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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Thu, 04 Jun 2026 13:31:39 GMT
Subject: 🔥 Google drops Gemma 4
To: [email protected]
Date: Thu, 04 Jun 2026 13:31:39 GMT
Subject: 🔥 Google drops Gemma 4
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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: 5 ways to build better Claude skills  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:0px 0px 0px 0px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> June 04, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9sBwYe9Us8bRPvCOZsmnhTjNH5q6Jm91mPPji5DklJIeVeVKkb06XiZhdROXrz7ZiY59WEfC4QCO3rK8cxhImxz0eQtq4Gc4Gus9DA8S7a8yAz6lHJZBVUCrY3lurO57o1navyGmEZ2p7Jt6_20TcE0p1UBUsJJrzjdD53KQfuLAveKIG3nyUxEg0zVVlLcvBX0_5jyiuJHdQRwiIFyVD2W2Q1-Q6QluC5AyV7sQsTf04hI1S8imtnR56VOgegtbAf9RFsRZfnlkDWnAj2ju4PFwODLUr04IBmnSV52rMm1QDx11ex9A1vpnmlSi1qozruA85Ut1p9GH4aEVdK59sxAr97VPcGvPuxpuvYwgTchEWBrTFlmUK-RtOS0w1oV6HweRMvC6jJs9enuIKqOSpEe_Z_ZxPaUghwsh0ruGGJgTiSXjXsm7rrtE1DbLMzg3kD6lhakOKXtBa9eOqe9UWZZhS6sZtWV4FlPseCK0Tn8gc6EJHrvrTyrhir584BJJrEjGPYCQRo_ST4WmbCXSlNgB01Zx6y0ALUveyH4qzdlLuV9x9jPRMQszy666Z6qi6rUSjrEPo57N3yb_-XElO0xUBBLTptSyEF5yk-k-7kPDvgcjC_qOfHdES457U3HDnJt24IRL7j-Qd8RfWZ1jfkJ9Bh-KjsiWWik6rXA8TfrJB054yWY4_VeE6MfTvJXwGSMoRyIuzuE6gQNgFXdSJ_2-v0wHPuGJZ-O9JlJBtAgCOPLlnTn_DhSuNd1QQcnIMV-zPIf4Yo_8JXpKdWaB2EnI1mleY_GDp2X2B573fzq5A/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h0/h001.b_U7S5vsLD4RWWF-sA_LPJVcF8NnQeQXlglqUqiGlmU">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/4r7/tJ_DhCuOQYGoM8yTeYqwbA/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.pljPPsurrJ8ITcFAp15gIQ-yuFDes5xeZSE9cHGrvjV6XaG4Le_-ZZcN2mrgKSKycQaCLcVfKQaF7b5qsPeFhTUgv809G_7mVXS8DuDThYpsqO5iVdgxSWJhhvl2jN5v3zoMBzBEfxzrfdTXI1l6FLnXGWFA9ijnjkSWnA7IxQV-R5SZcx3mHtthlIPYw43120L7RlOFHcytmW0EdRJ0XxSGar_8nHHthXT9Ka6a85hN315ZD0vY-O36ZtyKSbg4joXQhHAP367Y17jVbFn_FQFepePLgwDFNJGDaeeoQGk/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h1/h001.f1LYMPWVwoYzGvHBqJg7xuePzxuG9UGZ6xODQHFarBk" 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/c4a4a29f-c379-4cd9-bc5d-664c333de5af/Group_Comp_AI.jpg?t=1780533068" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>Welcome back.</b> Compute used to be the biggest bottleneck for engineering teams, but now it's the budget. Uber and Microsoft have both struggled to cap the number of tokens their engineers are burning through — even Sam Altman <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lytn5HT2jwjZ1pvMqx1ZRgPAvAoGPcqmuKhNTZB3K3M2me22LciJFTbDCR-PlSK80lrwF8jOBMzIsJGdVJNpOJlkJlTpeO9Uvl_dYuDe1pOrtIuk2DpFIBGw0w8YDXDgvDSY6E4xV1xWbyHig3sF3HO-Z1DGZTbiHRzSbjTyrU4atVd3tSVtkZHKmR6-JKqWSxTdg3gHdaG8zLWJ4wBC5KAGUvCxQ8Dl65H-_ngTI1wNZFVFk3KhuKQ3MlA_yDTbPzxSbZLpxwrBs1eFvbveuJH2VBimVqzxT0y7BSS5KUoY/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h2/h001.MBx4QSmkGZilfwlTp0Zwy0ObQZsdnGrRj1cDU8Iby5g" target="_blank" rel="noopener noreferrer nofollow"><span>acknowledged</span></a> the budget bottleneck yesterday. </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 your own AI agent for $15 a month, build an LLM from scratch, and which 5 skills an Amazon applied scientist says get you to $300K. </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 is AI weaponizing your tech debt </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 keep coding while Cursor runs a long task </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_0gOXDT9L5c2Qqqs_3BqH1zKSQMCo3cbC722AXs7d-g-ki09OiGgXWiGsZ7rg1-kkI8B9BD1bBwba7OedZeSBQUCRbSVUutJCCGYICfsSE5V9yhbWsjle52KZueF_g19M88WA3lsC7taizqXJU9hWhu9zO8UKtHAVrVaXoiamQlcG54Wh0vXuJ6kwXzkT4BOlYAHPusFUZhIcEeulQSqBM6Jnwyq8hnF1fG_Fj0Bkwfd6veQTaPQnOCHSk-gPGoblUB-qYhJL7gFo3q21vvpdYbEqZPtgSrdwvM8AnKtwVCMmln7dxxH/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h3/h001.xlNL0AaOIHKRXBSVnBrOASZqZVBIujUBc57hShNCI7c" 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/9470c0cb-f11f-41ed-b305-2481a1d488ad/quesss.jpg?t=1780562809" 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 Google’s Gemma 4 benchmarks.