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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Thu, 24 Sep 2026 14:08:09 GMT
Subject: 👀 AI agent hacks government records
To: [email protected]
Date: Thu, 24 Sep 2026 14:08:09 GMT
Subject: 👀 AI agent hacks government records
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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: Build a local AI assistant  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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:#FFFFFF;" 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> September 24, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9toAW9hmPy9SIHdY9u9cjsD1C0sM4Hjvas2ItjXJ35RRuO6fDbXMENe_KZI9OIadMH0S7Uhg2-OF8APp1o-3ZJC-at8uFbghpcKVbEV0shu5_1hyfeBdTPvK_PilaS61-xELJGtrbOtUyPg6SDbWAAQruoWKTWKCaNY9hF7O8W5l5WTxzONQausI7r-tU__TpqiCwtiPq48NSXZ80G6VsVD0ZHzEm7prEVgkj8qRqU3Gat0kUD-eApcoyQvsXcz7pKNeU7rhRhv0ibd2PkywJQbXVtRFQqgvlC8HW-wbPSxKKd89dxUEOQN0BHH4s_izSBdku4HGWIrpRWJ9M2AUm2CgUhGmfT9l0b3aQp_xN8XtEa8OWQv5TEDo-UJ51RQXgsdSG2dSKzJQ3ccP5ODTtrkUl76d-buJRxtL1cVxR8hh9gcBzp-8qBl8DJ27rt5LIH8Y_T36e9a7rs5xck7UKwQAKaj9JnbVcz9w6xPaLsjMCRCTbWsc38j6MUEEGZ6A2KEnu8tO_w8jkmPTzzFLozfDTxyCCvok90DCTgGG3j0hDJg3AnEgn4KGp65FyHzRRMoan3TTMiLhfv9zY_09y-Jj9bnWugoAlmj7TPxWrKC2IQBmrfTHqzTDE2xEXyPS9FvqcVi70ocSNxYC_aWsQnyfAUjUUJvmuN0M6y6e67PQH4CESk69kg4PwfT6VCIuyVP6ioDfMSUa35SWbg5XN-Tmqcr5sFBMXpS17xL5z0-61IUCDIrkdADyw0OoeLL6kM/4ub/EkQQ3pecRa6_IvpTAWVWaA/h0/h001.w1aIuT6cAKI9LyDT30nzlp0A-7vcoLJ394RUTAfBMkc">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/4ub/EkQQ3pecRa6_IvpTAWVWaA/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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePfvWENVZE4b7ZeA5zGQ423oGQI2tMQIkm3YnNZBT5kSeXssyjpH5tPsQTqpKeE8JDat0g2LMSLfmez6vaIySWq5otsUQQNVhzlEKc7peZa69eHP_Jr4Q1N5Z70U2Fh3kLhEBFHTvehyB_8ZCcERhCnJJlJ2Q3Ij03VjcnbeUpGKCuhQGrzUJ2cfr3_ivbEtmayCzRyJDfKzz0gb0Rhehh66xDcglYB_sxAfuKoJMjz3xw2WitDkTU81xpSYbV54Ete0WAeM7YIrag2Q-hXVZU5IxAi2MZq7L_YdiQB9Yg4ariUu8cOWOpbl4qIJ6eJZm8A/4ub/EkQQ3pecRa6_IvpTAWVWaA/h1/h001.1npO4C4X6ueyR6Q-ELtmHzK5r5LD-y3UayX6Uk-Jt8Q" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/46933d93-7d0b-44d9-a2aa-416540a5bb4c/Group_Prior__1_.jpg?t=1790231278" 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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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> First, a Claude agent cut an Australian Pilates waitlist. Now, an OpenAI agent just breached the country's Medicare portal. As Australia pushes for AI regulation, rogue agents keep making the case for them. Meanwhile, Claude Code can now keep working even after you shut your laptop. </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>AI coding playbook from top Silicon Valley engineers, a CTO’s advice for engineering freshers, and Cursor engineer’s prompt to save tokens. </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:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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 Brief</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;"> How Anthropic handles a flood of AI-written code </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> A guide to refresh your prompts for new models </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Build an AI assistant with on-device memory (tutorial) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Lessons that made Claude 3x faster in 2 weeks (cookbook) </p></li></ul></div></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcH8DJUrd4bK3VlG4hoFOOC4743BKjB7obtFEj4SHnY0ij_eXJAWVjUrF2cvwYhExcbz-k7Lg0XdkQBNjyJOHsAyUd8PF3C_Prg0WxE5rGfoZ4DluJ0jr4K2khfeyeeXIbGTetTqvaOi5-iOMbXuf3GxCPmgMbpvkHCllK2rKVBEKFYaHPjFOS4FTaLNVA0FVMY6_mrDuJNV8T6sspTRznG12-mxZNLBKEuoPSy2oo8sL6WFH5qVw2wIMmAdWhHjUzE/4ub/EkQQ3pecRa6_IvpTAWVWaA/h2/h001.ZEw90jve89v6qy75ykdUEjnacxQkwOV6ej47ff_DndQ" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/6182de40-f8c3-4715-9616-284e8ef03d89/Thumbnail__27_.jpg?t=1790247925" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch how Google’s new text-to-speech models work.</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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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>Design custom AI voices from a text prompt: </b>The search giant just just rolled out two new voice <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcH8DJUrd4bK3VlG4hoFOOC4743BKjB7obtFEj4SHnY0ij_eXJAWVjUrF2cvwYhExcbz-k7Lg0XdkQBNjyJOHsAyUd8PF3C_Prg0WxE5rGfoZ4DluJ0jr4K2khfeyeeXIbGTetTqvaOi5-iOMbXuf3GxCPmgMbpvkHCllK2rKVBEKFYaHPjFOS4FTaLNVA0FVMYT3zkIaSJdgYuuGlcIJ1-2QJl40MMxlhbBs2DnWg2ji0YXyFie_XsQYt8p2vnRjfI/4ub/EkQQ3pecRa6_IvpTAWVWaA/h3/h001.USTIIe9F9H69zd2JddVFhjyRMMAjQLS-IZa69n6rm0U" target="_blank" rel="noopener noreferrer nofollow"><span>models</span></a>, Gemini 3.8 Flash TTS and Flash-Lite TTS. Flash gives you granular, line-by-line performance direction for creative voice design, while Flash-Lite tackles high-volume, cost-sensitive workloads like real-time voice agents and dubbing. You can spin up custom voices across 100-plus languages or pick from over 2,000 ready-made options. Google says Flash tops Hume AI's Voice Design Benchmark, with the pair ranking first and second on Hume's Overall Quality Index. Start building <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJTpEuzBNHRwpsMal9soRmMxBDVyyAfgnax8ReVqubycVNyUKeq3a7yMXy4BEO0bZxI36NtPWDyYMv345I5dDMZozOnHdQMJOg23xYAqGE7KHGGa5MqUFw69EFBKNWl5xlwLnNjLHW128-F-Tbk5QO3GnXrV2RMAEeEb-nssnfkEGTJvlqa7ZZKdeOgwbZ5jAZudeXYCr3iUkIQP2faGeC7ltItgqm43YFdyKvS9l80XwTPwZ4FHiDenebuupUpHNSd_Koj_on9Xdrk9euM_YzGe8l5o7zbzEPrXhDHo4rLJN/4ub/EkQQ3pecRa6_IvpTAWVWaA/h4/h001.g7dxZlBYnFCHRpK3o6YC7J_T7Xh60JVVItjulKV0_Dw" target="_blank" rel="noopener noreferrer nofollow"><span>here</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>AI agent breaches Australian government records: </b>An OpenAI agent was