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To: [email protected]
Date: Thu, 15 Oct 2026 05:59:44 GMT
Subject: Patch me if you can
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<div id="preview_text" style="display:none;font-size:1px;color:#f2f2f2;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;">Plus: “Take work away from frontier LLMs”: Subquadratic’s decision model claims 12x Jev’s context window ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx0q5nR3bW69t95C6lZ3kwW66hgqH4z4W9_W8b4Dj13H6DP3W6JQDYm1jK9dYW2lR02D2D6cBFVFgrvR4bJ37NW7j-p6s2t-bfzW3TBJJd426yFwW7gfQ9w6FFHk6W3rTjTx6xwXFbW3NTW_P7kPgwdW9byD381Shj2LW1PrmqV43wpfXN6TkCvL4pc11Vkrwl96mwz4qW6PPnDb8v6GHFW8sJFDY14dz22W7JdRJW5yshCjW3dZ3xV8nDJmjW5F-6j45HyVw8W65Sj-Y6ywnKPW7KLLJX86h6QlW7-b6rf2J_8YDW1svYJj1rZ2MpW6d-W4-9l_pWbW4hVk0695d11gW87qf8W8NwWT_N3tpnf3DFWk4W3lvrR34k1WXjW359Hg-4zbZF4W8Pqmfp3mJ9B9W2bRx6c6dgJLKW7mb5s-87FDGgW4qBRby4nHDLtW1ttCPn3Whl7FW1xrHCk4-NgLCW5VD2Rq6wcmFqf4hB9-R04" target="_blank" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:12px; text-decoration:underline; color:#1a6fa8" data-hs-link-id="0" data-hs-link-id-v2="mP5ofOO1">View In Browser</a>
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#142640">October 15, 2026</span></td>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx0K3qgz0W6N1vHY6lZ3kGW603jXd4BJTFhW4xfjW770XN5pW5JRrN922PJJJW7LBx8Z4TX4ckW59YMVT45dVfbW2vvf9K8nv__kW2mmj6Y8vb_ghW76CYs_2Gg9vWN7LnLX_VDZdcW1B24f575hHDNW5jy0k433v5R2W1d36_X4Vh21TW37NGdW3sdRGBN6RBmgN5VbbnW1RFG0y8PvvNmW4KYT2n1YVplyVVFD6367k72PW7-Cq824qJr0DW9g_d9Q4JnVc-MmF4lsG45d1W5SZljs6Pb1hTN5qw8lSwZRcFdHDVyT04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Xydlm5TN">
<span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640">Together with </span><img height="24" src="https://cdn.thenewstack.io/media/2026/04/29494821-traversal-dark.png" style="display: inline-block; vertical-align: middle; height: 24px;">
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<style data-hse-inline-css="true" data-hse-element-inlined="true"> /* TOC Description WYSIWYG */ .toc-desc p, .toc-desc li, .toc-desc a { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; font-weight: 500; } .toc-desc a { color: #ff3287; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">Unpatched and unbothered</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><strong>Chainguard has launched an AI-powered security harness that uses frontier models</strong>, including Anthropic’s restricted Claude Mythos 5.1, to find and fix exploitable vulnerabilities in application code that conventional scanners miss.</p> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">Developers can use Chainguard Harness without direct access to Mythos because Chainguard originally built the tool for its own work with the model as part of Project Glasswing, and the company plans to open Harness up to other frontier models over time rather than keep it tied to a single one.</p> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">The company tells<em> The New Stack</em> that Harness has found serious vulnerabilities in codebases that had already undergone extensive security scanning, including software used in critical infrastructure.</p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><strong>Go deeper: </strong><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3ltW3Z3N2g43mRX0W33X94c6WdDgHW7rzG4k2SSBCGW4F_Ccb6mFSSgN21kKM0s4-XJN4_WCTmkswcXW16qPWK45dW5cW7vD3z72pJl47W8ryt3h4GyncJW4vG3s23qvMhhW1ksvL56X-BGhW3t3pbN6hJQZGW5KKC1T7FhR77W4Rg8LB6HV5ptVhX8QS2R5-vxN29TkzqbMch3W7HqgPz1B74-qMrS2cd5RZqQW6qyC2p65DC-GW8TQhQz8_-J91W5CsDsg4jZwSFW5Y1wZM2h0Y8vW1PPF1J2lTWQSW2TZFZZ27X_NhW7VrbC08r6LwPW2X60bm2XR328TBmV15NKKpNW7BdHFq33v8NHdB5ptz04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="7c9h2FnW" target="_blank">66% of billion-dollar companies leave critical bugs unpatched — the part the AI bug-hunting hype leaves out</a></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><em>More fresh reads from TNS:</em></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">▹<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3lxW3sgQYV8LdrQcW6PF60f8TbKJdW5Ns9zL2rJDKRW8q2qwd2SsjFgVPNt675QwdW7W4xg6w04fxpB8W5KdhDZ8KvvMNW5P4m162VFKdFW6rjNTW8X028kW15hbhh6pm3jPW1hRRq26KjVG2W1sZnjg8qsHJlN4_jtQVKFbxsN5M4HtwY9ShjVdWhHP12QC7DW77LGNL2KgffDN7yn3rpwyhFxW1S3Ffp8mGjJhW3N3J505dvFYPW3Nwq558HHn32W8-f46g420rQnN7Qy7pllXJG9W2_qGJf339W99VD5SzG8lHtNZN9b5XZtFsxKsW7vnWPf3637kVf5PttG204" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="SUxY3w3t" target="_blank">Researchers left a hidden message for rogue AI agents. Then the agents wrote back.</a></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">▹<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3l6W3RZKf74CN-SKW5MPf2H7sFdZVW4Tbhn03FL9LTW4xsBfw1WZbR4W1S7qZX4XSFDqVxDcQC5YXj6sW63D2Xg4CwxTgW1cW6Kp80Yd1RW8z0kZT3rP_M7W5klr6-7jRJF4W73BD0h6Pvlz8W7R5BcN6F_GJGW7Tzw3B8FT1crW6JczPs1KmxW9W8JG5vD24jvJ-W7jRk535QDrzjW1VkQYq3jNNjjW30Ym3120GJyDW1rT0WR4lDCmRN7FqB_dfL7p0W7h2JB74dWRvHW1qM2LF8g3rYZW7njKdW1_Ql6lW96x7k-4lq78RW2C1QNs4XlJ0QW8TTs_F69lc09f2cFtk604" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="ikmGZvPS" target="_blank">Gemini 4 Argon debuts with a unified 1M input/output token limit</a></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">▹<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3m7W1qJFQN7c40yhW5bVsCt66zxj0W930Mln46nrRJW8J6SGh56fKqdVbMVf01DfwpKW8FY63181DN3HW45MzYS2S8mfFW68tyLP4HN2gBW2Z88bh3CTCwVW3jD1pw5j6CV6Thwh52_BXqlW6JjrxJ6kt9RTW53kwJ03bwVsgW3hYlDR7xPvVTW2GsH_57ZYM6yVYynpP5Z6_11W2PBvzG6MfF5hW4v2Q5t7lDp-dW1kkNtN1_yV-yN48M6ltRRts6N2T9HpkDQZ32W8W3pwy2lJf0dW65WlhR76VL43W3lcf0c1xx7XVW698FYk45W_XzW6rMRN929PQfkf213lCC04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="XXbk/mhj" target="_blank">Anthropic’s red team ran AI on 15 cheap TV boxes. Then the math got unsettling.</a></p> </div> <div> <table> <tbody><tr> <td class="author-img" valign="middle" style="width: 48px; height: 48px;"> <img src="https://thenewstack.io/wp-content/uploads/2026/06/c176528b-cropped-54a705ce-amandacaswellheadshot_4-600x600.jpeg" width="48" height="48" style="width:48px;height:48px;border-radius:50%;"> </td> <td class="author-name" valign="middle" style="vertical-align: middle; padding-left:12px;"> <span class="font--default" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3njW1QHSw72_hd88W8CBpnP606330W4rS6qh7klSF4W8lzl--2XbKbJW6qW4Vy20nTz2W89BS5M5r1hwyW259TRX6ddX30W67cxD97F1ZNKW3z5ywR6F3_66W12xV9N3xMJDyV-jbpN52QqG2W3JdhXH6-cKsGW8h8h501rfj0fW5N05-j1XvTJRN5MrYBZsd93vW7qPbs43p65h7N3VdpSHf8g2CW2wjjz26RBbwpW44KY5y8R8YN_W3mm5dM3YR-0PW8tL_w44-rqV5W90Mk5V8zFFXGW503nbq4F8389V3bkCD76nr41W7qLnVD712RtnW6Dz-X87Xz1lTf84r2NP04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank">Amanda Caswell</a> </td> </tr> </tbody></table> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .sponsor-desc p, .sponsor-desc li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#00aff4">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2026/04/29494821-traversal-dark.png" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx0K3qgz0W6N1vHY6lZ3lkVpd1Dl1MmZj5W2gzCMP5h7R3wW1Wf3sh6vJGYYW1x4f9P1HlV4MW2ZKmHX2hMfdmW1qF_jr7V60J_W2662hK1_3cB7W8ZB08c3kkvY-W4FXbyZ2-Q-srW261KkR7jbZ6HW2lbP8s569pDDW56CVBs1HP_ybW7PCkSL4TbPpPW2sYk5h1n_jyRW8pjx4P6B_zBQW13lT6y5-MTl6W1KWWBF9kWMFTW1KKtM444Nq0cW7ZDjYH5kQK3fW6qXy543TSpSyVL9jth4zb6kJW3vSdTD1_RfwRf32c1nx04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="koRoFwZ6" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/d45980d1-traversal-newstack-light-orca-v2-2-2.jpg" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Can frontier models handle on-call? New research finds out </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">The Traversal AI Research Team, with Columbia and Cornell Tech, tested frontier AI agents on 1,079 incidents in a live microservices environment. Key findings:</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Even at medium difficulty, the top model solved only 25% of incidents</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">On