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To: [email protected]
Date: Sat, 07 Nov 2026 06:59:59 GMT
Subject: Meta’s smartest AI just became the teacher
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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">November 7, 2026</span></td>
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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">Meta’s AI is teaching itself a lesson</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>Starting on Friday, everyone using Meta’s Muse agent and Meta AI</strong> gets new models the company trained using Muse Wonder, its frontier model. Subscribers still get Wonder itself for harder tasks.</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">Meta hasn’t named the new models, though we can assume their codenames don’t involve fruits. The company calls them “specialized” versions of its existing ones that were “trained using Muse Wonder.” They also come with two features the company first introduced with Wonder: Active Memory and Active Focus.</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">Meta originally <a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3mGW3vMNJc4Fdsw2W6t1X1C1wRxkbVF-_HQ7TcGCBW67jwpc9hcpqzVbKNlZ1Tv1WSW4d3gWN2LnVmYVFtqTC1RMwgKVQd9Rd8ppL8ZW4R1xTt4xn9NpW4jqvRV5KbC5sW8RC5N34n838zW6H8WPf9dW8K9W5dX9CH2tZzwmW641MD630Sj-SW85Bhbm29sfZDW8Gx4g_3lSBcBW5HMnmZ7tNKd7W4NmbpT7FHGp8W1bwPQ56k6_RmW52qGQ-35w12mN7s7Nb8NgDLJW6q6Dsw5b42kGW5CGdL51mbJRcW2S0mHf6qL0SBW1C7RrT2Y2gpDW8VcM7G8RH5xmdn514d04" 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="WgyldLpr" target="_blank">launched Wonder</a> and the more capable Wonder Full on Oct. 12. Wonder is currently available through the <a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3p3W46sCYp1CTGkpW8bhTdj3GDDfpW45l-PY2p-RlMN8ygYWTzzHDXW6M9zsK6ZLTGSW4pZTBc9bPn_xN5DmDFlxSJ16N2f6jQ9dXBSlW8tkPt246hBv5W2y2XSr13KB3hW6dZl6n33zxpBN93dlZ0nyq1VW4hNv7m1p96zPW4csWjr5m50hwW8vlY_54P0mwfW8CPR1W1-zG6nN2sn9ksh_1B9W7n1hYz2L57r9W5MDs5690CjdTW1csK3C13MDZ8W7L-VDD4QHrrRW1XVS958ZnF5VW5y0QzS2R7wbpW4_0tVN4PMVhZW6cmPrs67T1xxW2kVGFd4mZdxYf1tKlGq04" 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="3FrnmHSt" target="_blank">Meta Model API</a> and in Muse Code, the company’s coding agent, while Wonder Full is limited to Muse Code’s two most expensive plans.</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3lnW1RDMLr5ycSpyW76_Zvm8k_tSbW95L8yl23nT45VWJgG73LG5V-W8238-51JxN-1W8J6x5P2GL3-9W4Z_J9S3hwDv3VHyT0c5plxm4W7dRRKz8L7vyvW7DSLKw3rXsX6W592FPg2N9c08W592FCm9cTsQbW9kBYFZ8whlfbV8LGqx6rkJ2SVtcj8c7kyyBhW69HDWs24mNBjW50-LV88N1vL2W56sJ7F1JHMnNW3TRXLR5_4vQNMmZm90smLV3W8wyccx5pd3JgW5PNMnn6ym2VFVLLTfm5FtykKW1jzQFK3yFKDrN13ZWL3QcN7xW7mmwyb6QPZmkf7cdM4s04" 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="lEEwA7oG" target="_blank">Meta’s best AI model now trains the one most of its users get</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3lRVY_j2N7DzK3cW95mbXk2_V7G8W1Hf69N6mswZ5W4Nbd311fdhkrW1X8TWY13LMStW8ghqCs3TFsSQW26cS8S5nCxZ_W5_KgmD4V5PrlW7_g9_g7GzQq0W2kjpYd3H76KvW75JZW32YRFlGW2ZcHB05Y0BZRW5fyHrC5m3nVVW97xWPn2ffJhTVHLFFg7jDSTPW2NXBJ44Xkxv6W2q4vS_8zqRYdW15t6xj3KL2zHW1SVzdF6TJWcQW2lNJb85g2SkYW2mFhzQ3bDKlSW7zDb4B8H6w9sW84Zx305Lr4YdW7SxcGW5czHwgN4v98zcwMK42VBQVD25Ch2V_d-KDt604" 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="uxxcTZkk" target="_blank">Cognition turned an open model into a coding beast. But it won’t release the weights.