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👀 Subscription vs. API: Which one actually saves you more?
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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Fri, 12 Jun 2026 13:04:15 GMT
Subject: 👀 Subscription vs. API: Which one actually saves you more?
To: [email protected]
Date: Fri, 12 Jun 2026 13:04:15 GMT
Subject: 👀 Subscription vs. API: Which one actually saves you more?
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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 design a multi-agent system  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:0px 0px 0px 0px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> June 12, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9vwb6lADg6yO2b5SkJRe_JIpGTUsvt4UBXoRhoQ7yA6Vao1rer37hVyFF4rmp_JcL5xLgJExlg_5pD3CGg3XxwL_o7ya6k2VkcnhBB_QP_88JKBeX_9hZ1n6HJbJ8BY48dl6ayJLcM31l30iRXFlQJyo4rUPOp47kH4Dq9WsuiRt37h9UB99wZKhg5CAEcE4Rxr3GGz8qX-3NlA5RsAlvYXZ0Eischudv57pGZJL1U9_7KirEOUJ2rZYwXdz0MtxkmtPCAV3GWsmRKhtPQebd6vJQL6SJ5Vo9HhonAB9J8LRlpxOszy2RiUV5uqYgQsLDIWAY9v5ngNUwZfWlCXpNdZMtIx2DaTaqiceXlScqg0gxFGRs9a_TtBDXFZK6krA1uIzXr4FCJIsrlUp8rMzwuQ1wPTH5bxIDmkpE3kYrRMTe0H4SE7DVJt9L_ih9pwCQ7u3_C4dt4zYzWE9muppOrTF8NSck40uB-_1JpBAQ38PsBKk7tLp_J-eHv3t3rDimGWdlpZffsB3nSSCA8DrdMTuBm-EeqbZ01-wiDlU4wdkTSwwz8Q45LmNWuF2RyopF2wHcvZ_ZsRV1ykVQfU0ga_jPNra0ZiwUmEM_fAbeK7tDjOOF2ewCub-8mdmtUfbuAYMmv4JnnC4BwizCaqjmjuRYeZiSiZBf2a_SLRFt9CXKhOHuZ80PyQQGHX6WZMAvcKvg0tM0oV34ijbV_37drDw8H6QJuJ9wn-af7j0goSxkOznzej4gJAbW32PBbRQ2THbLCj7T5cQO42z5rgZBWcUK2PGydRzWG9bVVlC5OrW5IewepvweQ74Pv-tjGm47V8XtCCVcZS1f_iQSygc6Iy/4rf/PcY6xxuASfC42LDqS_SbaQ/h0/h001.xfRF1pj73Nhgx20m9-pHCLleV2tOPO3tk6Jy8jLPA48">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/4rf/PcY6xxuASfC42LDqS_SbaQ/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJfc1H1A6DQGba7Rs9gcCRqPVDbW0G_1I_b14OyR0zIPPvqCF4Lxyw88-pE85kywbNE-OAqWtrtehCauDetSLwcJBeFVQiahGkMIqEhj9PXm3FdBnPrtAg5vQsYzYFCmtUn-wILkLP2-Wb_-tONmk0vGXnzevBzWhVDDpk4WS2WdOXwMgHPx1aLWDpLQcTgosX5xv0pNWuo1kKPpyU77tZOgO7S_D9Bdt2kh_WJWyNQBAazvr7u9iWcVyDOK_MUwOsMhxXLglj2ts3SuvSFhGBpHhlHxcBxJ-FLxiBMtenewG-cqRpRdMTN78SRRxMyqf_gFxpTKrnrCz1U_2fQvTxRV9r9H4fnKfqF-D1I86_1Ypezl5pHiZ9yteTjsT062ufw/4rf/PcY6xxuASfC42LDqS_SbaQ/h1/h001.2LD8h_aS6isQAsiFxTtEF--fEPZM0yCiyEtIOXNog9o" 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/c43ccb21-82ec-492e-ba33-f813c269dd55/Group_AWS.jpg?t=1781210744" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Welcome back.</b> Coding tasks that would cost thousands on an API can run for weeks on a $200 subscription. A viral report just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6t5fk5gKmise5DB6Dkp9r2Baxy-fic1w_1UdGIfixm-nShc2E4y9TYoIXKlYwIkrtSaBRe0N64XgWKqJqKvhFcH1C2_4PstaK9TSP4-RGKHTR5N--sv-FmCQZ9rULp5dH2liNofO9-9fIs01Ik2zwzG0hyD5_jZ_Cn01pu_RqQ-vHjUXJxYjXErYfYCdHEoS-NgqMBr1Wb3huyUpR47ZbbS_U8gzlODWlO8c9e3VQUuy_bFPNQ3WPJn3y0MVJBEvX2tOTjy8_PSjNAOt519IwOvWp9D9eVyDpV-w5WTIHD-l4vQfCZUK4yzkcU2yYwWEw/4rf/PcY6xxuASfC42LDqS_SbaQ/h2/h001.j_oQPVeLAG6qRnihjyYIKhIeAABNYIWM2SVGpF0tzYg" target="_blank" rel="noopener noreferrer nofollow"><span><b>compared</b></span></a> every tier of Claude and ChatGPT to see how they stack up — and OpenAI's top plan turned out nearly twice as generous as Anthropic's. </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%;"> You'd think numbers like these would force prices up. OpenAI is <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L3nf831LCHPTEj7OxV0Ej-GJ_8dU0xFitqL4__4V0yM92mkRphMjQvNkei0cRcsVQzh1rbDeOJQudvV9n2Z1mZ0KaXSisvL4udgxNdASbtR4uwQI5GYgc5kddwG_bOQNbKJ2zixcaHwoqeZAjgin_iFgsklqiofwBZ_HN-4tzIZL_XIcgvDqXojj7NxjZbYz5ij7Kff4oDmi2k94JqLKMSGGBTXrhi3Ioi1T0OoVwNVCl_arEZYlCq9u28YmtgGvmqd57i0idGVAvqP6lov0zmFS0IelxdhsmsgKCl6ZkCa-pk7LWuCtZDAGkhxew5_Pcw/4rf/PcY6xxuASfC42LDqS_SbaQ/h3/h001.aoLUFyBDNZdCijSubpzHH8s-l4XaYsYbFfxMwNPydNg" target="_blank" rel="noopener noreferrer nofollow"><span><b>reportedly</b></span></a> about to do the opposite. </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> Cut your Claude Code token usage in half, OpenClaw creator's loop engineering setup, and which resumes actually land a job at Anthropic. </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>Help us improve</b>: what was your favorite part of today's issue? Click your pick in the poll below. </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;"> An AI researcher breaks down how to build a vertical agent </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 stop Opus from draining your token usage </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_0gOXDT9LyvcY-8k94kxG4DuirUK4zyeLySANlhNNznvQWWHIQVESx_DhGa0vYatKjh-4bB9jt0P0LPGUGa3FDBlbRS35WY2rNedOpovCnOWZEs3pUiaDpePKRfeb33uSaYJQRIy6BovDetGXRtH4q9r16D4J8iv9Pd3H-TaHmwNkxshcRC0dBJVGoIxW6fygy8ER4y1S6aqqAVwqlsXQoKiiJiCQWTzvhUlwPtFfZWOT88jOxqkSZGYZVjncEXJdVh4XMkGYyv8LcEFdE-w8eU7WLr88GTVh6kqa9L6nbLnEijV8SiDUiReJzxRHlfqYV2GJn8r-A/4rf/PcY6xxuASfC42LDqS_SbaQ/h4/h001.zLEuXvYObjOA8TcOEPAjh062-qhBO2ZIluTepxWNtrA" 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/c0d7faaa-e973-4e40-982c-adba3c44c97f/Thumbnail__7_.jpg?t=1781255611" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch Castform 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>Castform enables every team to train their own models:</b> The SF-based startup just dropped its <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePcLfENey9encG0tz8Blxz3SgKRhPYR5oDD7S-xm4wFWE0vwguSvivm-yTOnFHcZ4qxuqyDnC60gzBuA1KXscFO16N_CarS8rDRoXWadW8dfueB6zvi9FgtDcyZ--pwe-iERw7NqcyoD5bF0LWcVS_g8w9UeZjuYM-FSmHuWzvQRE4SAlao3Wnx2G82-raz1LPXVinDhfiXFcTnt_jhASEYGz_S3zo1cHKeIgVZj4xZn6uLYLgGIT_j5FLd2PKfwRvmYdIi1f_mwwZ2odNuaZa_OxVOaqY0AYyTs1G3gGaEcG/4rf/PcY6xxuASfC42LDqS_SbaQ/h5/h001.UeTLywBvK_qyQhlxbrmPiJW7BDUrwCnN98nf_vL3oTg" target="_blank" rel="noopener noreferrer nofollow"><span><b>RL training platform</b></span></a> in open beta. They are betting that the old advice to never train a custom model is outdated. With Castform, teams simply define what a good output means to them. The platform then handles data prep, GPU infrastructure, and algorithm tuning. They claim task-trained open models close the gap with closed APIs at a fraction of the cost. See an example setup to train a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJT072ZnS0DY8vrouAl6qx_jE8w3YtpeDig941E3dr7BbNPO7m_-rb7cTApZv1T1gjs4RayHUDVMEjj1JLoi8a2vGtcXUnFkZQoDMhSDXyc4xrNIBp4tBIQnCA562eDwmnJqV6b48Cybg-DhEqpIlegctyIm0tBh6VjMBPmQfESBlUySfIQp8czKDy8ZERoRQ5qFqAf9fYkFOPMslth6Ofih73ad9CTxNDTOjipkdE5rXXm6kHEdjW9T0x_9sssM5dEDT0NZdPkjcpCzehdJgh0GVvu7zzNkVEut-3MNvvSrb/4rf/PcY6xxuASfC42LDqS_SbaQ/h6/h001.EtGJ-wJCX_Ril8uT9KZ8-iPVwg2UuvciWjDR9YY6w48" target="_blank" rel="noopener noreferrer nofollow"><span>RAG agent</span></a>. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>OpenAI gives Codex the keys to Chrome's debugger:</b> The ChatGPT maker just rolled out <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_ciJ3yfbgnSCGMs9ZvmplL6Km58um0MPWDqw6ehaYnwVxq3xwhU7Bayuz7nMVbn1Amdocq_AIosz3iz4pD1IALMj0RlkcNj_ylpIJl7RXJ46eoduQzT3rezvnguse0V1RcCQnVuKyzZlbh2XdqDGj-1iyJ5a54jnhumAsNiAYy1BCBF_bIUx39lirI3TKpfGS6kZt11G5P68WaCiEpuBH1ZleSw7JUIJVwFb8sQTHENgli3-pGZvJJZ5EWuAPsVnQCNnYfbds-tP8c27QAaMIY8BeAHUx3VU0Ld7SBQYu7vzBzZrsGzZc62fU4jflThwg/4rf/PcY6xxuASfC42LDqS_SbaQ/h7/h001.0QLqtSI2u4hxV7Mw36JlhqyaE8aPf1AZJluKbehr5pI" target="_blank" rel="noopener noreferrer nofollow"><span><b>Developer Mode</b></span></a> for browser use in Chrome and the Codex in-app browser. It gives the coding agent access to the Chrome DevTools Protocol. This lets it profile JavaScript performance and inspect console output, network traffic, and page state to track down bugs. Since this involves touching sensitive browser data, Codex asks for explicit approval before inspecting a site. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Anthropic's CEO demands mandatory safety tests for AI:</b> Dario Amodei published Policy on the AI Exponential, arguing the technology is advancing far faster than the rules meant to govern it. He says transparency is no longer enough and proposes mandatory third-party safety testing for frontier models, with governments empowered to block releases that fail. The essay maps five policy areas needing a rethink, from job displacement to civil liberties. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7KblFqTkeEKNA6ob4da4rGU5ldia-yBSj__l4R1dYsGtYmDcBhfcZPww8MAjxAcBdpQxMn1zPo9-TfwFjsy0cNBt5RZeoDxgctcZWB7s1lRJJ4PYcpT6hcqAvF_B84-iNMI_5rTb43Oly-_3gnHBlu8FVgqC6fue29pPx1HCtpdaLOza4gw0hlKDbALCI7AWoseiEx61z0WWQGkubZvMPiePPA7oo8ID0leY0XQuogBBS3Ba8JtEDKT5fsV3mRdyno0QxlZmBSW3n5z5e2dCmWla0Fk9-5PuqB2DlG1PLE_w-i0lDOOUIKtkfzPGAEuViQ/4rf/PcY6xxuASfC42LDqS_SbaQ/h8/h001.oC-Sdx3DXv45pKDrqUuqT8Ed8c-4ygpnt0AiO7Q0nMI" target="_blank" rel="noopener noreferrer nofollow"><span>Read the full essay.</span></a></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(3, 7, 18);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY AWS</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJfc1H1A6DQGba7Rs9gcCRqPVDbW0G_1I_b14OyR0zIPPvqCF4Lxyw88-pE85kywbNE-OAqWtrtehCauDetSLwcJBeFVQiahGkMIqEhj9PXm3FdBnPrtAg5vQsYzYFCmtUn-wILkLP2-Wb_-tONmk0vGXnzevBzWhVDDpk4WS2WdOXwMgHPx1aLWDpLQcTgosX5xv0pNWuo1kKPpyU77tZOgO7S_D9Bdt2kh_WJWyNQBAazvr7u9iWcVyDOK_MUwOsMhxXLglj2ts3SuvSFhGBpHhlHxcBxJ-FLxiBMtenewG-cqRpRdMTN78SRRxMyqf_q99n3UVip74UvwsoKAPj3PWecaKCcgViiq7B_mt5FHPXkTHQFHKZHwxwUz7_ADVVQ/4rf/PcY6xxuASfC42LDqS_SbaQ/h9/h001.3aQogqyLeXkdPEz7W6w-JvxtOv53RQOjDk3WG7ACTfw" target="_blank" rel="noopener noreferrer nofollow"><span><b>AI and Cloud Innovation Starts in DC</b></span></a></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; 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No cost to attend.