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👀 ChatGPT's new default model is here
Wed, 06 May 2026 14:02:19 GMT
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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Wed, 06 May 2026 14:02:19 GMT
Subject: 👀 ChatGPT's new default model is here
To: [email protected]
Date: Wed, 06 May 2026 14:02:19 GMT
Subject: 👀 ChatGPT's new default model is here
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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: Multi-agent orchestration in Claude Code  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:0px 0px 0px 0px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> May 06, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9tyyhvmOcNloGLDM7TiYBREUFH5wi-QRQ3OzhYCyqKWKLevgoOMCIAh8_mrnzxtJcyRV6SpWHGEAKnfQ3Dm_mIBUlCSOUbHgedWjh-rbownUqJdva6tmudKEX__K6TVGIcg1ZQeFB7PWrr7oCHKeZB1iEUYAGK2n0QhBd__GIMdB4BSYt9urbIhJ9rK7eog3xuDMhqX5yBoBqoBtEM4Y4gR3ptbvclD8LH0B7Cr7A1EG0VSi6GDR8EuIdyYM-0Y5w3DAT3vDb7OO8dZrCKTSSIzdW4thNMM6OyD8swPZRKC3JizZUpU-kCosqmKISed5AilmkrdPXXNeooB0C9rUerol7GosA7SOa_FwWYnw_edGkmPySNDda7lzqvBuCE_J1BrtnKaNiWCjMnw2CrvnbndnDh3moyaFImR6FGyD68Bb-d-CUuZepvI3BRzUCPnokgEf_MNPHVgtk51B9CORjl6nsOnvjAqQc0qNxOq-ubWyXkRrNah-3v9N6hBg3-IqizcgsVISf36HkHmUZfplrcebRfuzon7k1Js2awzcy6-846BIo1Bs0A832xaSA0IkNaXlm-oeJlFvknoWIXyBb12hz7gpBAZ9G8xVmiZ9sZ-V6_IV5_ezTRt4btrn-FGbkiDrLQzfXMfiufXXRRp9T-gpB24OIqYUyJ0yG96gjLXOc_2EvMhFC3mRRra8QF6A60zTtY6gbP5o4Er7e-ILMfwjaihbROKEO8_V40oiStN90mMeT554CZcDP0nkvB3F1FyImJ1RkIwDFIMEbvDeN9EGAokM24Rbr3e21VAq1JxLnEPmXpKFaUSEe0IvA2TudXlaivrzTobNFMlho4Z60Tr/4qe/xetE0lsYQTuNIHd3aT_6og/h0/h001.wcLo862tSeU8LEsn5xYUUD7xnA_Mf5KFYOvh1D_EEEk">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/4qe/xetE0lsYQTuNIHd3aT_6og/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S6c693EeTE_DsE34px1rM2QM7zXQsdGv889BSYHicehkX4DK9FdN-UZ6E2J2k_vaTQ2fOTig6JX795_nJ8zeDpVW1-Fy7W_Wf-NRYwplJlWI4yKHTqjutDXjn9ZZTIQ1deSuwxYlfD0EoD9qJObRCxqM7BUlZVl0t5WAJiF1Zwz8aT2io8N8eTl5qppVndgif52c2ay6fSmBGN6q_jFmOlYkk73-yTpb-R60P2lOU4V2hOLOpG952QmaI7d2dmPSI9zkW0kAUGpdh-SMryqnk6hoLUgUEi8JdJR1p5ZBBU6g/4qe/xetE0lsYQTuNIHd3aT_6og/h1/h001.78eYsa9wN_brAdMAFxBNxTo5S9PHxhzcqBI3pQ7rGY8" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/6793f93f-b455-4712-ac35-9d3212f6428c/Group_Google.jpg?t=1778003836" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Welcome bac</b><span style="font-weight:400;"><b>k.</b></span><span style="font-weight:400;"> </span><span style="color:rgb(18, 18, 18);font-family:"Anthropic Sans", system-ui, "Segoe UI", Roboto, Helvetica, Arial, sans-serif;font-size:16px;font-weight:400;">Every ChatGPT user has the same complaint: it talks a bit too much. OpenAI finally fixed that problem with its latest model update, along with other upgrades. Plus: A new company is going viral for claiming they solved AI’s biggest bottleneck.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Also:</b> How to run Claude Code locally on 24GB RAM, find the 5 AI engineering courses worth taking, and why the Coinbase CEO just laid off 14% of staff. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:rgb(34, 34, 34);border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>Today’s Insights</b></span></h3></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-size:16px;">Powerful new updates and hacks for devs</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Why are SKILL.md files quietly costing 3x </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> How to prevent leaking secrets in Claude Code </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Trending social posts, top repos, and more </p></li></ul></div></td></tr></table></td></tr><tr><td height="12.0px" style="line-height:1px;font-size:1px;height:12.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TODAY IN PROGRAMMING</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8rcbUn-mre-a4Sv76xSCoEfsQq5Ejn9L_ySygIqNBTFNJrWXdp0ZoMlXk-nhN-JMmBSPPgctsSIGDz78c3hZhkKTDiE-MQ4ru3JsjGXu818V0KUneYmcF-U1QHiSEVSjLaxnTpzGSJEPQpvfoTH8PoBhcmVmo9YDPIsgC0fKb0vr0v_FlvkBDPFFhJG5VUbSqW19L-o0uWZx5KEd1cXxer2HcY9z-z09th1wzMsfN27n964yyl8xuZaTaN-Sq7uXyQPJ13naH6EWMhi3J-uWlOP33iLaIqb5EZ4jvP67UUTmnEFmi8bR9tNSn87gk-4yQ/4qe/xetE0lsYQTuNIHd3aT_6og/h2/h001.OL2iSVNGiElvwlTVfkowLukyoNWxho1-dahtJiZvMFE" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/6e0d653d-3924-4d0e-9374-1e8cd8ae0964/Thumbnail__19_.jpg?t=1778057727" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to see OpenAI’s GPT-5.5 Instant in action.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>OpenAI rolls out a smarter default model for ChatGPT:</b> The ChatGPT creator has officially released <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g-FcUU2Qp155gSW6G28YQQrzNJLgadNf4EJmYSQimosi5OipP4tHJZ-rKkW3OJiDls-PFcIHm2Mh6bmkZX7Ra_ZWUF6SkKuc3pZFQFGNv4dT3RjutJcXLl-fDNY51w9bZFN26WZ30f-aC79-EOp_PkKIfFOFhtgj4s3uLJBNnp8ZAYPTADMbfqCHHNyli6Li7moWCLbvUQaQeQDILZAgkjILjeSiP3ZKPaosPCI3nTSDcdWMVcljjPZKypF2b2-7VF2TRY5AQcZgOBb45MYbCkb/4qe/xetE0lsYQTuNIHd3aT_6og/h3/h001.mgIKKPqndGnvlpKSR30nKXRzbj7M6mFtnR-D4n6ck1w" target="_blank" rel="noopener noreferrer nofollow"><span><b>GPT-5.5 Instant</b></span></a><b> </b>as the new standard, replacing GPT-5.3 Instant across the board. This update significantly slashes hallucinations in critical fields like law and medicine while boosting math and multimodal reasoning. For developers, the GPT-5.5 model will be available through API as “chat-latest,” with 5.3 available as an option for paid users for only three months. </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>Subquadratic unveils a new model