</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>Google drops a multimodal model small enough to fit on a laptop:</b> The search giant just unveiled <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAGQZmb0x9YTiAbUsrUYpyBy4XF1hsbCO3McHypEEeIz9W9s9fhnQRzQj1l0mjLkj48I74sU0ckaoHYeCDNOJd180JVMqFJMmcExxbogUQy5_xui7K_azInDMyJR6ym_LKyDleN2GZvOaJiGShCU-JVvrAacaYLeehQB6aEUcEWKwVb27YXtmFlicmiLEHoikVM_SRMA1rs7d4Ve1YPzweAUkHJfFtchhXQ8Cowp4q08yZUNd_96L8Jt9b3oPefdfSPNE5Vx_kE8D9otUetxJ8qFIXEZnp3IfSyjiqbzjhTp7fZ4G56smF9MjEkfqHFNomdkPcJ433m4YONxIFn21rx0/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h4/h001.iWGrLcJWQIhGs7uAuN8Q_H2B_mUQI0il-QIfeRPhc7k" target="_blank" rel="noopener noreferrer nofollow"><span><b>Gemma 4 12B</b></span></a>, a model designed to run locally on a laptop with 16GB of RAM. It handles vision and audio natively by feeding inputs directly into the language backbone, which cuts down on latency. Google claims its reasoning is nearly as good as the larger 26B model. Plus, the open Apache 2.0 release means engineering teams can now run powerful agents on standard hardware without racking up cloud costs. </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>xAI brings image-to-video generation to its API:</b> The Musk-led AI lab just previewed <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1Lj9sdEmAB4p4OQyIxkB2Mt9gUdu5ujcCM6Ekzvux6k9qDfz5hYymavVyhlQR6R98Th2_xaooskFlJmqdXj3ahvux4iWJAXT_tqmXk8quiKI0P96iC82IEOof6pfyT0f-rPx4aMSrLhEDyco8jZQbkuBzRC7GCPxVBpFF7TuMRi7bXxnLh0mBnUhYuDg10fykclAW7Aqmo0g6HD17cDYD597pYrAsGxW3hT_b0vjjG9qHxGZHFgABu3lN_eNcXteeUt504MY3O__7NsS3xCqUQ/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h5/h001.fzwLu6gTdWaMukVt4iS6WJryXIXnm-8UcDEUiYGvSQI" target="_blank" rel="noopener noreferrer nofollow"><span><b>Grok Imagine 1.5</b></span></a>, which can turn a single still frame into fluid, cinematic video using just plain-language prompts. The model animates camera movement, atmosphere, and physics while keeping the lighting and detail of the original shot intact. Developers can now stage frames and chain shots together to create longer, consistent scenes with only a few lines of code. </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>Perplexity moves the data center to your laptop:</b> The answer engine just announced that <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqunOJtX_InXmTJ_xgWSc4hv_sZwa36i0I1XventdmvAmtUHsl6Vb70unGRl3kZF72GZTB7GRnCkHXhOsfSu0EELV6rtd_y0mYPBIBoIln68qVfNLWBPWzMWORC9dLxd38usro5Exqj7P6w3KGvcsCkb8C9XbYkkYrtAhUcamm-AxI1JPwtmWQAMvi9ID9jHgYi1JzvFvwVtgL_LkLDyWH90MSJb__FuH59IoU13x12_4Zsj7BQbSHRjp2ZuRD8Yk8W5g7IwZnBEnMk_KCjVKquR4PeQcYjnuHzXjHKz8uWKORfD-oI3v-0G7lMvBXthJw2w/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h6/h001.nNfRXdL_xH_-3g4BHtQnBWG2W9aUSH1e2fMZCgj3o7c" target="_blank" rel="noopener noreferrer nofollow"><span>hybrid agentic inference</span></a> is coming to Perplexity Computer. It splits tasks between your local machine and the cloud. Sensitive data like health and finances stay on-device for privacy, while heavy lifting is routed to the server. Developed with Intel and demoed on its Core Ultra silicon, with support for NVIDIA's RTX Spark platform planned. It starts shipping in July. </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 COMP AI</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.pljPPsurrJ8ITcFAp15gIQ-yuFDes5xeZSE9cHGrvjV6XaG4Le_-ZZcN2mrgKSKycQaCLcVfKQaF7b5qsPeFhTUgv809G_7mVXS8DuDThYpsqO5iVdgxSWJhhvl2jN5v3zoMBzBEfxzrfdTXI1l6FLnXGWFA9ijnjkSWnA7IxQV-R5SZcx3mHtthlIPYw43120L7RlOFHcytmW0EdRJ0XxSGar_8nHHthXT9Ka6a85guevOpLo8w6CS5h9Vhn_W_PW4IIHSVdoqlCByrYod_SY1liXo3HMZoHRro3MB_Yc0/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h7/h001.euKK-kELbPz8VH2HC3NyAu1yMzAfheQzEE64oNZujHM" target="_blank" rel="noopener noreferrer nofollow"><span><b>Get SOC 2 and ISO-ready in days (readers save $2,000)</b></span></a></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " 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.pljPPsurrJ8ITcFAp15gIQ-yuFDes5xeZSE9cHGrvjV6XaG4Le_-ZZcN2mrgKSKycQaCLcVfKQaF7b5qsPeFhTUgv809G_7mVXS8DuDThYpsqO5iVdgxSWJhhvl2jN5v3zoMBzBEfxzrfdTXI1l6FLnXGWFA9ijnjkSWnA7IxQV-R5SZcx3mHtthlIPYw43120L7RlOFHcytmW0EdRJ0XxSGar_8nHHthXT9Ka6a85gmZkRrRkA2K6yvpxZTsiPZ-BU3afPOILvKHUnECLSA2fLx9VfsA9FMbh13WNXw7FQ/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h8/h001.1Bk8wXy6ok-c9Z_bZ6tTdhoAQSEeOVm5ElYzGKakKEA" 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/61c7223e-29c9-4c5f-8438-e9873ef2f45f/comp_ai_the_code_cropped__1_.jpg?t=1780533226" 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%;"> You don’t have months to get audit-ready. With <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIQ-yuFDes5xeZSE9cHGrvjV6XaG4Le_-ZZcN2mrgKSKycQaCLcVfKQaF7b5qsPeFhTUgv809G_7mVXS8DuDThYpsqO5iVdgxSWJhhvl2jN5v3zoMBzBEfxzrfdTXI1l6FLnXGWFA9ijnjkSWnA7IxQV-R5SZcx3mHtthlIPYw43120L7RlOFHcytmW0EdRJ0XxSGar_8nHHthXT9Ka6a85i_l_HJ8pBIEuCBF5moC3fZOu350ekqWFDR8IUWp15LsDUvg_utID6F-3VVDqrtuqE/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h9/h001.2r5Bb1wi1rwjKkHriJdShCG_oKQmWZWMBfu2z9mxN08" target="_blank" rel="noopener noreferrer