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👀 Agents overtake humans
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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Fri, 05 Jun 2026 13:11:00 GMT
Subject: 👀 Agents overtake humans
To: [email protected]
Date: Fri, 05 Jun 2026 13:11:00 GMT
Subject: 👀 Agents overtake humans
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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: Run fast & efficient LLM inference  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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 05, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9ugY0BPBY5znnc3piPqKu_CbaVMGz97zfQwKa1G51zZtakWH4amHyJx5oTbrgZYjCaYXWEgFQHGDwvV5KhKl31bG1tH77l8Ot1uHIpKz-wuyb8iB-Hkc4DPtOFaq4UBMP5UfGHYQeEZUoDW5HlcjzCkqwOYWDe59jBaQlTmK9T9_Zfop2TH4R6p0jMeAbS0frRJB4HmWof3BQWDxDY0w8F5JgtE-FmXDVB_80BROcupC2n1JnwJvSM-0crNhdn9EUVrsy3QSKYclrDospAe2eeXxOgbga5jNXN6rJsqmw9-sBwzd5snnzovHxz7hMN12x-wDRxNb2-lwIkmIRPcoGxypSoZYSlLWhcGCEOZOEbGico7IOwgWgTTs_lgTyoZKe71xVAcRfgWkTk3bPVySteD5WfVqSh4IK7Fh2NzqnS0C_labgh1wBtx2rV2kMFhk0u57N_x19P81wkUCX1huOGwZ7Fi6r15JNxdgUhk6YaFVJOCUFSFfR8KVKNDRN9QefexD3CpRjaqqrVXIu8oeM277EvJQb7neR8Zlr_eLzm-HOz5QDmOj8GhOQu_5P1XJL7xmh_1eibq2OaEiQM9jA4hmY8isOoZOvjEtVxsZ_vbZGvA3494kkOX--thdF_XdzAojIiKnninW8JogkY_nGMXr3pIC5e0fGqXdpO9qw1m7diUnX8flU7lpwiLem468XKTUuBWf5j3z70fZ0DYzDa-7EU1QpOyLZ-vqbqS7AjUKkYXUSDcWnl_v8nbeq6SIe4fEcXq4orHFFyPNj5PBpGG5gjpAXKxRh4__nK1fS1d5A/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h0/h001.XFyRFNx14KMs9YDbecLZmuSiFlu2LMn0yRVOWE_MF4o">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/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/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.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zUjwPbTJ87ZUSi7BhToEVXqcM8lORAW8BeKhZ2UahranoLHBZkn2j2Ok0bxDDGY1vf0d51ZWhTs-aYYLeQ38Bb99_xtx81vEYkYU_GAXAo484C2o0a9DdJY9lsQ6S37KAS1sraKfvkmIoRXcqq8uBsya2EGzt7S6YajUHuaNYFkMW7km_FyYuiCvMOjly-UmH3f2L-fQ8hUJC7nXWUIU_kCEQRq6KocPGk6qy60xcY3TNQ-dql9yRDjQuhnBfUOhu-70GWTgf6p5MXL3gRDoZyflM_CEoyuaQtNUyyo6GN-9g/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h1/h001.fHuqxilSj696tHPpxVZX1tD6VFbls2338Gi2vrYlhQ4" 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/4da35c7e-8a0b-4890-a0fe-9a8875fa343f/Group_thecode_you.com__2_.jpg?t=1780609814" 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> The internet just crossed a major milestone. For the first time ever, traffic from AI agents has <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_MCxGKW_VaNCnscpTf8wzfxvieGk9fPVenA2uTuGJd2OQXdaL5qXbsGzqfEvnSo6edXB4nMo7KDofsrae-Tmog8B3wWXVn4Xlk9g7E0UGKzM4cYJyR1QcpRaZCG6w9d-4qTbihIQErX706dKzC-KzAgR6c2ryaKFxVY27xa4W_qOkgBYuhu0vJT3AVUYbmKf-RbpxYTZ1-UvRSaqYz_Zqy6tDM7--9c6Qz3jbLWjjaiUnI5gY9ydI3GimM6wk_c3002hdfS9GO1F5UvZGlD2omeO25Ld9fPD-3giCVmFhCj/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h2/h001.FM4fKckTb1pLAcAVcJPBepcc68hzLwJKCt7fr31VboY" target="_blank" rel="noopener noreferrer nofollow"><span>officially surpassed</span></a> human traffic online. As companies build infrastructure like bank accounts and emails for agents, it’s not hard to imagine a future where the economy of agents outgrows the economy of humans online. </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> OpenAI engineer's 7 tips on /goal, Claude skill to maintain deep understanding of outputs during complex sessions, and how a veteran engineer's role shifted to directing systems. </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;"> The flat org strategy for AI-native teams </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 run multiple Codex agents at once </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_0gOXDT9L5jOc4HPRjeGU7m9wlWQKbtawa2m0kAxiTWxvypufixqUC-kqj67SgeQC_Yjj-PUAuev-39RrfNTFQH_IUF6XS_gHMyCnejg8epl2u6AN82EuBxlsOpbwBjBnSCgz30KitAcQUbWUu2YqdDBGGI5_mrq9KWlMczg-7bN-fu3h_zCP33kyOcOLGOKhRkivXAT-3JJ_lHjJiOv-tHkPoOjJjm81ezREn1Uh2eNatF5QfZrqUlyHg7KEiNdpuLGFfHzJNu_AG1UpFTaJfsvRj_FBVFjCK49D7mCoO3_Y75Z1xOe/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h3/h001.6_iWkamqcqFYJxXyx7BDOGBwvBJkB6BRr3z63WxCuVw" 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/f49817e3-27da-45ff-92e1-2c2e6ee2531a/Thumbnail__63_.jpg?t=1780642476" 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 Cursor’s new features 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>Cursor adds visual editing and token insights to canvases:</b> The AI coding startup just unveiled <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePVwtQG9KCIsbNeZZ2p4MxU44s6sQJN_Q3sVVyoMm57U87doMwZnsfPOTxIc5uINBEzJO6Q3t5uc-nS04DYW9Ht7xssoYzPkg0DJ_IyVtGkKwFuxHRexvj78h173yda-_C5vgotqiBiFjo9tltqP-r8bO2C94GuSjGCBEE7Vs8VH_kJYRrO6KJp8yuWbZ3OWApMOkOmOE-Dtf2Dw5wl_9cpQyPHjVdZaRIU6kJOWmCdmZZ3E-c9hi2xqiBI95b1sm8B1fO3MSsNYtnp4WyjrH75JrmaErhCFK9vmLwEQx6k0d/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h4/h001.g8ScUj21bl1qP9n29WRMy7bM7PnE59ARr7LF03sU8b8" target="_blank" rel="noopener noreferrer nofollow"><span>two new