researching public medicine spending in June when it hit blocks on Australia’s Medicare statistics portal. Instead of stopping, it bypassed those barriers and pulled restricted files. Australian officials did not learn about the incident until September, prompting Prime Minister Anthony Albanese to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqum1qN-IkPKqyVqyyNz5fD70b44746lTj7LLhBzkqxyZIiirFQpkOfh9g_hste68htxZx0z_0wscx3X_lxqgPvvdO-SZPemueNQbkRb3W_Avb_ybQcZdVPcQcoOb-YTo6NUTWWVvidf3KOwwPcAkOipB9mjoU4p477m8xktXbWtX4jMRsEs2wlgQOsQST8bRFoemIlf2yr41qJBeMk8BJnoc51K5UsNAfIWMi624mTmRaXmfbJN-CtB4FwCe2nZ-3ALQZzE95xG-2p3Tx4ylSMcjyqieEL46jot1VaqqRCjhhZ3UY1hkW9IQAGWSSFigHhmt8AZdeU5k617jfqHeJts3KQnfIIVOF6tjzz6TneVXx_Y8x8DEdI3-H-nNd36FhrQ/4ub/EkQQ3pecRa6_IvpTAWVWaA/h5/h001.tWmvkkHjkclpSvllmfnTzuri4v4_minagj8oTJ4Rryw" target="_blank" rel="noopener noreferrer nofollow"><span>confront</span></a> Sam Altman over the three-month delay. Investigators have launched a forensic probe to check if the agent accessed other government sites, while OpenAI <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcH03LH1mmi_H-Vr9z6ablIrcK_5493mXwRHFEzIcOgpPKqgfxC2IjdXR7xFRNHgFSDp0bIjKrwQQ5Wr9pFvyKKJkZuZhJT202TeYgn0T_Nt5nNiSIV9iCNgkJvwenxwv9jBXWFm7tunsrPkaUGCDlKmlgmx5jVmIvnUlh4AmN9uvEz2xVz7rDSi58ZUy3VkNjWTm6lWRrexL1Z6tH_oCLzixxsUqwEYYFYLHzrmbonDbPEiaLLHt3e3W_4KrxEOzV4/4ub/EkQQ3pecRa6_IvpTAWVWaA/h6/h001.im6ZnFsqkyik8knavSfFzzfHDiiwUATUSoNgK-0vLrk" target="_blank" rel="noopener noreferrer nofollow"><span>claims</span></a> its model took actions the company did not intend. </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>Claude Code can now keep working even after you shut your laptop: </b>Anthropic just moved cloud sessions to general availability, letting your team offload long-running coding tasks to remote servers that keep going after a laptop closes. Each session runs on its own branch through a linked GitHub account. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHM76B_tDXCW0xVhV2wdASZWECUzlcMI-lTzA3jHSkb6-uEqtAcuBDL-3NMKFwtLUaqfauZSuCh5PMEeeVsBdbEkV_sx9ZyPvWbQs5t7xMoy_aefNqjZXUgCpaOyVHECwr5Q3B39xmG28Xl-gzQEyFe13tGMmBWURaokcy72LuK2bZX-8iZFmHu1CNEO_RJ3rRpulgPccDnjcARIlclnq5slkcdj8n8TstgFHsPmARVk6OcTlxuLJGHDhdtl8VhVX8/4ub/EkQQ3pecRa6_IvpTAWVWaA/h7/h001.W3XLHR8_8QYgf4191q2mwsnpgES1dEfnskuTqfA00N4" target="_blank" rel="noopener noreferrer nofollow"><span>Start one </span></a>from the web, mobile, desktop, or CLI, then review the work later. Pro and Max subscribers get a one-time credit through October 7. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY CONSCIUM</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.kro7WBsAmEsY5mGgiUDePfvWENVZE4b7ZeA5zGQ423oGQI2tMQIkm3YnNZBT5kSeXssyjpH5tPsQTqpKeE8JDat0g2LMSLfmez6vaIySWq5otsUQQNVhzlEKc7peZa69eHP_Jr4Q1N5Z70U2Fh3kLhEBFHTvehyB_8ZCcERhCnJJlJ2Q3Ij03VjcnbeUpGKCuhQGrzUJ2cfr3_ivbEtmayCzRyJDfKzz0gb0Rhehh66xDcglYB_sxAfuKoJMjz3xw2WitDkTU81xpSYbV54EtWwpBBjxo3nRWeqUXT7YUW8xzCJlmryEQTXl7J9jliUpGWO141HaGKduwTihDc1v7g/4ub/EkQQ3pecRa6_IvpTAWVWaA/h8/h001.lNGEp_fHJ_XNSdlXxzogmCVqMN61OLeRuH5OomIyMCY" target="_blank" rel="noopener noreferrer nofollow"><span>3 STEPS TO REDUCE THE TIME IT TAKES TO BUILD AND SHIP YOUR AGENT</span></a></h2></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:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePfvWENVZE4b7ZeA5zGQ423oGQI2tMQIkm3YnNZBT5kSeXssyjpH5tPsQTqpKeE8JDat0g2LMSLfmez6vaIySWq5otsUQQNVhzlEKc7peZa69eHP_Jr4Q1N5Z70U2Fh3kLhEBFHTvehyB_8ZCcERhCnJJlJ2Q3Ij03VjcnbeUpGKCuhQGrzUJ2cfr3_ivbEtmayCzRyJDfKzz0gb0Rhehh66xDcglYB_sxAfuKoJMjz3xw2WitDkTU81xpSYbV54EtRUOf9Z32FsotqE0_lscrT3V6NY6fac-sjgRAkcs0K4MXtqqHIRaGQhLIu_YRWFiGQ/4ub/EkQQ3pecRa6_IvpTAWVWaA/h9/h001.QRHzfevxGS3SkajoFcpZELKksR8uNgfN8wj7kn_CEM8" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/1da272a0-c999-4c1e-8177-a62d167f1aa0/The_Code__Primary_Ad_Option_2_-_Sairah_Jahangir.jpg?t=1790231789" 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 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"> How much time do you spend building an agent vs working out why it's broken or trying to fix it? </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePfvWENVZE4b7ZeA5zGQ423oGQI2tMQIkm3YnNZBT5kSeXssyjpH5tPsQTqpKeE8JDat0g2LMSLfmez6vaIySWq5otsUQQNVhzlEKc7peZa69eHP_Jr4Q1N5Z70U2Fh3kLhEBFHTvehyB_8ZCcERhCnJJlJ2Q3Ij03VjcnbeUpGKCuhQGrzUJ2cfr3_ivbEtmayCzRyJDfKzz0gb0Rhehh66xDcglYB_sxAfuKoJMjz3xw2WitDkTU81xpSYbV54EtWXdAo-5dw-dPrz_iHwDmib3HCIT_9AS0IzZXG132pRKcnfh0j--V6_a8qKmY95YXw/4ub/EkQQ3pecRa6_IvpTAWVWaA/h10/h001.huUBc_N73cth5aA85QvPy8YhGu2IwtkHVnzJVk660nQ" target="_blank" rel="noopener noreferrer nofollow"><span>Three simple steps</span></a> in VerifyAX cut down the time it takes to get to a production ready agent. </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"><ol start="1" style="font-weight:400;list-style-type:decimal;margin:0px 0px;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;"> Connect your agent in seconds via API or A2A. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Run <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePfvWENVZE4b7ZeA5zGQ423oGQI2tMQIkm3YnNZBT5kSeXssyjpH5tPsQTqpKeE8JDat0g2LMSLfmez6vaIySWq5otsUQQNVhzlEKc7peZa69eHP_Jr4Q1N5Z70U2Fh3kLhEBFHTvehyB_8ZCcERhCnJJlJ2Q3Ij03VjcnbeUpGKCuhQGrzUJ2cfr3_ivbEtmayCzRyJDfKzz0gb0Rhehh66xDcglYB_sxAfuKoJMjz3xw2WitDkTU81xpSYbV54EtZsniF_XYdyJRt5F82jWiJbFl-UnzHxdo1zROjkAMeY28M_BnNTtyQksIyAK8sas2A/4ub/EkQQ3pecRa6_IvpTAWVWaA/h11/h001.-lijRRJi3VPke8cmmy8a4cueIq9We7w2Y7Qver8pglE" target="_blank" rel="noopener noreferrer nofollow"><span>simulation based tests</span></a> that mimic real users, edge cases and messy inputs, checking whether your agent gets it right and holds up under pressure. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Get a report back showing the exact decision path that failed, and what to fix. </p></li></ol></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePfvWENVZE4b7ZeA5zGQ423oGQI2tMQIkm3YnNZBT5kSeXssyjpH5tPsQTqpKeE8JDat0g2LMSLfmez6vaIySWq5otsUQQNVhzlEKc7peZa69eHP_Jr4Q1N5Z70U2Fh3kLhEBFHTvehyB_8ZCcERhCnJJlJ2Q3Ij03VjcnbeUpGKCuhQGrzUJ2cfr3_ivbEtmayCzRyJDfKzz0gb0Rhehh66xDcglYB_sxAfuKoJMjz3xw2WitDkTU81xpSYbV54EtbINUUBYwJ49ZJ_6Dse0rJLtfQYE1pEovlWPHxusj_Vy7V_Wn7rTnmWnxWMGY5q8jQ/4ub/EkQQ3pecRa6_IvpTAWVWaA/h12/h001.LWC-sbZ2m3I7o7-9zpEpH6HGPaq8glSlEbQ5rd6CDUg" target="_blank" rel="noopener noreferrer nofollow"><span><b>Take a trial</b></span></a><b> to test your first agent on VerifyAX, no credit card needed.</b></p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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>Inside Anthropic: What really happens when AI authors 80% of your code</b></h2></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:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/80e8a3c3-2ab1-4fef-913b-abaca152997d/Thumbnail__28_.jpg?t=1790247819" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p><i>Source: The Code, Superhuman</i></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 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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 price of automation. </b>Claude now ships most of Anthropic’s code, it writes 80% and reviews most of it too. On paper, that sounds like the ultimate productivity win. But generating code faster with barely any additions to the number of people working on it comes with a hidden tax: testing all of it. Over just six months, Anthropic's code testing suite expanded 10x, and the service responsible for selecting which tests to run got slammed with 25x more CI jobs. </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 rebuild.</b> As Anthropic engineer Sachin Malhotra <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePTUC1DY8lj5Wg3UalZWXNvUop7DJ0gQBIRsP9vtCk_I-9AkTzVqRRUpWtYV9wgy10iyXvbKVcEBiWVxyA9o176Lla1nrasvIxD8ii4mFlIdMXPy1CvHstQ4_stPqkavF49_WriAElKPE-bbfdNjkE0-Jy82CsnepDcq_yKl2WYZtbM8fkHLXoKRsr6p8upCDj9awWgClzPNClupPnE4aPQ6uh5Yc_YposSRyE4N2eaeb0PsbbTGPwB_cuswrl3WjxJRCCcp_syzMYsdC1fg_3Nd03odP2TUkBhi8XoDybYJaZ-G6TiijW9awD4AGi29sfN-bPYI8HqkSNbgEDuCmG-E/4ub/EkQQ3pecRa6_IvpTAWVWaA/h13/h001.IhKghu1wXUj6KEuPEcJZ1JbRUth_PGwQQJHFp9tPvF8" target="_blank" rel="noopener noreferrer nofollow"><span>explains</span></a>, generating code faster was the easy part. Keeping CI from collapsing under that volume forced a complete rethink. Instead of focusing on buying more time, the team redesigned their process around the idea that the service should keep no data in its own memory. Here’s what they did: </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;"> The full history of every test now lives in a shared in-memory database, outside the service itself. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Because no single worker owns that history, identical workers run in parallel. Each records whatever arrives, then moves on. When the load rises, they add more. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> A small helper sorts those results by test every few seconds, so the part that chooses which tests to run can find it fast. </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%;"> One engineer shipped it in three weeks. A year earlier, that would have taken closer to a quarter. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>The real lesson is timing.</b></span> Each patch worked but expired faster than the last because CI jobs kept doubling. Staying ahead means building for the scale coming soon, well beyond today's. Malhotra's advice is to assume 25x within two quarters and keep data out of a service's own memory from the start. His <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePTUC1DY8lj5Wg3UalZWXNvVDfdgSaEPIe-7xIvn5Xzat_RHJ9p9cukjnOIro08twGV5CVqutRoLBur5-4g_GxDqrXuDYpjkkEcdtvqdHoQvnlQr6qsiU1Qdbc4Bj94sg0z8R1sZWHOkTxwIgI5bjfAevrzs80isaQwqYrx7XPVRq-1-0zc5ZcxSu2o7KgJalu2S1L04ISAyPytlKFADNrK7XSKSz2oeinLXAxIBjOSxGbgLuNrzYEeGNDokIM7nb5Q/4ub/EkQQ3pecRa6_IvpTAWVWaA/h14/h001.m3JaG-hVSJ0CjpACTnt_lMw5sXw3zpMvDzKWPoIh8pc" target="_blank" rel="noopener noreferrer nofollow"><span>follow-up</span></a> shows how to watch out for the bottleneck. </p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY TINYBIRD</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.AtRzLqL3EQmRcf6rV4XqugA-R_o6hopM5e2jBL_q-qgn3rHUmF7SwftPtCdKdjy1EYy1_3ms2DAC2zMF_fzY8K30k_ki3YkwO6jmA8iVCTE_IqdIApBJkmWCQlulZnm4ReXNBK7JNRwzhP_fPj1T2FsaWaEB-kvt1ME9TrC9XDvq4G4RN39upin-crVY7rUVAbyucOUcP-A4T9iz-VtlEg/4ub/EkQQ3pecRa6_IvpTAWVWaA/h15/h001.o2CWz8lKctK0XcbpW8qtQz1TlaFdJ_jK_zAI1LWRlCs" target="_blank" rel="noopener noreferrer nofollow"><span>Ship Fast Over Managed ClickHouse</span></a></h2></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:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqugA-R_o6hopM5e2jBL_q-qgn3rHUmF7SwftPtCdKdjy1EYy1_3ms2DAC2zMF_fzY8K30k_ki3YkwO6jmA8iVCTE_IqdIApBJkmWCQlulZnm4ReXNBK7JNRwzhP_fPj1T2AXvG3Wz8YGZzM6nbH6AsCSbc0_n4_-L2JkLPRmpqbUzwmwPK-oYnNBVV44uwzdyfQ/4ub/EkQQ3pecRa6_IvpTAWVWaA/h16/h001.f4KJUTEivmTi2QBZJuJnqNCe7cQ88D28Txz1_03iENA" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/697eca92-8a19-4f08-96d8-3d4cacb01a9a/ad_1920x1080_-_Matt_Jackson__1_.jpg?t=1790232277" 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 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"> Building real-time data features shouldn't require complex DB cluster ops. Tinybird manages ClickHouse scaling, ingestion, and API security so your team can write SQL, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqugA-R_o6hopM5e2jBL_q-qgn3rHUmF7SwftPtCdKdjy1EYy1_3ms2DAC2zMF_fzY8K30k_ki3YkwO6jmA8iVCTE_IqdIApBJkmWCQlulZnm4ReXNBK7JNRwzhP_fPj1T2Id5WHLnKY4eUWiLDVkp_3kPL_6J47jujC0scr2g5mjGNhiR5Vr6pWcPq2tOXkZcVw/4ub/EkQQ3pecRa6_IvpTAWVWaA/h17/h001.K-_bN_qmGi4JoLGLdlamsDMhm3CmI81sKUfBd1qQBYk" target="_blank" rel="noopener noreferrer nofollow"><span>publish sub-50ms REST endpoints</span></a>, and ship