vague reports, the best model hit just 10% accuracy</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Removing source code cut accuracy 9 to 16 points</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx0K3qgz0W6N1vHY6lZ3nfN4vskyjDTS7GW6CgFT43KtR3BW5vtXfW7XgBS8W7M8-xX5BnPT5W2Bf5P_8kpd2DW9bBjk_1THdXmVSq8J45-nfghW3TM2fK4Jm953W23JD352vmd4qW29KgVG4Vz720W24l5_m7RpsK4W7FVFG18nLg9pN6Qwkq4cTdWKW37dLYN4WTpt3VfFPfP6Rlqb8W5F4-S_2-s-MhW6pjSMG3HgywkW3FKkT55m81v1N7-znmJ90Cj6W1GlK9n7_9R5_W856KjR8bvKY0N1Dp0fwkqx-7f1xX22n04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="UAjvFARI" target="_blank">Read the Research Report</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">“Take work away from frontier LLMs”: Subquadratic’s decision model claims 12x Jev’s context window</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3nCVbgbQ13XphymW5cTZgj47ZzKyW87nYyy7-p7_5W5JH5l41dgTYrW6z3y1F8-gPCfW32P6mb38RxfjW129Cq88JbS4hW5NySfn4QrNgHN8qGDsNV-qykW3xfCyx4b4mqpW4ZYh2k1YdZvTW7Rdrt_3NH8SDW1qsjG31X5Y4SW84gvMd2XK8X2W2lZwR63X2bZBW4YhtGg5vL7c7W6JXTP12M8QhcW7Bt6Vs5qBc4_W3BJDx290QlTDW1ggXTN3RfP6gVSPdPl1TShq2W70gG_l3Nxq3BN6s2z4MQ0-dDW1h9ZKg6Ktt5kW8f2mtk8Xls2_W4xJWDc4nS5Hwf5ggz5P04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="+oM0MZMP" target="_blank">Paul Sawers</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3mFW6p8l6y7bCpNpN5M_TND2QP8TW91t09q4fnX7mVHhPRJ5tBWCMMB5q8XZN1-ZW2kWyTn8bb7QrVwkz_826SDZBVgv9Hj1wgPGdW41SxT-6wv1_bW8GrwMb6JMW2cW59y49T4-TpgsW8GzSCP4tj6bbM-fqnJrTS79W6Bp3WG4T3SzFW165LBx1Dwy4xW3PBpgm93JkjXV3Kb8r5W7b3zW5qf_W_38DHcPW1pMRfn23CjjqW4vl9gK5_4j9KW335dbK4WnRZzW858hD22l3ztmN92j_GhFP-27W23NmhP42xLy_W2Jr-Z64G_tYbN5Qt2Zq2dm0jW1rzKvj7lj2cfN5SF_hBdvDrsf4DB81Y04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="+d9YcHWP" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/10/58f3c5d5-ayush-kumar-8fmoxutzltk-unsplash-1024x731.jpg" width="524" alt="Featured image for: “Take work away from frontier LLMs”: Subquadratic’s decision model claims 12x Jev’s context window" style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #142640;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Jev sparked a rush of decision models. Subquadratic’s CEO says they’re mostly doing LLMs’ admin -- and wants them tackling bigger jobs. </p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Jev has a lot to answer for. Ever since AI startup TypeSafe unveiled the decision model in mid-September, the industry has been awash with alternatives, with OpenAI, Perplexity, Cloudflare, Amazon... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3mWW72L0D76zY8gcV--hPx89f9l-W87R5pY3CR88KW8lcxGL15m8RbMr3ZGQZm6kDW8x-Xmt6SDPcBW2F5cs38CSxkkW1CfGG_5XjrfSW5k2qtq20pHS6W8M7DwF3LWrZ1W8pNg672YPcq6W37nY_h94Hl9NW2lttDD65dvHwW6k_K2f8Y3mFwW2tFCkP3_4DYHW3zv_yB67YN0NW96ZGn_7dPKc6N3bqVfJJNRVDW1TzRv55dkFsFW2jH8q84Kt8sfW90PYh28qmq34W2h0K547658tGN4WYsxMR-Jq1W2Q9LpH363tRkW1Ks1V21j9dGRW20-8Pw8YpFfYVmqT-l9jLz8nW26RcMc3NCTWdf6xfmX604" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="r9zUQ+ej" target="_blank">Read more</a> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3lBW5KfX9m4GTS0wW82fKSQ8vBByGW7JW1tJ5VDRdBW7yVqzt2dTzvRW8Vtz-X4H6Pw7W12hplf4vpWnfW1Kyzlp8bxWDHW6kjjGl5kq8nJVMPVVt1CS8FfW6qcnp33Cxs2hW4ggSBN8YlQJzW47xN1b84mFx3W2QdzsQ390PhYW2s5Ncc5z0V9sW1wn1NY2JQ67bW8Q39062L8tHhVyN5jk7tXzgBW4fPjMH8vcX8vW4B66HS3WWQ0NW4Hg5mM1k35P6W16gSWQ5v0nCMW7ZgcsY5MMZBGW2LG3D45FlwsQW1VNTqB9kG4SXN3Gzh0ngHPyxW7bzClT7bZx9zf5rd57F04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="kYF0Q78T" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/90d4a2c0-getty-images-4bbcxqdu3yc-unsplash-1-1-1024x576.jpg" alt="Featured image for: Researchers left a hidden message for rogue AI agents. Then the agents wrote back." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3nzW5DK5Jt5Mrvb4W8SscTN1HDP27W2rHtW_843c5HV7721d138t3JW4B7qDn11QKxJW1qNCGq13skgDW8k7tnw6N016cW68Txfp4jy90pW1y3Wg652_VJsW7XsjK37Rj7dgW4MZsk36tLyh1W7P11By5-TlD2W9gdGhb4GB2fwVRTfY51XycW5W2Szgf719np03W1hSKTy1qV78tW7JdqVp1mcKKdW7DG-S52wm1qFW4C3BBs4_hyQ9W4b1jFL4gXVSSW3hVCDV3DfT-7W6w8CSh8kfWYPW40Zd2F928ThRN77CHK__YnN1W5Q2pwj4djfCfV6jgCl2Ws6byf8Mz-F-04" data-hs-link-id="2" data-hs-link-id-v2="FNcP2Ox4" target="_blank">Researchers left a hidden message for rogue AI agents. Then the agents wrote back.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3nZW5Dx8P_27RnpMW438N_L3fF-nXN86jfLSFmF96W7XtQBb7z-S6hW6bb-Md8r0phMW4vGkd_3p5Z9FW37ZNg258kF11F6fPZBXg0dXVRJz_K1ypxZsW6FrGFg1C_G6nVbGy8F1N24nNW1W6Xlx8dpr9XW1bCfjs3RMmlFN5nH7KP_0q5QW2FSf12737mBWMrWQvc6D5s9VsbmRt47QrpCN8cmypW9Z4yyW6s3J0n4JP9cWW6GWT6-4__pckW5L51RK6YhVkGW2jffLk11gYKnW3W8R3Q6hZW8KW2zQzR91mwltFW5Fmgv25fk8QvW2dbfFm2JZBBfdQDXml04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3mTW8Pgn5C1R4xmtW2Y4Yr05QVKL6W81SGCx3ddfYLW1rpXW87xShY1W7DljMk4HtzmzW1Glfzy3bnMk7VFGqqF36VDj2W2mYt0k2rqMFYMknqx2DFbT1V-h_rc6C4hLkW1lpBC99k4rHGV5rbnw5h52Z2W20px0g1vv9BYW71Q5Kg2dyZyfW6m0RHx2FQ_KRVhCkr07dnLxZW4TMFfN8tNTzRV1RKNL8Prn5BW7TXZfQ7gDk9vN6vD8BFwDc6FW43dBhG5tz6Z8W5g62J35lH88BW2D5jq44GXlc1W5FyNF25nbqd4W5rbrwk3cNfwjVw9TJ51dfQCMW8CnRH58GgV03N8sBb3l46cz_f5QzMJY04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="zbDCqLPG" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/a3082a72-linda-pomerantz-zhang-3hs3fiwb_pm-unsplash-1024x685.jpg" alt="Featured image for: Where do you look when Kubernetes is healthy but requests stall?" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Observability</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3npW94hRRB4p1Q6VVyc68H1lnD09W3-mNv37J5y9dN8HPMm_mPTcrW163gYW3RxRkvVHMRFf3LjCnKVLymX66dRNfzMF-bKSMDQKtW8HmG634lPwT5W6BVFsY2QRsGWW5bjq-v3kDXtwW4NprlG2lBBXGW7Bjjct8NCmSvW4ggnpN5P3MrBW5WVcKL4w0mpVN5yBVkvW--QTW5MM91l2rCKSxW1kgx7g44B88SW8-ql6f1TQvvmW2ptYZm6CcMQsM4CpNntZ7bcW76C-Wl6NqwhNW62P3n014_v7tW55chgY8Z3-vPW8HWvh85JvClHW2-bV1q8BvytYW4R1GHF5jsjkRW1Fpqry95Mz2Wf3DHTcK04" data-hs-link-id="1" data-hs-link-id-v2="O3ZzoDAP" target="_blank">Where do you look when Kubernetes is healthy but requests stall?</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3l0W1hXhgS1954h4W88bkWc320WPDW7v9W7M1fFRqPW5Rm4j_87cnFcW6sNlGD8XyzvpW6y1XWd3-yW0HW2-HmHH63dGd1VXynyH6GB7ymW6vG1l74LxLwvW7BTWjB7M_M6mW41PGG34n9M2cW5rbYkP1HkmjJW1pp7Zl68mzYVW4FqP2F3FsjRDN8rPnNCkSRvTW5g865s46KbbJW8_ljZb2pXbCWW2kPjlV2M93dbW5g40gT8Yw7N6W1_BdKh88gnkCN44YSXVFHRSLW6LSzlr4fg1K1VpHfHh1v772JW4twgSw7Zz-0RW6rRcpv1JlrRZW4PWHzs2nRzSPf6CWr_q04" data-hs-link-id="0" data-hs-link-id-v2="qIRdugG3" target="_blank"> Chris J. Preimesberger </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3nDW4bt6FP5dBqLhW8rw_k_3KFV5rW6SM44V4XxX5DVDRQt31N_F5CW5tWDLK2xvSMwW1L-BvV71mqjhW21nvMK3jtnnTW32vSFT7C_Nd8W3TNkjy3k_tQSW7x0FzG6WdcK-W5lW8m93-BM18V5nyY87vTfQLVYFhyg8FjhqKW662vRz4p1LTdW3T8zPw1BqdWhW6N9r2c6b2-LSW25ZkYW5sVxGFW2Z-C4f3c_1-NW8_mwbn3BLQqlW5wKPQN6V_8_yW2QMThc6jvfdRW90YHZK6HvCd_W6Kkj128951y2W3kqSGj1pT4jMW2DVMvW9lzK0sW7cWKW74SgRtrW6-39mp6r3V7jN92P9vGzJM1Kf4Byr8R04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="+1g9thJX" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/2501d272-andania-humaira-xgt6g7vtidy-unsplash-1024x745.jpg" alt="Featured image for: Your database decision could come back to haunt you" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Databases</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3m4W1F-ln12-J87xW1zZkfY4yCGF3W4GsFDf5V7jRHN8yVXGxLPlF0W8_gjkM8gSWcYW6Dyyj-886kCHVgT41G6-K_Y8W6C3GW32bgMmRW7F_X6m9dkl89W7YtPWX6qyPwHVF49lZ5l4FtjW2cwZHg3CCY8CW1hn0Rk6MD1hVN4gCTn5-fNffW4gb17-97Xq38MVs2w4TZFPwW1HYKRJ5njB4fW4hFB3F9hZVq9W1Spn7S5vRrJCW6KVVtd6fqW2WW517JM62SZvKlV-Trft6zZm1lW6nGd5Q8LzRfRW4cJwJG7mWBzLW85bBMY8d2nYYW2PRhf-4s94TYW1F0j9m7L1DmmW1bpmfD2Cy8H_f4P3fcY04" data-hs-link-id="1" data-hs-link-id-v2="H+4t43Lg" target="_blank">Your database decision could come back to haunt you</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103qgz0W7lCdLW6lZ3l-W9hTDKj4pTtKwW4hQC8m5m9hMcN6q2nZ0Wj-RsW4zkDbf4WbzdNW32vbZV1Ys761W2Gh5Fg2yqsy8W5YY4tw9jzNGLW6dVgqL2gVlyNVcRl7J6RJ28JV94XVw5wG-ddW478Crn6Qdl9gW2mHWCh6mTNbdW4fK-cm29JkykW3tnX2d2Rs-d4W49gFb38H1b_fW76m12W8Nl60nW77dwts14hBl4W6_HG5G5KHBbMVm9YBn8FWqfkW3qbHDT5QkPXcW8_vSK-8Yq3ldW3lrhwJ4m69TQW5l5J1T46N4HTW6d4DrC8mH5zlf5fcrbW04" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni" target="_blank"> Meredith