features</span></a> to help engineers move faster. Design Mode allows you to annotate UI elements directly so you don't have to describe every fix in a prompt. There's also a new context report that shows exactly how tokens are being used across system prompts, rules, and skills, with a quick-reset button to clear out the bloat and keep things lean. </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 upgrades Codex with in-app iOS tools and user profiles:</b> The ChatGPT maker just shipped a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_ciJ3yfbgnSCGMs9ZvmplL-PPzxml2-ZLR0RDch029Hsp3f-y5VCx4DsD5MxEPuGs0u6bj0Rorxbc-d3phuyZg-xmjjkx6rr3SsGIvPbJ7EhAfAWrndainTeVr1sI0PGg_d8F3zVb8oUQhjId_Z26eJIdGEJ61vcDAZYC6vn3CrwbwwEra01J2AlYBqSwxesxghkeojihghyBvOr0qCcnt_ry-Am3RaTYw8bgv8HuBcZabEkPY_P4nrYEg6wdXmmRlR1RwNTwTMwkq9yCJ1yB5XA4nRJ-ql4hF4e-IFeX-q/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h5/h001.SXDvI-FqoM_JWkWhaRNJbKZzc15adPq5ORsenJWdgOQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>Build iOS Apps plugin</b></span></a> that lets devs preview SwiftUI changes and hot-reload edits directly in an in-app browser. They also released a new <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lz220p-3YFx9-uFJoaQUIUuATKSK_fCuEr7yt0YES7pwPEWj9v7WeZ-kFZi_uB2MCoWpi7QVQ_fK6tm9kpe96obZtBNxa3DBIli8CKY79WgHYtH408mFnhCLl5akVBFpktey0R31XHATOOXd3e_RTTcw8_wvw8-iz_OB7KmvIpwY0lh9tshTAFlhUnqqTnpn727U-QhQwg4gJkQqIrrBmPvgjwyazVLyQUX5Zatg6kaY23lGfvfeIiAIpvYQUdxg8Tp2_rM1TmFbNWiEKbOGns4aVyk7Wan9vGZYteo-FYi6/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h6/h001.o3Ntpi6FcUYM9BJXOo7FXe1j_qOpp2Et94PmM4Y9eUQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>Python SDK</b></span></a> that embeds Codex into your own programs with a simple pip install. Plus, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_ciJ3yfbgnSCGMs9ZvmplILKIS_eZTlEnvGFThVkvIvKFyBMRBggJdiVZzHFykWDJthaQq22l3NIsU5TFFKeXdfeEUFogCFo4Rszlhe687QxU67vGvvZdpKOur-gbBK7jhhM8-09suPoh8iARfj3ja6Q6vZsNkou2ZIkHqC_IZ3_rCxug_--FKzvS6i8KspIKkpTR6U-HvcCjdJbY3Uq_Txm_USfDeHlUxzfj-QdcqoSzSSoO1_kKHpVPy8a3DOY_4Z3JyznKsPcAMt_Fn_jSodsxTmf3-Mx_JUXRXr0tSU/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h7/h001.-g5b_rU-rHuPMOHHbfUgLuHwqGUgJspYHm2eWu6Np08" target="_blank" rel="noopener noreferrer nofollow"><span><b>new activity profiles</b></span></a> track your lifetime tokens and streaks with private, shareable cards, keeping your entire workflow in one place. </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>Arena.AI unveils a real-world benchmark for agents:</b> The SF-based startup just rolled out <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJcoBM2uE1oCZDuGpewjnhWVPB3CqusIt5xbvaeupv6toX-zHEsF0wErMeMo1kl_RN0sEs8JZNWokjY68fWXXtegnKTVUMT4N0ME5wrkfMcizK7mPeEXNGwMCYfpD8ximzFPu4de7NPEO8Aiqgh0oplLjANnGjAfEuzO18s4-PaNab1WurLAFU7MddgCceqs5CdcFQsa8zcJc1EEdoSDOTItqL1nODF7_05i4TmxOQZwH1pxCsNfKuTTlkhzkn7PJLUI2agoaxCa63UFHzBB04Fg/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h8/h001.cZyKk72F-2Kp5UNxAD3ANIo32nFWaefVNG3DFHZBtvQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>Agent Mode</b></span></a>, where frontier models like GPT-5.5, Claude Opus 4.7, and Gemini 3.1 Pro handle complex, multi-step tasks in a sandbox equipped with web search and coding tools. Every session contributes to a public leaderboard. It tracks how often models successfully complete jobs, follow instructions, and avoid making up tools. For teams choosing a model for agentic coding, this provides real-world performance data rather than just curated test results. </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 YOU. COM</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zUjwPbTJ87ZUSi7BhToEVXqcM8lORAW8BeKhZ2UahranoLHBZkn2j2Ok0bxDDGY1vf0d51ZWhTs-aYYLeQ38Bb99_xtx81vEYkYU_GAXAo484C2o0a9DdJY9lsQ6S37KAS1sraKfvkmIoRXcqq8uBsya2EGzt7S6YajUHuaNYFkMW7km_FyYuiCvMOjly-UmH3f2L-fQ8hUJC7nXWUIU_kCEQRq6KocPGk6qy60xcY3THLpZB7_q9Y22-V1SeBrkDOYz8uS4dZgQuHSxyo6rlebvgMyN6p04O_o5qI3mXNnAA/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h9/h001.5exLR0oTS6aHquCylyez9cLe9naqzzZMdvP3dTfTg3I" target="_blank" rel="noopener noreferrer nofollow"><span>Stop Guessing on AI Search Providers.</span></a></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zUjwPbTJ87ZUSi7BhToEVXqcM8lORAW8BeKhZ2UahranoLHBZkn2j2Ok0bxDDGY1vf0d51ZWhTs-aYYLeQ38Bb99_xtx81vEYkYU_GAXAo484C2o0a9DdJY9lsQ6S37KAS1sraKfvkmIoRXcqq8uBsya2EGzt7S6YajUHuaNYFkMW7km_FyYuiCvMOjly-UmH3f2L-fQ8hUJC7nXWUIU_kCEQRq6KocPGk6qy60xcY3TK7bgAXZIo489Ls3HjNyTMT4FIR5kkAsDwN5fCKd4NYbqZc73W-kj9v80hdMbbc-xA/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h10/h001.V9K4d6pR805W5nW0Pqvira2gLOIQVOsl_Fj47P6PLOA" 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/3e411d60-d985-4522-a74d-d99c44271058/image1__19_.jpg?t=1780610013" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Picking a search provider based on a few test queries is a gamble — and hallucinations are the tax you pay for guessing wrong. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zUjwPbTJ87ZUSi7BhToEVXqcM8lORAW8BeKhZ2UahranoLHBZkn2j2Ok0bxDDGY1vf0d51ZWhTs-aYYLeQ38Bb99_xtx81vEYkYU_GAXAo484C2o0a9DdJY9lsQ6S37KAS1sraKfvkmIoRXcqq8uBsya2EGzt7S6YajUHuaNYFkMW7km_FyYuiCvMOjly-UmH3f2L-fQ8hUJC7nXWUIU_kCEQRq6KocPGk6qy60xcY3TImUGP8I9VPCAdIDzrAM1JqLhIwoLtRFYjcYsHRACGfobLJitZYMdIYkzmPf8TNVrw/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h11/h001.fKmYY-SH-ZO78Vh6SQBpJbQOVsLXcx-jBmTUNbQKeJY" target="_blank" rel="noopener noreferrer nofollow"><span>This technical guide from You. com</span></a> walks through an exact framework to evaluate AI search, build a golden query set, and measure accuracy, relevance, and confidence. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4fQCmHwa9bByYvejOPe71zUjwPbTJ87ZUSi7BhToEVXqcM8lORAW8BeKhZ2UahranoLHBZkn2j2Ok0bxDDGY1vf0d51ZWhTs-aYYLeQ38Bb99_xtx81vEYkYU_GAXAo484C2o0a9DdJY9lsQ6S37KAS1sraKfvkmIoRXcqq8uBsya2EGzt7S6YajUHuaNYFkMW7km_FyYuiCvMOjly-UmH3f2L-fQ8hUJC7nXWUIU_kCEQRq6KocPGk6qy60xcY3TGXjjZWFce0QoFmEXPm2eFz5RWR-ow39aTs7GJPZ_Mhfb4YxJFiBT_9g4Pf9Ic1-nA/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h12/h001.KEoDPp1Znv6JQ9qFvRXrhy_woMAYCRKDnEIP5e74ACc" target="_blank" rel="noopener noreferrer nofollow"><span><b>Download the AI Search Evaluation Guide.</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>AI is dissolving the lines between engineers, designers, and PMs. Here’s how teams are changing:</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePWrgt3-_tNdS9etl8hH9OuKvGV-ToXhDJkTLfG5XayO7TAx1Y67naNlQDSTZFKvEq-S0jc7EnJI_-gXh_8UQz8uQ2qDXeLT_TVtVTQHRp0XhOlK8d9Cqm-m1lgl4QldrteakrNskpgYHQAu9diIaSwePj8fL2SH8HykBxfoOo1uq6Jrv_BkE8Ojv8PNZuC_RqkQnIWbSZoP536LSGX2O9RHZhYzqqvBLZ4SsRS_y3j3-IG4YCqdUcyE7OanG8qNFLctEGfERQoD10kc_j2qExIhtGV01irM_EO9x0CsGAHH1JMOZ64vrRWhMBaKC_69PDg/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h13/h001.vrKDcpk71ilNk5OdEEMMV4BKIdtDWR3LO4jZYXVhHmM" 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/f89f4066-17e9-4977-a26b-0227a3e866d4/Thumbnail__61_.jpg?t=1780632898" 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>Before and after comparison of Anthropic’s shift to an AI-native workflow.</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 rote layer is collapsing.</b> Anthropic recently shared that Claude now handles 95% of its <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePT8bXT9VexWaVfCCnKWKgtQNeMSA5es0g82yP5R7Yq6Ss7fqMnLSbMF7AfbsaNBJO1V3eOyOanpLrLZJtFMQSuLSdaJltBriVvSqU9g2X1E4lPDrI3xhjkHUgyQzkoggdAXVUHbXOrIPG8zv1QvoX_xqVuYWz68IFOdK7VqyLMGQisEEMun7l9TBjZqhZLlYZweKgDbqsDs_qDkfq9woSQDvLhsPU4pWbtGAPy1VzkxsdE3G8qFmVQnP1GIHFRKeIKLKziRenxAIFYwPo5v9WM5vp6qb-hZOm9rCYECYk8SeykU-ceMmPcbPKX-Nk8kHc2q3OIDNka-0vKd5BgjEoJM/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h14/h001.1z4N_rOt89fQomES3eF_JtKfKcYsNP9clkx4Nx4d90Y" target="_blank" rel="noopener noreferrer nofollow"><span>analytics queries</span></a>, freeing up data scientists to focus on forecasting and modeling. The same logic is reshaping how Anthropic builds software. Claude Code's engineering director, Fiona Fung, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjz1YBwEyqzw8H6uQpAn0HNitzVGAA2kLVXkaQhiqg_r_I1bhM0gbfv5s8wH-4uRlulhPOI_5x-y9HbPf6e3amNAPQl2vn9cHYcQ_PChFBSn4s3B3Q-g-N45V7jN3R-ZkkFHpRDMvvzVB2Cyi9vel6nU1ocqIjKiFM_hYcRj2iIocCH_BS7GiTm74_Z7Gk8uPApXBtYq2B81gEik5j8fhwp1-K8qpSKwqxH3gr78fFFjZlQT8y7HHAjgQfbpNNs9RUI/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h15/h001.dZvg34BNRg7zzSiQmWvGYw9uaEnosiNRGC1ee0Ry494" target="_blank" rel="noopener noreferrer nofollow"><span>says roles</span></a> are blurring on her team. PMs are writing code, and engineers are handling design. The old model of handing specs to coders is falling apart. </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 isn’t the only one.</b> Take Zencoder, for example. A product manager there built and shipped a feature in just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nlNyt-7byyNE7aOaVBNll5D7rU9nHhz3Af796jf70xYTFyXuoKEeN6tBrzN5v14XTjJS2hDAVvlIRfUdqDY3w-tR5khNBjTQI966muMTLzfzKG6bt0LF_b-Urv_uCNYOF_4dPYhE79lB4A55nUjKc0WpP9SbRSrrNR3JsY-THYD_re7kb6kFvCbidFOOax3lumaRtcR3yyYX8re2GCytzqrXQjiEVV9ARFakamBFazZhmJQyLhT3NpBqxh2cE10gAGcXujYuN4KQjFp2nD3EWKruIwGxBfdg_SgyNg12knvXbGX6IK32eHFh-39Nkgw6hVasF53qG2XjnXnbUsi_C2bieITpj8nDbz4HYGwoyIut7YPfrWZ4dHk4yqHaXgnW/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h16/h001.OpyMUuYfF5tfpvmZHdyuX7v8yjx4Ez98rbpeuM5yu5E" target="_blank" rel="noopener noreferrer nofollow"><span>one day</span></a>. They didn't even have to open a ticket. Building is now so cheap that it's faster than writing specs. But as Anthropic's Fiona Fung notes, old processes don't just go away. Instead, legacy tickets and handoffs pile up. They become the new bottleneck for the team. </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>Moving beyond coding speed.