fast. </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%;"> Get high-concurrency analytics at a fraction of the cost, with zero infrastructure overhead. </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.AtRzLqL3EQmRcf6rV4XqugA-R_o6hopM5e2jBL_q-qgn3rHUmF7SwftPtCdKdjy1EYy1_3ms2DAC2zMF_fzY8K30k_ki3YkwO6jmA8iVCTE_IqdIApBJkmWCQlulZnm4ReXNBK7JNRwzhP_fPj1T2Kd2L28oHsh6lwDg_NZ_Up2Y0Pmb0A2fDBoWc7FmrZKF7p6otPB0Y-87TPR463xyGQ/4ub/EkQQ3pecRa6_IvpTAWVWaA/h18/h001.HQPGOdts1WoNtyfZi6gkM0mqTJ4GLof0A4CtLWFFmjE" target="_blank" rel="noopener noreferrer nofollow"><span><b>Get started with Tinybird →</b></span></a></p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/4d817a6f-43ed-4753-837a-f45915e01881/Screenshot_2026-09-24_at_4.39.39_PM.jpg?t=1790248199" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t bb" 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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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>AI Coding Playbook: </b>A senior engineer who interviewed 50+ AI-native developers lists the common <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHK-qMGf0iaUJpt51nQklu1onaYIJT50UAvOkWi5DCB5pmLe1uJV_BKu_a-TR0huBQXW_bWU5KAy85Q0eH4fqTrttYUfbBabEB0JPTMR-2vA03-_Tlsw7MCu9LA4dp7wp869lb1MDYauObzofjySc2vYWSG7WYGcE5WKc7xa0V3GtQIDcRDKWeMpu4dpl-60a9bsJaahP42NT4cPGgqLLgASqEpvQSZpulbPdisBeW68kExJ_05YnY9_vtr5gSLsxE/4ub/EkQQ3pecRa6_IvpTAWVWaA/h19/h001.fW9nqTMstAIevw0Yro0GOVjrjq3fclJgoTn-2y6Us8w" target="_blank" rel="noopener noreferrer nofollow"><span>8 mistakes</span></a> holding most people back (134K views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Meta's Endgame:</b> This viral post claims Zuck quietly outplayed everyone in AI, mapping <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGCnLUaEjoNOzBv0KACD1X7haRdvCMWrtpHbqby9XzgVvCRBPIM2fup4890ETwggCTs9rII6R7lNC6WfS9s4fmES6KgyLig3HiRKMmmU-kCAliQOONNT9q_LdX4rt0yxNTHYqjDcsRijf_NWGmAOGGrfusJ-2b533mrcJp3lfCn4s6V5zzeOd_AHBNOSO5NJkThpZGAZWkvxaXHHrOvoKvLqB3URolMRZRkYdyr362iTdNCOgheiBBwwDo5UJtfxmI/4ub/EkQQ3pecRa6_IvpTAWVWaA/h20/h001.zZuckUjb845zeCKoL7R32G0696O584MnwUzVTLKVEiM" target="_blank" rel="noopener noreferrer nofollow"><span>his strategy</span></a> like a 6-move chess game (5.2K 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>People > Agents:</b> If AI tools level the playing field, why do AI labs keep hiring elite founders and CTOs? A veteran engineer has <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGyNORshI4DxoAMNPzsRpo_-xxY6xhx-TOmXaR-NjqReDMUnrYErKxdipfLpxuxjG_M34kmfaZr94SbYJJZuutVa5bTukHtmjkEDyvrezor-I9iN2xtZ9r8uGuWwpX4_d1sqiWBrDA47ppuv0qh82InVM3LSVxy1pl8AUJDw_1-JTSvHGSI_A2iUJMPgbPNtPCBOFReTIboeX_azcGH_YhkUk4QBp38QYpvEyrgN8x8dPWXXscAIDoNroGz5_LfJG0/4ub/EkQQ3pecRa6_IvpTAWVWaA/h21/h001.zYtUY9Eeoyb4uM-HCpmS27RpfoGqc3sUQetcwHRm0Cg" target="_blank" rel="noopener noreferrer nofollow"><span>the answer</span></a>, and devs are loving it (1.4K 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>Token Efficiency:</b> A Cursor engineer shared the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEbftxAqG-rTQFZ__mXydAPjZwlGN94mlVUs5CafVEODQqTPvSqsi2ZQY-GpOFpPkSMYVCaNAKpQulPqN6zX4jcokizrOCLujfy2w_FPSDjW__HYyYjwbygrNm-OGcvFG6mZI5P7ec0CAViqlMDC_yh5i8DYX_ijzDmrGt5J8bsxbQjPP9LTdh0i12mxpt_CvNm-c6mVFG3QqJguF1hvNV2Vg75Q5Aq8IEzVWgqqfnxrDng1ZxzG1mbQicQGo6CJRA/4ub/EkQQ3pecRa6_IvpTAWVWaA/h22/h001.phoH-Nm_LQdJBzBAcyoW5kwDj9Aeh_jQbNCYQJ_0x3o" target="_blank" rel="noopener noreferrer nofollow"><span>exact prompt</span></a> they use to cut an agent's token costs without hurting output quality (6K 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>Fresher’s Playbook:</b> A CS undergrad asked a senior founder where he'd matter most in the AI age. His <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcF6IT2Ly6c2q37Ih-mrYU34QCe7n1BAQlimhD_aJ4ssB8AV8vIan2w_t2Wr_mdhBp9kygPRO41TOT-wKJxfSh3cC-bpTWzjF0Gty1D51Trt2EyX5KJyVLEVEzj0Glm1R7ZoLXxl64Z8dIq-GvGhNA_SBb700eMUlAOd5lAWpNvfU2PAGH-AXgcMdFwtsoCpCYvOFAm55P8jj9J5R2GcQ-tUwIptUvdNTq2QceJ4X5ZBc2-7Zp1y5lU0Ot2GcnTdxrI/4ub/EkQQ3pecRa6_IvpTAWVWaA/h23/h001.EJzRmN_ZckL2qwVFo3iJJxGgkhXR6E8Wpi6wE5nrdHA" target="_blank" rel="noopener noreferrer nofollow"><span>two-path answer</span></a> even got Elon Musk’s endorsement (776K views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Space Bunny:</b> OpenCode just dropped a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcE7_KA7D-UacPGGMY-WCuQjx_DLcu44Yx01cNZWgyQwdEI6uVkjq_H7ExoWEWDtIZUsuF9k_Khf9AIoFt2AqUby3sCuHGZ_dypvhNI_jPQKUGpZPI7Ol2sjNC5hXiWr7ZQuB1A-RHWvwVALU9Uz3yO_hjxdcq0SQzMMG9GO2WJIXOGXg-BTY2vyYhekumeOxiieq44skMLb04N9QLWf8Lhax-duq2tJ1SjUxC89Kt7tHHb4i93JDufd-7_xq7YWr8s/4ub/EkQQ3pecRa6_IvpTAWVWaA/h24/h001.LV1stKSy4ogTkf9wSW2h0kzva1csnhXmpM57NoO6i9o" target="_blank" rel="noopener noreferrer nofollow"><span>stealth model</span></a> with 1M context, and the internet is racing to guess which lab built it (793K views). </p></li></ul></div></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGocP5azlei_b6GuBeJjhUWbiX384XNSFJVNAuv-WPGJWXeIbw6F-aZCFs6KR9ElHZqRGLIoBlWmaLPx3K4AuO7LpPVSHxhtloukfOB8Iu-W5I0zyjcKp9Gf8eAqI8Ec80_UwOgq5tXYmgb27SM--C86RcjRavlPvKT2m1ja9qU8HcshsE0yJ5LsfLf4EbT_nsTtFsodmeK71p263n7qznvdkNQy1B4cEv9PR-4pgTSRCBrhBz5P72EL6sgj6mDwBA/4ub/EkQQ3pecRa6_IvpTAWVWaA/h25/h001.jpi6BG8C0Bd5G6wRs0dDvkTU7OwYMbzPcsGfN4Ior4w" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/4da62551-3da3-4989-bad6-dfc3b2bf6669/Thumbnail__26_.jpg?t=1790247181" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t bb" 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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGocP5azlei_b6GuBeJjhUWbiX384XNSFJVNAuv-WPGJWXeIbw6F-aZCFs6KR9ElHZqRGLIoBlWmaLPx3K4AuO7LpPVSHxhtloukfOB8Iu-W5I0zyjcKp9Gf8eAqI8Ec80_UwOgq5tXYmgb27SM--C86RcjRavlPvKT2m1ja9qU8Gowl59dfFOnSSjSuAXa01ECSImiYLw7OUm7hp_hoFR_1Pkg7q2-TkQLmph0ozi-PFX7X2NEzTymUmurrZ0-1gE/4ub/EkQQ3pecRa6_IvpTAWVWaA/h26/h001.VDvTGq4O_REYozcB4M0XFRGVmfrXxXkTOIzfdNuRdnk" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to