Shubel </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3nDW2gDWkg6tXRthN4yvfR_MgQwnW2wJ8GS6rb6jLN6DHS47M1nyrW18f74l2xfDFkW4KdyQ38H1CXGW5sHth54T9H2DW5nzPpD4fgK3TW8jp0D-85wpSJW83jCFS2db6X9W1ptdnG7T2gH3N6VcCqz1GKRMW5Szht07RdV0SMsGYbdPTwPrW2Q1Fsy2QY_KXW8RYxkx4qFszlW4l3Nft6KFxChW8VNrSp3ykZ14W5KdKPs8G-Zc3W3DmZkb2GZhXTW1rWVB45Q6tzQW6zSf4L2_Jgx-W1r_wML7wXgzrW6H-4PH3XRsKCW7pqTzb7J6-yzN3PljsQN0P7ddVMGHd04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="ulZgaeFN" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/e173499b-imkara-visual-c_g8xn_tpqw-unsplash-1024x666.jpg" alt="Featured image for: Why 88% of AI pilots never make it to production" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3ngW2ZFZ5T8tGlRKW10DzCM5tMcGBW1w7j_m2tvgFfW5WQqfR46hKZBW3dszlX8L-_dPW5s-mbQ6yLwL0W7k8_zc3X8ZhmW2cCN9V8Rr4l4W6xWYC22y86p8W7rzBXr2d7HfJN3NncwYzg_N8W3vcHLf46NyDqW7DWL-n1fv8MnW7_69PS64YSh3VVx9JJ259MjzW9gHycK7xxpwCW4wxFGd1ZpfJJW5FP_Ld45sVjxW4Lr5rt4c0srzW8YMRd98trKYcVzxV6v65h8PYW4Yh38S6dlqYhW8p_Pxv74nJ4qW5r-0w14q0mxyW5BLfTh2ZhdxhW98_Bqr109HZ5f8vSjT-04" data-hs-link-id="1" data-hs-link-id-v2="5Jm3/ni+" target="_blank">Why 88% of AI pilots never make it to production</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3m1W181Wvm1w7F_-W5XW89L2bSrBXW74pGMs2HPgB5W8nq8gy2dnQSYW7BvQxW7XLBRPW10GYSW64nyXTW63N8Jb9hT0NFW3t7Jp_84wXJ0W6Sb6kS3gx3hVW68tkJm43JzXWW4yhD_D5f941BW2BtCwk2Y_CfbW4krJmN3d5yG0W4fQjdg3PwBb7W8q3_Rv1V3y9pW7JSx_p22bP_WV5XMrT7TZPm4W1TktRG5CJJN-W81BT7h5YrTsvW5tDRGZ2wGSh9W7RxB9k1NWlS3W9f0-cW8x17xZN4f7CdH-MQfXW4LyMz66QW41bW6-bhcF175pXlW5dMLMp4sKbk-f8_8S6s04" data-hs-link-id="0" data-hs-link-id-v2="sCTltrY1" target="_blank"> Venus Kohli </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3pQVC_ZWz8czpYHW3MdyRR7NvdZMW1DnZdC13Rk7xW1B51rj6kVvzQW4dwTkS3YGf1RW1VsC3W4ptf9PW5rL36g2Gyj2nW5XswPS2cB5GnW1sVkJb3-MbjvW5QhcVq1x8cvkVH9XJw1HSrMqW85mT4p5cs4KdVfhhCx29JpCZVKs9M17021dXW6Qbs_d6w4ZkxN2zrDMtpbj3JW2mYPyM2CsnvBW7Pz8WH968bY4V8rkxZ5PsbcQVc4c5V46NHmLW7g0SzC8v5BjwW2JBt-R5g8ZVCW95spV735RSD1W5PvbT94TY9vjW6CFxBt2S-6S4W25m13V10JhH5N6Ltd21t3npqW52rXP54VKsKMf19Pf0d04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="MDkKR5EL" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/bed61db0-ivan-vranic-j9-2liz2_rc-unsplash-1024x683.jpg" alt="Featured image for: 66% of billion-dollar companies leave critical bugs unpatched — the part the AI bug-hunting hype leaves out" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3pRN6sJTJW2lcwCW392Thy7qwzvsW22Gs_Y3F2BqhN4BnHBTl7p06W7jm2dr96VHj4W6N-2NK8Ng-KRW4P63q13gpwTbW6z00Rl5v-K17MqjrTrRhZMxN8_LxvxT2lSTW1RKHbc5dhN7KW7vBcJd27TncRW2xv9XL7PjK86W50Cgc83sL6B2W7k09js64lYYFW1_SwnB8f1khGW8bvGB_35dZs3Vz-jT66-dwXMW3ZbsyD6zyhmTW6CV6bj5R6dj_W4l41zx4f-396W7m1-Wz8mgL7hVYNg-c3B8YdZW97c6Ss67tWYQN5NrNP6vj-lFN7QlmXY6vkDtMbNcZfJ2nrjW4CH1R_5q1c3Hf28h_kg04" data-hs-link-id="2" data-hs-link-id-v2="gngx1sS+" target="_blank">66% of billion-dollar companies leave critical bugs unpatched — the part the AI bug-hunting hype leaves out</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3kTW3vDykC4zQvT6VJFgHz8NPFbyW2mDJnc6gvPDZVySZ8n4y_-jyW49-_lP5yRmh1W4b48nz7k6sscW8-07C92WQZFbW7kDHP365hLtSW476m2p4Z_Jf6W7CQ87X1t0w4VW97p1ht41PmrMW8GQm0S7Hyp7ZW4y6N1p3qwbWlW4NYTVk7kpL-GW38J6y47093cYW2Bg8ZW7tZ27jN3ghRdSkMSHkVRfz8N68ycnjW8cJvK52f6NRpW86w0fW54KFD1Vp7fPG469VDFW8p3Kwq2b3BYdW25w9Ww1VZbvVW4pPQYj2Zz5q7W2xyWVN1Hcv-hW4XZsyj3_g6ssf80nHVK04" data-hs-link-id="2" data-hs-link-id-v2="8DYaPFb+" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3mhW7GV2nH7tWV4YW45r3Cr6yyW2pW4rKNpl9f3rQSW2gdgPC3bhXdYN1cpGWYHdhkkW7Nv3TZ54FcFyN934kdTYHRjPW1XhsXZ4814k1W4gbFT31QY56_VVPqbH8d-6qLW58HZMT3k3S-SW5nz6X477mLc7VhBL5m3CYD4FW3dw5fC7FjYNJW7M3q__65hGYYW7V07BD20wDhbW2mtZ145LydrdW75BXCz3Y4fXrW9hwGd04Gy70cW6Bqf0F64WqyCW79Dsnk85VfhSW3WbW8z68JvHpW5yc4qf5xq85MW6_RtPM4TvgW9W3Kvhmg77v55gW4cW0Lz8gSH9Jf8Pp4Jb04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="mdvWfZGQ" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/05385b7f-steve-a-johnson-bjwdjszsqz4-unsplash-1024x576.jpg" alt="Featured image for: Anthropic’s red team ran AI on 15 cheap TV boxes. Then the math got unsettling." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3pSW5RPSQc20yrbvN5p51yfZqg0SW6Kp2Hk5412WLW4pdF4c6hW-4WW1KcZ2m6CC-QDW4818C15-rqfvW4P6g328Gg7sSW7mPbP417vGNZW7F0vLz3vRVr5VYXcN24HwxrWW9fZPfr35PgKqN7ZSbd4BfCRFW6ltbK5572MTqN1GssqmYlwhgW5zgpRG27MbFyW7rt6gJ7bWDBvW4kzK_J9b_-FxN1nkwnbrBvDXW8G0mzT7Xw1pPW2cbRQH7gLg1QW83JK4n3wk4sQN4xt-ZLyxGDHW5nQFqb6MkVd7W6m3Ny-8BsBlfW5lJnxk39K_zkW3rPxk05DgMnpf1Cq0GT04" data-hs-link-id="2" data-hs-link-id-v2="qNdQdaw/" target="_blank">Anthropic’s red team ran AI on 15 cheap TV boxes. Then the math got unsettling.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3p9W7-39cw7wQWNCW1CbHzn3nPV-DW4GTHBj3Zvm_5VBccjM8BPKT9W8KbGZJ7P9ywXW7NVhFH3qnpH0N1r4d64-pJz9W8Ff1vQ8tMQdkW7Rm_7N1RFNnFW98PmnR1JdfkLW894tql4czTYLN3Y_DYfr92TLW7fyZvm2pK2TrW7jBflh451rkFW6B4Mp18Rkjy5W77jZgH8Tgt8CN1_pjTmgzw8CW7CLNKX3-QgRrW8Y1scS6RN6wYW98SJ3c48zckBW74Bsqy8dD9BMN4sbsBDBfFX_W2x4pjW1nCFCXVWdk0B1B6CdHW17MyrG545bmkN5bTDBYF_X1df8k1ZPj04" data-hs-link-id="3" data-hs-link-id-v2="GVObPKwH" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3p2VGCCkW8GzyL6W8Dctdh5Stz3MW6cbD127gwH_gW1qJ_TC3hZZ1xW2K2MNh1vQpyKW8JSz_F1MwZMpW39DlKs7BLvz5W6VtTzD3m46QTN6hRnL6LjGBcW3lTMHP6zVssnW7LxVY28DLSssW8_PDCc7CHzKFN3xtxVvDvXRPW4QkVlP7h26_SW1t03Bd1Vl8y9W6Y2j9k46Zvz0W4_K52_64J6gvW7cT_dx57ryvWW1ZwmRb45XlVSW8ZsZZ-6xyGCFW3qJl_75zXhD_W20b-923-Dz75W8fYyww8jN_S2W2hp7KG15-Lt2W6cLpTp8rSDYqW1Cg9SS5gjDBMf2RthLl04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="HH0Oo2I1" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/30d2e7d0-google_logo-1024x768.jpg" alt="Featured image for: Gemini 4 Argon debuts with a unified 1M input/output token limit" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3l_W7gRNDJ7xL1Z5W2_k3Jc1MnnkPMhy_0mrpKLpN308VlGJw4P7W1WFFDh6wtyXsW7hH4mm1LXFgjVgKMY_3mDG7sW8XYh8k5Zdv9nW2r80W7477r98W1mCqKd4-k0WTW4RZWgw5HDwwqW1mJBd45GyrmrW1y4nwn1Fp5bZW366d3k3bRs4jW3b-D4682-jLCW8wC85d1SvT8DN71Nm_NkhTx4N6FHVJn7qZ8rW8j-RhV2XrPQFW2j6YpN1kMcy4W6XnTwz8c6b1XW9kB5DB49Dh-cW3KSzdz74249PW4S0jCj5_m-yTW2HK4SM97JcnXW4hwF0S6P-CgBf4_vq0M04" data-hs-link-id="2" data-hs-link-id-v2="yoiy/gWH" target="_blank">Gemini 4 Argon debuts with a unified 1M input/output token limit</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3mMVB4-4Y5K9vmgW2lNhXv63Fg6kW5CjRx12bM-jhN7DbfwJ--sCHW5Dg4qq71002FW79d_2W7JCDtSW6sCDdv8RKNZCW3KgVfq6zMB65W6fVtCZ98BVdLW2Rv-jM1Q1lPYW1k2S_G4SLqQmN83yKhpxxvTJW18LR7m5W4v6zN6K75cl3Wp3wW3zV2673x9_nzW33jX8_2l0b-TW8rZy236SDnqWW3FZzt-3p-f4SW23s3qX617YkSW3dgCpL2GVMWRW7Kc1b83GmqfvW55lFW27Dp3lWW7lpmvs3vfZ9GW1k-mG05Nm5GdW5H3B4N7PFV8WW713QzB6SNRJMf1jZKl-04" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ" target="_blank"> Frederic Lardinois </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3pLW84RGc_8nV47nW31PQn35Fk_m9W6mFKYs66pVg9W1lzKtr1jDSlGW7Xc0M31zH-mkW6fDgBC7brXvlW32mTrb7xK9NrW6V6vD57_1pnsW1SnKLf9dB5pqVNLqjn2qd34rW8vPjVt7gX8jTW4wtnvZ7m8tx2W7h73Xz2HQ8cvW4fdKJt4lM6Z2N5NbyDsR0CbBW2B89Cz49QMMLW8KkBrg5XX98cW5PhR9k2qVQR3W17fS8M4_g_N6MQDRkB_j3HKN1l4kPBWSxHXW4kPwjm73Nm78W6S_kCH2h-THQW5RXYdB43Ts4cW3hcdJB8q93yQW4pb58G1898_WW5M32RM87nsyxW2ytP0M8c_WxKf3GFVmF04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="DE85JzXk" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/e897bd6c-planet-volumes-aevtbplzfo4-unsplash-1024x644.jpg" alt="Featured image for: The agent did the work. The audit log couldn’t say who asked." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1C3qgz0W8wLKSR6lZ3l3W2kVmwR272HLcW666Mj35LCHHJW2ZLPg04vWxSbW5HjPpY4GFL8pN8m4v92ykJl9W8YJ1Dt8GBP9rW6yQgpN362dzyW6Nqpd61d0msbW7jVRZj6nPP_yW50xMDC8S6VLcW7zPhJJ8YvX2HW3qm7cq1zYFYBN4Nsy8FSXvGTW1twk_t66vgCnW31q7yp9ftw91W36bn5s3HQhR0W27Cz9T6lQPGhW2Dv30F5942rzW51wM8942Gs6mW1XkZFz8xD80NW3TLW--5G8jVhW8z-kTf6LcDL6W3DSZK88FDgcmVCP-7Q9f2yPHW40TXFS49X_GnW1DNfgY2DwYHSW3JYHkD8LJ4c-W3hjCtK1LwT9vdbrxyP04" data-hs-link-id="1" data-hs-link-id-v2="yVR+Y6T3" target="_blank">The agent did the work. The audit log couldn’t say who asked.