</b> If coding is no longer the slow part, you can't just hire for speed anymore. Fung says her team has split into two groups. You have creative builders who focus on the product and user experience. Then you have systems experts who manage the architecture. The problem is that old management models don't work here. They focus too much on coding speed and standard team sizes. They just aren't built for this new way of working. </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>So what’s the solution?</b> To maintain agility, companies like Anthropic and OpenAI are flattening their structures. Their playbooks focus on technical managers who use agentic tools and relentless dogfooding. They track success through faster onboarding and PR cycle times. If you’re looking to make a move, we recommend diving deeper into the playbooks of <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePWrgt3-_tNdS9etl8hH9OuKvGV-ToXhDJkTLfG5XayO7TAx1Y67naNlQDSTZFKvEq-S0jc7EnJI_-gXh_8UQz8uQ2qDXeLT_TVtVTQHRp0XhOlK8d9Cqm-m1lgl4QldrteakrNskpgYHQAu9diIaSwePj8fL2SH8HykBxfoOo1uq6Jrv_BkE8Ojv8PNZuC_RqkQnIWbSZoP536LSGX2O9RHZhYzqqvBLZ4SsRS_y3j3-sthGa8HlK4tpQTSIFQ9Ws9HpYA8flf0KGRbDC42NJVeo_JwVEh_cfVr8RB4F4aWmyVSFrSI2jkWvHMOd4oIWrg/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h17/h001.NxGEWbn2fI2cEy3FeDY9lgGVz-2LPfBr2Rslk2arekk" target="_blank" rel="noopener noreferrer nofollow"><span>Anthropic</span></a> and <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ_HqjtE7mxY4tpiIWR8HI9_GIdfhipAF33RrpssEBNBqGLHEs46txJntPWuX3JHuGuPcq14-d-Xr_B8xieWqdj_HrFPoRzraMmD4UUW74Vkv9-5qE1MVFfR54DvG60zeMiWeXfyqSUZjnMQuyih3CuX8ggd-Yq_MeZ1Z2wY3Fs8qeS978I-PthZstznQEjeKj0ZFwfwLBOMamwpwJjYZqcnhI_2zwCoRBQvlv0gC-y_nEyRwG9E1Od0O6l73Q3_uvCmwB2zaxqsPqKl1zp7u5qnja4vrONA1IaEFIsWvBwkEQ/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h18/h001.sn6sRwAP55P0LK8Sng3_SgLOJZ0rbQKgMDvCk6Y5278" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI</span></a> for running an AI-native engineering org. </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-radius:0px 0px 0px 0px;border-style:solid;border-width:0px 0px 0px 0px;box-sizing:border-box;border-color:#E5E7EB;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(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/978a7230-4233-4506-a64f-03e8ef8b020e/CleanShot_2026-06-05_at_11.40.01_2x.jpg?t=1780639838" 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>Worth Cloning:</b> A Claude Code engineer’s internal prompt for maintaining a "deep understanding" of Claude’s output went viral. It’s so effective that another dev turned it into an <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lz9ldldr6VCm2T3WZXDUcAkXjlT1KhdMlU8vd4N4wQBJqsBbN2fibpA7W3EOKDZpsaGjOkquK6IniM-OgiwGiJVsih_KprsyiDatSpnKTRJR8sfNyzxmbgFtNb7IJcnQt0Oo3Hf2LDZy3VDpXliqgufRRe2XkcRV3vY2dFPKvxNUuYEb9MuovxkFS2-y-NCVpsGWAs9Is8ph3XhBD_m8YJj4Q_hDq5QRbF3dmx8p3fU_7shk6GuXyrnyio9kAARvR_HBB9RvNhRPr0gvNb3p-RR7L7cIK051RJ0iCaTIR8XA/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h19/h001.EKOo4_obxBYBdGDKqZz2qQfNWBicGw_yuWSJ802twoI" target="_blank" rel="noopener noreferrer nofollow"><span>agent skill.</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Against the Grain:</b> The creator of OpenCode shared <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L3uCyaaTF8GMHUmu5MpyH8pvaL9dpDg_9iFqlPzk2UTydc_lo9qKyTtCTT6MY42IKNuax9EdKmOlvSjiVccHmigiRkuqZWKGTLjFTHbuaRt64CL69oLhzZ3LrE44TyGYr1wbMXvb3DXO1rcLXv0THOZ9E7DyyMyp_mw87wn6AteZ10b1daDovoi-76VuSSu4z6CldFowW2Cil8NjqgP952dAB-tJgcpOIrdZn9O8EHm7z0gTCPYsJazVcuK5WWn3W1y3xZoMkliEb4wI_pocbdAaY3CH5yw61sSbKp5Undqw/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h20/h001.0-8eVojQ1A94WVfmQOpzjOPjNQEi5CEaAGRHJJ3OKrU" target="_blank" rel="noopener noreferrer nofollow"><span><b>three rules</b></span></a> for being good at your job that cut against how most devs approach problems. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Set and Forget:</b> Codex can now grind toward one goal for hours or days. An OpenAI engineer dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5vVYRZuuaCJ06dINUHn39pprVivEjDEwo0PBtwtKnujUFIGENQJFPqhHh9R0lmuLqqepXILH9rKzYVnFrClxJE8kvnt1BlCBCWqewXmrgSmujhyg6OCo7ZanBZpgNaJC5ml3mF9SIf30MZ2hDaD6UrLoYSlnyEeOoiro8qFRVzq8rhPAmw8OuHtZ-5ImHJYU61mDZ1Vx6jB59cpV4gzOGzI1lA01Y60VOpltS3BE7fkJxP1bz18qmBUH0_uKnYu_ldIguaSjBN0i6v9fSSaqUfhmI_24Yn6m_pKw4NZO1CI/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h21/h001.gkpodJbHFa95VN_8CHOVDohPW2ejIWV85TFuBwM-cRI" target="_blank" rel="noopener noreferrer nofollow"><span>7 tips</span></a> to keep it off the wrong path (2K 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>Agent README:</b> No more juggling a different instructions file for every coding tool. This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJd1opDYq56Fle2LPvUeV_ia9ors0x39tSC1kI1I1keNGj9rozT-hS4ZqlHFhxPAjDfMM5GeQsRhWQi1Q3_0ktJJCfelAPEVdeOgAs_CEct-twea1bJ7X-TENKYpeY8PxP2sMj-o0K-Oe8TLGI70E2bmQjRjgTKU6e06xKODnSogAiLGsLSbLaPHc0ckv77WIyJFPecy3fJUHbjdGAkofqjUnh0J-zZrFUIQxCmFKsxTONndKK2dis_LvRW_KTp5kHg/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h22/h001.-jRpuZyqKs5LDC2WyfLzBeI6krila75_uP9iSim86-M" target="_blank" rel="noopener noreferrer nofollow"><span><b>open format</b></span></a> works across Cursor, Codex, Gemini CLI, and more. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Under the Hood:</b> A Hugging Face dev advocate recorded a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5EFar-tlHa3msRVLY1ZjoIBIW2kKrUGXr_kZnpBHuLYUOZvgMLRZTXV6G8AEzPhYb2g1DIsZAlHdpoXY6bWCBvSPjtKPZ8thFpaYJHBKcXCIwZkaQwHhdtymCFC4-GA0z40nOGYoe5dx-mZgvAwTbB1UDt0pBkpQnGoRq5dPoahsZu6DYqr7iWmsltjeQjLLRNZZFCnqBY0FqZWI_b2yiC0y8WbUs7spzcps-mDT36W-TNYBzBiezY-grC2pJR-0nRJAOkUnkbs5NQwTk_fejecmE4nx5A5toGIEZLmVzuk/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h23/h001.8OV-uUvky7ZBqwS6mLBHRX0CPWw8gqvv_NOpNnoIr_c" target="_blank" rel="noopener noreferrer nofollow"><span><b>deep dive</b></span></a> into Pi, a minimalist coding agent, down to how its architecture holds together (1K 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>Build Your Fleet:</b> A CEO running 14 agents wrote the <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-2ENIHBmPaGRLL9NWS0jyziw6nFcqNuXHkrIB7LYse7CTPjabLprlEI1VqINkff_OfBGhTsUAM-t3vKjQMonWGb_g3I-N2wh20o6uPoQw9TB9B37GiMcfPviLJQSDRjPSVZ9pUkkgF7zrzbS8YmHyHvhQSbiaGOszKh1O-CadMSWrXZQmG8Z7gKyNJ9je0Qq4-pK-NI7Nki8ufQup4ZIj3W27EWxkiO-rzPNc0mJtntFjecb9bFbtR2trIgHCWyA-WLjbCcIiINT9lS5pVtOQuAXaWxJ5ECaDsC2xiBDcvo/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h24/h001.i0NNSmydT0tjeXzDk1M_8ihgMzD2mWgWOEnUgaZg1GQ" target="_blank" rel="noopener noreferrer nofollow"><span>playbook</span></a></b> for wiring Claude Code skills that don't break when you swap the tools underneath them. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Less Babysitting:</b> A Claude Code engineer broke down how to set up <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L3eFXf30zcDFvlMTAvTe0GyZhxSvWsaZXY5vjRuLfQVfTbMrCbUPK9Hs9gKxSteHRlCVrSJa1VKFEkR_UHO7GCS9o18M7YjojMdgx4SU-ZW0nJgB3H_HH4bd4d-cRKnAl85UZ9pwt3OPXejbzYHkIf8cJmvR05eJQSiQMVFYLlRyBWy1W9WFogCug654_kdMdOU7MUB_xr9lvdFTht_-sfGR0KLczxp4jqSEyWPk9mf-NlDeYcGL-teALnede7Y1OJ0Ra47cpAgKZd2E8KsrExr-8_DZGh4IwjMKvhrA5Aq3/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h25/h001.EWUpqQNEgIhfCkKu-fUbqHnZRzPMzXGqDrd0vevVD04" target="_blank" rel="noopener noreferrer nofollow"><span>feedback loops</span></a> so Claude verifies its own work and finishes ambitious tasks while you do something else (1K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Direct, Don't Write:</b> A veteran engineer behind Jest, Yarn, and Metro explains how AI shifted his role from writing code to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePdJ-YuvmJeDbhoaWwKXpUpQq0DB8McqGsVayn6CxkebTXXCf6nsqxiDpW1Un99U3d4mRAtn48bjMWQr3Uv9InLp0C9w8WII_x0vv-M9tWCaw2rDidmCzSsd0T6N974sma-bNR4_xPF6avruyoEMwEjJZJDXTj9Y0llK1kN320cWU5bqUFRPXXLkM8ei-YObQ_pNkG6S3MU_ARNNLzDcIZh9bqoIw43klCIPQktHrf_91Y3YrOzDS8mD-EltoxVzBCvaoCXyGXBsd6bXcbvzxkKFVHDXCl1dtIGTCuEZ3uWSb/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h26/h001.rI7hWWXzz0RLmoYXpoz6k9t9Szz80OnEQ9Bw3GFvyL0" target="_blank" rel="noopener noreferrer nofollow"><span><b>directing systems</b></span></a> that ship work that wouldn't have before. </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 run multiple Codex agents at once</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%;"> One Codex session runs one task at a time, so your next task waits. Open two in the same repo and they fight over the working tree and wreck your branches. </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%;"> Git worktrees give <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VbEOSrOul3-OJLQ24EO2NHaF7qCNx-TMkvnf2ExPFw1Jlg664E5QbeWHkAy5D-jpOGdn299WJQ1r8f0YbQLUmSiPAZRsUy8VDWs0jJznE0fyv2K7dQZtI1UqEeLqw39nUlfx1u93QDQAKWoecQoZSRwZg9TzwHwYbnD-oYS5H0C4ROeqsYtA7xSEolyrfpre1YNgVdhXY25Qoctri8Gxffsl_CM5EW9hofT3QCffIYWTr3MQwQ0amF2DfDPNDcldQ68B9yr96z3J6R4f3dUd0WHG1tMbO_As-HVnrsVx9kG0rvyPVC3knwm3KIyldwxpuk0ZJjuw81TemMZEm4BgYA/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h27/h001.RN6hA9IO1UvJFglaOWZHZUodXFTYWtVvEjVvt4kSi7M" target="_blank" rel="noopener noreferrer nofollow"><span>each agent</span></a> its own directory against the shared .git, the same isolation the open-source “oh-my-codex” launcher runs on. Make a worktree for every task, then launch Codex in each from its own terminal tab. </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>git worktree add ../codex-auth <span style="color: #7ee787">-b</span> codex-auth
<span style="color: #ffa657">cd</span> ../codex-auth <span style="color: #79c0ff">&&</span> codex <span style="color: #a5d6ff">"Migrate auth to JWT"</span>
<span style="color: #8b949e"># new tab:</span>
git worktree add ../codex-tests <span style="color: #7ee787">-b</span> codex-tests