build an AI assistant with on-device memory (taught by Andrew Ng):</b></span></a> Learn how to build a local assistant that searches and recalls text, audio, and images without sending anything off your machine. You will also train it to recognize new objects from just a handful of photos, giving you a solid hands-on walkthrough for private, multimodal assistants with persistent memory. </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%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHRR-MFrc3HeLgTQgXXXhJIQba_Koj-i22owcuA8wTLQJm-aKeDIwJd4BigpVxjLe7VVbgTcEuuAf6zZOLrOzBlCulgfqLWMkfC7KknlGYmA4DQ-BaQWJc_urG0JITF60FCFV9eTzjAEBy-WfuKLLsCRx2c6H-Ra8FpJfag0kk6bmdM38TIv8YNvGr1Sn7nHOzsgVPf3IGoLPpP0rAVJR9KBfYXLvlD3TPWS7YxZ5ZO2YNHj1zn7_TApIjqxzYaCEQ/4ub/EkQQ3pecRa6_IvpTAWVWaA/h27/h001.JEHeQFEXLDvl046LOYpYkdQNfKeDzKt9OapLpWww2FY" target="_blank" rel="noopener noreferrer nofollow"><span>Cua:</span></a></b> Give your AI agents real computers to work on. It bundles open-source desktop automation, isolated cloud desktops, local macOS VMs, and benchmarks, so agents can click through native apps on macOS, Windows, and Linux, run commands, take screenshots, and move between code, APIs, and GUIs in the same workflow. </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.kro7WBsAmEsY5mGgiUDePcHY85bBpWYU2H3Amp5X9I3tZTjX6pFnFuVpi6zcFfNkDXtAILHuaRgB3yfRQHYaPPuVYM0ZoLgpkPXAtzYny2OSu7PckjkeMe8ig3I7fAjsrGWShrelXYEk7A0zzUPRb_XQ6i3lFTBvRv7oeo3t74tjzu3ttvBNfTrR-QTDQib2Gz0JViU0ueUQ1RmuJbW9K4I_VQnRnpRs6pmWHpTA5k0v0ueuy93BB4qDAylwyrJCto6lB2LZaduAM50OpwwUzQQTmE_QuPrUknDNc8STUZw/4ub/EkQQ3pecRa6_IvpTAWVWaA/h28/h001.JYeot1-emfGSzO_DSP7zFbrAt-y0IGnyxPX9wODkAPk" target="_blank" rel="noopener noreferrer nofollow"><span><b>How Anthropic made Claude 3x faster in two weeks:</b></span></a> The team shows how it turned performance work into a tight agent loop: measure a slow path, let Claude build a benchmark, ship the fix behind a flag, watch real-world data, then ratchet the benchmark down so the win sticks. Along the way, Claude helped land 3,000+ changes with no customer-facing rollback. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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 update your Context and Skill files for Opus 5.5</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%;"> An Anthropic engineer recently <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGkAZtPeANtm41xJJElyxY-f9-fj-Z4NQuWsMboSvmCFgfob_YHxCWLJGofdJT4pBgl7V6g50G-AZpKPqj8zNl7UjZ_lNGAp9ioPqlXHyqq5M4y-VMc6tREBVQmx6vqe0FnGdqVzS7ahaCQt9ZL5GmZbazD3l0c2NL8WTJ16wkYwrKijy4rpeKcNOZc-TjOSYVfIC9oQP6TxGbjND_GoudMgeXM-j4cyISlDdzNRaCzAhrcWmgRjjgkeZCwvVb6anA/4ub/EkQQ3pecRa6_IvpTAWVWaA/h29/h001.mu4tbzJ_mrWcjGwsor92HN6nfBdpiyPXC4j4rGVDREQ" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> a command that fixes your Context and Skill markdown files to work efficiently with the new Opus 5.5 model. Here’s how you do it: </p></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 1: </b>Update Claude Code first. The claude-api skill ships with it: </p></li></ul></div></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code>claude update</code></pre></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Step 2:</b> Run the audit from your project root: </p></li></ul></div></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code>/claude-api prompt-audit</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%;"> It scans CLAUDE.md, skills, agent files, and any code calling the Claude API, flags the anti-patterns, and proposes a diff. Review and apply. </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%;"> Rerun it every time you switch models. The skill is <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkl9y2eyorS0CZZflw3IVKg1J_cU-LfQ7RmzJCN-Curdmijq0zy8XuZwR8V42TYNzMLpYYjWKIIVz6zCzPl31uo-WVdWaPAf428LTUS0NpUsnJ4WxQ3xXU15IcvOWuKXKBJp8OZqRyHbuqF3LIu90mUjADaJAHHqKyEBXDhHwE__oMLZLSGGKYyVo4ud9GxIiLIqi-QrT-_6SHnC3jCeBXfB1NBkSrN_DiajCUnyuv-w60Ul4eg1-xANp8E9IzUtvRQ/4ub/EkQQ3pecRa6_IvpTAWVWaA/h30/h001.Vu6H-So7ZdqM8oasl-WU5VzYqGcyK6ZkSWyk12G8SjE" target="_blank" rel="noopener noreferrer nofollow"><span>open source</span></a> and Anthropic's migration benchmark is in <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePWrgt3-_tNdS9etl8hH9OuJTLg-oG8sDA2QPuhcWVCbflIgn_jZi5vc7jBGHAj3_KsKf-creL6BfkquVPFmGScXikBXAqKvYFNRE5gry1HcDmoG8D9YdI-WPh0p0uKQ6Jiu_GkPIn22ePkbAi_0HUFA23n7T7cxwKERutnjnAyqOXYUz9IsN3R6hE8Kr8oEX90Z7S_ekB7Kdw6ETzCMAYDiAcJy4PkhjjlkbeSbJAnov0JMUkWmN9-mmbd7mVbhA3nCF6GiZTLjXKXQVqb65wYHej_gAGCnVFK3UYqlOTVOGbBLQ_GROCHahSR_EWPGoUA/4ub/EkQQ3pecRa6_IvpTAWVWaA/h31/h001.WLrtIIkX6WkrWhRLp_eeMMDWNgJxFkNwaF_zaJM11yU" target="_blank" rel="noopener noreferrer nofollow"><span>this writeup</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>P.S.</b> 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_32RHs3376GLzs_NbBfi9OKM4uGnl6TjYhyW40Vv5eyOgbk8ydkDJyUD6J6pwO-_0sWjqaIPP7UBuRc_07HGD3ilbCFndVczCbAptN8Z1xEZWX6UvhErL6llKMTLyoTG-YAc4TzXUFq2eOALN4dVJJt3g0w/4ub/EkQQ3pecRa6_IvpTAWVWaA/h32/h001.vqMSb7_OtIKKLge9pKYT7WM3v8ZQD9egI44HkiYsQGU" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a>. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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></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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"><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%;"> The base M6 Mac and an M1 Ultra were compared in an Xcode compile benchmark. The gap <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGMT37guv-F0PYi_Hr1J5g3vbiZbB1-WUGXTPvAyrsiL_GcFknWABMLVj6NalA8-Vmh6EnVBkdsSgXJgibDY1S2i9u4NDOdpQDPWLi6Y4AwuXT9HSI-7w9gqFbjTHK6CRrAbHtWKwSoghLwD3_f21krOpPT37SeLUs6FQAQsCh673I-doeAdx6mQsYuhgxpx-gkIN73lxjznbg71D9RBxDSYzqhbVTae4W61UE8Vu9SiYFr_P0fvXwiX_I9fgko0gg/4ub/EkQQ3pecRa6_IvpTAWVWaA/h33/h001.PIJ53lMPp5SBiZquzIlS_5y082TXhidcDrUhDOlJ-ac" target="_blank" rel="noopener noreferrer nofollow"><span>between them</span></a> is the shocking part. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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 0px 8.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="8" style="line-height:1px;font-size:1px;width:8px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. Showcase your product to our 350K+ engineers and 150K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585YG4GBEoMNA3oz-eNF-jXy_Ge8aT9s1UUbNG5PO7maSNzLn4KL8Jchc8TVM93FbkfVdG2T61zCGP0KbVwq0Z3FiEDVIahaWD7khAv57YtJv2LnSDUWuYxRdld0UsAAQVkCI8o--DjtSCcGfs5Fvo93Q/4ub/EkQQ3pecRa6_IvpTAWVWaA/h34/h001.BdnGQAIycvVwNhta7aNBVdrtEd9BPHYRuaEaCgcGIAg" 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="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>Whenever you're ready to dive deeper</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%;"> We put together a few guides on coding agents, agentic engineering, and leadership frameworks to help you level up in your career. <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9swIO_4_RCL9DE5UAlr4-SyFehzOuLxMx_QVrGzqL-mob3ROeLTAtnfkCvx0syn6cNakS5lIjm4giQ3s30clGuTesZp4W2rcHxgXKm660Uey1aR1Q5PREud-p9xE7_Ap_8X_w4M1qdO1njZeHfaVjRe77vGi2nDGzuuhvRKuYd6qfU8n03Ur1aPdd8afCjVT-zL-zN4IIau0OyfC-KBvxOWTcxC2htMo7j_4aizArOCgKY-GkT9koJdg0npzESke3569Auwe1foyl02ISg0aMLiNmKH0HgL8300nD1CKrNBDADKvTUtCEb4AXweOeOl1-D2hQX5aQHlLOZR7HKu7VHosLMKLvtZ8BGqcBs2FM3BcEsffJvfPTIumLyBYQj3O8P31AD_ReUsPKyyIiNS9UuAkPsbGwky8BiBH-BRQ8Lf_F0rs-JpK4uUwxTGgnL736FGDsNg-ktieveeMWqlX0aZFdctQSKN28k73R2usIjldJoNoZluVcvNuiMArABWRL2NlmgE65pj19hb5lOH65P2-RXykFnDYfQzs1k0lApLOR7Km_6vgI6PVbcOkN9L2yBrgaZ75F2fbaRnqUzofZdU0WSfmJcAh8SHlV4N-hquCXWmy9JJdBLDQ8-Wo-m9LoAaG3QXQ7CzhAbwl2niD_xyffLAabHnn5RfBuzHGF0m6AnygOh382UKQJbwX8n5_Zt-NsNVbNt_OHT0f8SB0GU8C3-Mpy1UyBD_S-7qwo5PSVERGUn5siFVfDLuED0UgTPUsKFLASMabKCv2tagAh46/4ub/EkQQ3pecRa6_IvpTAWVWaA/h35/h001.aIIOgtYOF9iTgiJoTdDOevoaAjHNyJX2D9PQ5qXWHG8" target="_blank" rel="noopener noreferrer nofollow"><span>Browse all our guides.</span></a></b></p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="e" align="left" valign="top" style="padding:0px 0px 7px;"><h3 style="">What did you think of today's newsletter?</h3><p style="">Your feedback helps us create better emails for you!</p></td></tr><tr><td class="ee e " style="padding:0px 0px 0px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GER_5Rez2vIdUPNamtGIBrWVaGMzAytqb8iWv43qNYigt8Qdsoh5fZBVj_ocpQ5jVbFSg6MBnN_IVY-umgKDp2tDKehuTGVKwnTM-65_d4Ag814_tRU3lPlfX92yYl6MzfOPi9EzPSduDE7h484j0rOvqvplJMRfofS_Kwc8aG8FbcC6CIpWPudv9gavqhEAoEZDstGiJl-W3jgwpuPgcEsWWvxMPDdNOPo801FxwB7u-3k1mz4m6jIUZGyq2oq5wa7diGNyKpIber5iuaA949FParRBUnBEiD3YY5G2rtHwmFUuGWkrLceEmxOiEC0SyRWKuCIJ0yAWIlZ2PQxHGlZyvM5wYCPmi_oJNSX6cFqDoAsUJODG8XR33vM22WdN_Ko2bKLB_O639hPCmC_j25pi66ZYnBbbyuHHIDp-w3j9PH6a6q0Cx9jh2y1BVh7th1N8-ELl1pt0rgJaNy6h6VqKfmwOhCHhc8yL3eL_EJqKn1phJIls4Nwa6o1ZN_iTLLXu3_BCA8LK6GRvzLHXyK7V3wcwW4uouzULCV5J-likqTzqcaRFRW17rBtUXbIlWkxXOxYuTqcb-Q9HTzmLFdErizBCsxk2mq0WZt08xf5Kf-SYlhwPD_L6NszJMOzAuh7O065RQ92U0Y8h3wqPqzUBrY7cfCRl2znz3OiWIqR4os3yQEe4KKjTtug4dnhY8hC27VyZxy6ynbQFdpeqyx7jna8cXgdjjSzb6OQBWNoVKIPsyB0Mrq5ksujEqdOQxgR7HMMkuqb-PJSM0zbX9Sz_UCvtVJ4vcKhekZCPHPaSSt7Kz0dDgq7ZAvzCVGfkynzCILXYJPecmEpVRYt_RAxh2UF7DuQaaCmxkjkzMMz5eRtZKGIlfVJOVFHHhpfaik/4ub/EkQQ3pecRa6_IvpTAWVWaA/h36/h001.Brdw_ZBy6hU3ADE0G04xZ0jn15RmmjNS1YLVp_0AtzY"><p style="font-size:14px;color:inherit;"> Loved it 🧠🧠🧠 </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAO_5iK01-grb5B6b9rxJbggCgMjlnTyujZ67LuZkL4w3QYbSZASQEjt_h9ck9FHbNKLvvIWBN7V20pqkYSnuk63vZpWwb--OT_WOSnQ6tIuFQBE3vt5Qy1VXEWAwJnmwP7zj1dKMvxSXuYVPrm9JBG7tB5m__lhm5lXYrBbTeQKyfgP48qsgCub2_SF9z4uB2c0Var2Dex74nfI1vGGwB5nEBHhRNU5VsP1JsY-IsvZFR0PFuVVm-3NrazRcivwGWoKHWCUN3Z9YGABG6t7RvDFBZIlSSfgS_fmk23ydi6nqUIQBHwgNYjNaUjlzLitBPOIamQtebRNVEm3W0SpjoS0tW8R5HPhpi3Jt-b7JPr8WqRKOc0f8COA5hLISTNRxI559GDScpWQGXOLPEOhx5qUHnJ6tgTR15mQ1N-Voe_lGudXnSgEcw_MNCeOsz15MczDOV7wXb0oQDWE7VmEwuVqP3H_MGqNvlv3yvVD_R3TciafWPnDIij4cLev8FIOQdzupomScZKazTfvkRDLjq3PoM0NnGUG_N0soJbl12g_cU_SBT-Fagn3coZMCR_HlPMKZ0Y0bqQWQGYkhhECJbc8FXKvyXXQf_SPw0qk4x9_zLYI3w5bJlZVpgNUWLJAHQ2UZv_wzXs_X4DVqJp8_CjU4DZfGjBPOZhjLK9Hdle-Kta4Nb-xU6GJWGn9XOFjHVixZ-zukGDLYxC9BR11PurgHGNPWZuqZFkGUUMgv8SwTU9_hfI1kVv09D1qhWjKQI_wcH1BJRynTmA8nNOz-xymLlyoHyMbkvAmS0FtSV4k3Dzv4qrJ4VImkIW3eevls5c1soDdLupM9h7zUo7cS4H1TxgLnKok3-WM4H7xXO8H9eFqpPm19r-rqc0DD6Z0iffPc_5mhy6MI_4HmaUnM6wZ6e6tw0r374jdicRL3jbTOBzOb-z3A1S0AITllDUAg48/4ub/EkQQ3pecRa6_IvpTAWVWaA/h37/h001.UX9hNbjYZAGcvw_io8AORub5JXajYwKHSpVnuLUpdMo"><p style="font-size:14px;color:inherit;"> Average 🧠🧠 </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrANqaaF2ft4LZNSaoIDXjUpqdWD4X47Cztewvx9_eSAMyt-U_s6AftXBC3OfCry1RhDuz5MPyZbwpig6fXO4istY-JpZn-VrMXWzlQmHaG2eHOCBzuIhFSV_v9c21dY_YDXuzsp786lK4D0NwgWloEJ728212uJaieH4hvAirL4FKKgze2dfzJ4qPq3wC-QIaYmSOHBcGb-JPNS6HAsEiLaeS8xKK8d8AWNtRZdz_fd3uLHkrxU1r7iT_vIjPXHdfUYu27A8phoCDf_kGcSpxZSQRUIbisyTbWptmQVYWvqHqQs7B4CZbx7nrCCVjF4fHlwLs0eQF4uutT91yRUICQx3LpbzBjMsyQ0G2NmXM1B2w9HfA-j5lom3HOoMFiat1HvBfgzy2yAw2aQ80EHx2cE9a4niojFg3Gu7cd2dMUsfsC65jt54lNzB2PJMARAQ0JdKXI-eR6T3lZEBa3XftFo7j1798YNAgcGDAk1d6ymN3iDEuiNQ2VnMkhB0X5SIak0FL4rwN9N1ofinYnAofEA62xyCZKTF0A4QID9FO5BHIoMQnHYWTSxku_p52KDIltX05GAx00W_i7GlT7872HjaQCQdyFsqePPNsF7UH3-4SxnQOVEFDDQKy7n9rq80V2WjCq9-2oEserTvxbTVGU_J5LO4PtPx6iXQYJA-OjRbk2e3LHhyQUuEA0ssR6soLgoiUWDHSsUXbgCw_zbACbPw2_ITVSihGYPnUrJ6_C0N-Xjcu62z1aTttNeRFKFYTR_PX4Iv_sSAM3GqaxCidkCDRqE8iW-tP9oo4dUGsu6mLfBWS_PdxEjt7kv4IUo-ZLqRMoVyXIRiZM_mPxPfgo_KutxA648d_6p3fev5nRA_9tDSaIvFZyQlYMkMEqbC725BMP5uDD5e3246H9FcJoGsK_vqTc5SpvGjcgyWnzmBuWEKJFjixraPLaEqDQZaRBA/4ub/EkQQ3pecRa6_IvpTAWVWaA/h38/h001.Sr2sqWjVJyaKUSXsw-meDvF4z765rXaY4YGxQcqC8tM"><p style="font-size:14px;color:inherit;"> It sucked 🧠 </p></a></td></tr></table></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> You can also reply directly to this email if you have suggestions, feedback, or questions. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Until next time — The Code team </p></td></tr></table></td><td width="8" style="line-height:1px;font-size:1px;width:8px;"> </td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td align="center" valign="top"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td><tr><td class="b" align="center" valign="top" bgcolor="#030712" style="padding:0px 0px 0px 0px;border-style:solid;border-width: 0px 0px 0px 0px;border-color: #FFFFFF;border-bottom-left-radius:10px;border-bottom-right-radius:10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td height="10" style="line-height:1px;font-size:1px;height:10px;"> </td></tr><tr><td class="w" align="center" valign="top" style="padding:15px 15px 15px 15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top"><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> Update your email preferences or unsubscribe <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9szpjhO_X7CGaQ-dHuFN4dv2nDJM7VwywhH_aNIWJ7DpCUiK5m3JnN9be-e_wBbmchHe5y58AGenpvwTn14-nulzF3G_CfMzf9h49S6Y0rDBClZI-Yod9h8BXgHBI-SixrCIRt0B0dg4gGDnFGzbQubKVIRlcOtUBR7t-awGn6xP1LMJjoaxYZyX9_gCJNS3Amk8IEWr3jjqxoh_p_s6JBX7-Sfsa_o7aDy_9RcXmNvKTZTKHdGzfq9BIIiOlinYM7Z3SCJ_FpfVI2_DCBENMbpqUP9SAQmuu3EpgwQoT57KPTEGvYFXQYzI9Uja4E7UQz2kSQFrrxN4dCRgbc_g_NAHlX12beUpgUnkfsFpICY9fAjtTun0Ay5pAC8XPxE01OKM_iPs7YtqQuyrZuEmBO2dlSyy7S9b_TGq6b_-EhF8_9GXf99fbUPjAF9j-qSmnkKagb3oQy71sFbDg_47n47pF0QCF6-Q5KbL9D8vl2rJnsKpKaLQ--GFA-rtiKLvWtlx5Eii651eiXC7e5GNaGnSO-uf6bQ6Jxs-LxNb9HI7Euokgr5ukWyjFSEJHzYO94svRU8QXtN87qZ5s6STUSM4UISmsZ5ITqt2HIKf1ADdNFRXeaTOm63b7TeqdT8djKj2QTUIjNbKjiPN1y9K1MTq_6HsYFCGumGu2SRa6XvBuQ2lH8pS_3n2CH-4PmrVoagQy3oKtV7aWyfuOZiQoYIgR54SR8tgwQjmxsIlebPWRXgjvF-96LNgnp9EV6UNBDtPI3mM0xsR7fp0-phi0F-xtDejWsFb4cgdOzAmMr2mE4FoYYPEFDFjkBSYe7rosx4E5wrv-0majodciRpPSwRtQPyZo-WT07axhzfyoUQDI7mnqTGl2ONxUtrkukdD5JEvDTwRgpytyAYvcrLS-4SnFavdM_rbZXFwtWZ2Ju-M7xm597PM90YhKw1b-c5oRqztR0jjbtIoaO7ekPvYFw8hR730_ij2VcPBSVSEwRWBA/4ub/EkQQ3pecRa6_IvpTAWVWaA/h39/h001.5XDz9o-jnSOW5CZUnhScelaamr974HE3hKip2ZjeMOk" style="text-decoration:underline;text-decoration-color:#FFFFFF!important;color:#FFFFFF!important;"> here</a></p><p class="copyright" style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> © 2026 The Code </p><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> 228 Park Ave S, #29976, New York, New York 10003, United States </p></td></tr><tr><td align="left" valign="top" height="2" style="height:2px;line-height:1px;font-size:1px;mso-line-height-rule:exactly;"><a href='https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7uhFPeDiAXllchtVb3ARdSmgeTOVYjNABTLSj0sIlkKCskkGgA1RO9I5oiggfHFCsCKEetsAfCqK7dGXR0zIuNc/4ub/EkQQ3pecRa6_IvpTAWVWaA/h40/h001.0YjKK5D3oo5mYj-fl5teOqFFsdZTr1p857jzbhsBp7Y' style="color: #030712 !important; 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Follow image link: (https://conscium.com/validate-ai-agent-behaviour-before-deployment-verifyax-free-trial)
Caption:
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**Welcome back.** First, a Claude agent cut an Australian Pilates waitlist. Now, an OpenAI agent just breached the country's Medicare portal. As Australia pushes for AI regulation, rogue agents keep making the case for them. Meanwhile, Claude Code can now keep working even after you shut your laptop.
**Also: **AI coding playbook from top Silicon Valley engineers, a CTO’s advice for engineering freshers, and Cursor engineer’s prompt to save tokens.
--------------------
### **Today’s Brief**
* How Anthropic handles a flood of AI-written code
* A guide to refresh your prompts for new models
* Build an AI assistant with on-device memory (tutorial)
* Lessons that made Claude 3x faster in 2 weeks (cookbook)
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://archive.codenewsletter.ai/2102781516107370894)
Caption: Click here to watch how Google’s new text-to-speech models work.
--------------------
**Design custom AI voices from a text prompt: **The search giant just just rolled out two new voice [models](https://archive.codenewsletter.ai/2102781516107370894), Gemini 3.8 Flash TTS and Flash-Lite TTS. Flash gives you granular, line-by-line performance direction for creative voice design, while Flash-Lite tackles high-volume, cost-sensitive workloads like real-time voice agents and dubbing. You can spin up custom voices across 100-plus languages or pick from over 2,000 ready-made options. Google says Flash tops Hume AI's Voice Design Benchmark, with the pair ranking first and second on Hume's Overall Quality Index. Start building [here](https://aistudio.google.com/generate-speech?model=gemini-3.8-flash-tts&e=0).
**AI agent breaches Australian government records: **An OpenAI agent was researching public medicine spending in June when it hit blocks on Australia’s Medicare statistics portal. Instead of stopping, it bypassed those barriers and pulled restricted files. Australian officials did not learn about the incident until September, prompting Prime Minister Anthony Albanese to [confront](https://www.reuters.com/world/asia-pacific/australia-pm-albanese-says-openai-breached-medicare-sydney-morning-herald-2026-09-23/) Sam Altman over the three-month delay. Investigators have launched a forensic probe to check if the agent accessed other government sites, while OpenAI [claims](https://archive.codenewsletter.ai/2102863476767297540) its model took actions the company did not intend.
**Claude Code can now keep working even after you shut your laptop: **Anthropic just moved cloud sessions to general availability, letting your team offload long-running coding tasks to remote servers that keep going after a laptop closes. Each session runs on its own branch through a linked GitHub account. [Start one ](https://archive.codenewsletter.ai/2102940480736821610)from the web, mobile, desktop, or CLI, then review the work later. Pro and Max subscribers get a one-time credit through October 7.