<br><br><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJfc1H1A6DQGba7Rs9gcCRqPVDbW0G_1I_b14OyR0zIPPvqCF4Lxyw88-pE85kywbNE-OAqWtrtehCauDetSLwcJBeFVQiahGkMIqEhj9PXm3FdBnPrtAg5vQsYzYFCmtUn-wILkLP2-Wb_-tONmk0vGXnzevBzWhVDDpk4WS2WdOXwMgHPx1aLWDpLQcTgosX5xv0pNWuo1kKPpyU77tZOgO7S_D9Bdt2kh_WJWyNQBAazvr7u9iWcVyDOK_MUwOsMhxXLglj2ts3SuvSFhGBpHhlHxcBxJ-FLxiBMtenewG-cqRpRdMTN78SRRxMyqf_qLXzCIDak0Czy-o7PVllX_0OlTuUeFPdMyvKVDuODpfrzV3TleUm8kSEVR2X5_2kQ/4rf/PcY6xxuASfC42LDqS_SbaQ/h12/h001.nAfBkgmHnXSOLpy2DyL9R7lx5I7jTvczCF3i0chM6mc" target="_blank" rel="noopener noreferrer nofollow"><span><b>Register now for June 30–July 1.</b></span></a></p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>INSIGHT</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>How to build a good vertical agent: Lessons from an AI researcher</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/44dd2c96-7dc3-45f8-84a9-9f03d84c9749/superhumanteam_a_software_engineering_team_working_on_buildin_3a0df4fe-a8c4-42f8-927f-fa4d4c06f8fb_1.jpg?t=1781254988" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Source: The Code, Superhuman</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>The secret is out.</b> This year, the recipe for building AI agents went public. It is basically just a while loop where a model calls tools until the job is finished. You can build one in an afternoon. But that only gets you a generic agent. The real prize is a vertical agent. These are built for one specific field. Customers choose them because they are more accurate. A founding scientist at Fundamental Research Labs, Peter Wang, just dropped a playbook on how to build a high-quality one. </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>A year of getting it right.</b> Wang spent the last year building a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0kJRDGPYHZw8GazWL8S4Sy8w0T7Poz3jWqJ6XTozhD_8Zqz5JpiD2OB4EwIROSITURKRHFohtP-hJNUYgO_SwEQymChPm_09_S2V7jvcCO-5d-g19vRZLL-jinDNOp1YXEdrGVUwo0U7pKCHiDM7wPx7wy-CTbfvas-vNG0w-n9Rz0PrsYyC6j41AUiejZnnxE-lzCUtGu0kyGMc_8Olvpv7hPR4xloTpc1I9jsNcoWWTw3cimQ8DNZk_JoIKCfLhI9Gvfh-o39ckvpwqK44Taw/4rf/PcY6xxuASfC42LDqS_SbaQ/h13/h001.Zri4TELg5wSqvFprL2nqQIPf3Xc3-oq9C6ONQ50vxvU" target="_blank" rel="noopener noreferrer nofollow"><span>spreadsheet agent</span></a> for some of the world's biggest hedge funds. In that world, one wrong number can cost a lot of money. His first design choice was unusual. He gave the agent one tool instead of thirty. The agent simply writes code, and that code handles all the reading and writing. Having fewer tools means fewer chances to mess up. Beyond that, accuracy is all about context. Give the model too much and it loses track of what matters. Give it too little and it starts to guess. </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 fix comes from hardware.</b> A processor keeps its most important data in a small, fast cache. Everything else sits in slower memory until it is actually needed. Wang organizes an agent's context the same way, sorting it by how often each task comes up. Daily work like reading and writing cells stays right in the prompt. Occasional jobs like pivot tables become short guides that the agent pulls up on demand. The really rare stuff lives in one big API file that the agent can search. </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>Apply it to your domain.</b> Wang argues that this structure works for any project because you understand your users better than anyone else. Just ask yourself three questions: </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;"> What does your agent do all the time? </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> What does it do every once in a while? </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> What is the backup plan for everything else? </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%;"> Put each task in the right spot to keep the agent fast and accurate. The full <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L4CxlotKulhf-uMnBGGNSs-C0JrBhzWTGuSh4AVjleTYD6EwgmtCgySUd1VP4SBnF4-aNeX_wF3pyS8xMIt2bSvXq3WH7QXtpdQzaOLBLq5ihKA3Mvpfn2d0d2nZnwQHtg6f60sc8_WAR4Jb_LThBy5kW2erQ726uwg98wJYTgbejWkD6VZwEuq86OpAbVZT3mmncBIeaBWkDhltHxeAXEhCrgkyJ-tt-RQBiUCNoHSX9xyzsmyTYV56OdHg-DTUurZ-kIQAN86gQ9Wnp7zkP1ll8V67FRxUzSK_6xCP1X_1h54yMBPsa2369DsCDk-BBQ/4rf/PcY6xxuASfC42LDqS_SbaQ/h14/h001.aURIol3uuzl1-iYUSGe73iJuclXghlmeoXZsixdP3XM" target="_blank" rel="noopener