nofollow"><span>Comp AI</span></a>, you can get SOC 2 or ISO 27001 audit-ready in just a few days, so you move fast and close enterprise customers. </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;"> Connects to your stack and automates evidence collection </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIQ-yuFDes5xeZSE9cHGrvjV6XaG4Le_-ZZcN2mrgKSKycQaCLcVfKQaF7b5qsPeFhTUgv809G_7mVXS8DuDThYpsqO5iVdgxSWJhhvl2jN5v3zoMBzBEfxzrfdTXI1l6FLnXGWFA9ijnjkSWnA7IxQV-R5SZcx3mHtthlIPYw43120L7RlOFHcytmW0EdRJ0XxSGar_8nHHthXT9Ka6a85ihNqc1GoxFnjHdO1yChHj2B0um8IxSLNLQnbBSzO9owNNXIlHo7hXsIku_7ipkO8w/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h10/h001.CjTIMopST5F2TwZATZIFCKrDeG7hy2xWvWhuGvo8GPk" target="_blank" rel="noopener noreferrer nofollow"><span>Keeps you audit-ready 24/7</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Eliminates 90% of the work </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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIQ-yuFDes5xeZSE9cHGrvjV6XaG4Le_-ZZcN2mrgKSKycQaCLcVfKQaF7b5qsPeFhTUgv809G_7mVXS8DuDThYpsqO5iVdgxSWJhhvl2jN5v3zoMBzBEfxzrfdTXI1l6FLnXGWFA9ijnjkSWnA7IxQV-R5SZcx3mHtthlIPYw43120L7RlOFHcytmW0EdRJ0XxSGar_8nHHthXT9Ka6a85iVk-IG8pGXS3mN90oXWbRX3aVOt0iZLAUBTIxFNkBXwyxxgYvSZIj4ij4hmgV1Zy0/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h11/h001.QhyiQpO4KvTGXiv37UOdWpAbN4qARaNRwrka-WhTBfA" target="_blank" rel="noopener noreferrer nofollow"><span><b>Automate your compliance with Comp AI</b></span></a> (The Code readers save $2,000). </p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>INSIGHT</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>AI weaponizing your tech debt — here’s what you should know:</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/29190221-0c4d-41e0-83a6-5509c2759c95/superhumanteam_a_software_engineering_team_working_on_examini_5921f24e-ffc8-45dc-b5e3-347da631b4da_3.jpg?t=1780562250" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p>Source: The Code, Superhuman</p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 12.0px 12.0px 12.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>How it began.</b> This spring, your lockfile was the best security on npm. When the popular <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquivEIaCNq5HAstjI09oBd0rKNAhXRpAig1Zz3yJwQ6PS4tesYQFTpxwHxBCzyzGdQ_hrTBJOQzzIKWfddVqlgB8ufwLA9kuuCU4XPCXsuMzzO1lxUYwXGDUNaiaWozzMjhxwdEsakX4HkDVhec3IqnsxbqMxFvo_XmpLbHISlPsT23vlp3VPfHDBjwM8_9kcVzEn1ZhtWLQGxyALJiKWbCRNviLvhhEg5orDEDI-BlRi4DUgstnD6mH_xeIoSOjOKTbE04Po836-heexFNJmubmZmIsUpM8t3TJ9lBtCYCiV8a7S44AP27_udLgC4g2NJ1NpeN8ApCTJB2DaBm9n6LhvfxGb8FROyEfI4Fs-w-zD/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h12/h001.L7gaKI1IjgADfmdJeTJTflekJOKQuMrVIF822Achn_w" target="_blank" rel="noopener noreferrer nofollow"><span>Axios</span></a> library was hijacked, its poisoned releases hit any machine running a fresh install. The attacker corrupted both a new version and an old one, so "stay on stable" was no longer a solution. </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 AI multiplier.</b> Every new library adds technical debt. A recent study shows agents make it worse. They pick <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJTni013zseu_GX7GnLiecjP7ELgXxexddRL_NN_-c0D_BjRtEjsFbMFkE4vfdpWvbrSui4GCADDj5e5rPfw9SzAj21wLCZjJqP8AcT7oaeGNVEA-p_w_M42Q2ufHnHSlLzlE0YGfpQkun1qS8NcjT2Sj7rwiNgIWehXMM24R2nHHqbIkGeyQbZgXkdapG5sVWg1wOHKXeHI7kDsiyBwdO7BptG2RIeR2SCnVtGoEIVlgOOR9uOijv4gLQ_fGhvDjAyRC5H0Z2fJ28MqLEpBVZjI/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h13/h001.nRKGip1JI854mLw-KyUQpDAdCZwAM0GPrgD0jtW10Xk" target="_blank" rel="noopener noreferrer nofollow"><span>vulnerable versions</span></a> more often than humans do. In one case, an npm worm even hid inside agent config files. It stuck around long after the malicious package was gone. </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>Can't we just freeze everything?</b> HashiCorp co-founder Mitchell Hashimoto recommends devs and teams update only when something breaks. But AI is making that a risky proposition as well: Anthropic's <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqun6cpIUFF-CIsVGsRsGmIwUsIYJgs7orav3Uv-hF7nxagIIpTp0UT7mM95GdDqfKNWoCj9SPQ8Ae1FvNVV5qHE9-hLGgOpK2x4BsVRatmHOwqcvA4Z7CAhPg3lfKtxPDRN2Evy-LLv4RN0pgoADwh36SsH4_eiMFc0tXra5Ja9TeD0d_2HY8YrJYwcBY9hmXCrEmo6FEc7U7OewDdTD3DhkdKBx50iN0MImNT_ZsNps4ikVfQKGfuq3rQLCSLjq0uE8hqPW7L1vBj8Cn2H31AGGw9kmhR3bAI5NJV1QXfFlU6O-5ZZiE17Xr7GWmy5ehVllSdktvrpSG2jZXJtbClN5WUAshalgFt2saOEAMD5jC/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h14/h001.NwNYnsxlTU6_IScZz0WiSzfYeZpuGvxttppbF1pqjNg" target="_blank" rel="noopener noreferrer nofollow"><span>Mythos</span></a> just built working exploits for decade-old bugs, reportedly for under $2,000. Hidden flaws don't stay hidden anymore. Frozen code is now a sitting duck. </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 patch is you.