the magic happens before you type a single word.
* **Cowork Playbook:** An ex-Google engineer wrote the [complete guide to Claude Cowork ](https://x.com/ArmanHezarkhani/status/2011818455922553106)— with 25 use cases, prompt templates, and tips you can steal.
* **Startup Season:** A founder compiled [40 reasons](https://x.com/gregisenberg/status/2011461812890329313) why now is the golden age for startups. From AI agents as cofounders to zero-gatekeeper distribution, the opportunity is massive.
* **Vibe-Coded Browser:** Cursor's CEO used GPT-5.2 to build [an entire browser](https://x.com/mntruell/status/2011562190286045552) in just one week — 3M+ lines of code. Simple websites actually render correctly (Read the blog [here](https://cursor.com/blog/scaling-agents)).
———————————————————————————
* Z.ai [presents](https://x.com/Zai_org/status/2011247591825068314) GLM-Image, an open-source model built for precise semantics and complex visual tasks.
* OpenCode [launches](https://github.com/anomalyco/opencode) open-source coding agent with 75+ model support.
* OpenAI makes GPT-5.2-Codex model available to developers via the Responses API, extending the model’s availability beyond the company’s Codex platform.
* Replit [launches](https://blog.replit.com/mobile-apps) mobile app creation, letting users build, test via QR code, and publish directly to the App Store from a single platform.
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##### **TOP & TRENDING RESOURCES**
### **3 Tutorials to Level Up Your Skills**
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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/332d021b-88f2-416b-9c86-31c47c92008e/Black_and_Green_Modern_Finance_Business_Report_Presentation__4_.png?t=1768561342)
Follow image link: (https://www.youtube.com/watch?v=syK7yprJknM)
Caption: Click here to watch the OpenCode tutorial.
--------------------
[How to use OpenCode:](https://www.youtube.com/watch?v=syK7yprJknM) Learn how to set up OpenCode, an open-source AI coding agent for the terminal. You will see how to install the tool, integrate various AI models, and leverage its "Plan" and "Build" modes to rapidly develop full-stack applications, offering a powerful, private alternative to paid coding assistants.
[**Claude Code 102:**](https://x.com/eyad_khrais/status/2010810802023141688)** **The viral guide we shared last week now has a sequel, diving into skills, subagents, and MCP connectors. Skills let you teach Claude your team's specific workflows, while subagents spin up isolated context windows for complex tasks. MCP connections let you pull from GitHub, Slack, and databases without ever leaving the interface.
[**How an ex-Meta engineer builds entire features with Claude Code:**](https://x.com/ashpreetbedi/status/2011220028453241218) Building complex features used to take months. Now, ex-Meta engineer Ashpreet Bedi says he built one of Agno's most advanced features in just 5 days using Claude Code. His approach relies on spec-first development with structured design docs, layered CLAUDE.md instructions, and runnable cookbooks for every pattern. He still reviews every line — he just doesn't type it.
———————————————————————————
### **Top Repos**
* [React Best Practices:](https://github.com/vercel-labs/agent-skills/tree/main/skills/react-best-practices) A structured repository for creating and maintaining React Best Practices optimized for agents and LLMs.
* [JSON render:](https://github.com/vercel-labs/json-render) A library that enables AI models to generate predictable React UIs by restricting them to a developer-defined catalog of allowed components and actions.
* [Claude code router:](https://github.com/musistudio/claude-code-router) A middleware tool that decouples the Claude Code CLI from Anthropic, allowing you to power the interface with any AI backend — including DeepSeek, OpenAI, Gemini, or local models via Ollama.
———————————————————————————
### **Trending Papers**
[Engram (by DeepSeek):](https://github.com/deepseek-ai/Engram/blob/main/Engram_paper.pdf) Language models waste energy recalculating simple, unchanging patterns instead of just remembering them. This paper introduces Engram, a method that adds an instant memory check for these patterns, freeing up the model to handle complex reasoning much more effectively.
**[Dr. Zero (by Meta):](https://arxiv.org/abs/2601.07055)**** **Training search agents typically requires expensive human data or massive computing power for complex tasks. Dr. Zero solves this by enabling AI to teach itself through external searches, matching or beating human-trained models without needing any initial data.
[UniversalRAG:](https://arxiv.org/abs/2504.20734) Most RAG systems struggle by forcing text, images, and video into one confusing search space. UniversalRAG fixes this by smart-routing queries to the exact media type and detail level needed, significantly boosting accuracy.
--------------------
### **Whenever you’re ready to take the next step**
* **[Top Resources to learn Claude Code in 2026](https://claude-code-spotlight.lovable.app/)**
* **[Zero to Production Guide for Building AI Agents](https://ai-guidebook-nexus.lovable.app/)**
* **[200+ Resources to Become a Great Engineering Leader in 2026](https://thecode-200-resources.lovable.app/?utm_source=codenewsletter.ai&utm_medium=newsletter&utm_campaign=your-200-engineering-resources-ultimate-claude-code-guide)**
* **[The Ultimate Claude Code Guide to ship products 5x faster](https://thecode-claude-code-guide.lovable.app/?utm_source=codenewsletter.ai&utm_medium=newsletter&utm_campaign=your-200-engineering-resources-ultimate-claude-code-guide)**
* **[Top 10 AI/ML Research Papers in 2025](https://thecode-research-papers.lovable.app/?utm_source=codenewsletter.ai&utm_medium=newsletter&utm_campaign=your-200-engineering-resources-ultimate-claude-code-guide)**
———————————————————————————
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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