noreferrer nofollow"><span>playbook</span></a> is definitely worth reading. </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/a16eebd9-c598-46d0-b521-4cb24e1068a6/CleanShot_2026-06-12_at_14.18.53_2x.jpg?t=1781266402" 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>Limit Loophole:</b> Fable 5 is so overpowered you shouldn't be using it for every step. This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1gKs_Bly2dgbB6TdnxlFuq65pgyTuVSIiP_L1Kjuc0qOXQrEvJZhEqalDiRhC9hNPfi-uaGVcG8k3SL9xeOCY58AYrw0dUcTwRVOCIXI9DvylC3WwQg2b7aDIEUoaxN5TuAo-p3KDUnaxHaUDr4y_ELlFheQiHA-huiMC4KdKyzGQxjc-rwea0kGx1sskgYRd0Bd98F0mjL_nJRTmLan5BH2B45Zc3_TErNFBKiCbMpki3TAiyoLOSF1TZq76Pe5qzBjQcxEd2FZb5VH4noBLZu-crHWeJkdNT2U6D7eMzCGGjSawumyvXu-iBHSRoSkA/4rf/PcY6xxuASfC42LDqS_SbaQ/h15/h001.b77pPhEK058fPE4wLNAkB0dv8QTMG_wtb7pjl-oZ5D8" target="_blank" rel="noopener noreferrer nofollow"><span>workflow</span></a> stretches your Claude Code limits (7K bookmarks). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Fast Track:</b> An Atlassian Principal Engineer condensed his 12-year climb from backend dev into <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0pnphuhMZISL4s4Qs96hBavg852XYwB7eQ_5zPwZucqm5QGoDQSQrpHzMFD7XtIwSTy9CAy-UQMxVqH8sabo63XK7l_LIgXJci7UyYxFXU-FnKFrR08qVacbsPlQvmKfZWfb2OkL3demZ2D23rP2hAhczj-UCTZWVwh4A03v50sHrZ1DSz_JZ2M4ibFA7x9PgN5yuhmyQWejAx6Ox1cA2Lx_daRsUgcwv1aEC3bEGjWgjoWhfpOpodQfZxLg_ef8jjxF7OPTW_D810RZsMM8Rv0jyVczG1GjAkong2R0F8YPIv2V3n0Iu4GQHLI11IYXg/4rf/PcY6xxuASfC42LDqS_SbaQ/h16/h001.3aOe2rNPlP8NV-3vJy-A0RDiKC_dg7ckZIgVD4mDyy4" target="_blank" rel="noopener noreferrer nofollow"><span>one playbook</span></a> you can run at any company (19K bookmarks). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Loop Revealed:</b> After loop engineering blew up, OpenClaw's creator posted his <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L89YYt8bxS9iKFAo49_6h35nZuibnhg2ljMm5MWMLPmymLF9ec0VeWJmGfXwzF6saIfrxr3fnfmZLb3ZdR_wFUr2C9XyY9tcS9Aa3dfnp2M13P1-0PZWRc2zZ-JnI_NKzifVrpOpS7Lal-hAYZbSS1UZBJnmPcFBlAPalwQiUUjcC-Lx_DlYHUSNoMy5GeN7HgrmtXEJr35SMPzvxMXd5dNXEp1wQPJkWU6A7accEsgiHzEKjVX5vCTJnU47jHPaAB-qeNfKpbppItg4duT8XUiTW23wuq-B3rsfUY8ihhaYrSl1-R9wYigTwM4L00v2uQ/4rf/PcY6xxuASfC42LDqS_SbaQ/h17/h001.x0qHnuSJ_Uu__1cTDfBvDwFIoan66obTI4gNP_cAuxk" target="_blank" rel="noopener noreferrer nofollow"><span><b>real setup</b></span></a>, an agent that triages and ships work while he's away (7.4K bookmarks). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Half the Burn:</b> This developer cut his weekly Claude Code token usage in half with <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-mOpT4Vlb2S-vwkLXTvRiUUY9yG2J1E4jw6cR6zWo9QB5R-NA_sE0M-9_Hgt86vbYzYrbr842v52vU09_aV9KF9j87xa3GZvV-XwvV66j6aDLR7gLYVaAcjDu3wQ8ngwG9xFm3wKxf31PV8eFTq8Xc7Hgd5t_WoBu67noMY5-BgCGDAiXBypi7YssHMTueva04yVygZmTLTjNETX_x2giMoR592jAjupJ27Cr13tp5jbcsAUBZMk91ASLW3grY4syJNsLWFx6Zav8SOTPm9q3UdB_c4MrJe9nRe9TlGT-861Hlz7v6C4tqVw98o81qMkA/4rf/PcY6xxuASfC42LDqS_SbaQ/h18/h001.91tUvEhvNqgWOz7o8XDPOn--SklSYg3H9lw474q8cLc" target="_blank" rel="noopener noreferrer nofollow"><span><b>one change</b></span></a> to how his models split the work (2.8K bookmarks). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Zero Handwriting:</b> Conductor's CEO broke down <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyUVK1w_fYG54hehnsg2_CfcY8VDrb-5d4ITjLbQ8BW9yceRcsS7s5UjcJY4PdDOr4fDSYH788oKB3n6qHyenM6IyreFQxp_woDkp7tmu8xrBE5ouKHG5uuFFYOKNU2FKz9ycf9EyZPm44zJ0hb52IgpSUYZ8DJFhPoGZzM5hld8bK1zbiF7UxUbcELBZ7z6kTgdO8VnIH6VT5GTCp-Qy3bC8F9u_u37Ew81r6PtPK3g4nF0lTHaENzGXp52c0dqRKBvWSdsv2in2AaE7IxtFYW/4rf/PcY6xxuASfC42LDqS_SbaQ/h19/h001.e6woQ9heHSUar4kendXajQHyOF-p8MJ_DqGc-IWJLvo" target="_blank" rel="noopener noreferrer nofollow"><span><b>his AI coding setup</b></span></a> in a new YC video. He writes no code by hand anymore, except in "caveman mode" (3K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Parallel Power:</b> This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzygFRBm8b-sxZVVF8kF25GsUCREWnAC21yty_09R2V8SliKl9ril4qb8qmkcuDZ8bN-1hHpFPT11tyDE7oH8x8kASHjWk3MGcC4FXRnQdcPteBlE4xQLPCvoW_2OQlCjDdehj-Cm8PnxSILjMuIvFxp1CGoT0l378WBDbGRkhx1knk8MssYfh5m2F6OtiRNLGrSG9CtzQoIFvQhciKAv5Jkq5iD7BiQkcGzz1qM_a2clIYO8YvzrtN4r-qaZE5ZtXvChdRkD81bqFItTw6ReGa/4rf/PcY6xxuASfC42LDqS_SbaQ/h20/h001.zTC6mF2hBdd4Nd5V-c_FYzttYWF-w2xSggtXqUsYd6g" target="_blank" rel="noopener noreferrer nofollow"><span><b>walkthrough</b></span></a> teaches you to run 20 coding agents at once without them stepping on each other's code. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Hiring Decoded:</b> An AI startup's Head of Talent ran the numbers on 1,680 Anthropic engineer resumes. The results say a lot about who <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1yKxSt-0duBvNSJJlKKCx4oAdqTEvUCUKBpqSIit0oajwtSTaV38utKU6SGtnMI3Rqchgh0D_WPBm3PQVDC6Kc90UHFMIV1hCsl_tzHqi6_EjyyiTpJ9Lyz0FrHWHK3hJWIjStTAMdij1gF_wxNztJ1lfqiJUuK2153nJ7pMonqE1WFIffzqmoZFWVTOBdQI1CBSi0eZuV3iqd6Cq6Y2C5qnvzZoijVnNSpCTBQ0yZQ-m37eE43stHiTwpUcdXyjqgLoHHWNEMmh-QiQ67jQUBkw2xtqM6dNw3tb4lya1zbBbjTmdUahTbUMifJHm6FiA/4rf/PcY6xxuASfC42LDqS_SbaQ/h21/h001.aigNXXeQNDOFVf_N4rlIH7b8_USAgnA8i2Ps1Q2Co9g" target="_blank" rel="noopener noreferrer nofollow"><span><b>gets hired</b></span></a> there. </p></li></ul></div></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>How to stop Opus from draining your token usage</b></h2></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Opus writes better plans than Sonnet, but it can burn through your weekly quota in days. Anthropic’s documentation lists an alias that <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePV3PBOVROoG9niyZ0FY7lxlfihVdrgUNzN0nfnU6kw3o-3ZuJT2V0N_Rv87I1TcVoXi-OkUKAr6IRGgXmO5coWfH2W1Vo4kospifNDmiK_GkjUx9XFN4_b-r1RQjv1ENp_L3tVSbTnR_K9p8Ve9bN7BXDHc8prOsa5HygC8g8JmuelmKTI-2U2uRldl6Kx5-HxI0HVgZiPXeoOlOb28pYiSpJT7NgvN09SfNQ9UeuDppEHg4HoQcn90XJ3hv9SnIER-2i2PJuP5KEUFxHp8fEhMWDkK0Co6mfTM28H6mh6uumRjRZ_o7wmbj0nhRs2RVdQ/4rf/PcY6xxuASfC42LDqS_SbaQ/h22/h001.x5-DqIfc4HrRU6rWudkorM4yuQodm2PArH0YGzlK0WM" target="_blank" rel="noopener noreferrer nofollow"><span>automates</span></a> the trade-off most devs already do manually. Use Opus for thinking and Sonnet for typing. </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 use "/model opusplan" and press shift+tab to enter plan mode. Claude will use Opus for the planning phase. Once it starts writing code, it switches to Sonnet automatically. The context carries over, so Sonnet knows exactly what Opus decided. To make this permanent, start every session with this command: </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>claude --model opusplan</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%;"> Codely, an AI education platform, compared the models in its own workflow and <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePQL5VSPxQRaGvQh1Ciwekv5dsGmlwvTkjHux2-fRWzYFqFQu6bdFoDtR74nV9V7_53FnRReAthqlp7JqACA_J-rDwYS-VFc0n8dakfmzEK0npK8YF9FdX6IYt6ymWCxMg6CecB2rd-073LfLiCOXfUKbV081gErKCBU71UOwqziL4wKL9OGCeCEcUK-JvsKKp9wbiaQ49So4nHz6AdwLs3HjR3pPIET1c2xUpQ_HP1LrbhQXvJUron8v7umK_PGs7JwYioFBcUaHbI5UJI2gA3fNi7IzBLOhVknvu05P-6CKo3fgwwdQDH9vVgMhwuysLLDNGnTdwfn_0QnetiudPkwfZSKI7JsGbcV8X7zz2jv3r5QTkxi1ci9d2VVAZ3eW7g/4rf/PcY6xxuASfC42LDqS_SbaQ/h23/h001.omt1ZAaJ5D4oG0t76pC0dMcncCqY5o5sUt92Shh1q8Y" target="_blank" rel="noopener noreferrer nofollow"><span>concluded</span></a> Opus's edge is largest in planning and narrows during implementation. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7smScni7E9ePvR5sqx4-vEhrh5sne6QCT0Gd4jR5noE-KnDcX2VEX6-H6mXwrLdqL6Pg7PR7i8k299H-_Dbk8evJGgOTFpO078C8TtC_32RHInni3YDkIYN4cZSbl3E-8bmgkcc-ibHiQlhE-2nnOZmpI227ShIqDi5VKiuuNZKzJt5f0AsEXBC8_-jipHID9OzOkDawvcq1UzW7hGce3irKGfHmNj-YN1ZKKHGjmWTsw3LX9HiITDZMDSRu2Yr5-1sDUeEBJ3xNGWGWrCRQ1jaCeC_RU8VKrW3o6zrCVXKc/4rf/PcY6xxuASfC42LDqS_SbaQ/h24/h001.QBSpcDbPD4N9uHZRrWm__LKBGeqPU70Z5r3FoZP7BsM" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a>. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TOP & TRENDING RESOURCES</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjy7WBvaJHphLlCixHbptX7RXciLbjmT4ha5_4c7bwXl2mK0RFl_WjBOuspK7Z_8oe-bU-ekqbXCRc-ei2OVKhfi0pphrvHwmnXwd84WMhqIoIDXHlfJBcWlwzxWPmZi30E3ajC9a_InbWPKhs2WIikoANBN52ek9iv5nAcjDHoWs0CyNCoX59T6KRcbRv7f7FBTzxEOKeTtUQY10FbgVcbPT623YH_jjY6tGrn7beG3unJbRoYa7QYGQzSFNQTMUTVRx7GrY673ht_pgebiaYdu/4rf/PcY6xxuASfC42LDqS_SbaQ/h25/h001.gQr5hEnlyXE8OwMIkkWoZpYos7y8IAUp0gmLWVeoAwM" 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/c4b5c8ce-9ad9-481d-9699-3f50cc93627f/Thumbnail__6_.jpg?t=1781253683" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch the tutorial.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tutorial</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjy7WBvaJHphLlCixHbptX7RXciLbjmT4ha5_4c7bwXl2mK0RFl_WjBOuspK7Z_8oe-bU-ekqbXCRc-ei2OVKhfi0pphrvHwmnXwd84WMhqIoIDXHlfJBcWlwzxWPmZi30E3ajC9a_InbWPKhs2WIikoANBN52ek9iv5nAcjDHoWs0CyNCoX59T6KRcbRv7f7FBTzxEOKeTtUQY10FbgVcbPl0pEP67cvPhtPVjNrDJ45WIN9Le8pM37ggyaueC40O9V3edzp7Ayls7KmrbLCmh4/4rf/PcY6xxuASfC42LDqS_SbaQ/h26/h001.3DNvZvqpB-qzS2OUcqyQepscU3DEoiXBb3AWW_Vbeo8" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to design a multi-agent system that skips the LLM (by Google):</b></span></a> You’ll learn how to build multi-agent systems that are both highly scalable and cost-effective. You’ll also get a handle on designing hybrid architectures that balance AI with deterministic code. By using callbacks, you can bypass unnecessary LLM requests and implement Redis session storage to run thousands of agents at the same time. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tool</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VbEOSrOul3-OJLQ24EO2NIpCGs6jsXsodrP05AKbPnh9LIsHsjRf3RN6g2Xqxy7Rbt8R7K1i_Z5RVUg2SMpsnC7V-iZEqaeAFIdysnuxx6O0SJczJJcMk4xj508Jr7hcJgL1-kOnxmP6o-90yc6Bdhf7ayfkMTdjOHkouc-veM8iJpjxzLz06E36Z2QsYzufAp60snWVCj2YAJJVw4RKnYKXtNKlNzSxrhDmcgOFtf0anuWsVkNDZL6NIJ6ZHKuljeVfJ3S-NwUoAr9CYi9JqP8kYqoaY-X8Hr_nr40riAU/4rf/PcY6xxuASfC42LDqS_SbaQ/h27/h001.6htMQfFvVeUeyCn9wc0jixKYzjV3AVUaEbBOvXQuyXo" target="_blank" rel="noopener noreferrer nofollow"><span><b>Nessie (</b></span></a><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VbEOSrOul3-OJLQ24EO2NIpCGs6jsXsodrP05AKbPnh9LIsHsjRf3RN6g2Xqxy7Rbt8R7K1i_Z5RVUg2SMpsnC7V-iZEqaeAFIdysnuxx6O0SJczJJcMk4xj508Jr7hcJgL1-kOnxmP6o-90yc6Bdhf7ayfkMTdjOHkouc-veM8iJpjxzLz06E36Z2QsYzufAp60snWVCj2YAJJVw4RKnb9fpoNPFLOrCMrQ7S50mZ8YJdIU88Jntcf9qYFM3-dJkqLLp1WWjMhQXSJiHOufUG45BF3Vua5WRJCYyf_G92c/4rf/PcY6xxuASfC42LDqS_SbaQ/h28/h001.LFe_9Vo3TtM6voUS-bSx5Q4cWVA3OLQoqkWg4n5he_w" target="_blank" rel="noopener noreferrer nofollow"><span>Recommended by YC CEO</span></a><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VbEOSrOul3-OJLQ24EO2NIpCGs6jsXsodrP05AKbPnh9LIsHsjRf3RN6g2Xqxy7Rbt8R7K1i_Z5RVUg2SMpsnC7V-iZEqaeAFIdysnuxx6O0SJczJJcMk4xj508Jr7hcJgL1-kOnxmP6o-90yc6Bdhf7ayfkMTdjOHkouc-veM8iJpjxzLz06E36Z2QsYzufAp60snWVCj2YAJJVw4RKnWGhMncPc29mx1welbKpSDZ7CvZJZ9A666XIux3poRN0886l3vztaHFfbEh5OecalMVHeFsFS0pCUJn9rsi71sw/4rf/PcY6xxuASfC42LDqS_SbaQ/h29/h001.4ZOsm7TWVVvZorFUyNhjwvNhNl54qU17PcF6UgQEWD0" target="_blank" rel="noopener noreferrer nofollow"><span>):</span></a></b> This tool makes every AI agent you use smarter. It turns all your chats and notes into a single searchable and shareable memory layer that generates reusable, project-ready context. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Repo</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkgCGPgzzRTSaD9O28IGhCPuhVdd02hFQT8oEkoGPHfkLnUPd9UAPyIzPrtpB0v6FJaOCP-pH2-lM8e_HthBI_lD9valJBPf8mHFYzI0ryty67v4IeRLbWot6IDb1P6-tQ0fiVVF25fg3sExGFN9lp4apPJDc-Uy_bFo2sgY_6MFZlG9QEMjpQi-qICuZVkYFzDH3nIGK9GKp0zIrwIgh81kXGExJrQXbdLFgCzmXhrpb8uaLq0J6m0ypqQvpX6A1TpVBta1CO2vzRPcgQwRZkJ-rruY59rtXKkz97wtrX-j3/4rf/PcY6xxuASfC42LDqS_SbaQ/h30/h001.5EGZhI5Pb5Irq9_0JQ2nKDu5E8WDxpozLRAxnx-rBP0" target="_blank" rel="noopener noreferrer nofollow"><span><b>Agentsview</b></span></a><b> (2K ⭐):</b> Local-first session intelligence and analytics for coding agents. It lets you browse, search, and track costs across all your AI coding agents. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Cookbook</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLlHq_IXNb3MOcKdPmSAsUVB76rvBwvKUEg98MZKtmCExCEzU-Uhe72iPchuUV-jIP3UOOaR4xxqwt6cFmg5uV8W4iW-NNCLN39uiGhpaRDUcZ2HxEcBmTV8yVF8cW_GlmUAc0Tjzwa-WJFChJLCIAiGnufA_8CD2UsaSoAuT1r7n4dCUch254Lp_Sca3x5ltIeMLZZHWIzDdzf0JQzbkRflsNfcZVTdydJ_ORL8JvC4kH_7SRzUAVcz3UXv_ASgL2aOtia9wxuiS9nxfR1NsDjcfiS8Ao5tnMM4OycxPYo-pUp80Ujon3zPBrF0i9YZd4FlF20ZBFQxw-qN5r5NUVXtBGHVOFN77WfHd0MLOBAta/4rf/PcY6xxuASfC42LDqS_SbaQ/h31/h001.uzdhCGGgMsRAT9z5UPsApGRhRAC1RreUt6Ma-Zt7jK8" target="_blank" rel="noopener noreferrer nofollow"><span>Async multi-agent orchestration (by Anthropic):</span></a> Managing communication between multiple AI agents can get tricky when you're dealing with complex task logic. This cookbook shows that effective orchestration actually boils down to just two straightforward asynchronous patterns: a fixed team and dynamic subagents. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN CASE YOU MISSED IT</b></span></h5></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="background-color:rgb(255, 255, 255);"><span style="font-family:inherit;font-size:18px;font-weight:600;"><b>Our most-clicked story from yesterday</b></span></span></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> This six-step process helps you start thinking like a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L7Nk6SQdyH-YUcmNmWQbbdrJ_MhTWFZhVrHQ7y5gLZtgmVpjc2b0ID8FT-ACleAHbROiHWnjUc8bsMJNkx99o36i7ZJ7U9oKUgHesn9ZfT0m6s5aEEfLjAwjx5cIUpdyFIIafBIy27q_E5MiILDCFgnc6IRv4NpAdQ9ZxxmSHlyPV-vUXo7ilwpkszT9NJrnt3-3biEw0Vh8Ua8jc4ICEfRgW1ChEXAgRTvWNSpvUtzeN0raSgXr3BbamKoGxxq_EITbcZPeaqu8Yt_4fgeDWKfGP-02JJtPwk2jC9A4V_YpC5Ut2YZLPDj36tYo68u5zg/4rf/PcY6xxuASfC42LDqS_SbaQ/h32/h001.wp400dawY5jupqG3D7KONKN-Ixct7BxaK9RIWoQ4ev4" target="_blank" rel="noopener noreferrer nofollow"><span>senior developer</span></a>, using a coding agent as your personal mentor. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 8.0px 8.0px 8.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="background-color:#f1ff00;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. Showcase your product to our 300K+ engineers and 150K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585Rk14ny6rURhkCg7DSvt1v0tPV78NkmTy-XhFWCA_I_FGfOkAdESwT8uJXWt-bv-KR93XkD1dCRR-0dqWc6aeNm5zVZy17L0y0vzuvUkOK1uZvKAWQPWytNEnD0aKjQdXfyzrLW9w6LjK9f7E5FWPtjyGhg1DZZ44g0HfYk_-PlFhXDcQ8a2mxbzWTvQyCWuj/4rf/PcY6xxuASfC42LDqS_SbaQ/h33/h001.r5OaV2bmyc0HK69mVotTAjdSjRCWJZbpubOzTBhCIZE" 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="">Which was your favourite section in this newsletter?</h3><p style="">Your feedback helps us create better emails for you!</p></td></tr><tr><td class="ee e " style="padding:0px 0px 0px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; 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**Welcome back.** Coding tasks that would cost thousands on an API can run for weeks on a $200 subscription. A viral report just [**compared**](https://x.com/kimmonismus/status/2064987311402537184) every tier of Claude and ChatGPT to see how they stack up — and OpenAI's top plan turned out nearly twice as generous as Anthropic's.
You'd think numbers like these would force prices up. OpenAI is [**reportedly**](https://x.com/Reuters/status/2065004888765972804) about to do the opposite.
**Also:** Cut your Claude Code token usage in half, OpenClaw creator's loop engineering setup, and which resumes actually land a job at Anthropic.
**Help us improve**: what was your favorite part of today's issue? Click your pick in the poll below.
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### **Today’s Insights**
* Powerful new updates and hacks for devs
* An AI researcher breaks down how to build a vertical agent
* How to stop Opus from draining your token usage
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://x.com/googrish/status/2065107744215171486)
Caption: Click here to watch Castform in action.
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**Castform enables every team to train their own models:** The SF-based startup just dropped its [**RL training platform**](https://castform.com/blog/beta-launch/) in open beta. They are betting that the old advice to never train a custom model is outdated. With Castform, teams simply define what a good output means to them. The platform then handles data prep, GPU infrastructure, and algorithm tuning. They claim task-trained open models close the gap with closed APIs at a fraction of the cost. See an example setup to train a [RAG agent](https://app.castform.com/demo/rag-default).
**OpenAI gives Codex the keys to Chrome's debugger:** The ChatGPT maker just rolled out [**Developer Mode**](https://x.com/OpenAIDevs/status/2065226355495895521) for browser use in Chrome and the Codex in-app browser. It gives the coding agent access to the Chrome DevTools Protocol. This lets it profile JavaScript performance and inspect console output, network traffic, and page state to track down bugs. Since this involves touching sensitive browser data, Codex asks for explicit approval before inspecting a site.
**Anthropic's CEO demands mandatory safety tests for AI:** Dario Amodei published Policy on the AI Exponential, arguing the technology is advancing far faster than the rules meant to govern it. He says transparency is no longer enough and proposes mandatory third-party safety testing for frontier models, with governments empowered to block releases that fail. The essay maps five policy areas needing a rethink, from job displacement to civil liberties. [Read the full essay.](https://darioamodei.com/post/policy-on-the-ai-exponential)
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##### **PRESENTED BY AWS**
## [**AI and Cloud Innovation Starts in DC**](https://aws.amazon.com/events/summits/washington-dc/?trk=2cf4166b-5059-4537-b929-0106e0accd94&sc_channel=el)
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[**AWS Summit DC**](https://aws.amazon.com/events/summits/washington-dc/?trk=2cf4166b-5059-4537-b929-0106e0accd94&sc_channel=el) brings together developers, architects, and public-sector leaders for two days of technical sessions, hands-on demos, and real-world insights into AI, security, and modernization. No cost to attend.