<span style="color: #ffa657">cd</span> ../codex-tests <span style="color: #79c0ff">&&</span> codex <span style="color: #a5d6ff">"Raise test coverage to 80%"</span></code></pre></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Since each agent uses its own working tree, they won't interfere with each other's files. Just use your own branch names and prompts. </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%;"> One catch: avoid using parallel agents for shared tasks like lockfile updates, database migrations, or major refactors, as these will cause merge conflicts. It’s better to handle those one at a time. </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_32RH-xbfUdNTs5Q4-hNDkJcPvBd9aUoJj0MOUcWzYdWvFcydciiYxo08HH7jKom1vVp6NviKWnzjFMqKd_rKn4f-6ceWtHx5u0FANSKM4xi6uoocKy-DFVFijIDkW91J06XvDAdfDRt07tl31-osJUdfbHW8LnmCHPoBbXS4nck3VMg/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h28/h001.G6EzNXnduJ429HlajJ4rIF_spoGfTjv2MeknGuKsSyU" 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.AtRzLqL3EQmRcf6rV4XqutmAWttHC5kTmUybsXxJzjTT0CbX3pVK7RZkM_o-owHzPX_H3A-IGhtlAzM4CcV0-eocADvC35UbqmQZXZRvyYyMyglGYAzHw8f0llxIJ6HVugkr-tLcVEqtS_sGe18Aib9JksQklwLyb9nrfMXLf1BY2gXpxR2aR3WJiR62XtJivWV157yak6oafkxXkb6FvY92N1DgJCF8rSl6yViJ3sAxTHMCLqb-kBTjlKHpaU_Z20S0HY1lAOiZC4ruN7wh9QDSfuBAfMoLfb_bop3rhKE4EUcECd-oF_qkmlVZ-WTigYl5NBD8nhG52n4jTvfw2YWAidgJndtFpkuQSh1e5To/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h29/h001.RalY9LP_UZbAd4sk7XkArTx2o4QAWgNhTQn5PZRzB7E" 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/aa9a87ec-66b9-4a32-a406-74d2f4f74abf/Thumbnail__62_.jpg?t=1780639968" 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.AtRzLqL3EQmRcf6rV4XqutmAWttHC5kTmUybsXxJzjTT0CbX3pVK7RZkM_o-owHzPX_H3A-IGhtlAzM4CcV0-eocADvC35UbqmQZXZRvyYyMyglGYAzHw8f0llxIJ6HVugkr-tLcVEqtS_sGe18Aib9JksQklwLyb9nrfMXLf1BY2gXpxR2aR3WJiR62XtJivWV157yak6oafkxXkb6FvY92N1DgJCF8rSl6yViJ3sAxTHMCLqb-kBTjlKHpaU_Z20S0HY1lAOiZC4ruN7wh9e1WW73wmLilJ7KLxQD4KcHu0piMaPGmENjDp9RuTDgtkGrI-F5zPfHBCTq1EsxqZkVi4H6fKGjPEtUj8bEtCoc/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h30/h001.c9tzhMo_ORwv3RH8CqA7R9lhmbfBQWlKFYcVWKZvmjc" target="_blank" rel="noopener noreferrer nofollow"><span><b>Run fast & efficient LLM inference with vLLM (by DeepLearning.AI):</b></span></a> This tutorial teaches devs how to efficiently deploy large language models using vLLM. You'll learn memory-saving tricks like quantization and paged attention, along with how to cache prompts for faster responses and benchmark your model's performance under real-world traffic. </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.ZELe4XSJUXiTVID8fUzIAMJJjQ0JHm0pPGj0uorNijCQRfbmDKq8htV3rK2pverHMs0swuaS0ztA4TYOCv9ol4QV6JyD6tpof0_X-6hwsSGV92SAjY6zL0D048A7BbaD6OKU42eJsvmVmACDIQGRQacu-_k65fPPP6rynOa5VLdxOhcqINkjnPEtm7OsG9xQ6358tDazcdVBFh-PHW9TMoEr6npAjTDATiWKlJggWJvtAg1sMvgaV9Vbc6WEAeW1edRIHKXrYacuKFZ-NjpdlA/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h31/h001.D98y_Piwz3R1Fgr_ZMHJ6q3mz0ArvUqsP-YSpkiYfbo" target="_blank" rel="noopener noreferrer nofollow"><span>Boxes.dev:</span></a> Cloud dev environments designed for agentic coding. You can run every Claude Code or Codex chat on its own dedicated cloud instance, sync across mobile and desktop, and build from anywhere. </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.yBywWjiZ7oCsTrXLmaNhkhtqFFDYxAl7zZc069wGMkrrj6v_fZ6CV3iINusf7NumnursqtsAts0BoPK_GZXKZ_GUqJaZF5sHUB6b92JJy0nXSSMLGBGZiksbhCLkkjc_7YgFnJbZx5FU-P3GVKsbRIVrOP4Tl_WPvR-PjjtCyzTMMSya5RT486ELM4pgJUZn4hiMmFFH7TqtCT1AgqZw__zLR_FRGfxJHBQLE3Ev_JIXOpknEdaBMp7R8cQEt30dWLoQi6NOJBDZ1F1i0Obo21j68hSYm_7O7zxk8DJDSTY/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h32/h001.aJcVXChiNzaSbUbc0ErrQMs8cPGzjRv76Nmn9UAXBU0" target="_blank" rel="noopener noreferrer nofollow"><span><b>Spec Kit</b></span></a><b> (109K </b>⭐<b>):</b> An open-source toolkit that transforms specs into executable plans and production-ready code. It allows you to prioritize product scenarios and achieve predictable results through spec-driven development. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Paper</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-gM3DIVsoVyD2ZdSk6w2WQaXgOGZ5WUUJ-zj3kyUBAT6cC4EmFjNOowGPvA9zEiBz0bq4Ee-7Ziv2F794xciGiiPNsyGRLkjUUZT7YphPeK6m81TCZOyE3hwe-pmpKEDwWe2LO9Uheg2NDawok5a7MEiBASPM4OZ0OsfM-7vjQ0Ik1FOnN89kLrsTlVX9aE8vX72lgSn1vAeu9JzWf1HncR5v0ZFYEHBI5pRtyvyETuqAtGLc6aTQqBudJbwC7y2bv-rK5he_RtMo79gigMpexpsqmMCIEloZIh4q-yKmnr/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h33/h001.0eF_ZniUsOLy2NaQNUE8skED4e6inADxBUChvOdlxl4" target="_blank" rel="noopener noreferrer nofollow"><span><b>When AI builds itself (by Anthropic):</b></span></a> The core problem is that as AI systems learn to build their own successors, humans risk losing control over them. The key finding shows this shift is already underway, with AI now writing over 80% of Anthropic's merged code. </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%;"> Google has unveiled <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAGQZmb0x9YTiAbUsrUYpyBy4XF1hsbCO3McHypEEeIz9W9s9fhnQRzQj1l0mjLkj48I74sU0ckaoHYeCDNOJd180JVMqFJMmcExxbogUQy5_xui7K_azInDMyJR6ym_LKyDleN2GZvOaJiGShCU-JVvrAacaYLeehQB6aEUcEWKwVb27YXtmFlicmiLEHoikVHfeWcp2nCIxoL3cpcV901036KT9gl0STUjFAmneW-KBOPcH8rU9qcFnUjYi2diZuLnlPMDPWV0ZGu10NOoqfP8U-BBuPpzIWEeeGCOcks8XCPK4sLzw86Xs_SS8uf-POUH7aXPn9zzYZItWVvCdoMc/4r8/iKRVnJ_eRcuX8QuZ6ZfBOA/h34/h001.nEAeLAH5bAQzzx6B-DqH90qi_HpSgGEycdRX2Jcuyfk" target="_blank" rel="noopener noreferrer nofollow"><span>Gemma 4 12B</span></a>, a highly efficient local model that brings powerful multimodal reasoning directly to standard laptops without the cloud costs. </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. 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Follow image link: (https://you.com/resources/how-we-evaluate-ai-search?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_thecode_65&utm_content=superhuman_thecode_65)