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103qgz0W7lCdLW6lZ3lQW7hQ-Cj3M8yFxW27kV4K2T7w71W1YDPxZ8DhzzmVYz0DZ1yJHHfW97-TRC3bkqH6W2SL2K372j7x3W6JS_b51y0fMhN8kP4k4x278fW9fP9N46T39V5W76kmTB5z_z-1W8bM75J86ZmKmVs5Hqs6Yn34GW1-M7By2g7T35W36shD71CjN2LW3-nKHh368RSlW3qdBQv91CZ5pW1G44MG7LnQZ9W5mz6tw7ncBt3W863DsL6wJkcrW1HdnYV8zM_-5W836Zjr2BLZpYW51C6P78lNpyYW4d5jWF6-QvSLW6VkKks9bsNqMdxSKF404" data-hs-link-id="0" data-hs-link-id-v2="BeBKFCEq" target="_blank"> TNS Staff </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrw_R5nR3bW50kH_H6lZ3nfN7Qgw6XsC9QJW5gPQbD7gHxjSVk27V52B97nLW7dmRxx4sKgZcW5JzHKk5vGXx3W2PjDqc2yJSzXN3dZtT-HWXJjW1fNjtR5RtVmSW5cmztn3qSyxjN44shX5fgfmjW3kqrlz1T226CW7_Fjgb9dsK8_N3yphC27Gc1fW1HQmyf6ymxhrW3DdJmd4KPGVcW7-m5X78B-JTQW1nSPTj2Gx6CbW130bKG6zwzX9W1ZWQ2k6Z3xY_W7-Dh081CXv_KN2Fx3Lb1QPYMW5qZw2X1r25BcW3-05XX4Qr7zWW3lw1yP3thS8ZW8zsWWJ5VTpQmW3CW6GV7_Wrg8VHfTck38GFZ4W3jQ0Hd48jjc8W8YsBKn28ln-xW2Vm_tc5PG22tW7pBF8T6w1NzHW5Px_xL20Y8r0f6DXwjR04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="5c5+YU5u" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/32f3c594-workday_logo-1024x768.jpg" alt="Featured image for: Workday is using TypeSafe’s Jev to build user interfaces on the fly" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrw_R5nR3bW50kH_H6lZ3kJN7TyylLnVwcYW39lKSd59dCKgW2z8k6R171GJXW2Y_0sp5Bf2pzW8GSrm24vkt2pW10qQRm4LTW-8W7q61N148hd5KW10FXNn4Z20vRW2ylD0H8vhvdKW6dvDtY3QlXVzW3wWYVw3Hg3ThW1-QsxC4QzWWrW3W1rgm7XltF4W2Tx5Ff1XyXKYN5sF_CJqk9GXW5Qnn1h7T8_mnW4pZgKv32MG3QN83l6h0GjFR8W2dJZdy8r-DGkN6PSNQTFrCp2W4Z9RM01StTwvMH2l7h2GPw3W86sD8J6dxNbFW664RcZ5GZ6VfW6LfzKD2kdwSzW99sYwj3ltR3cW7dgqBF6tKknFW95N1Jt1kjBBjN4GNg1HKy6RyW2qVKH43Pwp3BW86tbdS5GrTwvW2VRcFt8Kym02f3vq4kb04" data-hs-link-id="1" data-hs-link-id-v2="ml+9MBSL" target="_blank">Workday is using TypeSafe's Jev to build user interfaces on the fly</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3qgz0W7Y8-PT6lZ3l-W7-K_j74krSg5W42FfxW5m4_lsW6m4Lyf2qdQRTW3WXkTp7VG4lbW8DxR2p8p_PWPV5BQnt8Gw_ZxW7gG17n65jH6TW5cR3J95DyZJWW997PYL4zplKVF8QrXd8r1lqW2wfJ5f7qWvgmN5VQJv321HRbW5cVBr08hYVvvW7fwHk25YQNZvW4VKtFV6WNP_JW1-V8Gp658cFXW5hs-pG4syfhfW4kTDMD63LbR7W3Cv78r84xFMKW3d9bFr1pcD0TW94gtfb1jx_dsW271yS14qjXTrW2c_QzL1WCRn4W2dTJJN8XCtN4W3gcVND3Qfd0zN8BtwvsZXL46f1y9-vR04" data-hs-link-id="1" data-hs-link-id-v2="BhaE5+a3" target="_blank"> Frederic Lardinois </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#00aff4">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2022/04/[email protected]" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx0K3qgz0W6N1vHY6lZ3pJVJrL056DHfxKW1QQ8X93XpTTSW2_cgkJ31MwWNW7CBqfX5d79zjV4ms066l78ddW7ChjSk8nQFX8W6sflpq6m-tNzW6C7-1h3mGb-hW54DtTR3zrbjnW44p_Tw1TfW7PW1hBx5Y6cPCWYW8FssRP6_2knxW7nCXZq3JLZRkW9l6X093H7_KXVpfvy73vJzzPW1-xmKh7Sb5PBW6mjMWp1fpRClW8HZfNx4b09GfW2pZ6296wT2K_W7b2F1-8YylVdW8g1cXK1xS0RDW4CWYwW7PHdMff5-Dqbn04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; 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letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="YalN9xwx" target="_blank">Start Deploying for Free</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">WEBINAR</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrw_R5g8t6W50kH_H6lZ3lcW3zMRCx9gdqKpN31k012_W72YW5zhDqp8_3kTCN3GXFtB3xJkfW4bGCFX7Fq4QkN6YLK5PZ9JzDW4VfM-n8VdChyW4LXQqC7sdcBkW6w4-099fl1mlW90Kwx54mDKTWW97P1Xy2QdqXxN5L1tf6JwszxW5YJhSp3lZpGZW1MTQy63sP9PsW5CPnwN7dwh11VxshCd7rf1mzW9604FM1f4XmfW1z85Cz9lT1HdW3pq9-r3cKLqsW4mltYf45x3fNW8br_jX4m6ll-W63BBDK23__Y9W2qPT7L3MVBdWW5czbDR4R7B7SW7sN4kT42g1b5W8yLBgb4Fddw5W59pNyN6tZ0QYV859s54g-9bbW9bXjKJ730Ln4W4CjQMP2dWsF6N7v7m5rmrgxXW8PJShv3L-5Z3f28-w6j04" data-hs-link-id="0" data-hs-link-id-v2="lwlft71V" target="_blank"> Postgres at scale: what breaks (and what doesn't) when live data grows </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Postgres runs everything until it doesn't. Time-series and high-ingest workloads eventually hit the same wall: index bloat, vacuum overhead, and a query planner that stops cooperating. See exactly where vanilla Postgres starts to strain, and what changes when you extend it instead of replacing it. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrw_R5g8t6W50kH_H6lZ3mrVrfqrG1kBPZ8N42Nfcv2H-qwW3fS24t94v718W19PscW60lZgkW5V-PK_6wyPlxW1KwppJ7HrL4cW4QQynD7gH8wbVps89q1t7HSnVZKZsR7ql3WcW4HQdSr70qk8mN1JB1N_9T1WFW9bsrc82LyvsTVZylDL4bSqTTW1qQ1968BJnBjM_GKW9_7Nw8W7BQfvt3KPxp-W30gybM91TbxwW9bzVCp3HW_v6W1yZMMb7d7VsfW7Zny-C2g8XqMW4_3Jkd5PpR0WW7BB9Jt2tfpPCW8Kl1KV80BlBYN5FlHH9N8m2mW3MgQMg1_C4mdW2VDjcL1PfQKNW5lkd5c754JW2Vy5Z3F4j34hLW5ZcVsM5fRHD7W3ShJby75XgBSW2j3CqB7q030MW3ZW9SV20vJvLdxblyP04" data-hs-link-id="1" data-hs-link-id-v2="EKUL8YNw" target="_blank"> Save your spot </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">BUILD</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3hCZYW7Y8-PT6lZ3n8N3XxdcY2gv2VW84qXXf6yJ_XCVPhfGB8HR-V7W5qcVks5QJC7DW8NT7fF3K3Hc3W24KCHj6-fSKbW8Wr7Bl3l9CTjW2tDpQ31N6RSgN5pB5ZZzr9ZMW5g19211ZgXGXW2DXY4x6zQPL9W94tB-f2wQFhdW62FHdD1K0wnBW8ysqt71d5bKQW8wXDMf3nq0XGW3pjGYT4PkqJ1W4LbXmM1YTYPlW1rK23D2Svn4fW7ClSyQ3v6TWRW1_H0vv23cPJWW8T4Tbv97PTq6W3j3dZ-4ZLdQ6W6tR9Pg9jR11GW5pbkz04TKgnzW7p0nrR5V7H_kW3mfyQL4LxlyhdtRwC404" data-hs-link-id="0" data-hs-link-id-v2="rj1/CKbS" target="_blank"> Does your prompt change actually break anything? </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Compare a trusted prompt with a proposed change over the same test suite, three runs per case. A regression is called only when the baseline holds and the candidate keeps failing. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3hCZYW7Y8-PT6lZ3m2W65dFjq1kHrhMW64gjvn7YymffW3xFd8K1jSPGYW3rntXL1dx_RqW45V6xZ84s7NtW53KL3p3PyDx8W40jwtz72qhk2W5zrSPT8NF-j6VKtJbZ1G_J3CN4sFTL_XjH_8N55DmM6cwc31W6bbKrz8gBwcrW3MFp5M38g9nNVxrtst8Yh3rqW2SLPpT1BMBq5W4n0JMX9b1XdjW46QTZv70flJmN2m80TGHDnRnW3ZtSs_6mHXpzW1J7jv18VcGMDW5F-zPh2KZ4S8W5F4LNX4fP9b-W2dY-Jn77Fgv3W75pn-L7sfYs7W4c9r7l7M0n68N6fzScY3p_s9f16ZMfv04" data-hs-link-id="1" data-hs-link-id-v2="LEbvdqr6" target="_blank"> Explore the project </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">HOWTO</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103hCZYW7lCdLW6lZ3mhW6jH3dq11C-9MW3xNdqr8RXgFCN7dlPHKm0Zf9W2w5FRC8sQxc8W17dDn_717L0TN1MTVRF2K_4MLT6PhkbkcpW5Z5YLp82cVXqW5CZvld5RlcN5W5xq2fn11VKlzW6yh_lh62VV7wW4d9GdD9jV6TpN1ymsHNyLw9fN71v96GV5L04W60PvLd5ccGZlV1BSNx7pTJzFW8knmcg94FxvXW6p9QfZ255hjzW7Wvw_71XFnfrW9kJlYZ2ZN4LrW5_rJ6b2QN_cMW1fF1__40hX7_W5cDs3Z4d6tFqW4bjQ9Y6KS4khf2Jg_Pj04" data-hs-link-id="0" data-hs-link-id-v2="2KP72W6n" target="_blank"> Can enterprises protect data without making AI less reliable? </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Learn how to protect enterprise data without sacrificing AI model reliability, referential integrity, or engineering velocity. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103hCZYW7lCdLW6lZ3pzVjgScR7Ygs4PV7vjRq4N1jSHW5sZGFx8HgvXjW70zmNb3lFFj2W498YZt6PnfYDW7z_lk94t_BZpW80mtvm5r36XjN22FHzMbNx1HN7DYV4_YJy_zW3s_qRw5X3x44W6k2Crw3J1pbDW7NC-QZ3nF2jcW8TF1PQ5wtmXFW90gsNy1nNmCJW7B17JJ52j4k0VWgvqt4mz0q9W6Rq0qs4f8L2DW36L3Tv436p1fW11zYFd2s6LjbW2vmmH-86ym2LW1S4zCz6c-YsdW1FM_tR1MqVjcVs5wDW6m4t32N5V4ZW5x0zD6f2PQjLz04" data-hs-link-id="1" data-hs-link-id-v2="0wiVk4L+" target="_blank"> Read the article </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table id="rating" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff; padding: 28px 0; text-align: center;"> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:18px; margin-bottom:16px; margin-top:0">How did we do today?</p> <div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrw_R5nR3bW50kH_H6lZ3ktN6WrshVDkNsWW8KbYWB1Q2_0rW4pkb1c8KXzf3W6QhgHk47Sq91W43vh541wgh-tVNfPRp5KGmv8N3YsQ0kCL7T_W8SWpMc4tKN8JW5tkbtW8msfS7W3r_4td3HcGwKW6D6cNC28SxYdW2T4zkn2v4kjKW7_WdgC17Xk2_W2SjFgF2666RNW52QKRd4DQ1RNW965Sxc6rB7_xW7VcBr-1KmsCFW4-cSKx8X05wvW87sn056_TPg4W1wS_YN66yBbqW9cY10z1S3_jzVDnbnF1s-6YrW1DgxK8400D86W8W5lvv87GwjtW6ySc2L4lVxdZW3xb1qG3V-R22W7qKcb16NZF20W8_b3cm5c0lhWW5d5c0v2QHFfnN9f-y3k_4kzlW2Y8S-k8nFHhxN6f4yDzL7l2Mf1Lf_yK04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:12px; line-height:1.5; margin:0">A modestly upbeat breakdown of what's happening with tech, business and power.