with a major breakthrough in LLM intelligence:</b> The AI lab just launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L3D2nKYjTbIcDVrJXOSMm-zkN99GwoVN8XTcrw4QyOzMqNs0VGHQDBjco5aI3Ka5IXR204TxZqxn3VfIDUEpACIu1Rc_9uVbWWoAagSMKtx7iMENM1eNkkgsT0QtoGzYrKPZhk3gMy8NOPFjo9qfpJolsX9F_4bCuG_jR-RRmuou27UYdAwBm31mYR9K_E1Jzd_aQvceC5qjdvtOCw9QOXhT8M2Eus3K8Fj_hKysJY8G7oaj02hbCf1Y4yTrMfAUtU5DjobQODhBWcpblMx29ggHobwUmm590c2Kz_1ttCesLZr-nWi5hA1H5i-LMEH3vA/4qe/xetE0lsYQTuNIHd3aT_6og/h4/h001.vC0yEQjM9-1hqjrbZ4JKceN2SyeShD6vnfj37v_4kiM" target="_blank" rel="noopener noreferrer nofollow"><span>SubQ</span></a>, the first-ever sub-quadratic frontier model that runs on 1,000X less compute than its rivals. It packs a massive 12M token context window, which could theoretically keep agents on task for weeks without losing their edge. Developers can now <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0s_aNvbuo6bHcqplvMifxxOOtII-qeFC-fFFmhXAaFkRTq6U9bfmHv285zsCGTTXzivSWefQXI7opCYyy-SsquVgIgC0xFlhFNrepqXT8TkRH7LGnw7p7SaY-9UK385fAFnQh3LdMLrB2-Bnne0JawjKnBl2iqCjUvHaG8tSRkHC6pYHh2c1RZkFMu4CJ4RXSKLl9pO_QriWmPfwjXnxi8hYUbGvRIDEwK2fFB8y5uMtSqd4osWYalYUWI0KmBrW5pFD0R3pr08iNvrWcoj2RV8/4qe/xetE0lsYQTuNIHd3aT_6og/h5/h001.X8bRigJDCSVmd3iwNpbjMibc0Lg_OfTf-QdcOBzmCps" target="_blank" rel="noopener noreferrer nofollow"><span>plug it into</span></a> Claude Code, Codex, and Cursor to map codebases, gather context, and tackle token-heavy questions faster. </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>Google ships multimodal file search and a faster Gemma 4: </b>The search giant just dropped a multimodal <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-xFqdzO2QOlv81FRGpLY4ArYK1sM6xH7izoL7zjeuTCOHBkjGofAgOMXpPDpnJ19zWjnPkDK7t9wPJADEku4RZL1vimBFe3cpv60ZJzQYthUgYy8puEd1OTdTxD5_Gj4yxHpLlRR9xW46jCPUWsXKtImCBVicCjEV1W6_V6bmOBoFsCbnBXxH3PgO8YHBrEprYlaeVELpzyBKaLH8jh77TU7ZtO0vEA0zCzf5ylgCMeVs6K5CpK8fNWrjogZMYOOdBoz6gAKSeMOrcXpPLbGWRJjG4diPn4tF1EXvFQm528/4qe/xetE0lsYQTuNIHd3aT_6og/h6/h001.S3JvsdMkVAjZavDXg-Br-M3qCZ2V41IN1WkANJAJkrQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>update</b></span></a> for Gemini API File Search using the new Embedding 2 model, letting developers query text and images together. The update integrates retrieval directly into the API, cutting out the need for separate vector databases and offering inline citations with 1 GB of free storage. Plus, new multi-token prediction drafters make Gemma 4 up to three times <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L--pEM0fDMCVWJaVshv02nbaFwvAQmCMCF-XyVIFjV-EQ55GSdyyWYN4841N-xuWWTihH08LqPg1gap_DTK618Ihnma8Cu3UfDs5sMHA5cbLkGwUyLtWdfHJhWLqrAMr6n5pvbS3sjb-A8FK1fvUYG3NXskTf_fa7w29hIw4tsRXjpuP_tyhBF7Zo3AWvlpsX362erjYDkH8n3pT7BC2omeql9vjO--coGXzvHFUXtgsxbkQn_edUMUkbwPAFafugtrG-g9thabeeyjM_C-WIcBixduZfykrp4OOQ6CtuxxYEQHGPMu8kMHRl8JGAjLYWQ/4qe/xetE0lsYQTuNIHd3aT_6og/h7/h001.25Otr5vS-P3q4C2I1jXXU0Nff-xK_zUegT_upisZfJo" target="_blank" rel="noopener noreferrer nofollow"><span><b>faster</b></span></a>. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(3, 7, 18);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY GOOGLE</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><span style="font-weight:700;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S6c693EeTE_DsE34px1rM2QM7zXQsdGv889BSYHicehkX4DK9FdN-UZ6E2J2k_vaTQ2fOTig6JX795_nJ8zeDpVW1-Fy7W_Wf-NRYwplJlWI4yKHTqjutDXjn9ZZTIQ1deSuwxYlfD0EoD9qJObRCxqM7BUlZVl0t5WAJiF1Zwz8aT2io8N8eTl5qppVndgif52c2ay6fSmBGN6q_jFmOlS7V9WYPEKlfGwK5ZzyXtAEgG9DHKuFl0EnxeRypcHOyG2AtlC6zG43XoUIPa502l6_Mo1cunhAL3rwKrHBrrzI/4qe/xetE0lsYQTuNIHd3aT_6og/h8/h001.S06r00vKQzN75ePsGUPj2fw-mMvT-y5XXeMZAmB_yTs" target="_blank" rel="noopener noreferrer nofollow"><span>Beyond Chatbots: Master Agentic AI</span></a></span></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S6c693EeTE_DsE34px1rM2QM7zXQsdGv889BSYHicehkX4DK9FdN-UZ6E2J2k_vaTQ2fOTig6JX795_nJ8zeDpVW1-Fy7W_Wf-NRYwplJlWI4yKHTqjutDXjn9ZZTIQ1deSuwxYlfD0EoD9qJObRCxqM7BUlZVl0t5WAJiF1Zwz8aT2io8N8eTl5qppVndgif52c2ay6fSmBGN6q_jFmOldUQyrN7vSKBckrVsga3CH4zGPlFmRs3Btgk6xvnFcO9mRGOO2gM7j-V2nl5PJW2EJyJd1qisa-GrdJ7NA8YkoE/4qe/xetE0lsYQTuNIHd3aT_6og/h9/h001._t0Epm05QtOpWwjVFl6GeN8qBNjau6R1va-_jDKLpWY" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/56917994-a39e-49d9-a7ff-19112c986c72/gOOGLE_THE_CODE_7_MAY.png?t=1778002759" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Ready to move past novelty chatbots? Google Cloud’s Startup School: <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S6c693EeTE_DsE34px1rM2QM7zXQsdGv889BSYHicehkX4DK9FdN-UZ6E2J2k_vaTQ2fOTig6JX795_nJ8zeDpVW1-Fy7W_Wf-NRYwplJlWI4yKHTqjutDXjn9ZZTIQ1deSuwxYlfD0EoD9qJObRCxqM7BUlZVl0t5WAJiF1Zwz8aT2io8N8eTl5qppVndgif52c2ay6fSmBGN6q_jFmOlaHCdfqMIIXimn89Tkj7dZ_gJECWGwff5XuwGSdq00EDBBX_bdVu0zn3KYy9Jn_k8FTPOKiOdebITkoJkEakonQ/4qe/xetE0lsYQTuNIHd3aT_6og/h10/h001.c-Dx6Q3il1evssQQY_pAlP84T550u1TBhFIseUlB43U" target="_blank" rel="noopener noreferrer nofollow"><span>Agentic AI</span></a> covers the architecture you need to build robust, autonomous workflows. </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%;"> Dive into <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S6c693EeTE_DsE34px1rM2QM7zXQsdGv889BSYHicehkX4DK9FdN-UZ6E2J2k_vaTQ2fOTig6JX795_nJ8zeDpVW1-Fy7W_Wf-NRYwplJlWI4yKHTqjutDXjn9ZZTIQ1deSuwxYlfD0EoD9qJObRCxqM7BUlZVl0t5WAJiF1Zwz8aT2io8N8eTl5qppVndgif52c2ay6fSmBGN6q_jFmOld3zbvcZrbuD6EmeuBakCjOABAFaqPsVVSJX2bvZR93zpIPat1LgwdudO90_zkl-yVFnW7GUGWnOZ5NTC9FNp0k/4qe/xetE0lsYQTuNIHd3aT_6og/h11/h001.30AZzHMtUFlduFk8-cyBuIbMjFjoIY6_izhJ6fLcEMM" target="_blank" rel="noopener noreferrer nofollow"><span>Realtime Voice AI</span></a>, enhanced