</b> Auto-update everything, and you risk the next Axios. Freeze everything, and you sit on bugs AI can now crack. You're basically stuck between a rock and a hard place. The fix? Cut your technical debt. Be intentional about what you wire in. Treat prompt files and MCP servers like production code. This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqujKvFzXab2ThkiLU8EEtJqQYHzPjeWvbcTBEQB6AGAgQurJfz38Hiki5qpAYIZc15ovFUfAf6CdsVYDCeLxx6oua3xmFnNtaa02bVOT4ijO1XZfqyDpF87rT8l6YQGYVrFW5LoWHLcKSccB7IF_LEi1EGAi_IyozYUdKhtfZRTGjwNGid_Q59Bq7IIP5GGjxQZV1KwbRemgTsU8W4GpT1fWGEoKGK0yiiMWCjMB5p10wIAQdscX5FD6sxLLMkLi5YWj7hA4Es2XHHfKKv58j-3LzANW05q6Zkv7uwfI5kdSPSkDBOiWC6ueir70R1P5v6BVx-HvLr1LXT3EvfsKaQi8/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h15/h001.wnHkmabKWslKgTd_DNXSvd2y7uCSl-ZVin-9-h5OHqM" target="_blank" rel="noopener noreferrer nofollow"><span>full breakdown</span></a> is well worth a read. </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/a99c16c8-cd31-45c0-9e85-92201012bbea/CleanShot_2026-06-04_at_14.01.20_2x.jpg?t=1780561920" 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>Design Toolbox:</b> This <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7MfW1ZT64_2-EXTfVWgGKFjEo_W96XHbKKl-rSXEXSfeI-MBUGtJRppv89DuSlspuJUeC2eIrGtoCd7ZzrvECWsubZjCM07RQLhkcCO_6ShME9k9bQGn1c_7SrHRZ2JL4AUZtqZTSJedTHCK41YPlQKtmNpE4mRHSljip7DKYMHvlCH8nD9KK09pIzdCnH02yO3CawUAFEAI776VPVXQvwpw6dANlIvuc5YayGFfGJmzo5qFGHalrpWEqWystu01DQ/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h16/h001.x5VRlA_sbUqHu7rGAAYHNll-gpbm-CoLMBd8zqYK51o" target="_blank" rel="noopener noreferrer nofollow"><span>website</span></a></b> curates a list of useful tools for web-focused design engineers in one place. </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 Stack:</b> Self-hosting your own AI agent sounds expensive. This tutorial runs the full <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwuGuEAZcoTrzQEMOADKwdliRCJAfXVz1SzB_CK3kwbRncbxbpyzirIrg9AnjLZ8W7exJMGdDvGptTXNUBSqYV6x82kMk6SEqrxE8Zv8dgSz2FSmKezSEK8CltemY1XdXHoeChhiCeynQM2kpwPlSyzkZA9L_ZVTEoGCPN9KuIYwLRlRFtR2OoqItAI2IJJsWLS2WNRWvcmHupO6cURfSTsy1_250enxNTd0SNfe2VWzu3Qn-2ZxtllLc3zPuceJMM/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h17/h001.tk1aOtVYjWs75Z51E5xti6wEgYdPV9PtmUKaLBQWzzU" target="_blank" rel="noopener noreferrer nofollow"><span><b>Hermes setup</b></span></a> for under $15 a month. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>The Full Stack:</b> Most engineers know how LLMs work in theory. This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1st4oHR8DzI9Ll-adr3xBjsLCRQfxOZ7o07ARkUV5vFVMnUkJ19ylMuQSpCmW-6IVPn9zG_T58g1Wjn8GeTmVGuk_hLwJ479Q9BkES09bKLikP7M3wIkwlogmOMVrVm2b3OUTCmIx7fQK1z8eObpBNSe5GAcHKSwkzIz74AG8KMZ9aD-cpZI2XgSOdpzxIlFnHJakJfWE37u66rfVsJnmdgwVjfFpFZSi91fpl5YDSEHJGf6z6sIaxeFNd9qRiKKKvs6TGUmZmg3mZxtfQ7NHlqL2SKp2W0nfNxto0sX8nG/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h18/h001._1OZmSFzHoCJ3bgvwRv5gzB6MjiKAdgLnfXva8tKU-4" target="_blank" rel="noopener noreferrer nofollow"><span>roadmap</span></a> walks you through building one from scratch. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Bill Slasher:</b> Opus is built to orchestrate, not to do the grunt work. This <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6bbHbVKwxcdqGDUV95ukqN99Eku_fYdgbN1VRn2tPvuU7fNTdmvCnH9Pns92Ma52rvMpo_mkTKbpTxe4wDrufaB_VR3TxQJglbULVrqNnk1PDE5Y5bKdyQKuUYWGsB9lqUdO_c1l48mmL4-W0g5b5MLxPImD8j5DtH25nMMOgDBfrXOdvQa7e1zCeOz2jvy8gyBoZsn63IhfDw-8JA2LGZUbemIIVU1X-Sr6QZr0Feqgs2HRAWi0ANbzV_jRXKrG5AUTPy0okTH1tqamiR1G_V3vffJnmNcGVK2zOV3-8Zc/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h19/h001.S58uH7xSEHsXCmBfsGMQkRacMTZAU8lYT0hS3KHY_hw" target="_blank" rel="noopener noreferrer nofollow"><span>15-prompt system</span></a> splits the two layers and cuts AI spend dramatically. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Dynamic Workflows: </b>A lot of Claude Code users still write 50 prompts when one workflow would do. This guide <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8HqmHTLjTdBZFowMjPs2H5DmQUtJr-6yFRQgvDgwhk8Wgg7jAfKtaA5B0pIiLtv_-WwdKykE_KfujcJEXZo6muQ1TCPLCAqKRxXbclT1jQV2HtzNOOORaLEIykb96v8VsQKyWvxuBiXXiwEQvAIKPndM_NeHP1uHbiMCpudM5nJGfJoINKeIViChHllBm_N-y9vx1VS2L4-yzeV0J43NU6lc4pieViaD_QtnEG7YbODT6-hBGJb8Kb582Q6_OjuZgxa1UEJrFIQ4xnA_oP06mcWzut9lwOCFkI8RMQ-SEsB/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h20/h001.qPNa1l5O3tdKR39CvDQasfj5EnCZGeuCbEh8D7rdZUI" target="_blank" rel="noopener noreferrer nofollow"><span><b>shares</b></span></a> the 6 patterns Anthropic's own engineers use. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Code Landmines:</b> OpenCode (open-source AI coding agent) creator Dax Raad made a rare, candid <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0i3Qyu0CK9-ZEm1MKK2sw6nXi7dIdZXEkNQAFopNmETKOqC65eXUMZS4dgAJSjNJ9UofmwuXbyMTgj5JgnxyDtOADVQxKJny8cfmhAHl5P2dJMo2wnDyDtb7vTFonkkictevsHaaKlm3BSvriBpgagVb7ooUaKZ5ZQp3AbFrYNJBNOdCM3b_USU-fI9b9Le-f1eNS2Y8jxdvFyhq-MRy0EwvOlfX9OBHSQYD4X_ET5XA9DOv6OomOxAmRU1UJkufc81UUR2vevEDIZU44mwLSmhNBv7UTzRDzx1lA2LMNBg/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h21/h001.wY5NVRyspVu7bJ3MDOqvS7Ljz1zyISvpWq-JLF6hNB8" target="_blank" rel="noopener noreferrer nofollow"><span>admission</span></a> about what AI agents are doing to code quality. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>The $300K Gap:</b> An Amazon applied scientist breaks down the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxShW4tIE7mmMhzA8YehMDj5XdWejoxGDoXuUk7R_FF970H7I2pR6u9BSkFkEYfkoYP7suw4FPG5BlzTuYZ-eke9xdIgiy-YoLjsdPwArnPQ_Ce0U__3LBy5tQXKUNO-lGismCGRB-9E_dZZBDh4MFOZ_PCF2-3opevjdlslyDWGzLprf7EtOfQawiCc6UqAi0O2_8_cy-GN-gkr4CZsub1f5jV9GesyQljAue-DTl-yLXJPf_31Z_BJ0mvyR8RgvY/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h22/h001.V5VWAiKCxwUauMueikuLcHbik5mYEL1mYNpLYtr5Jg8" target="_blank" rel="noopener noreferrer nofollow"><span>five skills</span></a> that separate $300K AI engineers from everyone still grinding prompt tutorials. </p></li></ul></div></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><b>How to keep coding while Cursor runs a long task</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%;"> A big refactor or a full test pass can tie up Cursor's agent for twenty minutes, leaving your terminal locked while you just sit there and watch. The CLI <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePYf4FXapMkYHQPp-buuFUrH4AsS2r7PT2ARXXpYLP2aSQ7cXnNyH1iWasCg5Cbn5Q290EhIMCUkwHVoRsrksUDGzcZr2lNNXaxX9C6-ZoKdXMewARIXZp8Jo2ViSUGTH7bz8lfLM6Wid9jbtwg81f42gnB8wXP_p4fwEGFelz6attFkgCkHbvdH_DnNs5DmcGTReEr85iwkqsYTweyzW4q6Qv3tuTJwdAVy5wm1Fy-GwLjq3j4ztpWjh077JxSBQwG7EaQO8MIHKIvgNmTPfOOM/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h23/h001.PdNcfr2i8tl2_NlPepesMmFQYVNLHB4ZkVvhMo5fMQ0" target="_blank" rel="noopener noreferrer nofollow"><span>offers</span></a> a simple one-character fix: just add “&” to the start of any message. </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%;"> This runs the task on a cloud agent instead of your local machine, so you're free to keep coding. Just install the Cursor CLI and send the task from an agent chat like this: </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: #f0f6fc;background-color: #8e1519">&</span> refactor the auth module and add tests for every route</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 runs in Cursor's cloud, and you can pick it up later on the web or mobile. This way, nothing ties up your terminal while it works. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7smScni7E9ePvR5sqx4-vEhrh5sne6QCT0Gd4jR5noE-KnDcX2VEX6-H6mXwrLdqL6Pg7PR7i8k299H-_Dbk8evJGgOTFpO078C8TtC_32RHOT1_maPkYhpsaYJb2CMMJMu9nupEaq2DEaG0wzDUL6tv75iZwVHg2VBX5kRBs_JdgH3bfYlx7TDYLRdP-APYtjkTaHsP2E-VMesbtNY9Q4aYVWaHSKHgCyIWQjwzyV2rsTY57eWkZh1-bXvbQuD-wfZoj6y4y3-R5S23lkylBOc/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h24/h001.yyXdSjRiEeFljQLNND4JRhbrOgmk4QmBUQbnJl0btbA" 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzdtD8AC0BSG_eJGc-w9u_4v9wRbNGiBe89S3Tu2xSsMv0uNJ2VI_nemNIdnvxg1BiGUDgP24Vl8vaW0jh5ZP8Q4w_LdEDDAN2Ewmkt6exnx_XrAT9ZjzwciCTL9T__lFBJ-ajX76SyLUiOwzo4wT6Gd7NgkA2h_SmiIo_kT4lFhJ3Pq3dnkl3nbG3qdxhSnQzVQ6oCw6SNMBkwTMMkaywWBLqTrzj4_LfLoQSML1i00Jk9jdEMRdWF4CiGcuJ3MCE/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h25/h001.oBnm4Dfup6sp0dcSxGKnal9P2Y7JhWnD6LKH3vS_Qfw" 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/e9fed9d6-d13c-4d4b-bb3c-2ab37e26e4d8/Thumbnail__60_.jpg?t=1780561696" 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzdtD8AC0BSG_eJGc-w9u_4v9wRbNGiBe89S3Tu2xSsMv0uNJ2VI_nemNIdnvxg1BiGUDgP24Vl8vaW0jh5ZP8Q4w_LdEDDAN2Ewmkt6exnx_XrAT9ZjzwciCTL9T__lFBJ-ajX76SyLUiOwzo4wT6Gd7NgkA2h_SmiIo_kT4lFhJ3Pq3dnkl3nbG3qdxhSnQy9jWvRlkeoPC0H9Ba4v3XfEyaxLNo6OAelxo56DdjMeN-SwPK9DB66NcGydsFjG6I/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h26/h001.tx0bV9xBOT4doobagJR4rCCl5dj_TQ5UQchDM935uwk" target="_blank" rel="noopener