</p> </td> </tr> <tr> <td style="padding-bottom: 12px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103qgz0W7lCdLW6lZ3ktW5n4MPW4VVHVCW917pbn1LRzKSW4pg1PN25bk2kW71rrDJ8V7l_HVqKRJz7fvhsPW5QHrgb1HjZgvW40yC-626c2TSW7xNCfV6RMPqgW6ZTzST3950PDW8wLlBy3bFDb2N2FrPFcLZpXJW4Mqbsh3xlgc6W5QYS_V1L5klsW16GW3j2q63m-Vlbmnk3rZvWlW4M05x76mMkmzW1Xs7Td1ZGsqFW6yNGGq5sPssmW4vGR_R3-qCLlW9grlYr3fqtblW7kKTcw4qWHf3W7DB3z77LTF0sVWPWKv50SYlMW5HYw885skrKvf7kxkmb04" class="sub-btn" style="letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; display:inline-block; border-radius:4px; font-size:14px; font-weight:700; padding:12px 18px; text-decoration:none; background:#00aff4; color:#ffffff; margin-top:8px" data-hs-link-id="0" data-hs-link-id-v2="Avbb4jnc" target="_blank">Subscribe</a> </td> </tr> </tbody></table> </div> <div class="img-publication" style="padding:0 4px;display:inline-block;width:33.3%;font-size:16px;box-sizing:border-box;vertical-align:top;"> <table cellpadding="0" cellspacing="0" border="0" width="100%" style="background:#fff;border:1px solid #e8e8e8;border-radius:6px;overflow:hidden;text-align:center;width:100%;"> <tbody><tr> <td style="height: 50px;padding: 16px 0;"> <img src="https://cdn.thenewstack.io/media/2026/08/0626e756-tds-logo.png" alt="" height="40" style="max-height:40px;width:auto;"> </td> </tr> <tr> <td class="img-card__desc" style="padding: 0 10px 10px 10px;height: 80px;"> <p style="margin-bottom: 1em; 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Plus: “Take work away from frontier LLMs”: Subquadratic’s decision model claims 12x Jev’s context window
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx0q5m_5PW69t95C6lZ3pBW4whmX_83R7rJW8JNBRM1W9l7vN6WpR92Xm8WkW8mhLWR3kkdPFW7l4xP91HrYgwW3Rqbh27BWZfkW2lHRDw2PczJkN26Gpsz3l6rNTQ6MH9knxd6VNJXcl1NMMzcVz-13J1Y64c8W4Lk1Nl95X6ThVyHL2W2mwPYVW4crqrw345sZCW2tvdNd2vPP3HN8tjV66wLC85W9h0n3t4GS5pWW80tSRp14356SN8Pjny3JgXHWW6b05Ws6WmC85W3VNhSv1x2smfN85Vhx1V4B49N223YJMByC16W7-zj0D5XYW26W8Mz3w17nWnN9W41vx0Z2k21RJN2rQm203s5ldVdKgMw19r0rpW4fcJQp3HCkSPW1TyyyJ402J8vW8Pp09P117nZzVnfhjp8HFv7WVKP6yx67zLXRW45DZ6Q23r7tqW7gPyRj6H3DYMW6D1Z-W4-HpLPf2yxMmT04 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx0K3prCCW6N1vHY6lZ3ptW7kK7h64LT961W7gM3mg2pMcmNW7QwcrS8s-v1_V_dhXn8XbyyKW7-tck41CHzJlW8tpvrs7C6wckW948zQW2v-T2lW3ytczP2MsW9jW49_lKv7DHT-YN4vTjdxcFD5GW90bR_x7NHhRTW5h4D0P7-KwwZW7ky0W52TMWFcW89DBXK1XdjP-Vs9FPB6tMlzGW17XGY189vR1cW4W5tML7YvN4YW7t_Z6w3ZC7HLW3hBpyv7rWMrzN4d2qLWMvjCqN7_ds6b6yMmXW6mWS9M2FWy6Tf6gNWyP04 )
October 15, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx0K3prCCW6N1vHY6lZ3lzN2wDw-Yt73HyW43vkzK5v18DMW8lj4Lm8XpMpmW3JbpZl8hHKq3W47TlfQ6B5gGsW90g-8T1hv0yZW47PMkQ27X3T7W5f4wDl630S0yW1-sYhH6T6sjxW7vxFpR1nLpxKW3ZFqh87yhpsdW55-TxZ8jl0cTN8CJYgpQJhK7N5VTQYskSPFXW45fpJm5N8wdtN6Zv7drPFccnW2QG_nP1yMkZPVPv05B1Bc6LrW36t8b34H_mjtW2ptkSd1ClHjlW2VGx3p5yfp9nVf-HLQ42p-Cjf3L_xXY04 )
Unpatched and unbothered
Chainguard has launched an AI-powered security harness that uses frontier models, including Anthropic’s restricted Claude Mythos 5.1, to find and fix exploitable vulnerabilities in application code that conventional scanners miss.
Developers can use Chainguard Harness without direct access to Mythos because Chainguard originally built the tool for its own work with the model as part of Project Glasswing, and the company plans to open Harness up to other frontier models over time rather than keep it tied to a single one.
The company tells The New Stack that Harness has found serious vulnerabilities in codebases that had already undergone extensive security scanning, including software used in critical infrastructure.
Go deeper: 66% of billion-dollar companies leave critical bugs unpatched — the part the AI bug-hunting hype leaves out (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3lyW55tHzd3hY260W3tGFsb2TL6-NW11W54D2KJgmRW7f5R8010JDVHW1lC27-2TYzHqW6y5Kzj2_-0DYW3bffBq7B-wNjW1R9tZh4fTw_yW5vj4cj97pHZmW93VF9q4pDCyRW82m05g8nc_ntV_GKLl89c5Z-W4sxlXn8lcgkWW4hRRLv3xl4FTW2tYjnF3kxDCpW8cQ90v4n34j1W1-MN9f5BTktTW845sb457t5y9W26DGTK62-ZxCW7p3BnT2flPxSW5LBxdy4G0d6JW1JtmYb7CBCMBN5-7w86w_KvBN503jpjGwK-ZW49Rps56ln18gW4zmjT48D_GFSf282WJ204 )
More fresh reads from TNS:
▹Researchers left a hidden message for rogue AI agents. Then the agents wrote back. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3p0W8nFsvf2FDNzkW3_yHf28zVQfgW5FbTYb28348gW7PQDMC4cDyR8W14XzJr633G6cN8jQv_DlL1nVN2xX8xjcZ0lMW6Gkqt83th7JmVKY6hR3JqFVGN9kq7mCvj41KW558wH58gkVJrW2Pv2cZ4HnBd0W14W6237WMRPfW4CsVBn5QvxjlW6lm9Xs5-zJ2nW3JLl4t2S2qqnW1q2HkY7JSJ-3W2zWdRT2C_YGGW6VFb0w4lfMpcW17VGhW30sZfNW1bt-R81yRhYXW7l_CBG5PmtbWVr_HYF815971W66KfjC8s-GlNW1nrmMm97r5d6W6FMhjN78vzxYf96DCkl04 )
▹Gemini 4 Argon debuts with a unified 1M input/output token limit (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3mcN6d8tJsxkkcXW6fQV587x7y_rW3mZd0-5Z5XthW6Cn6hz3t8-FVW2MryQ13PZ1kLW2zW4nR4D2pYcW5y4R5_5Ng0D9W2pGnlJ8lkPXNVprxg83krLbqW2HqxGg6GWTtpV3MlKX5fwjyTW5B0ZcH4BbgcsW27xdRk6MTmRBW7zBz3-8g9VSsVmGH0t5rg_FDW1lxSj_8GC713W9jC9Kg3Y2mtlW6r_fWX4MBX1DW8t3L_M2ZMCdRVVWMf789dCvHW4v___h8HWGPwN63LcyfsxfHhW2YkXYW6GqMwvW7MXZch68qDhkf7GrQsR04 )
▹Anthropic’s red team ran AI on 15 cheap TV boxes. Then the math got unsettling. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3mwW6Ncrhv5hV9tLW1ws3VD6_jmB-W6ZPnNG761zWjW64_Hd736QlDGW7-_glm44WQRQW1vt9yn1gdjCzW3v5l3-33kNhCW17QWjq3z6FKsW5Hp6Rj3cWDgNW5Y9nxX2f5_6RW3xMG918v17nmW4BS2Dp3HGfWrVWbWZr7rCM-mN3b7Q3TrjbpgW4cl7QJ35M0QlW4R9tWC6Sq-ftW7ktSBg6lqb4LW881Rx466-DgLW5rntPQ1WfB0ZW8KQ1kJ429blQVfRHG01G95h0W8vfCxs5Q-HbPW6rWMJ25wxX3ZW6stFbp1DrF2Hf7v2D7Y04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3pSW3fhfYs36RxgzW5c906n2k5D1gW7_SQqN5K-ctXW2ftdqx6Cg-0jW7qvs0h7rShzfN1J2xpyntzlsW4Tf_1z6VTcGYW4Y99G_2t6PSzW90M8jh2LswMcN8V7HMk_k_fPW3n214z7g6lW-W7slzkb4lYvmyW4zZCfY6VrzYMW6Yxq9s7PbGVPW1jZsm372q9BxW2B71688-sBlJVMxpx15dDgCTW6JbcHP1VnpxKW6jKnCJ7mk7pWW5V3BXC8vFf-LW1X1PfD8rYmb0W7TYkbj8pflqjW22n_GP69CxpVW74zYwB3vQ6XRf5ybd3g04 )
FROM OUR PARTNER
Can frontier models handle on-call? New research finds out
The Traversal AI Research Team, with Columbia and Cornell Tech, tested frontier AI agents on 1,079 incidents in a live microservices environment. Key findings:
- Even at medium difficulty, the top model solved only 25% of incidents - On vague reports, the best model hit just 10% accuracy - Removing source code cut accuracy 9 to 16 points
Read the Research Report (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx0K3prCCW6N1vHY6lZ3lzN2wDw-Yt73HyW43vkzK5v18DMW8lj4Lm8XpMpmW3JbpZl8hHKq3W47TlfQ6B5gGsW90g-8T1hv0yZW47PMkQ27X3T7W5f4wDl630S0yW1-sYhH6T6sjxW7vxFpR1nLpxKW3ZFqh87yhpsdW55-TxZ8jl0cTN8CJYgpQJhK7N5VTQYskSPFXW45fpJm5N8wdtN6Zv7drPFccnW2QG_nP1yMkZPVPv05B1Bc6LrW36t8b34H_mjtW2ptkSd1ClHjlW2VGx3p5yfp9nVf-HLQ42p-Cjf3L_xXY04 )
TOP OF THE STACK
“Take work away from frontier LLMs”: Subquadratic’s decision model claims 12x Jev’s context window
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3pTW7jqR5Z3DpcWRW2D4KXc6LN_tZVcNXRy5Hj2zfN3_rp-Gg515kW869Mtr5gD939N4g82ngm4G2sW3qQDV424hzW2W3WHBxy3J4p2FW3dz9DQ4Y3Q6lW21Jbrt2NL5XtW8-488D7mnMl3W4_tZ402MyzRlW18l8hp4YzT_KW57MMWz2Vdy9BW59FNW85WcqzYVdHq-52j38JqW6z41b_2S1QF6W4m7GKF6lDMj9N1Kh01tb5RzCW1ZQNCk8V2FrvW8Vp-y64rtkgmW1GJWgj4zyqW2W2jPBgP1WFLRYW5V8mVL8lmW-Wf2f8gyv04 )
Featured image for: “Take work away from frontier LLMs”: Subquadratic’s decision model claims 12x Jev’s context window (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3pGW6l_wrp54KhY-V_fJlq2fJwlKN94MQLkTDmW4W2_6QRQ6M-2h5W9bTPvw4vYjZ0N1qjZ7zXYZSlW40WrWT9lHtBCW2Qhh2D8xxFjBW55wNDY6JwF-xW7fkvxq389ZxvW2cByJJ4FRYk1W7gvTH546JrZ8N49B36DLSBm6MX8ngNm7QdjW8KrG0j92GQK8W72J5zY4MbpCdW8NL7ly4M_p46W62c9R75FWybNW2Nhj0q4TwKGHW2HzkDf7_RNKQW5n2Scf4VNpf9W2JFtD21Xt74jW6cktD1619YL2W7jyY4J1x2D6qW7_gZqr2n1Gj-VdF39S5brrt2f5DR6pP04 )
Jev sparked a rush of decision models. Subquadratic’s CEO says they’re mostly doing LLMs’ admin -- and wants them tackling bigger jobs.