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Caption:
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##### **PRESENTED BY CONSCIUM**
## [3 STEPS TO REDUCE THE TIME IT TAKES TO BUILD AND SHIP YOUR AGENT](https://conscium.com/validate-ai-agent-behaviour-before-deployment-verifyax-free-trial)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1da272a0-c999-4c1e-8177-a62d167f1aa0/The_Code__Primary_Ad_Option_2_-_Sairah_Jahangir.jpg?t=1790231789)
Follow image link: (https://conscium.com/validate-ai-agent-behaviour-before-deployment-verifyax-free-trial)
Caption:
--------------------
How much time do you spend building an agent vs working out why it's broken or trying to fix it?
[Three simple steps](https://conscium.com/validate-ai-agent-behaviour-before-deployment-verifyax-free-trial) in VerifyAX cut down the time it takes to get to a production ready agent.
1. Connect your agent in seconds via API or A2A.
2. Run [simulation based tests](https://conscium.com/validate-ai-agent-behaviour-before-deployment-verifyax-free-trial) that mimic real users, edge cases and messy inputs, checking whether your agent gets it right and holds up under pressure.
3. Get a report back showing the exact decision path that failed, and what to fix.
[**Take a trial**](https://conscium.com/validate-ai-agent-behaviour-before-deployment-verifyax-free-trial)** to test your first agent on VerifyAX, no credit card needed.**
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **INSIGHT**
## **Inside Anthropic: What really happens when AI authors 80% of your code**
--------------------
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Caption: _Source: The Code, Superhuman_
--------------------
**The price of automation. **Claude now ships most of Anthropic’s code, it writes 80% and reviews most of it too. On paper, that sounds like the ultimate productivity win. But generating code faster with barely any additions to the number of people working on it comes with a hidden tax: testing all of it. Over just six months, Anthropic's code testing suite expanded 10x, and the service responsible for selecting which tests to run got slammed with 25x more CI jobs.
**The rebuild.** As Anthropic engineer Sachin Malhotra [explains](https://claude.com/blog/agentic-coding-is-straining-ci-heres-how-we-scaled-test-impact-analysis-at-anthropic), generating code faster was the easy part. Keeping CI from collapsing under that volume forced a complete rethink. Instead of focusing on buying more time, the team redesigned their process around the idea that the service should keep no data in its own memory. Here’s what they did:
* The full history of every test now lives in a shared in-memory database, outside the service itself.
* Because no single worker owns that history, identical workers run in parallel. Each records whatever arrives, then moves on. When the load rises, they add more.
* A small helper sorts those results by test every few seconds, so the part that chooses which tests to run can find it fast.
One engineer shipped it in three weeks. A year earlier, that would have taken closer to a quarter.
**The real lesson is timing.** Each patch worked but expired faster than the last because CI jobs kept doubling. Staying ahead means building for the scale coming soon, well beyond today's. Malhotra's advice is to assume 25x within two quarters and keep data out of a service's own memory from the start. His [follow-up](https://claude.com/blog/ai-ci-cd-on-call) shows how to watch out for the bottleneck.
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Caption:
----------
##### **PRESENTED BY TINYBIRD**
## [Ship Fast Over Managed ClickHouse](https://www.tinybird.co/?utm_source=thecode&utm_medium=influencer&utm_campaign=ff&utm_content=newsletter)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/697eca92-8a19-4f08-96d8-3d4cacb01a9a/ad_1920x1080_-_Matt_Jackson__1_.jpg?t=1790232277)
Follow image link: (https://www.tinybird.co/?utm_source=thecode&utm_medium=influencer&utm_campaign=ff&utm_content=newsletter)
Caption:
--------------------
Building real-time data features shouldn't require complex DB cluster ops. Tinybird manages ClickHouse scaling, ingestion, and API security so your team can write SQL, [publish sub-50ms REST endpoints](https://www.tinybird.co/?utm_source=thecode&utm_medium=influencer&utm_campaign=ff&utm_content=newsletter), and ship fast.
Get high-concurrency analytics at a fraction of the cost, with zero infrastructure overhead.
[**Get started with Tinybird →**](https://www.tinybird.co/?utm_source=thecode&utm_medium=influencer&utm_campaign=ff&utm_content=newsletter)
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4d817a6f-43ed-4753-837a-f45915e01881/Screenshot_2026-09-24_at_4.39.39_PM.jpg?t=1790248199)
Caption: Meme of the day.
--------------------
* **AI Coding Playbook: **A senior engineer who interviewed 50+ AI-native developers lists the common [8 mistakes](https://archive.codenewsletter.ai/2102836012338589746) holding most people back (134K views).
* **Meta's Endgame:** This viral post claims Zuck quietly outplayed everyone in AI, mapping [his strategy](https://archive.codenewsletter.ai/2102605571132162106) like a 6-move chess game (5.2K likes).
* **People > Agents:** If AI tools level the playing field, why do AI labs keep hiring elite founders and CTOs? A veteran engineer has [the answer](https://archive.codenewsletter.ai/2102684001399878109), and devs are loving it (1.4K likes).
* **Token Efficiency:** A Cursor engineer shared the [exact prompt](https://archive.codenewsletter.ai/2102853511637774551) they use to cut an agent's token costs without hurting output quality (6K bookmarks).
* **Fresher’s Playbook:** A CS undergrad asked a senior founder where he'd matter most in the AI age. His [two-path answer](https://archive.codenewsletter.ai/2102688252473782422) even got Elon Musk’s endorsement (776K views).
* **Space Bunny:** OpenCode just dropped a [stealth model](https://archive.codenewsletter.ai/2102767716666941864) with 1M context, and the internet is racing to guess which lab built it (793K views).
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Caption:
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##### **TOP & TRENDING RESOURCES**
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4da62551-3da3-4989-bad6-dfc3b2bf6669/Thumbnail__26_.jpg?t=1790247181)
Follow image link: (https://archive.codenewsletter.ai/2102801103637107191)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**How to build an AI assistant with on-device memory (taught by Andrew Ng):**](https://archive.codenewsletter.ai/2102801103637107191) Learn how to build a local assistant that searches and recalls text, audio, and images without sending anything off your machine. You will also train it to recognize new objects from just a handful of photos, giving you a solid hands-on walkthrough for private, multimodal assistants with persistent memory.
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### **Top Tool **
**[Cua:](https://archive.codenewsletter.ai/2100649543079502213)** Give your AI agents real computers to work on. It bundles open-source desktop automation, isolated cloud desktops, local macOS VMs, and benchmarks, so agents can click through native apps on macOS, Windows, and Linux, run commands, take screenshots, and move between code, APIs, and GUIs in the same workflow.
———————————————————————————
### **Trending Cookbook**
[**How Anthropic made Claude 3x faster in two weeks:**](https://claude.dev/blog/how-we-made-claude-ai-faster/) The team shows how it turned performance work into a tight agent loop: measure a slow path, let Claude build a benchmark, ship the fix behind a flag, watch real-world data, then ratchet the benchmark down so the win sticks. Along the way, Claude helped land 3,000+ changes with no customer-facing rollback.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **AI CODING HACK**
--------------------
## **How to update your Context and Skill files for Opus 5.5**
An Anthropic engineer recently [shared](https://archive.codenewsletter.ai/2102575471502528989) a command that fixes your Context and Skill markdown files to work efficiently with the new Opus 5.5 model. Here’s how you do it:
* **Step 1: **Update Claude Code first. The claude-api skill ships with it:
```
claude update
```
* **Step 2:** Run the audit from your project root:
```
/claude-api prompt-audit
```
It scans CLAUDE.md, skills, agent files, and any code calling the Claude API, flags the anti-patterns, and proposes a diff. Review and apply.
Rerun it every time you switch models. The skill is [open source](https://github.com/anthropics/skills) and Anthropic's migration benchmark is in [this writeup](https://claude.com/blog/reducing-cost-and-improving-performance-with-claude-platform).
**P.S.** Get 50+ AI coding hacks for Claude Code, Cursor, and Codex [here](https://hackbook-chi.vercel.app/).
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Caption:
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##### **IN CASE YOU MISSED IT**
--------------------
### ==**Our most-clicked story from yesterday**==
The base M6 Mac and an M1 Ultra were compared in an Xcode compile benchmark. The gap [between them](https://archive.codenewsletter.ai/2102103485609349362) is the shocking part.
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 350K+ engineers and 150K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
———————————————————————————
### **Whenever you're ready to dive deeper**
We put together a few guides on coding agents, agentic engineering, and leadership frameworks to help you level up in your career. **[Browse all our guides.](https://codenewsletter.ai/guides)**
———————————————————————————
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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