Multimodal RAG, and bidirectional Vision Agents. Go from prototype to secure production without missing a beat. </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.kro7WBsAmEsY5mGgiUDePTr9hIttSs6PPI2VNNab42hr_hRRJfw_nP-2DeZAHD8S6c693EeTE_DsE34px1rM2QM7zXQsdGv889BSYHicehkX4DK9FdN-UZ6E2J2k_vaTQ2fOTig6JX795_nJ8zeDpVW1-Fy7W_Wf-NRYwplJlWI4yKHTqjutDXjn9ZZTIQ1deSuwxYlfD0EoD9qJObRCxqM7BUlZVl0t5WAJiF1Zwz8aT2io8N8eTl5qppVndgif52c2ay6fSmBGN6q_jFmOlSLIBcDgyFCB5JJTlDM4OMgKbbI_J-6-yalHuPzJ-SU-OXmhsi55kVmlj6npS2LYz4r-p-orLN2kkrJFv2jAeV8/4qe/xetE0lsYQTuNIHd3aT_6og/h12/h001.RRFMG_S9_beRxMqzQqR1DHl6v8IW0YTpPiREpTk4L5E" target="_blank" rel="noopener noreferrer nofollow"><span><b>Save your spot</b></span></a></p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>INSIGHT</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>Devs love SKILL.md files — but there’s a hidden cost</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/840921db-1494-4b59-9e4f-a9332c318503/CleanShot_2026-05-06_at_13.38.29_2x.jpg?t=1778054951" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>The hidden cost.</b> Anthropic dropped SKILL.md as an open standard last December, and coding agents adopted it almost instantly. Now, engineers everywhere are writing these files. But most are missing a critical piece. AWS engineer Lakshmanan Meiyappan just published a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.QiVMRb-9Qg5zq-ajQkrjiutWuTFhB72lzAfDMEyFSPGwvTHgzZwnPXSehqjUh0YnL6eear1Dh0lNTIsx8locGP75_Hd8Xk47d4iQ7BQ4zfThqRyRNb0YYJTkyNakB8r6LApMH7iG_XtgPeGnFHMf26Q9AwHGn7MC1ZCVweh3xbC-J8raok9CbMIeulxLykMeMytj9lcZrAlhamzJ-2NrvbcCrLQ9b5SYzt6mIwAdqCKlfuhEfu2DvLgzexcHxtnwoZ8c2rm-QvgxXOmkfRagowu0lebIPt7iYmHynDbgc1K2SOhp-CGSAFAFZDqmWt45b5xkp1HhNRnLm6Hf1H1q0-o5jg5JSdZVXs57XYYlT_8/4qe/xetE0lsYQTuNIHd3aT_6og/h13/h001.4qrpolDsCWfH5NkUqcIHwNQbIMnTWQ-tJko0Rek7zU8" target="_blank" rel="noopener noreferrer nofollow"><span>breakdown</span></a> arguing that most people fundamentally misunderstand what they're actually building. </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 3x rewrite.</b> Meiyappan saw this firsthand on his first attempt. He wrote one massive, sprawling file that worked, but it ate up 20% of the context window before the agent even got started. He ended up rewriting those same instructions as a lean "spine" that pointed to three reference files, and the cost dropped to 7%. The content stayed the same; the architecture was just better. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>A loader in disguise.</b> What really changed was how the system processes the information. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLlHq_IXNb3MOcKdPmSAsUVDuplygCcJAnrZcQMG4Ck44aCGIzHsPh0Cd77NVVPLxlBVVGEOCREUmPvyNGqE2d-8kGqcamzoZg1KtH2-J11dqCilhrfD9ihItpIM3yyL_T4y5K4A6lE0G_pRuvY191q59kCqmj0Wy7ttuRmdj8XqyiDJsuKLDeppZRN1hwasnzcgDVYYF26AjyASRS-9pl8rSAFYJUy_L22ZO14AEvem3Oqf8qnH-VEzRw3AcBJRzhIexxE3J-tr0fwXJSIZB-MeZu1sdjjpMs_zs_ehQX49RFnqlvKlu5h4nkJ7DqStPD9XeCfPqgXvwJX0vJ7k7Syw/4qe/xetE0lsYQTuNIHd3aT_6og/h14/h001.8nX6mHP7w2yyOtz42Hxtl1H0obIaZT5haOICb2Ee3m4" target="_blank" rel="noopener noreferrer nofollow"><span>Anthropic's runtime</span></a> loads SKILL.md files in stages: it scans metadata with every turn, pulls in the main body only when a skill triggers, and waits to access references until they are specifically called. Most engineers treat SKILL.md like a single massive prompt, but the runtime just isn't built to work that way. </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 upgrade trap.</b> Meiyappan hit another roadblock when he upgraded to a more powerful model: instead of improving, his writing skill actually tanked. The “smarter” model took instructions way too literally and stopped using its own judgment. This is a perfect example of why skills tuned for one model don't always carry over to the next. You need to re-run <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7N0lbKLR-v_NTdlPfrXPl7wPqaum0IypZbG5qCtXK3YvYU7SUpAAv3E7XmGxeQDLjz_xodVM1FDWolAOPYcYA4EGG_PdYVnq5wLdfNcBxV0bxS6kPtxGWdQsGQtv9Y2Zja7y_GT-uDqCZmJ9IS5u4hHWplAD-s6rZIA6dECqChIk_IQZSwWdxPsX-5fLki3_4gcmLPiSTnfHpLwP7_kvtinB4jLORWDpm4FUSLxhwy6CdxaHzBHafYctHVUdQrOOfK2_Mv1TX8qgpP63rlstNIjP3Th2INoFKTPU0w0nyX-2_HQZIMK2p2S4ROvk-t2JTar5j7nPtymJkrsNYldM1q4/4qe/xetE0lsYQTuNIHd3aT_6og/h15/h001.SO1LjLCus7mR4kZYFMODMH0SeK7xc71Oza6Ocd_UKV8" target="_blank" rel="noopener noreferrer nofollow"><span>evals</span></a> every time you switch models. Think of every skill as its own small program that needs testing. </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(3, 7, 18);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY VIKTOR</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/u001.9ylDIu4nAQWGe8bSlkKOpIlBA9IUcdNxo0aWnMaHlUq3n9QfhBuULVXhWC4eZBuA0SxQKInwMo_qkDeO3muKNyZ5no9mCdfim2wrd_NWwzR7nDbhTZHlyjaxpmOYLrG4QZRGQ6lnVQGhYq22B_5-UOPNQycqE2-vLyDJ3gdp2LUQtLE9ugnBIpKLfmPj1ld5f9SXAfTtGuW9rDzC_4jSJ1AvQwLd6H0S3u-DPQb8yrDcluOwTb3T9vU_Fb43lnqJQFwNFLJz9GvhNzKW-tP0Q3cGCoYKfsaS4XPtCxB72jLHNw3YNrHNdV22iQv5ivb6/4qe/xetE0lsYQTuNIHd3aT_6og/h16/h001.ixrg2WUOSqqvX-1FC6X2BdThpLk82AXa8S900YExrHg" target="_blank" rel="noopener noreferrer nofollow"><span>The Agent for Everyone Else</span></a></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpIlBA9IUcdNxo0aWnMaHlUq3n9QfhBuULVXhWC4eZBuA0SxQKInwMo_qkDeO3muKNyZ5no9mCdfim2wrd_NWwzR7nDbhTZHlyjaxpmOYLrG4QZRGQ6lnVQGhYq22B_5-UOPNQycqE2-vLyDJ3gdp2LUQtLE9ugnBIpKLfmPj1ld5f9SXAfTtGuW9rDzC_4jSJ1AvQwLd6H0S3u-DPQb8yrDcluOwTb3T9vU_Fb43lnqJ37-NlAnoa7hj8THJhLv6tMpy04M9r_T_yDaIC-eiLtNpbByNAhy_oTzZ4ApRIZDO/4qe/xetE0lsYQTuNIHd3aT_6og/h17/h001.l_BmJEtgpas2JVrEZi2upj4jSZj8W1Go8vw7NC8Yh7A" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/021c827a-d144-41c8-bcd0-31075f633a6c/best-run-companies.jpg__3_.jpg?t=1778004947" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Most AI agents are built for engineers. Viktor is the agent for everyone else. Operations, finance, marketing, sales, support. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> One Slack message and <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpIlBA9IUcdNxo0aWnMaHlUq3n9QfhBuULVXhWC4eZBuA0SxQKInwMo_qkDeO3muKNyZ5no9mCdfim2wrd_NWwzR7nDbhTZHlyjaxpmOYLrG4QZRGQ6lnVQGhYq22B_5-UOPNQycqE2-vLyDJ3gdp2LUQtLE9ugnBIpKLfmPj1ld5f9SXAfTtGuW9rDzC_4jSJ1AvQwLd6H0S3u-DPQb8yrDcluOwTb3T9vU_Fb43lnqJjNWXarZZO3I5J1B004vD7TlSqrcVO1d-tXLKSYGiiqzWNcgSh0DTtEQ5yK6SnU0W/4qe/xetE0lsYQTuNIHd3aT_6og/h18/h001.-dxQizq8pWfSiGrZC6Ka6uWooB85Z29gfnAllSVdipM" target="_blank" rel="noopener noreferrer nofollow"><span>Viktor</span></a> pulls from your tools, does the work, ships the output. 3,000+ integrations. SOC 2 compliant. Teams on Viktor build what used to take a developer, an analyst, and a week. </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/u001.9ylDIu4nAQWGe8bSlkKOpIlBA9IUcdNxo0aWnMaHlUq3n9QfhBuULVXhWC4eZBuA0SxQKInwMo_qkDeO3muKNyZ5no9mCdfim2wrd_NWwzR7nDbhTZHlyjaxpmOYLrG4QZRGQ6lnVQGhYq22B_5-UOPNQycqE2-vLyDJ3gdp2LUQtLE9ugnBIpKLfmPj1ld5f9SXAfTtGuW9rDzC_4jSJ1AvQwLd6H0S3u-DPQb8yrDcluOwTb3T9vU_Fb43lnqJhIOkkiG49gjZvLKmJYhuMMpRwwDPLk_w_kij9MO6NMQyB-wu1ZWdIEfR5JsMC-33/4qe/xetE0lsYQTuNIHd3aT_6og/h19/h001.Hj7Fq-QLC-ErysrIxqQy7JnT0gYTHXsdFxpS27Z9WsI" target="_blank" rel="noopener noreferrer nofollow"><span><b>Get Started for Free</b></span></a></p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN THE KNOW</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>What’s trending on socials and headlines</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/80296348-9d10-461b-9b71-b0408eb24c4f/CleanShot_2026-05-06_at_13.36.44_2x.jpg?t=1778054856" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Meme of the day.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Skill Stack:</b> An Atlassian Principal Engineer just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0pnphuhMZISL4s4Qs96hBZJzKLfiMF6Gjj7dAttcVf7s-H2FXumHq6a10-RrGVNlwlHxjKnK-HeaXcQiezvxFHtEwkwL41xJAv76LTXc2T899zFaYjcBAwExUC3lLEKWneN1rs-OBx1gV_rCarqxqEvYZSG0-S_BLLSFoxoo6YnInUVV3-ezZ2YTGpmpJ4aEx01IV92l-pBsPpwfoIbo8R-EnHGm3gXZRmYfZV_haKFYylTVyeW3OqAruyd5kalrZJ6lpvGSuaiu2IZPdkFv_NkrMhDt4gKcmTneXKmbz9lzsPE7OMMDgjN2SmzdgvG3A/4qe/xetE0lsYQTuNIHd3aT_6og/h20/h001.PaFdZFHINGJGMoOL_vfHDAhqOaCNsOpKovwMkhZklIg" target="_blank" rel="noopener noreferrer nofollow"><span><b>the 6 skills</b></span></a> every AI engineer should master, and devs are bookmarking it fast (1.9K saves). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Off the Cloud:</b> This guide runs Claude Code and Codex locally on just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lx4Q_FzrLKfYmNTGdyUH0oQJz8j2GSxP_QsmwbHK7y9_tTRqhEcxKfJQ-B0Ijrhww5U1PHbfy2J_cpEE_-UFgpF5smxw58ZexBxG3e11Q0XHV92JMlokzafU6pWRvPPJsvKaN2GSgAz42u1daiVJhq7a0IoiqYdHdVeLGxsUZbpgWFuGkaKU1eD7igusixQzs2KG5b_OryjD8IHYSXr_GXpA2nV_ul2lxBnk0spuAE9JVrcNi0y3nnAuJyWckXO1W7a3Ef5vESRkMPgf8nxn_RElAj2O7MhSV5_Es3USY3hS-3MtnryZGASuxTGT2PvWDA/4qe/xetE0lsYQTuNIHd3aT_6og/h21/h001.3ZYrRjmOFIdeyU2x7eTijba7CHqOBekV4dJqpq8Bw0o" target="_blank" rel="noopener noreferrer nofollow"><span><b>24GB of RAM</b></span></a> (1.2k 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>Course Cuts:</b> <span style="color:rgb(18, 18, 18);font-family:"Anthropic Sans", system-ui, "Segoe UI", Roboto, Helvetica, Arial, sans-serif;font-size:16px;font-weight:430;">After reviewing 20 AI engineering courses, this developer narrowed down the t</span><span style="color:rgb(18, 18, 18);font-family:"Anthropic Sans", system-ui, "Segoe UI", Roboto, Helvetica, Arial, sans-serif;font-size:16px;font-weight:400;">op </span><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjz4s6WFhJpx0O8eH8sP8_EYtmwY-mqaM5XLZ7SYQgmfqcofCMS--zgRfvChUVEoWO28wuVQVBPgC5f3Nging1vJ1W9EMg9M4ZVGDB9zSwaVnrNdR3e93IuHYj9SXbnC11PJy-FCD_OelMpmHg2sOfpInu0lt5sXhmg5JE4BxzygMUxVxjd5CHLTwNDi_xwMoWZDbza8cvpw6Y6DeO61aQUH3Bo7JpFHUN4IBs9zMWdkNoVzjsyK8AIXjEWaZzW3egIyPn6hwnhQUK2VwzK76kgQ/4qe/xetE0lsYQTuNIHd3aT_6og/h22/h001.0TT8gQRx3Wa7x-bBvTa1u-bU1YnXAxnYA9c9njwHsas" target="_blank" rel="noopener noreferrer nofollow"><span>5 courses</span></a><span style="color:rgb(18, 18, 18);font-family:"Anthropic Sans", system-ui, "Segoe UI", Roboto, Helvetica, Arial, sans-serif;font-size:16px;font-weight:430;"> worth taking to break in by 2026.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Agent Crew:</b> One developer's exact playbook for running multiple <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5RM4yTf4YO1Bdaze2ChQzmdYUGC_I0wU0K7DYfCX7her3-Jh413a51YRBj_5WQrvMpTjC0VyZnrh6XGmqTMkK54JOStxUhQf-GMIm7bgTDkS8R4hq3YRuH2b-bEOnh2wspNv3ACLU4ohOP-W6Z3sSu6Ylea_KkA0ikBzcK75U89uTQYqAwTOufsOLKV1gLT_kwzPyTnRTgDyEhenspd1azoFdI18jLYtaC2DiPsT98liwyGXKZQtqDd42XiPLLW_DXWLGxOL0taichlBLaZY4wqz93W0sXy9xNai9RQPB4cMmsNrZbhqL_y2mVyuFc2Fg/4qe/xetE0lsYQTuNIHd3aT_6og/h23/h001.KtcfE0CQfWxFEyIWrkSCBzuD2JdGNns-fNlvxKYM6qs" target="_blank" rel="noopener noreferrer nofollow"><span><b>Hermes agents</b></span></a> with a mix of no-cost models and local hardware (5.2k bookmarks). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Phone Pilot:</b> Claude Code's creator just said in a recent talk that he hasn't written a line of code in 2026. He's running hundreds of <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxlPA9luA6OK8FqIVEjY-ityiQVUFFsVk8Q-e88xqCPX59JCRYG2JXclGcpPqQHZuwDmouXTJkBBcCrHClwyuR2_TL_Ctf8h7QR2u9JvzHydaXO_wORPHX6eKMfKoihq5d7URynE2fIzlR3usKv05xiAPCmBekmIHsUc2Ro53h85AVOLSpGHG9Ut5szzxYu-JW9Z6sdeUDSsf7n6O5aW-FDkzzbe6Z8JDwMV7Jst6So5q17PtZKgDYl7SAbZS5nxDHve7nrEhbte400muwXQRnl/4qe/xetE0lsYQTuNIHd3aT_6og/h24/h001.ozYCxQhkZ6mfmot6FSPJvBxUc0lfc1zepn3UBAcrYi8" target="_blank" rel="noopener noreferrer nofollow"><span><b>agents</b></span></a> from his phone instead. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Chain of Command:</b> A Google DeepMind engineer's <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lxw_7_3qD_kijeVGEu07ijUxcUzanm7d5X6_HP_JEvk7BOzZjTVwJfZdg4O3VmnsE9f7GRXHz3nTKT9eu7EjysjaVXd_F2kmbtCoXjnIGE9pSat5dFgCSj1-PxkfKoEtFYnAWRfg1JRJk1DzMFKKhaGQvLseQWsIoNiS21zt1rhtvItZOQ4l7712DUOqWKchpoLGVCCxLho4lfvTeGCFEEfunQZfhQ-W8Mf6_p6wRA4wjG-qKbVPtExP6HgmAh8pj0ZnWapY3ZZcRIsuilt8EKBOaWei9T7xNuxlYoZ5WY0BKXWxKkorP1Z3xaZ8jxWREg/4qe/xetE0lsYQTuNIHd3aT_6og/h25/h001.adCp_ra7y3jL1xek0ZH69FdDOI-SvU1Lo9KLaZ3pewE" target="_blank" rel="noopener noreferrer nofollow"><span><b>breakdown</b></span></a> of 4 patterns for orchestrating subagents, ranked by how much control the main agent keeps. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Lean Shift:</b> Coinbase just laid off 14% of staff, with the CEO citing how AI lets <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L-xFqdzO2QOlv81FRGpLY4DuEH5Q1GhxedVTTpiqrfVwFtknnfmQcy3orJ_TPQNXFVo3UWIrRD8oSCpMZvZlZxVoefh6uQN2fNVgWkx-rbcVVtNLyy-ReIXN4HnLLIYVVJU_bo6qu5FWb7FYHQCplF8cJzZYU_2g6iXvUglNabPmusTeB8tETVl8CmeLFXksf-Q_3JpwYPUV1ZFEljtFSG3BXaH_HxD7lXlwgfkFYjevFKjaClcjnpCbV_eCrLfhR84faY8Nrcf8W3tiMh8PwfPbkb0mek2iGHHj7afFMCah/4qe/xetE0lsYQTuNIHd3aT_6og/h26/h001.jmlEej7wZkVu6kDSZhdi2hrs1-RDun_e9FrskAJtIU0" target="_blank" rel="noopener noreferrer nofollow"><span><b>small teams ship</b></span></a> in days what once took weeks. </p></li></ul></div></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>How to prevent leaking secrets in Claude Code</b></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1be03574-935b-4faf-82f1-11d9d58b2d5c/superhumanteam_a_software_engineer_sitting_at_a_desk_typing_o_36576497-98c7-4fe9-8b9c-feac2eed7a9e_3.jpg?t=1778057767" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Many developers have accidentally committed a hardcoded API key or a “console.log” they forgot to remove (we’ll admit we might have done it once or twice ourselves). You usually catch it the next morning during review, then waste an hour rotating keys and scrubbing your Git history. </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 simple three-line <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePV3PBOVROoG9niyZ0FY7lxmxtzduJylTVZD16Wul5MAM0B8r80dVDfXlbQv0Ih13YfBRjIjJkYd-tTcGgkceQ25iEJhiZKBwZ5gmGzk-MnLpbzOjbX8uB3SMIOnwXeO6FzeRIIYdU-qkCsahWHVKoR9dizXGEazW3ehy4U-uvw6s7mr7yg4uwcnzpPrECzr_nIDnah7JYEKHyddMre-njwhvdVAloYDtnr7al8uJQEtcOoOM585Nn6MXEuJyzDgfTv_hv99AFSMOW9ou0loLfPJ45lhvRAqO115kEGKKWZWZ/4qe/xetE0lsYQTuNIHd3aT_6og/h27/h001.7aN9i0gJFfcOM1GA1AYt8sqJ5U5o_uG7GCfrvwCgNnw" target="_blank" rel="noopener noreferrer nofollow"><span>pre-commit hook</span></a> lets Claude scan your diffs first. Save this code to “.git/hooks/pre-commit” and run “chmod +x .git/hooks/pre-commit” to set it up: </p></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code><span style="color: #c9d1d9">#!/bin/bash</span>
git diff <span style="color: #7ee787">--cached</span> | claude <span style="color: #7ee787">-p</span> <span style="color: #a5d6ff">"Spot any console.logs, hardcoded secrets, or unfinished TODOs in this diff?"</span></code></pre></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Every “git commit” now sends your staged changes straight to Claude. The review pops up right before the commit finishes, giving you a chance to hit “Ctrl+C” if Claude catches an actual issue. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> P.S. You can find 50+ AI coding hacks <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7smScni7E9ePvR5sqx4-vEhrh5sne6QCT0Gd4jR5noE-KnDcX2VEX6-H6mXwrLdqL6Pg7PR7i8k299H-_Dbk8evJGgOTFpO078C8TtC_32RHghXG6ZdcpkbCMtXRN5k6Zm0AylE2c5qy1clKrWUa2cbewFbmXnB5sOvDyI0aoYUVcYSFf2dcDutKmHBsRWBIUOfKsE2p_VLUGiH0qnqugx3FhQU6vHP0rDqvm3Ped-mElX6TBGHWP0bn9gQl6BBBqQVUkeQhh22LrCEC27mP1eU0wluX1jjhbUzeZ6z_q36O/4qe/xetE0lsYQTuNIHd3aT_6og/h28/h001.uW5PCl7xoqvqFL7oLqEfsRUa0yY3wEyppfi2u3fvi3g" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a>. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TOP & TRENDING RESOURCES</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxwIL6QWNfL34cDETs-IE0RvhmCb3oiJ9vbIZGt-PkEaCFkl8KCTTRv0eqFu9UNJem3URduyAuckzYx_e9CCl39XH6xbZM2SR0Xtz8OskFSDThLzzpAjecR4Nv8G29qlYbRCSFh5fg7HV4qI9kQl2BBmiSqHJB5x9wb8ZZVUh9lffTZlmm_u823C2sc9LA_f6UtidzpUgbRXShlmWu99c_qKSktjoA-FGODLqyh8ernXkQNDxL1h4Nmafvem226F4zj7glybLgsapWw67Wd8lbb/4qe/xetE0lsYQTuNIHd3aT_6og/h29/h001.yHA6nPZHShznJ_nHojLXMADZx3A1__DgWVhZIudzrDQ" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e1b84be3-d040-4453-a559-102762472cd2/Thumbnail__18_.jpg?t=1778057838" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch the tutorial.</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tutorial</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxwIL6QWNfL34cDETs-IE0RvhmCb3oiJ9vbIZGt-PkEaCFkl8KCTTRv0eqFu9UNJem3URduyAuckzYx_e9CCl39XH6xbZM2SR0Xtz8OskFSDThLzzpAjecR4Nv8G29qlYbRCSFh5fg7HV4qI9kQl2BBmiSqHJB5x9wb8ZZVUh9lffTZlmm_u823C2sc9LA_f6UtidzpUgbRXShlmWu99c_qP6WQrbHUUz63DKN-87nsgtHxcOcfLP6j031wFhELV-jNTxz-U7bwDBqfbOU4foQZ/4qe/xetE0lsYQTuNIHd3aT_6og/h30/h001.IQcIhCq6BxkSF8SOtOFlpfKdVg_Geg1VbgobtcCQxhc" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to do multi-agent orchestration in Claude Code:</b></span></a> This tutorial covers building a multi-agent system using an orchestration layer to streamline coordination and workflow structure. You'll learn how to design cleaner, more scalable AI systems that handle complex tasks without the chaos of multiple agents clashing. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Tool</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLhw83aHfsMiS2eIfKIL3BFwMY_oaWQbXA0nO0kgyCR0OESlKxap6GIqEIjln2pC-KVjp1jYjza3K7ewGhJuAtnrhinwj2EBE4nIgXC3ngDGW5XHLVs7KKZdcctjF-sm6pCzKwrGyV-OsrZOeNDlQagdfWNPWkRdnNkkS-iPtc9vS91B8Mn0foyKVWnGTjoS_0My6FwVaxLkeNIR5HOLChnbB3SekOZv0QlORcxijwEBm3ak9DwiC5mQYes1O6SmoV06EuUXYNkAHrBCMT4nluko/4qe/xetE0lsYQTuNIHd3aT_6og/h31/h001.GDF9m6P31-yD3IqgSTipkA8BhDAuyIsG2ioCQIMEvMQ" target="_blank" rel="noopener noreferrer nofollow"><span><b>ProxyUser:</b></span></a> Continuously tests your app’s critical user flows. It turns plain-English descriptions like “user signs up and creates a widget” into automated monitoring that alerts you only when something truly breaks. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Top Repo</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkiuAckkj7gwcmu67vmL0nKWunrdPPojnSLiXCUFoufkXpVU6Fiwz6DBhNyZ9XMykWDwWev_mg84FEl5rUN4sE4hT4E0-09rkIyh9iohT63Q2aocABV0DQuaeDgM84vk3cCjdy8hhMkXELlpCpSM9w_-JdFW6wXQewcBGvgWy3NoIL8QTb38ILtKS14-lNaME4KcTEr-DVcWzx9ZxRoeed3xewNuHjCDrGtmsWoncAME2bolVIhNIhcrLFHVL7Mf36gErAyp78CSm5guyFtk0pGQ1YT_ka-8oQHJfd9KJi8I2/4qe/xetE0lsYQTuNIHd3aT_6og/h32/h001.BPFh7l8JnOe4jVrXh-7Lb4JPTA78GRX05NOS0bE7O64" target="_blank" rel="noopener noreferrer nofollow"><span><b>Files-to-prompt</b></span></a><b> (2.7k ⭐):</b> A command-line tool that combines all files in a directory into one formatted prompt for LLMs. </p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><b>Trending Paper</b></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ98qQzDhIdTzOMH9rUOput2Ppb-GBwiwHpYTaHc4QyG56hKAqGMA90UMwAncraUiBw3zXU1Dc5hMKQRw1vs8iqR8rNAi7QqhRZIEY-YNP-_tadknIZRumShsm-HjdpsViwjOhd14J4DYmK3zxMWwhK_WkVCQyXcx-TYAtxLQQYKccq2Rw78QrRWfFhfk3IaDpaVNZp7vMbu9UtTYLzIgu7wBwpQAGDngqMWGOFWFtl1K08W_Vd4H36IxtLJ1TqFfqODo1zDpIyVWrb81tg01KyVm-ycIbTxT_YjSeA4KxXK1OJsuzvo0utYpjvpXCBHVzCoEahyFeCkRkuRxvRbZYHOl_xl6g4sjdzMsowBsh6VNg/4qe/xetE0lsYQTuNIHd3aT_6og/h33/h001.yYvmqugc1kIppPz9iidg3I-sCRBT3X1aCzazSbs42y8" target="_blank" rel="noopener noreferrer nofollow"><span><b>Building reliable agents with memory and compaction (by OpenAI):</b></span></a> Long AI investigations often fail by hitting context limits and forgetting past workflow rules. Using "Compaction" to shrink active memory and "Memory" to save reusable habits creates reliable agents that smoothly process evolving evidence into accurate reports. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 8.0px 8.0px 8.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="background-color:#f1ff00;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. Showcase your product to our 260K+ engineers and 150K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585KGa05QZ-u4YxQKCpdk6OtdABRr0LzRjmOHYBtLaP8X2bwGldwRgL5ppcc37dGG0dcxOuDCqH5f1dq6ZRvaoIx99hZNLzkZo6Gggtca5Ka7q6LsxzP1sNh-wVhSQhSWhJ5UuHW5MZt1YpxQNStJZWXROdMKRMkp9xyh2Iz4RigYEDN1X0Dla9IS6Im9WRYOqZ/4qe/xetE0lsYQTuNIHd3aT_6og/h34/h001.Gcf63xvulCr1mIZZWa4ZBgpJMh8gj-FDAk2K4Enj_jg" target="_blank" rel="noopener noreferrer nofollow"><span>Get in touch.</span></a></p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="e" align="left" valign="top" style="padding:0px 0px 7px;"><h3 style="">What did you think of today's newsletter?</h3><p style="">Your feedback helps us create better emails for you!</p></td></tr><tr><td class="ee e " style="padding:0px 0px 0px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GF-4Ce6gJwXQI7XQOO5aOX4AunXcWUKGVKKLzEzbE08drwEmpBR0WLyNQyGS2jr2LcKl06BR672fj5UPEnrlDAHa6FG9P4TN_TaGEYcI4fKKzf69ODiDqXIb3NpnK4y6m10i04SSjBKuvtGGSc23TD-WNHecbQdjZB7DaMk2jp4fXpsoHEsz1apAMBa8wJNeSvweSO2gdrGcBnGiSpfsA1mZFRies93GoexrLoCQQ-MI4QedTSEQ2e-n8T0rLPkieeo8GALY12_IaUROdJ4til59lUkUpaCQUWKuuqB61nQHIYv9wPVi6N8S5QO1WrVS-QmGVsXDAepAnENQFTjsVkuI1bnKA_yVXhx-CavvMYlkWWnn27FhQ17mF-acPbRDg3M2SYU1sNzUEM4P01WlT6ovCSxucJS4o8tF6-5b93o9wSZO802qMS8LNQam7kN68gQNJN1RHwZF5i9hSWl-Kio9RZHczdhYGseGQMzzbiv5zAGVq6YItoJsiAkTLZ4vWNc6D15oLCsjqAilaT1XKB3cawdRj1SDX-SFSxmoicrER0xeCnQOwq0D3nCo06KifRRAM3qhQGBcu-ZNP0q0BGdNCWju_HCun-pmmf2_95Dof0AXXjQ-Ru2tVGp5E_7IBJ4TaDGw2aG-FDDd7iaGQulkSfqbLS-2tjOmSjXJE0t62LIdjrZqn8MlkvN1kMr8E9CAEbpP6zY61zIubwyeVw14p9zEI8iPeIunMusZq3ncNNWlf7rKMNuNBk3eW8DbLAXuxjRpvdF652aKoxi7F2YBmfpmVqpfySgFQe9h9UCa8Tt3cGJ0eN8-vy1YmtBAh0BPWgRSIN-UlhmwcaqmbqiZM_Xgz9y9dzQET7WuzvFE7_0RnH3hZ4bo6JF2E_a7X5prq0d9fiQtCheTt78Ll5nKM8W7z8MJVlywVb3PeR40Q/4qe/xetE0lsYQTuNIHd3aT_6og/h35/h001.