Jev has a lot to answer for. Ever since AI startup TypeSafe unveiled the decision model in mid-September, the industry has been awash with alternatives, with OpenAI, Perplexity, Cloudflare, Amazon...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3pGW6l_wrp54KhY-V_fJlq2fJwlKN94MQLkTDmW4W2_6QRQ6M-2h5W9bTPvw4vYjZ0N1qjZ7zXYZSlW40WrWT9lHtBCW2Qhh2D8xxFjBW55wNDY6JwF-xW7fkvxq389ZxvW2cByJJ4FRYk1W7gvTH546JrZ8N49B36DLSBm6MX8ngNm7QdjW8KrG0j92GQK8W72J5zY4MbpCdW8NL7ly4M_p46W62c9R75FWybNW2Nhj0q4TwKGHW2HzkDf7_RNKQW5n2Scf4VNpf9W2JFtD21Xt74jW6cktD1619YL2W7jyY4J1x2D6qW7_gZqr2n1Gj-VdF39S5brrt2f5DR6pP04 )
WHAT ELSE IS NEW?
Featured image for: Researchers left a hidden message for rogue AI agents. Then the agents wrote back. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3p0W8nFsvf2FDNzkW3_yHf28zVQfgW5FbTYb28348gW7PQDMC4cDyR8W14XzJr633G6cN8jQv_DlL1nVN2xX8xjcZ0lMW6Gkqt83th7JmVKY6hR3JqFVGN9kq7mCvj41KW558wH58gkVJrW2Pv2cZ4HnBd0W14W6237WMRPfW4CsVBn5QvxjlW6lm9Xs5-zJ2nW3JLl4t2S2qqnW1q2HkY7JSJ-3W2zWdRT2C_YGGW6VFb0w4lfMpcW17VGhW30sZfNW1bt-R81yRhYXW7l_CBG5PmtbWVr_HYF815971W66KfjC8s-GlNW1nrmMm97r5d6W6FMhjN78vzxYf96DCkl04 )
AI Agents
Researchers left a hidden message for rogue AI agents. Then the agents wrote back. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3p0W8nFsvf2FDNzkW3_yHf28zVQfgW5FbTYb28348gW7PQDMC4cDyR8W14XzJr633G6cN8jQv_DlL1nVN2xX8xjcZ0lMW6Gkqt83th7JmVKY6hR3JqFVGN9kq7mCvj41KW558wH58gkVJrW2Pv2cZ4HnBd0W14W6237WMRPfW4CsVBn5QvxjlW6lm9Xs5-zJ2nW3JLl4t2S2qqnW1q2HkY7JSJ-3W2zWdRT2C_YGGW6VFb0w4lfMpcW17VGhW30sZfNW1bt-R81yRhYXW7l_CBG5PmtbWVr_HYF815971W66KfjC8s-GlNW1nrmMm97r5d6W6FMhjN78vzxYf96DCkl04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3pSW3fhfYs36RxgzW5c906n2k5D1gW7_SQqN5K-ctXW2ftdqx6Cg-0jW7qvs0h7rShzfN1J2xpyntzlsW4Tf_1z6VTcGYW4Y99G_2t6PSzW90M8jh2LswMcN8V7HMk_k_fPW3n214z7g6lW-W7slzkb4lYvmyW4zZCfY6VrzYMW6Yxq9s7PbGVPW1jZsm372q9BxW2B71688-sBlJVMxpx15dDgCTW6JbcHP1VnpxKW6jKnCJ7mk7pWW5V3BXC8vFf-LW1X1PfD8rYmb0W7TYkbj8pflqjW22n_GP69CxpVW74zYwB3vQ6XRf5ybd3g04 )
Featured image for: Where do you look when Kubernetes is healthy but requests stall? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3m1W2WskSX485k89N2Sk8KT_SnvLW7pJH8c3ghzv_W9lqFxC59qBzpW3bL66t8nB85xW393TdW167nH0W10P60d73J_QRW5cs9jS1WLmrRW4YnRvX2xJCrzMP6N2dT2JCrW2MVd1642ylB4N1GbDRW9tJN4W3fKNc87TlXz-V3cZxf5L_-d-W6LJwB22vWVSyW5BqZ5N17Y83WW6X0zVd3Xd2Z3W77fqBv4TCFRjW4qj_Zt7WD9DRVmNdZ-4bjJ1ZW4yBQH_3nqbFYW796hRF4DtT-0W44nbZR8wkYNdN5SwJrFgfR85W25-dp21rSKPnW8lRX-l34RcSHf67D0bx04 )
Observability
Where do you look when Kubernetes is healthy but requests stall? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3m1W2WskSX485k89N2Sk8KT_SnvLW7pJH8c3ghzv_W9lqFxC59qBzpW3bL66t8nB85xW393TdW167nH0W10P60d73J_QRW5cs9jS1WLmrRW4YnRvX2xJCrzMP6N2dT2JCrW2MVd1642ylB4N1GbDRW9tJN4W3fKNc87TlXz-V3cZxf5L_-d-W6LJwB22vWVSyW5BqZ5N17Y83WW6X0zVd3Xd2Z3W77fqBv4TCFRjW4qj_Zt7WD9DRVmNdZ-4bjJ1ZW4yBQH_3nqbFYW796hRF4DtT-0W44nbZR8wkYNdN5SwJrFgfR85W25-dp21rSKPnW8lRX-l34RcSHf67D0bx04 )
by Chris J. Preimesberger (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3p9W4FKzlk3wpFBqVWJtNX91xMjgW3V6R7s32N2SzW3zp6xC52JM7CW67sD7W2tprpTW3yYhm56yMtB6W4SMFcm6PQdf-VTNRBp7zfD3TW1Dr5fh1SmsCwN2TDpxMtGkpHW7DxrCD57Vsq2W8xKFRN1tjMYhW8h8jv64Hk6V4W5DYHYS5bdMwmW4cDQCw3NBdqkMtRgxmgKNZnN9kstj74W35dW536s0Q2rB04kN4ZvcSjdWMkDVYPFdf1dCLG1N9gfkMpb-HPCW50Lm9h5WbybSN8dHt584Xt5WW8VqHHC6j6b8yW3KK2NG6GLNcXW5lFtJV12NFGxf3sdy9604 )
Featured image for: Your database decision could come back to haunt you (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3kzW1PXf7q731BDVW41CKL28DdwDsW9gxbw-6l4MCjW2S3GZs468gcJW4YmCZ87RdrsVW76nHX-7l38wnW5wNW26201KpkW1LgTjv1D2XJTW5vDK9B6Z0XzbW2CzW2m5c9VbCW3gFPzl63tprwW7tRYTm84fBwFW5KXRz058cqg_N8lY7fbdD_x6VydyJs1XhMltN3CxFKwLQLyBW87S_7s3v2GzFW6Qp55w1FVYzyVVXb3975th8HW2381f63MtS9WW3_SWgS3Z2GqzW2cp_1J3Ys1_gV6l1SV5Q2ftFW6m951x819w87W6VCNrr3nZR9HW39mN8t2fnX4sf51WfMd04 )
Databases
Your database decision could come back to haunt you (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3kzW1PXf7q731BDVW41CKL28DdwDsW9gxbw-6l4MCjW2S3GZs468gcJW4YmCZ87RdrsVW76nHX-7l38wnW5wNW26201KpkW1LgTjv1D2XJTW5vDK9B6Z0XzbW2CzW2m5c9VbCW3gFPzl63tprwW7tRYTm84fBwFW5KXRz058cqg_N8lY7fbdD_x6VydyJs1XhMltN3CxFKwLQLyBW87S_7s3v2GzFW6Qp55w1FVYzyVVXb3975th8HW2381f63MtS9WW3_SWgS3Z2GqzW2cp_1J3Ys1_gV6l1SV5Q2ftFW6m951x819w87W6VCNrr3nZR9HW39mN8t2fnX4sf51WfMd04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3nrW1ttgqm3qWd8gW5Fxf282xgRbwW5XLKff4mF4dsW7Z5yCM36f3g5W3ZCLSF45RYbzW6wZpK6912jLwW4bppHX3-9yjWW49h31L36qjy-W1C3x1G4QY0XDW7CTY6m18tst1W3Q5Wm62RDJHdW7g_wVw8n5hfMW86W6CY2KkBr4N671tZ2W1-W_W6GzylD6zdb_kW81j97f2GqzsDVsLX0r232kTkW4kgmw73kW7_SN5xH8M1Wp1NcVptrPg8t7PVKW1h4DmC1lTYQWW2L-HDV7tvs7KW6QXTx-1k3F-_W2q2h908R-vPWf3_V9dx04 )
Featured image for: Why 88% of AI pilots never make it to production (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3p1W1DbvSM8_-cN7W6DVR8G2zz4QQW6SSF5j3YvWsTW6BpJKC77MrWbW3x6GH58GYSkKW8Qkzsr3hqDSFV140Mg2p6nklW11tb0b1VhkdZW2x_-Qh8P-ZCdN3rJN20Kw7y_W8bNZ2l241JB8W7gRqs96Q6dwmW58DnfP96L4NkW6H0Whv3PHHYnW36_dlG293yhTW6pVk3H6Ghtq9W6S5m-97chRhyW6TZTQ_1DKSyHW960Kts939Qp3W41p4tg4MDsHYW8WQ_S_6PWWCQW26Z2FK1jYkcMW1fvzw92hl79NN4fS09ZSq1g8W5JqmNj7rN7KQW20rHcJ8HRJ8Cd88Nqs04 )
AI Agents
Why 88% of AI pilots never make it to production (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3p1W1DbvSM8_-cN7W6DVR8G2zz4QQW6SSF5j3YvWsTW6BpJKC77MrWbW3x6GH58GYSkKW8Qkzsr3hqDSFV140Mg2p6nklW11tb0b1VhkdZW2x_-Qh8P-ZCdN3rJN20Kw7y_W8bNZ2l241JB8W7gRqs96Q6dwmW58DnfP96L4NkW6H0Whv3PHHYnW36_dlG293yhTW6pVk3H6Ghtq9W6S5m-97chRhyW6TZTQ_1DKSyHW960Kts939Qp3W41p4tg4MDsHYW8WQ_S_6PWWCQW26Z2FK1jYkcMW1fvzw92hl79NN4fS09ZSq1g8W5JqmNj7rN7KQW20rHcJ8HRJ8Cd88Nqs04 )
by Venus Kohli (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3lQW6kJC_L16b97nVQNyZn6XVC82T4D0s29DpZSW741RRM5hsZ6VW4nqh8C5RPyXGW3hFw2-8Bn8phN95j37lTKd2DN5nDG-vPVCZlV2tWCb8K3YK6W4wTxVT4SXNjwW15dVC-8B4-KqW9dB3zP6TC3tbW70VyYx6tBnQqF4tJKVsgZq1W5vptdt8C59JVW3blwlb5W_TpYW1ls0Gx4yQsWpW87ZLFx6T25jcVHLtvx2VGm5FV7ZGS339BQwjN6bC5DxYLLwPW8Xwgzz8fz91-N1Wy-ZJw9XkJW5nzf9V1jqxmbf7XqZ1z04 )
Featured image for: 66% of billion-dollar companies leave critical bugs unpatched — the part the AI bug-hunting hype leaves out (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3lyW55tHzd3hY260W3tGFsb2TL6-NW11W54D2KJgmRW7f5R8010JDVHW1lC27-2TYzHqW6y5Kzj2_-0DYW3bffBq7B-wNjW1R9tZh4fTw_yW5vj4cj97pHZmW93VF9q4pDCyRW82m05g8nc_ntV_GKLl89c5Z-W4sxlXn8lcgkWW4hRRLv3xl4FTW2tYjnF3kxDCpW8cQ90v4n34j1W1-MN9f5BTktTW845sb457t5y9W26DGTK62-ZxCW7p3BnT2flPxSW5LBxdy4G0d6JW1JtmYb7CBCMBN5-7w86w_KvBN503jpjGwK-ZW49Rps56ln18gW4zmjT48D_GFSf282WJ204 )
AI Agents