noreferrer nofollow"><span><b>5 useful ways to build better Claude Code skills:</b></span></a> This tutorial shows you how to build custom AI skills from the ground up using Claude. It walks through a five-step process for structuring personal context, setting clear triggers, creating automated pass/fail eval loops, and adding long-term memory. By the end, you'll be able to fine-tune your automation and move past generic AI responses. </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.IFKgnKhChLEORPQcgirN7FGMxL9Wd2osoSk8dIasnWWhxClUjG873tcQX_MhBzQMPMYqP8AWkwLunGrUUFs1fYCeQaI5RlQyhE1z-KL_O3eVdyCVT0f1_IITBA44vlfiM3U6xD2fYn0jqFjXm5YpBPmmjE64Nwor3J1vrc5oXNiye57yx0yW4jm-om03DwLSIb9TLPUtRsPHK0FKfW11nzID_8PlQrbt1aa6GbDD5fxgDUS16aushDJiZwJFESStCDCeDMW_4j0iFyD2Dnq9TQ/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h27/h001.nQCfNJO7ktMHABpHUowAD3xa4nv0wkx7EkVpqhy7LMA" target="_blank" rel="noopener noreferrer nofollow"><span><b>Docusaurus:</b></span></a> An optimized docs generator in React. It's designed to help you streamline your documentation writing process. </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.yBywWjiZ7oCsTrXLmaNhks266QreOC-ZbX8uwXuNk7tqbaRwKFqNt3HrUkpJ6vmowz_jPJ7lIVE0vaqxqYYksXRZaq-M7sIllwXBgweQr4dj8FFl_VzRsOo99cm1ZocHihFeLk-BM4zz72TsxPlNS_484AFxgAjse1xqiceixeCH7FpX1WWuw_be7n2HGbg6RRn7vxF_ZgNwepJe5U5AwJjE6GrDtFBev2qlgyWnZFEnVD4bctzx-y4EdyayUtAMGrhwQpCaqv5WUJUpKzJyiJ8DNPzQJl7NWc8AoxEnE_0/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h28/h001.zRksl3mKslfGphllTwMS261lNGvpkvYpI58vV99LHwU" target="_blank" rel="noopener noreferrer nofollow"><span><b>Headroom</b></span></a><b> (11K </b>⭐<b>):</b> A context optimization layer for LLM apps. It compresses tool outputs, database results, file reads, and RAG data before they hit the model. You get the same quality answers for a fraction of the tokens. </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.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7Ro-z2aKbNVPSS8KLZo7L-bIdq52gw15K7M3q1rs77gX42FwA2SHLyURuT8R7ToHR9uPfjOBUDVBixop5vRL1ez0K-89-YGvfcKtonwDrZqklfCvl1P8yDcpPOaidjoerqCgzgLUzChzdFvYuLuuvjg3ycHk4_e_5dAmTI8_6pWwtv53M8r0zStpGUY7dzp4EEsxY6RiGtKPYgCr_dGz2r9rwWdW4Xwg4l2HwEOsDpg-qTYKvnWsSwt7H7Yp7B9jnqNmB5OERhHPZ_j75wn3WZXEs5fFTXf1a26x_gdE26jaQ/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h29/h001.gK1j7erz-mLi-02m4NjFdkZsJXerZC-3aF4BvK1HlbE" target="_blank" rel="noopener noreferrer nofollow"><span><b>What Anthropic learned from a year of AI‑enabled cyberattacks:</b></span></a> Researchers looked into whether current security frameworks can still keep up with cyber threats now that attackers are using AI. They found that AI-automated attacks are making traditional risk assessments and security protocols basically obsolete. </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN CASE YOU MISSED IT</b></span></h5></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="background-color:rgb(255, 255, 255);"><span style="font-family:inherit;font-size:18px;font-weight:600;"><b>Our most-clicked story from yesterday</b></span></span></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Claude can now build a custom harness for any task you throw at it. An Anthropic engineer <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6OUThKZPtznLuMKCXD39bVvTHTRMPQlbDD_DHgs11FXErEL4yzKotv2QVeCmg0sclUqWcCGAo2cLSUVUjfa9KurLjsgSZWpgbN3uhYbjBbp5c9l6T6iiDQfy5A8hxnW-2of6U4Q59b4Ju4A0xHgBom4sWmrZ9cLM-yxjdnmw0IJTflr8rR3hNh_jGyGBxtOYfZRO69fSWz6eHVw-_xuWXZ1GK06FXSKMowNFtiqWwPcljxDAA7kMEf_Vah2eRyHk2N2s_6pjuNYFKlfDKNUZMbM_5l_Kod8kep3GGp5dsv7/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h30/h001.tUMnyinqmShUU8y42fZujKRymPRwkFxQkSGCu4U8R80" target="_blank" rel="noopener noreferrer nofollow"><span>shares</span></a> the patterns and prompts to unlock it (2.4M views). </p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 8.0px 8.0px 8.