-4L9jf8gSQuyXLJB7uxrQW7pgh5G9aylpH7u3_hh0Lc"><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_h9ck9FHbNIIV4Md9DP5aAI1e58Ayegb0Ybk-pXgG2tUFiZb9hgJLaIC3Ps-xngIktNKwxJZQgcMgEl67ydlWvqY_XGyF2EuN5Osnl5m1sld369Z0kjkcza1Wk7I4gCRtWH8lRwQDfByhdePOusWvlqdSwXLzLmi1KopO7tpYTmnHNyS6iexdHz1xWsZKoC0lfBCnhmgEsn5Ge2rlhJCH4PonCovwfkiQBWvgN0QEAzNoeqpvxVIf8Jr-rs_kHGCUEHwV6iz8QIct6wwSyDDQwsGmuGUE74xMZ8FKw_mi_Onta382tPLdjkD5lppWby8qE5QAFCwYHywiM40peTZTOrO4zi4_EUX_g-RK9Zyzd1CtR5sSjlHKGLXlsDNsiBA_DpQpCk4XGigmL24Dg6N60bAJNBmW5rwsm4zUh20WiBJRjRcgiISoR27E-Iw9eFTrDW-p5hj11zmHmNUQ9pMZ-qUfpupCkkNjZ3G3NwmSB32-PRegoDyNv8cKlE4BH1_Bte99vPUR2hg7DO4Xv7BG8-JPW69yB4mwWJEhRn-AcFAEvNGdLeKFMW5dnr9p02_eRWpQ1b0etXAdZjLZH8gullO23rFQ-Jz8SMrFsM76HJh5KYUMg_jToES_a-w3IsNf9WC14Wap8d8nfnO7L6kOWJ7IuvtmpxMElM_2aZgD8WIYGHxPxPp5QNvOMqVGuMvIs4vlWPZ6raFC64hegJv6VeKq2cKbuR1amQ99kuVZ7XK11q0dLb0n2EDv9pB-OQmhJmfBkb6mlIegG5RAQbhf8QG7eLJ4LTEN1vSInd0a18isyGlv1NXiAg9K_d3dDkkilIAU1m2_dyQZlXQlYCTxG6e9P5SvQSbRKrqFlIf4gu4VAagAUMiNcCwxdTXa42NeOPTZE2GIura3S1-xVvY8q1AsYvm1MXF0yHZrEACewKjZ_HJW8MuVw/4qe/xetE0lsYQTuNIHd3aT_6og/h36/h001.yxfx1_k38QlZedAM2yCz7ubSlV1kqT8ag9VB80XgZPc"><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_s6AftXBC3OfCry1RhA47aOViwmDvjKOz6AR1wSpgThdgTQXS1OWWW5bEcTP8tKID5p-CNuWwGUmya4GyP8SF0ELMv8mJMj41ZNqFLnaJfIEZ16DHDZ3kw_Ivsv5w8w-lubkOOoACXqWysLI0vSBTDnWFPGxgq5BPSVvvEjl99UsoWYhziOg77-Aod_7yo2IlppkFNQwdcBG4PpjOXtOzJXfXQhmcksYF87sfmO7NubkVvxN0x9MlRvVQm6mCigg-t_dgzeCIOlkMzs1il3CjvN63URXj5HnIS-Z7MYKxUKOkWv1S-hBYGh6q4gRc2pIWyZDhij1EqbfxTBZcq4YCitfgAGJmrpd4gT7jbAe5uyhjwL8FVNW6Gr6yge93PrU0YVle43OSqpB5HjZ1_ExMzkMpxxfjfDQvxTexisx9rYfsIJeJvGjXJubBW6_79wW4Eklq-0bAUwN_R_rVcgGGyecZM_o6TtW4yr6elLKVY9BgXx5DCXy4L9GVgBVntgvbKqEkUsXY1gy1S7STWAHQumLZxIND59c1eABFxGvEG3NgEVdzgKif_mS9YsO8oDTwcKO7GWiCNXwwmr3hcYpgjn8HUJGKq7XwHa694fUHeDvWzg2IoVfexvoVBifYff4myTpGqJsnXeXpgYDujlkdpBwW0JOOC-ILkSi4poPfPYHS3tyHrLIBjXscMaZLCoM_aS7EiGO23YUW_q27YqGySixgsnOp536aIhipl8HgxCsftExpQLRWktgMbukc7jZIc0L1foQW8mA_wrYeXFIcj1IHr1Jremj2nHb3PS3VFSLLVdjisIT2ypBcLMgpp7T26NX4bMyXGVNsJm_wlGt6yclmqYA7NUR8pFDWLZQKLCoG1GkznxBpaP_NNr6hRFzJTqrVbC20YMWdZGgeWOTqcA3mxLj86OVv0qiwVFrfinDVYVAWUy32195nPb7Kg/4qe/xetE0lsYQTuNIHd3aT_6og/h37/h001.5IblcVGZryuFT2aAo1L--ZLXDuvRETTUhsnFtXKOALo"><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></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-nulGrtY5QsUog7GBc26cwx51SL7djcOh67F3yUx4F5RDkTGmX1pWBRJvyVIGzTVGHEjL2H2RLhCSjMyDrI8vwBdoF46OCIrg_fY3klw2AAKJO0Pjyryhrzzns3AP5w4KITv9hdHwNViMDmAlEEuzLpetpdypDK2GPJOUfBpF5fnjt8nr3qCl4poVyuDX3q0jTS2FXuqyRjLeYONkHooApwpLt2PBX-PWNarqnmTQY8tvHPGojkHl4o5D-ZofRgOGJGWonwjw_YyEv_Kx0mrI8yM0J6qs5NJZBa7_-PHRxOQ1-Gj2Eh4yCEyV5Vhfa4v3UZPKtqnCS0kC9kVcfxKVUcN4JujYBRjHWNf7dn6DTVXO5V69PQSlHOcuoY5B2gRwMDKn5NiaEwYmT2wmEok0SzZalg4AkswBTgYltrbZGg1GS-r6f4NR4tVhx5Rlg5KBpoeb0scDw_AREM9hMiO2zf6BPUKOgT4mvqQ_NXYd3ilasNt2MBiJtyKJvLcCRsoBeG19mrkr3JcLmOYTO_eVr9GJJb0Yn8CeEGoRj2DTIC42x7vcNtV5AB_Y8xPs6FUPyoDd1lERDhl9JsVVWEvXGaOtEFcWpeeJmRa2L8gWGDkTmLJ4rBOrwWK1NefpBeioMJYrRAOfIqRZTOli6mJkRhPOTbZ2NZb02ZxqG-RKUMjkb7sgts5m2sw_Jlg671r6nk5PYmMklGt02edVMLxAgmg8dpKkDVthXFmzoLoJmu9GmQdJX4eYyPec_Co3pq2OGZuUuQIbMPNhP1ijhiezUPEFIl2RxqdfxTaN0c8u9fGFP4xvyzHY0YN-5QsJHxKejP-Bm3fh0llQRFf5UyeCQQ1lLJRmjxpZrZFblht089nBAru2P26fO88LC3CYaweOvbQxPgaXXzKNBwmj_KfjQ-1CnWGyI4KezwwMUbgO_evMrzowOWSK1WDL5C8PzKy8Tti/4qe/xetE0lsYQTuNIHd3aT_6og/h38/h001.7TX6luAQs-jdYqw7n-VfAlGn9MU38mVz7eAXE3LYcHM" 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;"><a href='https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7uhFPeDiAXllchtVb3ARdSmgeTOVYjNABTLSj0sIlkKCskkGgA1RO9I5oiggfHFCsCKEetsAfCqK7dGXR0zIuNc/4qe/xetE0lsYQTuNIHd3aT_6og/h39/h001.rRfjLbQDmgAAICQXfYqY8KObF_Yew-ZEzI7Mn1xqEs0' style="color: #030712 !important; 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Follow image link: (https://cloudonair.withgoogle.com/events/startup-school-ai-q2-2026?utm_source=1P&utm_medium=newsletter&utm_campaign=FY26-Q2-GLOBAL-GCP40434-onlineevent-er-Q2StartupSchool-180015&utm_content=thecodenewsletter)
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**Welcome bac****k.** Every ChatGPT user has the same complaint: it talks a bit too much. OpenAI finally fixed that problem with its latest model update, along with other upgrades. Plus: A new company is going viral for claiming they solved AI’s biggest bottleneck.
**Also:** How to run Claude Code locally on 24GB RAM, find the 5 AI engineering courses worth taking, and why the Coinbase CEO just laid off 14% of staff.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* Why are SKILL.md files quietly costing 3x
* How to prevent leaking secrets in Claude Code
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://x.com/OpenAI/status/2051709028250915275)
Caption: Click here to see OpenAI’s GPT-5.5 Instant in action.
--------------------
**OpenAI rolls out a smarter default model for ChatGPT:** The ChatGPT creator has officially released [**GPT-5.5 Instant**](https://openai.com/index/gpt-5-5-instant/)** **as the new standard, replacing GPT-5.3 Instant across the board. This update significantly slashes hallucinations in critical fields like law and medicine while boosting math and multimodal reasoning. For developers, the GPT-5.5 model will be available through API as “chat-latest,” with 5.3 available as an option for paid users for only three months.
**Subquadratic unveils a new model with a major breakthrough in LLM intelligence:** The AI lab just launched [SubQ](https://x.com/alex_whedon/status/2051663268704636937), the first-ever sub-quadratic frontier model that runs on 1,000X less compute than its rivals. It packs a massive 12M token context window, which could theoretically keep agents on task for weeks without losing their edge. Developers can now [plug it into](https://subq.ai/) Claude Code, Codex, and Cursor to map codebases, gather context, and tackle token-heavy questions faster.
**Google ships multimodal file search and a faster Gemma 4: **The search giant just dropped a multimodal [**update**](https://x.com/i/trending/2051769131364667885) for Gemini API File Search using the new Embedding 2 model, letting developers query text and images together. The update integrates retrieval directly into the API, cutting out the need for separate vector databases and offering inline citations with 1 GB of free storage. Plus, new multi-token prediction drafters make Gemma 4 up to three times [**faster**](https://x.com/googledevs/status/2051700498328346945).