66% of billion-dollar companies leave critical bugs unpatched — the part the AI bug-hunting hype leaves out (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3lyW55tHzd3hY260W3tGFsb2TL6-NW11W54D2KJgmRW7f5R8010JDVHW1lC27-2TYzHqW6y5Kzj2_-0DYW3bffBq7B-wNjW1R9tZh4fTw_yW5vj4cj97pHZmW93VF9q4pDCyRW82m05g8nc_ntV_GKLl89c5Z-W4sxlXn8lcgkWW4hRRLv3xl4FTW2tYjnF3kxDCpW8cQ90v4n34j1W1-MN9f5BTktTW845sb457t5y9W26DGTK62-ZxCW7p3BnT2flPxSW5LBxdy4G0d6JW1JtmYb7CBCMBN5-7w86w_KvBN503jpjGwK-ZW49Rps56ln18gW4zmjT48D_GFSf282WJ204 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3pSW3fhfYs36RxgzW5c906n2k5D1gW7_SQqN5K-ctXW2ftdqx6Cg-0jW7qvs0h7rShzfN1J2xpyntzlsW4Tf_1z6VTcGYW4Y99G_2t6PSzW90M8jh2LswMcN8V7HMk_k_fPW3n214z7g6lW-W7slzkb4lYvmyW4zZCfY6VrzYMW6Yxq9s7PbGVPW1jZsm372q9BxW2B71688-sBlJVMxpx15dDgCTW6JbcHP1VnpxKW6jKnCJ7mk7pWW5V3BXC8vFf-LW1X1PfD8rYmb0W7TYkbj8pflqjW22n_GP69CxpVW74zYwB3vQ6XRf5ybd3g04 )
Featured image for: Anthropic’s red team ran AI on 15 cheap TV boxes. Then the math got unsettling. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3mwW6Ncrhv5hV9tLW1ws3VD6_jmB-W6ZPnNG761zWjW64_Hd736QlDGW7-_glm44WQRQW1vt9yn1gdjCzW3v5l3-33kNhCW17QWjq3z6FKsW5Hp6Rj3cWDgNW5Y9nxX2f5_6RW3xMG918v17nmW4BS2Dp3HGfWrVWbWZr7rCM-mN3b7Q3TrjbpgW4cl7QJ35M0QlW4R9tWC6Sq-ftW7ktSBg6lqb4LW881Rx466-DgLW5rntPQ1WfB0ZW8KQ1kJ429blQVfRHG01G95h0W8vfCxs5Q-HbPW6rWMJ25wxX3ZW6stFbp1DrF2Hf7v2D7Y04 )
AI Models
Anthropic’s red team ran AI on 15 cheap TV boxes. Then the math got unsettling. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3mwW6Ncrhv5hV9tLW1ws3VD6_jmB-W6ZPnNG761zWjW64_Hd736QlDGW7-_glm44WQRQW1vt9yn1gdjCzW3v5l3-33kNhCW17QWjq3z6FKsW5Hp6Rj3cWDgNW5Y9nxX2f5_6RW3xMG918v17nmW4BS2Dp3HGfWrVWbWZr7rCM-mN3b7Q3TrjbpgW4cl7QJ35M0QlW4R9tWC6Sq-ftW7ktSBg6lqb4LW881Rx466-DgLW5rntPQ1WfB0ZW8KQ1kJ429blQVfRHG01G95h0W8vfCxs5Q-HbPW6rWMJ25wxX3ZW6stFbp1DrF2Hf7v2D7Y04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3pSW3fhfYs36RxgzW5c906n2k5D1gW7_SQqN5K-ctXW2ftdqx6Cg-0jW7qvs0h7rShzfN1J2xpyntzlsW4Tf_1z6VTcGYW4Y99G_2t6PSzW90M8jh2LswMcN8V7HMk_k_fPW3n214z7g6lW-W7slzkb4lYvmyW4zZCfY6VrzYMW6Yxq9s7PbGVPW1jZsm372q9BxW2B71688-sBlJVMxpx15dDgCTW6JbcHP1VnpxKW6jKnCJ7mk7pWW5V3BXC8vFf-LW1X1PfD8rYmb0W7TYkbj8pflqjW22n_GP69CxpVW74zYwB3vQ6XRf5ybd3g04 )
Featured image for: Gemini 4 Argon debuts with a unified 1M input/output token limit (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3mcN6d8tJsxkkcXW6fQV587x7y_rW3mZd0-5Z5XthW6Cn6hz3t8-FVW2MryQ13PZ1kLW2zW4nR4D2pYcW5y4R5_5Ng0D9W2pGnlJ8lkPXNVprxg83krLbqW2HqxGg6GWTtpV3MlKX5fwjyTW5B0ZcH4BbgcsW27xdRk6MTmRBW7zBz3-8g9VSsVmGH0t5rg_FDW1lxSj_8GC713W9jC9Kg3Y2mtlW6r_fWX4MBX1DW8t3L_M2ZMCdRVVWMf789dCvHW4v___h8HWGPwN63LcyfsxfHhW2YkXYW6GqMwvW7MXZch68qDhkf7GrQsR04 )
AI
Gemini 4 Argon debuts with a unified 1M input/output token limit (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3mcN6d8tJsxkkcXW6fQV587x7y_rW3mZd0-5Z5XthW6Cn6hz3t8-FVW2MryQ13PZ1kLW2zW4nR4D2pYcW5y4R5_5Ng0D9W2pGnlJ8lkPXNVprxg83krLbqW2HqxGg6GWTtpV3MlKX5fwjyTW5B0ZcH4BbgcsW27xdRk6MTmRBW7zBz3-8g9VSsVmGH0t5rg_FDW1lxSj_8GC713W9jC9Kg3Y2mtlW6r_fWX4MBX1DW8t3L_M2ZMCdRVVWMf789dCvHW4v___h8HWGPwN63LcyfsxfHhW2YkXYW6GqMwvW7MXZch68qDhkf7GrQsR04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3q3W8rKyKx1Z0QX-W7vTmmC8VFZHWW1kZwRS2W6vKsW9bzJ588d9FZ5W1TD-tY4C073VW5j7kQn3MNj7xN4l0YqxcWg5NW8HDJhH5cxCZHVw95yQ8dK9SMW3HL53h41GfBlW5wpjN31LKrX_W4GhsLj76L--GW3_vxcH6G8yzvW9jjR0s5JgDlsW90mmhX7bM3S8W3ZLl2y7nz2_ZW7C0RKY67xSkMW7tYJ6H7_5PQCN6WRBmVZCNlrW2G0Tdg3rWSmtW2CxGjh1rTbqtF5NyGSnlRTbN6FvSTpgD9k8W7rK0bH3b4Vj3f3rzmQF04 )
Featured image for: The agent did the work. The audit log couldn’t say who asked. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3pFN617dJ6X5H0QW980MGD4WYzZvW6RknjK5yyqLyVt8kJy77xrgxW54fMTk6HFgzsW3-lbfw4xDmRzN5h_5c5DsZjkVw5wr75972P-W3Sq4597HV_xmW7C5NLy7jpMPqN2pJZhgrPrf8W2qXZqx1Zxbk7W7pv8yz3mtldfW1tbtQw1NKbKjW3kNnR-5z85zCN7qpqCY41bCtW6lBZD47QdwqNW3g7RX835_86sVZ7JZn2gSH6lW4VvlLZ9cXl0DVG8Qpk8VLQg3W5_MdDt7P74PhW5SB8564Z8-HGN9gvWTP2z0chW2CJcpl4VbcQYW3VtclB99BlCqdkXZXq04 )
AI Agents
The agent did the work. The audit log couldn’t say who asked. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3prCCW7Y8-PT6lZ3pFN617dJ6X5H0QW980MGD4WYzZvW6RknjK5yyqLyVt8kJy77xrgxW54fMTk6HFgzsW3-lbfw4xDmRzN5h_5c5DsZjkVw5wr75972P-W3Sq4597HV_xmW7C5NLy7jpMPqN2pJZhgrPrf8W2qXZqx1Zxbk7W7pv8yz3mtldfW1tbtQw1NKbKjW3kNnR-5z85zCN7qpqCY41bCtW6lBZD47QdwqNW3g7RX835_86sVZ7JZn2gSH6lW4VvlLZ9cXl0DVG8Qpk8VLQg3W5_MdDt7P74PhW5SB8564Z8-HGN9gvWTP2z0chW2CJcpl4VbcQYW3VtclB99BlCqdkXZXq04 )
by TNS Staff (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3pLW2xt37W1dTTP8W4xK4_52SQzPXW8-b8Ds6xgfvpW1wV6yP3bLWF2W4CgsP-1PDnyDW3n2scg31DDhsW3WD05P4hq5MHW3Hxwk-8fxM9BN4JpXwc5V3_GW4mtcGS7VbrbbVWglns3DYzD8VJrRcW4NpxqFW1B3vw_9jRzK5VqwL-f5LP48tW3QSNqr6bp_zcW7GrXMM44WwtpW5nr8pb2JrlQmW3_jhwn32vnhHW2b66fp9lr8QyW3Kbr692XlD6wVfQQPF3x0VNGW3QvdNC14J2NZW4lZwHZ8hcvG6W1nbrZ860MyFKf8dXzZT04 )
Featured image for: Workday is using TypeSafe’s Jev to build user interfaces on the fly (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1W3prCCW95jsWP6lZ3pYW7w5Y_D3ldwh5N5m3d8RV7Kl0W1WC81420-dLHW5BvLQ16_rrZKN5FRmS2tq-8MW84HG_Q9dlgtmW4d3Qgy4R8d1wW7F6byl1Z866pW4267rJ4SYpLwW7yyscP3Q6Bq4W701T_m1ZwZNsVG8gfm4sDqwxW7jXXnw3l9T2yW8FYtzV4kKM91VpYtt75QsY-nW3nPtyP6Y8jrSW1Kk1zr3vcLRjW2rTLBs3rdltkW2pDqYp8TWc86N6VG5pNZprTrN2Sh1RC4jFs-W6kfn0V2DXqdTW5wdv7s1glQMyW1wpmx_24g5ScW2GrKQ047sYxYW4V6fRr7Pd0xSW5RmMTb1B3c6MW6jWm0l1R4YJKW3c0pNb5HhvdvW4qM2P871sGySf10c3LY04 )
AI
Workday is using TypeSafe's Jev to build user interfaces on the fly (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1W3prCCW95jsWP6lZ3pYW7w5Y_D3ldwh5N5m3d8RV7Kl0W1WC81420-dLHW5BvLQ16_rrZKN5FRmS2tq-8MW84HG_Q9dlgtmW4d3Qgy4R8d1wW7F6byl1Z866pW4267rJ4SYpLwW7yyscP3Q6Bq4W701T_m1ZwZNsVG8gfm4sDqwxW7jXXnw3l9T2yW8FYtzV4kKM91VpYtt75QsY-nW3nPtyP6Y8jrSW1Kk1zr3vcLRjW2rTLBs3rdltkW2pDqYp8TWc86N6VG5pNZprTrN2Sh1RC4jFs-W6kfn0V2DXqdTW5wdv7s1glQMyW1wpmx_24g5ScW2GrKQ047sYxYW4V6fRr7Pd0xSW5RmMTb1B3c6MW6jWm0l1R4YJKW3c0pNb5HhvdvW4qM2P871sGySf10c3LY04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103prCCW7lCdLW6lZ3q3W8rKyKx1Z0QX-W7vTmmC8VFZHWW1kZwRS2W6vKsW9bzJ588d9FZ5W1TD-tY4C073VW5j7kQn3MNj7xN4l0YqxcWg5NW8HDJhH5cxCZHVw95yQ8dK9SMW3HL53h41GfBlW5wpjN31LKrX_W4GhsLj76L--GW3_vxcH6G8yzvW9jjR0s5JgDlsW90mmhX7bM3S8W3ZLl2y7nz2_ZW7C0RKY67xSkMW7tYJ6H7_5PQCN6WRBmVZCNlrW2G0Tdg3rWSmtW2CxGjh1rTbqtF5NyGSnlRTbN6FvSTpgD9k8W7rK0bH3b4Vj3f3rzmQF04 )
FROM OUR PARTNER
See the status of every deployment across environments
Octopus lets platform teams define a deployment process once and reuse it across every service and environment, with full visibility into what’s running where and who deployed it.