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**Welcome back.** The internet just crossed a major milestone. For the first time ever, traffic from AI agents has [officially surpassed](https://x.com/eastdakota/status/2062212701414187452) human traffic online. As companies build infrastructure like bank accounts and emails for agents, it’s not hard to imagine a future where the economy of agents outgrows the economy of humans online.
**Also:** OpenAI engineer's 7 tips on /goal, Claude skill to maintain deep understanding of outputs during complex sessions, and how a veteran engineer's role shifted to directing systems.
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### **Today’s Insights**
* Powerful new updates and hacks for devs
* The flat org strategy for AI-native teams
* How to run multiple Codex agents at once
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://x.com/cursor_ai/status/2062611883249783083)
Caption: Click here to watch Cursor’s new features in action.
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**Cursor adds visual editing and token insights to canvases:** The AI coding startup just unveiled [two new features](https://cursor.com/changelog/canvas-improvements) to help engineers move faster. Design Mode allows you to annotate UI elements directly so you don't have to describe every fix in a prompt. There's also a new context report that shows exactly how tokens are being used across system prompts, rules, and skills, with a quick-reset button to clear out the bloat and keep things lean.
**OpenAI upgrades Codex with in-app iOS tools and user profiles:** The ChatGPT maker just shipped a [**Build iOS Apps plugin**](https://x.com/OpenAIDevs/status/2062599291479478275) that lets devs preview SwiftUI changes and hot-reload edits directly in an in-app browser. They also released a new [**Python SDK**](https://x.com/thsottiaux/status/2062734215494664697) that embeds Codex into your own programs with a simple pip install. Plus, [**new activity profiles**](https://x.com/OpenAIDevs/status/2062674774644687268) track your lifetime tokens and streaks with private, shareable cards, keeping your entire workflow in one place.
**Arena.AI unveils a real-world benchmark for agents:** The SF-based startup just rolled out [**Agent Mode**](https://arena.ai/blog/agent-mode/), where frontier models like GPT-5.5, Claude Opus 4.7, and Gemini 3.1 Pro handle complex, multi-step tasks in a sandbox equipped with web search and coding tools. Every session contributes to a public leaderboard. It tracks how often models successfully complete jobs, follow instructions, and avoid making up tools. For teams choosing a model for agentic coding, this provides real-world performance data rather than just curated test results.
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##### **PRESENTED BY YOU. COM**
## [Stop Guessing on AI Search Providers.](https://you.com/resources/how-we-evaluate-ai-search?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_thecode_65&utm_content=superhuman_thecode_65)
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Follow image link: (https://you.com/resources/how-we-evaluate-ai-search?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_thecode_65&utm_content=superhuman_thecode_65)
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Picking a search provider based on a few test queries is a gamble — and hallucinations are the tax you pay for guessing wrong. [This technical guide from You. com](https://you.com/resources/how-we-evaluate-ai-search?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_thecode_65&utm_content=superhuman_thecode_65) walks through an exact framework to evaluate AI search, build a golden query set, and measure accuracy, relevance, and confidence.
[**Download the AI Search Evaluation Guide.**](https://you.com/resources/how-we-evaluate-ai-search?utm_campaign=33212815-Superhuman_Q1&utm_source=external-newsletter&utm_medium=email&utm_term=superhuman_thecode_65&utm_content=superhuman_thecode_65)
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##### **INSIGHT**
## **AI is dissolving the lines between engineers, designers, and PMs. Here’s how teams are changing:**
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Follow image link: (https://claude.com/blog/running-an-ai-native-engineering-org)
Caption: Before and after comparison of Anthropic’s shift to an AI-native workflow.