[**Register now for June 30–July 1.**](https://aws.amazon.com/events/summits/washington-dc/?trk=2cf4166b-5059-4537-b929-0106e0accd94&sc_channel=el)
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##### **INSIGHT**
## **How to build a good vertical agent: Lessons from an AI researcher**
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Caption: Source: The Code, Superhuman
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**The secret is out.** This year, the recipe for building AI agents went public. It is basically just a while loop where a model calls tools until the job is finished. You can build one in an afternoon. But that only gets you a generic agent. The real prize is a vertical agent. These are built for one specific field. Customers choose them because they are more accurate. A founding scientist at Fundamental Research Labs, Peter Wang, just dropped a playbook on how to build a high-quality one.
**A year of getting it right.** Wang spent the last year building a [spreadsheet agent](https://shortcut.ai/) for some of the world's biggest hedge funds. In that world, one wrong number can cost a lot of money. His first design choice was unusual. He gave the agent one tool instead of thirty. The agent simply writes code, and that code handles all the reading and writing. Having fewer tools means fewer chances to mess up. Beyond that, accuracy is all about context. Give the model too much and it loses track of what matters. Give it too little and it starts to guess.
**The fix comes from hardware.** A processor keeps its most important data in a small, fast cache. Everything else sits in slower memory until it is actually needed. Wang organizes an agent's context the same way, sorting it by how often each task comes up. Daily work like reading and writing cells stays right in the prompt. Occasional jobs like pivot tables become short guides that the agent pulls up on demand. The really rare stuff lives in one big API file that the agent can search.
**Apply it to your domain.** Wang argues that this structure works for any project because you understand your users better than anyone else. Just ask yourself three questions:
* What does your agent do all the time?
* What does it do every once in a while?
* What is the backup plan for everything else?
Put each task in the right spot to keep the agent fast and accurate. The full [playbook](https://x.com/BrainsAndTennis/status/2065190286519906657) is definitely worth reading.
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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Caption: Meme of the day.
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* **Limit Loophole:** Fable 5 is so overpowered you shouldn't be using it for every step. This [workflow](https://x.com/daniel_mac8/status/2065066247448821841) stretches your Claude Code limits (7K bookmarks).
* **Fast Track:** An Atlassian Principal Engineer condensed his 12-year climb from backend dev into [one playbook](https://x.com/system_monarch/status/2064978857263014366) you can run at any company (19K bookmarks).
* **Loop Revealed:** After loop engineering blew up, OpenClaw's creator posted his [**real setup**](https://x.com/steipete/status/2064998499780084154), an agent that triages and ships work while he's away (7.4K bookmarks).
* **Half the Burn:** This developer cut his weekly Claude Code token usage in half with [**one change**](https://x.com/cjzafir/status/2065104422762684745) to how his models split the work (2.8K bookmarks).
* **Zero Handwriting:** Conductor's CEO broke down [**his AI coding setup**](https://www.youtube.com/watch?v=fQmlML9Lay4) in a new YC video. He writes no code by hand anymore, except in "caveman mode" (3K likes).
* **Parallel Power:** This [**walkthrough**](https://www.youtube.com/watch?v=CTWzaXVMImg) teaches you to run 20 coding agents at once without them stepping on each other's code.
* **Hiring Decoded:** An AI startup's Head of Talent ran the numbers on 1,680 Anthropic engineer resumes. The results say a lot about who [**gets hired**](https://x.com/hiiinternet/status/2065117819948437765) there.
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##### **AI CODING HACK**
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## **How to stop Opus from draining your token usage**
Opus writes better plans than Sonnet, but it can burn through your weekly quota in days. Anthropic’s documentation lists an alias that [automates](https://code.claude.com/docs/en/model-config#model-aliases) the trade-off most devs already do manually. Use Opus for thinking and Sonnet for typing.
Just use "/model opusplan" and press shift+tab to enter plan mode. Claude will use Opus for the planning phase. Once it starts writing code, it switches to Sonnet automatically. The context carries over, so Sonnet knows exactly what Opus decided. To make this permanent, start every session with this command:
```
claude --model opusplan
```
Codely, an AI education platform, compared the models in its own workflow and [concluded](https://codely.com/en/blog/how-to-use-opus-for-planning-and-sonnet-for-implementing-in-claude-code) Opus's edge is largest in planning and narrows during implementation.
P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex [here](https://hackbook-chi.vercel.app/).
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##### **TOP & TRENDING RESOURCES**
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Follow image link: (https://www.youtube.com/watch?v=Fzd0BWMH65s)
Caption: Click here to watch the tutorial.
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### **Top Tutorial**
[**How to design a multi-agent system that skips the LLM (by Google):**](https://www.youtube.com/watch?v=Fzd0BWMH65s) You’ll learn how to build multi-agent systems that are both highly scalable and cost-effective. You’ll also get a handle on designing hybrid architectures that balance AI with deterministic code. By using callbacks, you can bypass unnecessary LLM requests and implement Redis session storage to run thousands of agents at the same time.
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### **Top Tool**
[**Nessie (**](https://nessielabs.com/)[Recommended by YC CEO](https://nessielabs.com/)**[):](https://nessielabs.com/)** This tool makes every AI agent you use smarter. It turns all your chats and notes into a single searchable and shareable memory layer that generates reusable, project-ready context.
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### **Top Repo**
[**Agentsview**](https://github.com/kenn-io/agentsview)** (2K ⭐):** Local-first session intelligence and analytics for coding agents. It lets you browse, search, and track costs across all your AI coding agents.
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### **Trending Cookbook**
[Async multi-agent orchestration (by Anthropic):](https://platform.claude.com/cookbook/patterns-agents-async-multi-agent-orchestration) Managing communication between multiple AI agents can get tricky when you're dealing with complex task logic. This cookbook shows that effective orchestration actually boils down to just two straightforward asynchronous patterns: a fixed team and dynamic subagents.
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##### **IN CASE YOU MISSED IT**
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### ==**Our most-clicked story from yesterday**==
This six-step process helps you start thinking like a [senior developer](https://x.com/mattpocockuk/status/2064663221718425660), using a coding agent as your personal mentor.
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==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 300K+ engineers and 150K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
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You can also reply directly to this email if you have suggestions, feedback, or questions.
Until next time — The Code team
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