- Built-in steps and environment promotion, no custom scripting - One dashboard for every deployment and environment - RBAC, approval gates, and audit logs - Multi-tenant deploys from one process
Start Deploying for Free (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx0K3prCCW6N1vHY6lZ3m0W3BJ4Rs7yG3zQW8mNqRd5FBJ07VM8TjY5P5hV8W2gcx0k2z3TQ2W8XHbb05n9rmXW5h_d2R5D2rwRW6Xdhhr82qYHZN1-MF0-tJs-6VXw_V41Yxp_qN66cLVGJxxrnW44K8RB94N68xW5MGm7f6W_PHJW6qNtHN7KGr_jW6ZZm_w5dDhbgW2hQ-PB4HYPNBW26HNXF88mzJnW21wmzw6V-yXZW5KSjd34cQMKQW56F2l66FJbYRW28Y3hc2PkBKLW1C5y7p1Z1nH5W2jSKF-6PBQ2xf4gnjMj04 )
FLOW STATE
WEBINAR
Postgres at scale: what breaks (and what doesn't) when live data grows (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1W3gP0xW95jsWP6lZ3l4W9ct-9T3sygCbW46xJby9hjK_fV2vPXQ2dV6ybW1p95cc92Qs_RW2BKFkv8f_lRHMNdbPygT7f9W7jyDrN1Cl8rCN1hwpJmmdF_RW2N24VX84L7gkW3hMGfn5MqKGNN9lWF6kKbygTW92ySKf3JPNdzW6FljRQ5-kp8vW3z4bQ85q9lx4W2vfcFB7VNgbmW8vLBRx3wG8BwW1d8HGZ7D1fC_W4X1x508wHx62W60zkRS14GS5mW4FBfvh4Jc3BmVtCtHp12wn5-W3f_Z-W1Jdsz2W4JhnRb109Z0FW4lhVZq2wMQTpVTbT4L8tnc_vW5kSrDm3FHN3VW63WX1x4zpyt9W7TCJx32ZXb1DW7jhz-038d76vW4nYxz52Z0j6_f747TjC04 )
Postgres runs everything until it doesn't. Time-series and high-ingest workloads eventually hit the same wall: index bloat, vacuum overhead, and a query planner that stops cooperating. See exactly where vanilla Postgres starts to strain, and what changes when you extend it instead of replacing it.
Save your spot (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1W3gP0xW95jsWP6lZ3l4W9ct-9T3sygCbW46xJby9hjK_fV2vPXQ2dV6ybW1p95cc92Qs_RW2BKFkv8f_lRHMNdbPygT7f9W7jyDrN1Cl8rCN1hwpJmmdF_RW2N24VX84L7gkW3hMGfn5MqKGNN9lWF6kKbygTW92ySKf3JPNdzW6FljRQ5-kp8vW3z4bQ85q9lx4W2vfcFB7VNgbmW8vLBRx3wG8BwW1d8HGZ7D1fC_W4X1x508wHx62W60zkRS14GS5mW4FBfvh4Jc3BmVtCtHp12wn5-W3f_Z-W1Jdsz2W4JhnRb109Z0FW4lhVZq2wMQTpVTbT4L8tnc_vW5kSrDm3FHN3VW63WX1x4zpyt9W7TCJx32ZXb1DW7jhz-038d76vW4nYxz52Z0j6_f747TjC04 )
BUILD
Does your prompt change actually break anything? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3gP0xW7Y8-PT6lZ3kDW5LpK6M85JJ3nN86GW9WyWKfBW4vX4Sj1Zm4Q_W2tLKGn6zCLQpW8CbbRf5JmDBdW5bMdyS4frtZ3W7kFb6Q7SbC8PW4XhYgQ2dH-9wW95dPxW8cvdhZW1pdBbY5Fk5G-N4vMddRyPxr7W4dk6lR1-f9snW8mjKDt6kfVt0W6J0htD3Rmw9NW86ZTyN53H8W9W500D3M5zMfsFF6g-jJqHbGgW7hRcSB9dVsWfMCjm_BTnSfZW6vKK7R4v22G_W1mncrm5S5d2BW5-xcDp7t4knJW4nzQ9m7VTPd0W6dT6bd4851mqW9cLSyG5KWCZzW3s-JFN4KzGn1f2C6LcF04 )
Compare a trusted prompt with a proposed change over the same test suite, three runs per case. A regression is called only when the baseline holds and the candidate keeps failing.
Explore the project (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx1j3gP0xW7Y8-PT6lZ3kDW5LpK6M85JJ3nN86GW9WyWKfBW4vX4Sj1Zm4Q_W2tLKGn6zCLQpW8CbbRf5JmDBdW5bMdyS4frtZ3W7kFb6Q7SbC8PW4XhYgQ2dH-9wW95dPxW8cvdhZW1pdBbY5Fk5G-N4vMddRyPxr7W4dk6lR1-f9snW8mjKDt6kfVt0W6J0htD3Rmw9NW86ZTyN53H8W9W500D3M5zMfsFF6g-jJqHbGgW7hRcSB9dVsWfMCjm_BTnSfZW6vKK7R4v22G_W1mncrm5S5d2BW5-xcDp7t4knJW4nzQ9m7VTPd0W6dT6bd4851mqW9cLSyG5KWCZzW3s-JFN4KzGn1f2C6LcF04 )
HOWTO
Can enterprises protect data without making AI less reliable? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103gP0xW7lCdLW6lZ3n4W307qq57FMRrrW8nMpnM6t5YXGW6l-7fd6XM1xXW6_5fgc2_cZV4W7RHwVl51mlwnW5TS1wl3YlMTmW7NWmXN5NrVWZW2gTfc61PwG46N3Z-B15n8xGQW14xkFH4zk8rlW1f6Ms45TlsGDW6mBqYS7WpkBpW6J24zh55TG-rVNSDFt88Ct0FW3r_M0n6lP51dW4-KLHD3rcc_DV7gm6w1cWYBVW6C9cV-7w6TJmVHvClj76J8dsW5vZVxR2Xzv2ZW45PqZ77wRCW0W5W4Z3F32_XVcW23B_mN7kdPzDW6k4wWc6c9Lt1f7M7gf204 )
Learn how to protect enterprise data without sacrificing AI model reliability, referential integrity, or engineering velocity.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVHqMb1PL2wzW7cL8FX1JKPw7W7MhRLh5W7RHZN7zrx103gP0xW7lCdLW6lZ3n4W307qq57FMRrrW8nMpnM6t5YXGW6l-7fd6XM1xXW6_5fgc2_cZV4W7RHwVl51mlwnW5TS1wl3YlMTmW7NWmXN5NrVWZW2gTfc61PwG46N3Z-B15n8xGQW14xkFH4zk8rlW1f6Ms45TlsGDW6mBqYS7WpkBpW6J24zh55TG-rVNSDFt88Ct0FW3r_M0n6lP51dW4-KLHD3rcc_DV7gm6w1cWYBVW6C9cV-7w6TJmVHvClj76J8dsW5vZVxR2Xzv2ZW45PqZ77wRCW0W5W4Z3F32_XVcW23B_mN7kdPzDW6k4wWc6c9Lt1f7M7gf204 )
How did we do today?
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Not loving everything we send? You can update your preferences (https://info.thenewstack.io/hs/preferences-center/en/page?data=W2nXS-N30h-GQW3yN3tL2CGP8_W4mpC5p1QfNxFW3_FsWM30tDNNW3GHLnC2zGWNxW1SxWr145WSjMW36zpwD2TQ1WKW3S_zpF4ksNtSW41PFvZ30G9G2W3Xv9R74ppsnpW36zkRV2TsNY9W3ZvN2t3ghqctW4hv_TB3Fdz6qW257-1n2KNmlGW3BZk3L2YPHLSW3M9RXS2zVFg6W2vS20b3M5JknW1QzRb34hmv8DW2TH0nk1XpTZmW2YpQ8G3Xy3z4W38l5K73XXs64W4cdXY-1Q6DTdW43H7Bm3JYgYQW2p4d9R256F1qW3b4D6D3DN97WW1X09771Q5MyTW3b3gqp2PVyQxW1Nzyyt34DZ9cW3C6SlJ1Zbqh6W3HcxD63jvqm8W2xPpMC2PxWXwW1Lzkyd2MxFKwW3d34pW4prYCYW2t4ZZn2zJ6J7W2-DhLK45DpL1W1XvTBj38j3mCW2sVn3P3GKW7PW2w1ynJ2Rrj2zW1Bff8K1N4kzHW3_B8P53ZP6qjW2YKRkQ1BwRG7W4rk2fy1QCnY4W2RCQsf2MNXWzW2qSW0w3d2HbvW2YvnmV45V-C9W47BdBL2p2YXKW36sYyf23l_m2W4t6Rj83859BDW1QC2jX3JRWKKW3f-nMN3VRLfMW3VHjHR3SNyWLW1ZbQQk4mrJs6W1NxVX43QRjmFW2FY4QB2Kn5XvW2HVkFZ3NXXm4W3N__lN1NykmHW3LDv6r327RVZW32DHJh2qW11RW3XZb2b2sR0ZgW1QbPx21Btjth0&_hsenc=p2ANqtz-8xMdMZyg6674hZ85k4bSUennOggmECFuyhku2-oi-Upun8BEWiavgaXyOtvSeh6j0lEjwOuzLLq4O7VhxO6FhHR7gfdg&_hsmi=444326536 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-GQW3yN3tL2CGP8_W4mpC5p1QfNxFW3_FsWM30tDNNW3GHLnC2zGWNxW1SxWr145WSjMW36zpwD2TQ1WKW3S_zpF4ksNtSW41PFvZ30G9G2W3Xv9R74ppsnpW36zkRV2TsNY9W3ZvN2t3ghqctW4hv_TB3Fdz6qW257-1n2KNmlGW3BZk3L2YPHLSW3M9RXS2zVFg6W2vS20b3M5JknW1QzRb34hmv8DW2TH0nk1XpTZmW2YpQ8G3Xy3z4W38l5K73XXs64W4cdXY-1Q6DTdW43H7Bm3JYgYQW2p4d9R256F1qW3b4D6D3DN97WW1X09771Q5MyTW3b3gqp2PVyQxW1Nzyyt34DZ9cW3C6SlJ1Zbqh6W3HcxD63jvqm8W2xPpMC2PxWXwW1Lzkyd2MxFKwW3d34pW4prYCYW2t4ZZn2zJ6J7W2-DhLK45DpL1W1XvTBj38j3mCW2sVn3P3GKW7PW2w1ynJ2Rrj2zW1Bff8K1N4kzHW3_B8P53ZP6qjW2YKRkQ1BwRG7W4rk2fy1QCnY4W2RCQsf2MNXWzW2qSW0w3d2HbvW2YvnmV45V-C9W47BdBL2p2YXKW36sYyf23l_m2W4t6Rj83859BDW1QC2jX3JRWKKW3f-nMN3VRLfMW3VHjHR3SNyWLW1ZbQQk4mrJs6W1NxVX43QRjmFW2FY4QB2Kn5XvW2HVkFZ3NXXm4W3N__lN1NykmHW3LDv6r327RVZW32DHJh2qW11RW3XZb2b2sR0ZgW1QbPx21Btjth0&_hsenc=p2ANqtz-8xMdMZyg6674hZ85k4bSUennOggmECFuyhku2-oi-Upun8BEWiavgaXyOtvSeh6j0lEjwOuzLLq4O7VhxO6FhHR7gfdg&_hsmi=444326536 ) from all email communications.
Warning
Almost all the messages that arrive here are garbage! Resist the urge to click on any unexpected or questionable links.
It may happen that e-mail will claim to come from liamon.com, perhaps from some administrative role or process. There are no users with liamon.com addresses that should be sending anyone e-mail. There are no accounts to expire. There are no passwords to leak. These are certainly garbage messages. These are certainly phishing attempts in some messages.
Absolutely ignore those links!