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="background-color:#f1ff00;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. Showcase your product to our 300K+ engineers and 150K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585yQb56OT5WPM7wMsJnxnn-XqelKiOZgF1AZ3tEGSvWKJjcfeHfkiOlY4BD_N_51XAAOdfV6H0Y7bT6C4HqiUW7FnGrwo9I45QRhiYapVHGi6_9GdOJRLVG3aRUN9mzmiWVw7pAP9yDcZPJt4g3dn7F2LFlHxwwqT6FPkUDs2f-ag/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h31/h001.en9lC_rKYQY0aSD62cKnO-eC_9PGNZDtF-cd0AhCU4I" 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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GHf0B7gfbQK2TCdGT3ocxJEVjpZOvVHlN1QM_-gZxLS7kfuBou2yX5HkogCUWwyiHpqweaNDi7_0l2MzPz3kB4KKMjh-XTLSyVnF1FkNgCwNTl1h5BRWiO27R7UM8DXDdhLFhouZrSJtSP3mFQ0nHSJUw0TEeca6E8E1UrQuFiOWxZLFaHd-Au4Qg0ODroEk2wOeUFcma5e3jFtHL7bITxw_sQHkHyU2aWdWd6cl5g_B3ZWr8pkLUr4a16sisYoInvghSAOOTL-NSf8ZAdVPoGMFiw5wlkJJuergfCOcHSFKiaO-HO6X1KQwE9IPil5i7wXD4UqQ4jKOK_BgWyuAdDk4BB_wnPUcVOytZMbkaTWVW1fmav7HxNhznb3OgXL6QyD6qxKaPoaB7n_32P4MfDcWD3VOtl1F79tO88iRGdgTTdOmBkBcxBNYTfwB5xlasdvHN39CxozX2frIb85zIcWewW7MNkPyzuqZ159vzivVVVJ18YN3wKieJHZdFyiPh1-0q-SfD6Qu26j9ZJN61pXya-59UY4rNUU2IkqrdUyXtZzh5o6SeyxLxM9VD9LNtEc7Tf_lN1U7uGxBfdhjjM8auBkWkqTyJTQ-sCoSw5wuo9v2tAF-iTamFQGu12eq-UOoBCXVXNsvmVG-CbGa1jfFc1shbaPCx5O-AI8Z3h9cfPSOQY3SgNMiiYG9CKsUEYudDuqd5QAyF1Dgl34A3LwXMsGE9MJ7kosumJ5XAINBXvtQlaolCtUVCkCb3a0TLtF-ocvh0iprBs9SRNYsSTjHj5-yIOMKUkh8NBUunid6EDg34ssm3W4EAZmlGZhEAhfnHQYrfPO-FeCOfXgDQLBFuUGRuvF7dT6-7NbLUW3pFzELR10d1IqRmWrAZWO_lCrrAWlmppHJyR9HyR3TzT2/4r7/tJ_DhCuOQYGoM8yTeYqwbA/h32/h001.2fBCpnXSdzmQLv1oUygqHNXJYB3jsrMZiU0VPEkLnSw"><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; 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Follow image link: (https://meet.trycomp.ai/campaign/comp-ai-demo?utm_campaign=301730506-Newsletter%20Ads&utm_source=email&utm_medium=The%20Code%20June4&utm_content=The%20Code%20June4)
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**Welcome back.** Compute used to be the biggest bottleneck for engineering teams, but now it's the budget. Uber and Microsoft have both struggled to cap the number of tokens their engineers are burning through — even Sam Altman [acknowledged](https://x.com/BusinessInsider/status/2062211094450434219) the budget bottleneck yesterday.
**Also:** How to run your own AI agent for $15 a month, build an LLM from scratch, and which 5 skills an Amazon applied scientist says get you to $300K.
--------------------
### **Today’s Insights**
* Powerful new updates and hacks for devs
* Why is AI weaponizing your tech debt
* How to keep coding while Cursor runs a long task
* Trending social posts, top repos, and more
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##### **TODAY IN PROGRAMMING**
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Follow image link: (https://x.com/googlegemma/status/2062202706882883696)
Caption: Click here to see Google’s Gemma 4 benchmarks.
--------------------
**Google drops a multimodal model small enough to fit on a laptop:** The search giant just unveiled [**Gemma 4 12B**](https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemma-4-12B/), a model designed to run locally on a laptop with 16GB of RAM. It handles vision and audio natively by feeding inputs directly into the language backbone, which cuts down on latency. Google claims its reasoning is nearly as good as the larger 26B model. Plus, the open Apache 2.0 release means engineering teams can now run powerful agents on standard hardware without racking up cloud costs.
**xAI brings image-to-video generation to its API:** The Musk-led AI lab just previewed [**Grok Imagine 1.5**](https://x.ai/news/grok-imagine-1-5), which can turn a single still frame into fluid, cinematic video using just plain-language prompts. The model animates camera movement, atmosphere, and physics while keeping the lighting and detail of the original shot intact. Developers can now stage frames and chain shots together to create longer, consistent scenes with only a few lines of code.
**Perplexity moves the data center to your laptop:** The answer engine just announced that [hybrid agentic inference](https://www.perplexity.ai/hub/blog/the-data-center-moves-to-your-machine) is coming to Perplexity Computer. It splits tasks between your local machine and the cloud. Sensitive data like health and finances stay on-device for privacy, while heavy lifting is routed to the server. Developed with Intel and demoed on its Core Ultra silicon, with support for NVIDIA's RTX Spark platform planned. It starts shipping in July.
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##### **PRESENTED BY COMP AI**
## [**Get SOC 2 and ISO-ready in days (readers save $2,000)**](https://meet.trycomp.ai/campaign/comp-ai-demo?utm_campaign=301730506-Newsletter%20Ads&utm_source=email&utm_medium=The%20Code%20June4&utm_content=The%20Code%20June4)
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You don’t have months to get audit-ready. With [Comp AI](https://meet.trycomp.ai/campaign/comp-ai-demo?utm_campaign=301730506-Newsletter%20Ads&utm_source=email&utm_medium=The%20Code%20June4&utm_content=The%20Code%20June4), you can get SOC 2 or ISO 27001 audit-ready in just a few days, so you move fast and close enterprise customers.