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##### **PRESENTED BY GOOGLE**
## [Beyond Chatbots: Master Agentic AI](https://cloudonair.withgoogle.com/events/startup-school-ai-q2-2026?utm_source=1P&utm_medium=newsletter&utm_campaign=FY26-Q2-GLOBAL-GCP40434-onlineevent-er-Q2StartupSchool-180015&utm_content=thecodenewsletter)
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Follow image link: (https://cloudonair.withgoogle.com/events/startup-school-ai-q2-2026?utm_source=1P&utm_medium=newsletter&utm_campaign=FY26-Q2-GLOBAL-GCP40434-onlineevent-er-Q2StartupSchool-180015&utm_content=thecodenewsletter)
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Ready to move past novelty chatbots? Google Cloud’s Startup School: [Agentic AI](https://cloudonair.withgoogle.com/events/startup-school-ai-q2-2026?utm_source=1P&utm_medium=newsletter&utm_campaign=FY26-Q2-GLOBAL-GCP40434-onlineevent-er-Q2StartupSchool-180015&utm_content=thecodenewsletter) covers the architecture you need to build robust, autonomous workflows.
Dive into [Realtime Voice AI](https://cloudonair.withgoogle.com/events/startup-school-ai-q2-2026?utm_source=1P&utm_medium=newsletter&utm_campaign=FY26-Q2-GLOBAL-GCP40434-onlineevent-er-Q2StartupSchool-180015&utm_content=thecodenewsletter), enhanced Multimodal RAG, and bidirectional Vision Agents. Go from prototype to secure production without missing a beat.
[**Save your spot**](https://cloudonair.withgoogle.com/events/startup-school-ai-q2-2026?utm_source=1P&utm_medium=newsletter&utm_campaign=FY26-Q2-GLOBAL-GCP40434-onlineevent-er-Q2StartupSchool-180015&utm_content=thecodenewsletter)
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##### **INSIGHT**
## **Devs love SKILL.md files — but there’s a hidden cost**
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**The hidden cost.** Anthropic dropped SKILL.md as an open standard last December, and coding agents adopted it almost instantly. Now, engineers everywhere are writing these files. But most are missing a critical piece. AWS engineer Lakshmanan Meiyappan just published a [breakdown](https://internals.laxmena.com/p/what-youre-actually-writing-when) arguing that most people fundamentally misunderstand what they're actually building.
**The 3x rewrite.** Meiyappan saw this firsthand on his first attempt. He wrote one massive, sprawling file that worked, but it ate up 20% of the context window before the agent even got started. He ended up rewriting those same instructions as a lean "spine" that pointed to three reference files, and the cost dropped to 7%. The content stayed the same; the architecture was just better.
**A loader in disguise.** What really changed was how the system processes the information. [Anthropic's runtime](https://platform.claude.com/docs/en/agents-and-tools/agent-skills/overview) loads SKILL.md files in stages: it scans metadata with every turn, pulls in the main body only when a skill triggers, and waits to access references until they are specifically called. Most engineers treat SKILL.md like a single massive prompt, but the runtime just isn't built to work that way.
**The upgrade trap.** Meiyappan hit another roadblock when he upgraded to a more powerful model: instead of improving, his writing skill actually tanked. The “smarter” model took instructions way too literally and stopped using its own judgment. This is a perfect example of why skills tuned for one model don't always carry over to the next. You need to re-run [evals](https://docs.claude.com/en/docs/agents-and-tools/agent-skills/best-practices) every time you switch models. Think of every skill as its own small program that needs testing.
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##### **PRESENTED BY VIKTOR**
## [The Agent for Everyone Else](https://ref.getviktor.com/vik-tc-spotlight2)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/021c827a-d144-41c8-bcd0-31075f633a6c/best-run-companies.jpg__3_.jpg?t=1778004947)
Follow image link: (https://ref.getviktor.com/vik-tc-spotlight2)
Caption:
--------------------
Most AI agents are built for engineers. Viktor is the agent for everyone else. Operations, finance, marketing, sales, support.
One Slack message and [Viktor](https://ref.getviktor.com/vik-tc-spotlight2) pulls from your tools, does the work, ships the output. 3,000+ integrations. SOC 2 compliant. Teams on Viktor build what used to take a developer, an analyst, and a week.
[**Get Started for Free**](https://ref.getviktor.com/vik-tc-spotlight2)
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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Caption: Meme of the day.
--------------------
* **Skill Stack:** An Atlassian Principal Engineer just dropped [**the 6 skills**](https://x.com/system_monarch/status/2051662489616794035) every AI engineer should master, and devs are bookmarking it fast (1.9K saves).
* **Off the Cloud:** This guide runs Claude Code and Codex locally on just [**24GB of RAM**](https://x.com/UnslothAI/status/2051669222011683045) (1.2k likes).
* **Course Cuts:** After reviewing 20 AI engineering courses, this developer narrowed down the top [5 courses](https://www.youtube.com/watch?v=HFmoNVx6vTA) worth taking to break in by 2026.
* **Agent Crew:** One developer's exact playbook for running multiple [**Hermes agents**](https://x.com/vmiss33/status/2050984556790939731) with a mix of no-cost models and local hardware (5.2k bookmarks).
* **Phone Pilot:** Claude Code's creator just said in a recent talk that he hasn't written a line of code in 2026. He's running hundreds of [**agents**](https://www.youtube.com/watch?v=SlGRN8jh2RI) from his phone instead.
* **Chain of Command:** A Google DeepMind engineer's [**breakdown**](https://x.com/_philschmid/status/2051674663965606052) of 4 patterns for orchestrating subagents, ranked by how much control the main agent keeps.
* **Lean Shift:** Coinbase just laid off 14% of staff, with the CEO citing how AI lets [**small teams ship**](https://x.com/i/trending/2051620388837195941) in days what once took weeks.
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Caption:
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##### **AI CODING HACK**
## **How to prevent leaking secrets in Claude Code**
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Many developers have accidentally committed a hardcoded API key or a “console.log” they forgot to remove (we’ll admit we might have done it once or twice ourselves). You usually catch it the next morning during review, then waste an hour rotating keys and scrubbing your Git history.
A simple three-line [pre-commit hook](https://code.claude.com/docs/en/hooks) lets Claude scan your diffs first. Save this code to “.git/hooks/pre-commit” and run “chmod +x .git/hooks/pre-commit” to set it up:
```
#!/bin/bash
git diff --cached | claude -p "Spot any console.logs, hardcoded secrets, or unfinished TODOs in this diff?"
```
Every “git commit” now sends your staged changes straight to Claude. The review pops up right before the commit finishes, giving you a chance to hit “Ctrl+C” if Claude catches an actual issue.
P.S. You can find 50+ AI coding hacks [here](https://hackbook-chi.vercel.app/).
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##### **TOP & TRENDING RESOURCES**
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Follow image link: (https://www.youtube.com/watch?v=vRYBG_R8JAI)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**How to do multi-agent orchestration in Claude Code:**](https://www.youtube.com/watch?v=vRYBG_R8JAI) This tutorial covers building a multi-agent system using an orchestration layer to streamline coordination and workflow structure. You'll learn how to design cleaner, more scalable AI systems that handle complex tasks without the chaos of multiple agents clashing.
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### **Top Tool**
[**ProxyUser:**](https://proxyuser.com/) Continuously tests your app’s critical user flows. It turns plain-English descriptions like “user signs up and creates a widget” into automated monitoring that alerts you only when something truly breaks.
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### **Top Repo**
[**Files-to-prompt**](https://github.com/simonw/files-to-prompt)** (2.7k ⭐):** A command-line tool that combines all files in a directory into one formatted prompt for LLMs.
———————————————————————————
### **Trending Paper**
[**Building reliable agents with memory and compaction (by OpenAI):**](https://developers.openai.com/cookbook/examples/agents_sdk/building_reliable_agents_memory_compaction) Long AI investigations often fail by hitting context limits and forgetting past workflow rules. Using "Compaction" to shrink active memory and "Memory" to save reusable habits creates reliable agents that smoothly process evolving evidence into accurate reports.
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 260K+ engineers and 150K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
———————————————————————————
You can also reply directly to this email if you have suggestions, feedback, or questions.
Until next time — The Code team
----------
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