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**The rote layer is collapsing.** Anthropic recently shared that Claude now handles 95% of its [analytics queries](https://claude.com/blog/how-anthropic-enables-self-service-data-analytics-with-claude), freeing up data scientists to focus on forecasting and modeling. The same logic is reshaping how Anthropic builds software. Claude Code's engineering director, Fiona Fung, [says roles](https://www.youtube.com/watch?v=igO8iyca2_g) are blurring on her team. PMs are writing code, and engineers are handling design. The old model of handing specs to coders is falling apart.
**Anthropic isn’t the only one.** Take Zencoder, for example. A product manager there built and shipped a feature in just [one day](https://venturebeat.com/technology/when-product-managers-ship-code-ai-just-broke-the-software-org-chart). They didn't even have to open a ticket. Building is now so cheap that it's faster than writing specs. But as Anthropic's Fiona Fung notes, old processes don't just go away. Instead, legacy tickets and handoffs pile up. They become the new bottleneck for the team.
**Moving beyond coding speed.** If coding is no longer the slow part, you can't just hire for speed anymore. Fung says her team has split into two groups. You have creative builders who focus on the product and user experience. Then you have systems experts who manage the architecture. The problem is that old management models don't work here. They focus too much on coding speed and standard team sizes. They just aren't built for this new way of working.
**So what’s the solution?** To maintain agility, companies like Anthropic and OpenAI are flattening their structures. Their playbooks focus on technical managers who use agentic tools and relentless dogfooding. They track success through faster onboarding and PR cycle times. If you’re looking to make a move, we recommend diving deeper into the playbooks of [Anthropic](https://claude.com/blog/running-an-ai-native-engineering-org) and [OpenAI](https://developers.openai.com/codex/guides/build-ai-native-engineering-team) for running an AI-native engineering org.
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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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* **Worth Cloning:** A Claude Code engineer’s internal prompt for maintaining a "deep understanding" of Claude’s output went viral. It’s so effective that another dev turned it into an [agent skill.](https://x.com/alexhillman/status/2062378175548571677)
* **Against the Grain:** The creator of OpenCode shared [**three rules**](https://x.com/thdxr/status/2062710020375011436) for being good at your job that cut against how most devs approach problems.
* **Set and Forget:** Codex can now grind toward one goal for hours or days. An OpenAI engineer dropped [7 tips](https://x.com/dkundel/status/2062650378089594955) to keep it off the wrong path (2K bookmarks).
* **Agent README:** No more juggling a different instructions file for every coding tool. This [**open format**](https://agents.md/) works across Cursor, Codex, Gemini CLI, and more.
* **Under the Hood:** A Hugging Face dev advocate recorded a [**deep dive**](https://x.com/_alejandroao/status/2062586118797730108) into Pi, a minimalist coding agent, down to how its architecture holds together (1K bookmarks).
* **Build Your Fleet:** A CEO running 14 agents wrote the **[playbook](https://x.com/nifinet/status/2062582468847472700)** for wiring Claude Code skills that don't break when you swap the tools underneath them.
* **Less Babysitting:** A Claude Code engineer broke down how to set up [feedback loops](https://x.com/delba_oliveira/status/2062203743387459836) so Claude verifies its own work and finishes ambitious tasks while you do something else (1K likes).
* **Direct, Don't Write:** A veteran engineer behind Jest, Yarn, and Metro explains how AI shifted his role from writing code to [**directing systems**](https://cpojer.net/posts/modern-engineering-values) that ship work that wouldn't have before.
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Caption:
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##### **AI CODING HACK**
--------------------
## **How to run multiple Codex agents at once**
One Codex session runs one task at a time, so your next task waits. Open two in the same repo and they fight over the working tree and wreck your branches.
Git worktrees give [each agent](https://nimbalyst.com/blog/how-to-run-multiple-codex-agents-in-parallel/) its own directory against the shared .git, the same isolation the open-source “oh-my-codex” launcher runs on. Make a worktree for every task, then launch Codex in each from its own terminal tab.
```
git worktree add ../codex-auth -b codex-auth
cd ../codex-auth && codex "Migrate auth to JWT"
# new tab:
git worktree add ../codex-tests -b codex-tests
cd ../codex-tests && codex "Raise test coverage to 80%"
```
Since each agent uses its own working tree, they won't interfere with each other's files. Just use your own branch names and prompts.
One catch: avoid using parallel agents for shared tasks like lockfile updates, database migrations, or major refactors, as these will cause merge conflicts. It’s better to handle those one at a time.
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.deeplearning.ai/courses/fast-and-efficient-llm-inference-with-vllm)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**Run fast & efficient LLM inference with vLLM (by DeepLearning.AI):**](https://www.deeplearning.ai/courses/fast-and-efficient-llm-inference-with-vllm) This tutorial teaches devs how to efficiently deploy large language models using vLLM. You'll learn memory-saving tricks like quantization and paged attention, along with how to cache prompts for faster responses and benchmark your model's performance under real-world traffic.
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### **Top Tool**
[Boxes.dev:](https://boxes.dev/) Cloud dev environments designed for agentic coding. You can run every Claude Code or Codex chat on its own dedicated cloud instance, sync across mobile and desktop, and build from anywhere.
———————————————————————————
### **Top Repo**
[**Spec Kit**](https://github.com/github/spec-kit)** (109K **⭐**):** An open-source toolkit that transforms specs into executable plans and production-ready code. It allows you to prioritize product scenarios and achieve predictable results through spec-driven development.
———————————————————————————
### **Trending Paper**
[**When AI builds itself (by Anthropic):**](https://x.com/AnthropicAI/status/2062568862479208923) The core problem is that as AI systems learn to build their own successors, humans risk losing control over them. The key finding shows this shift is already underway, with AI now writing over 80% of Anthropic's merged code.
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##### **IN CASE YOU MISSED IT**
--------------------
### ==**Our most-clicked story from yesterday**==
Google has unveiled [Gemma 4 12B](https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemma-4-12B/), a highly efficient local model that brings powerful multimodal reasoning directly to standard laptops without the cloud costs.
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 300K+ engineers and 150K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
———————————————————————————
You can also reply directly to this email if you have suggestions, feedback, or questions.
Until next time — The Code team
----------
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