* Connects to your stack and automates evidence collection
* [Keeps you audit-ready 24/7](https://meet.trycomp.ai/campaign/comp-ai-demo?utm_campaign=301730506-Newsletter%20Ads&utm_source=email&utm_medium=The%20Code%20June4&utm_content=The%20Code%20June4)
* Eliminates 90% of the work
[**Automate your compliance with Comp AI**](https://meet.trycomp.ai/campaign/comp-ai-demo?utm_campaign=301730506-Newsletter%20Ads&utm_source=email&utm_medium=The%20Code%20June4&utm_content=The%20Code%20June4) (The Code readers save $2,000).
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##### **INSIGHT**
## **AI weaponizing your tech debt — here’s what you should know:**
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Caption: Source: The Code, Superhuman
--------------------
**How it began.** This spring, your lockfile was the best security on npm. When the popular [Axios](https://www.stepsecurity.io/blog/axios-compromised-on-npm-malicious-versions-drop-remote-access-trojan) library was hijacked, its poisoned releases hit any machine running a fresh install. The attacker corrupted both a new version and an old one, so "stay on stable" was no longer a solution.
**The AI multiplier.** Every new library adds technical debt. A recent study shows agents make it worse. They pick [vulnerable versions](https://arxiv.org/abs/2601.00205) more often than humans do. In one case, an npm worm even hid inside agent config files. It stuck around long after the malicious package was gone.
**Can't we just freeze everything?** HashiCorp co-founder Mitchell Hashimoto recommends devs and teams update only when something breaks. But AI is making that a risky proposition as well: Anthropic's [Mythos](https://www.helpnetsecurity.com/2026/04/08/anthropic-claude-mythos-preview-identify-vulnerabilities/) just built working exploits for decade-old bugs, reportedly for under $2,000. Hidden flaws don't stay hidden anymore. Frozen code is now a sitting duck.
**The patch is you.** Auto-update everything, and you risk the next Axios. Freeze everything, and you sit on bugs AI can now crack. You're basically stuck between a rock and a hard place. The fix? Cut your technical debt. Be intentional about what you wire in. Treat prompt files and MCP servers like production code. This [full breakdown](https://www.infoworld.com/article/4178964/ais-brave-new-world-of-technical-debt.html) is well worth a read.
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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Caption: Meme of the day.
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* **Design Toolbox:** This **[website](https://designengineer.tools/)** curates a list of useful tools for web-focused design engineers in one place.
* **Agent Stack:** Self-hosting your own AI agent sounds expensive. This tutorial runs the full [**Hermes setup**](https://www.youtube.com/watch?v=InQaYeoMwf0) for under $15 a month.
* **The Full Stack:** Most engineers know how LLMs work in theory. This [roadmap](https://x.com/TheAhmadOsman/status/2062343535144436073) walks you through building one from scratch.
* **Bill Slasher:** Opus is built to orchestrate, not to do the grunt work. This [15-prompt system](https://x.com/0xDepressionn/status/2062185806999994444) splits the two layers and cuts AI spend dramatically.
* **Dynamic Workflows: **A lot of Claude Code users still write 50 prompts when one workflow would do. This guide [**shares**](https://x.com/0xCodez/status/2062127385923776831) the 6 patterns Anthropic's own engineers use.
* **Code Landmines:** OpenCode (open-source AI coding agent) creator Dax Raad made a rare, candid [admission](https://x.com/GergelyOrosz/status/2062316666709582009) about what AI agents are doing to code quality.
* **The $300K Gap:** An Amazon applied scientist breaks down the [five skills](https://www.youtube.com/watch?v=lxYpYQ-v3is) that separate $300K AI engineers from everyone still grinding prompt tutorials.
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Caption:
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##### **AI CODING HACK**
--------------------
## **How to keep coding while Cursor runs a long task**
A big refactor or a full test pass can tie up Cursor's agent for twenty minutes, leaving your terminal locked while you just sit there and watch. The CLI [offers](https://cursor.com/docs/cli/using) a simple one-character fix: just add “&” to the start of any message.
This runs the task on a cloud agent instead of your local machine, so you're free to keep coding. Just install the Cursor CLI and send the task from an agent chat like this:
```
& refactor the auth module and add tests for every route
```
It runs in Cursor's cloud, and you can pick it up later on the web or mobile. This way, nothing ties up your terminal while it works.
P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex [here](https://hackbook-chi.vercel.app/).
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##### **TOP & TRENDING RESOURCES**
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Follow image link: (https://www.youtube.com/watch?v=uT3EQPVIEb0)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**5 useful ways to build better Claude Code skills:**](https://www.youtube.com/watch?v=uT3EQPVIEb0) This tutorial shows you how to build custom AI skills from the ground up using Claude. It walks through a five-step process for structuring personal context, setting clear triggers, creating automated pass/fail eval loops, and adding long-term memory. By the end, you'll be able to fine-tune your automation and move past generic AI responses.
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### **Top Tool**
[**Docusaurus:**](https://docusaurus.io/) An optimized docs generator in React. It's designed to help you streamline your documentation writing process.
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### **Top Repo**
[**Headroom**](https://github.com/chopratejas/headroom)** (11K **⭐**):** A context optimization layer for LLM apps. It compresses tool outputs, database results, file reads, and RAG data before they hit the model. You get the same quality answers for a fraction of the tokens.
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### **Trending Paper**
[**What Anthropic learned from a year of AI‑enabled cyberattacks:**](https://www.anthropic.com/news/AI-enabled-cyber-threats-mitre-attack) Researchers looked into whether current security frameworks can still keep up with cyber threats now that attackers are using AI. They found that AI-automated attacks are making traditional risk assessments and security protocols basically obsolete.
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##### **IN CASE YOU MISSED IT**
--------------------
### ==**Our most-clicked story from yesterday**==
Claude can now build a custom harness for any task you throw at it. An Anthropic engineer [shares](https://x.com/trq212/status/2061907337154367865) the patterns and prompts to unlock it (2.4M views).
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 300K+ engineers and 150K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
———————————————————————————
You can also reply directly to this email if you have suggestions, feedback, or questions.
Until next time — The Code team
----------
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