</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3kzW50cy5z4yp3sCN6CLz46SQncZW854PNB4JG5clV4p-Kj4XTPK5W7HSt9H4bmvr_W28zTR48FhVncW7HYk2M7PL0WgF6l7SMwG2R2W57jKyD8fn9P6W6Jm4qV2dy5JcN6T-QNk_RjgpW86XK-_2yWNdYW4R3xSy3qv6DNW4v7yCF5_PSJxW8M309V1g1pHTW2CKbf-7GSZPJN84rRrxLNWfbW4jzb2k4tQff8W2ssJjD4FJTMHW2sr3cc40CjmxW52f5HM3rl4KFW3wlB904hCPjJW5nKc5H32m2SfW7w329J3bNgFTW1JhGYL1G5Mk3W5H2kxh4rM7wzV_7H2N2H6hRdVW0JW87KQ5yRf5Y1n-C04" 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="qIffRqKU" target="_blank">Kubernetes, mark II? Why Google’s giving away gVisor, a code sandbox used by Anthropic and OpenAI</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3pDW6FJfvP3BCQltMgNT6TqsFxPW54d2kS7yTyFJW69628g517Xm5W5Ysr934PX0cTW3wBhgr4zn1NnW7z0M_z5v_W6fW4mG1hH3CM7xYW998PX68DbVMYW2glGzr32wMbhV1k96X1zkp6mW5bxTS991Z-FHW1z7rXW7XdNyyW4c4-DY1Yz92gW7F8L393Vt24vW8hkt6C5wFnSBW5CCdRm2wr8rxW5BKsH41P6RCNW8FVMDl2tyNctW6d4FZy1SwRFVM1Rf1C3XfHVW4zDj-j37XxP8W2fcmhN8rDr9tW4ttcyM6Gr0KrW5FJP-43HtthpW1-CK4-5nzCK4W1t27hP3qyw_7VdtyL74syx0Sf7TmbZg04" 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="npGhhHUO" target="_blank">HumanLayer just got acquired by Factory. But it gave users a way out first.</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3nZW89bHgS22bd25W4WyHGv7P_zJVVqC00c6yzzBTW20H4_56vs8LjW84VTq_4l_tgyW1FhHtq4tz04QW1KBMls5jDkDfW6gB6bX7w1k6vW1LZ8fv38xnHJVHxvtM4yR099VXqdf86rGCfpW3lRpys2C9-QPW7mjb2k5sJ4LqW6vDFrB17zx2RW5c15pL8R5WF5VdVkh871_m61W24Jh1L7Z2-QgW3RsSZD8gX0rfW2KDZrC8tNR6gVQ3clv6fDzR0W1QnPQs7dM7VNW8v7Cs93xLh3WW9cWFj028MLnKW1mQnGg99XvlqW4Cgxc86c5BRTV230wW636fxmf2hK-Gg04" 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;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3hCZYW8wLKSR6lZ3p1W3x7fgy46RQpQW4QWhTt41fnGXW2Q7Y5_7YvGZLW52b9Ff3v0NpmW1sG3pq5_CLPjW5kSSS790MLScMcbm_CnWMxKW5mcjGW3Zqt7qW7lncDS3xQ31hW1HTpnH6ZdnNLVCkY8T3GKdF5W7wxZrX6qGLK6VtrYC75V_tTCW63Qczg64jHHtV9BFHf56D5jjW7dCnZ293vd_2VjX6MG3WDl15VWbKtV4cqFNkW6gxSbx93VhqxMckmB6QRVKKW5B6f9x3DS2-QW8KRR9M6G2DS7W18lXyZ8_WF9NW6-m-7P5G0fhQW3RvCV56c-fckW1S35-F7StFFCW7vVkjb7SxyqBW3Q0r6633WpVNf3dxW8j04" 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="zLbwc5ue" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/11/2179c4d0-vespa-dec2-03-speaker-16x9-1-scaled.jpg" width="524" 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"> Teaching AI Agents to Search Like Experts </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">AI agents are only as good as what they retrieve. On one benchmark, GPT-4.1 answered 93% of questions correctly when handed the right documents, but just 15% when it had to find them with keyword search. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3hCZYW8wLKSR6lZ3q2W216zLJ2KPGfsW4HfpNR2PCBMyW35fGNV7ddX6zW5zXnRC4ffgs_N1RL071P5C68W709_dk7-HB7MN9g8KNTN7jxQW5DjC4V50kQZ3W43CS9m8kVfnQW3Nf8m-7589s8W19FmxN8GD5BmW3x9DVP6nYlTnW6_2Pnh2CF3PjV_xry96kc2f2W6s9M9552rTZ-W87lT0t6QMqffVVWntc68FytYW58YwNQ6q23B8W92-T2p5kVkWZW7mQ79_53hX4QVDlv6l6Nd_trW7nNQhJ1tST9pW6fLmsL7_mkBFW562j3m7Js8HYN1510wC23zdRW11wMsd3924TyVMC6JT7k_KBxW2HQVyJ5Q61YRf4vyhyT04" 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="UTfu+0eS" target="_blank">Join us live on December 2</a> to learn:</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">What agents need from search that human-facing interfaces never expose</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">How Agent-Ready Schema and Schema-to-Skill help agents build better queries on their own</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">How an AI shopping assistant handles a multi-step search task</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3hCZYW8wLKSR6lZ3pJW1-sNKW2jFnRyW8hC1ln72L6XGW6N7kvy6hzKBRW1rPCt13y03gKW49_-rx7GRc4qN6dCP-s29snxW1Ng5-d2_F8yyW7Jb0pD2wZb19W2Pgxmj3_rgCTVLfYFS2w5Gb3W2mJh325xvQRzW5BHssc3xfQ8DW4xQW-S5D8qfDW70qgy27D1LhbW3Pxkyf31sTmrW1-dvK_43kTrJW3BSjgn3t_bfPW5sL07R6bCjStW7ysh_M18SvxFW7x_9Y15B7vRQW5MVKPD7NHf7mW4csVT17p4V45W7lMHZB6lP89zW4XrKxW8lLg2GW6JjbjR138Y6ZW5j-g3X2nmk62W8RgCN74PvT-pW9b28R878S2RHf55r9-R04" 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="V6QHNC8v" target="_blank">Register now</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">"Most apps never make it off localhost": Cursor takes on Lovable and Replit with fully managed app deployment</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3nxW7SGqTm1ywj_jW3m6rJ92hgwB7N6ftywpqVsLQW3T1zFS4Jt7vVW1GzSYw8fhqDjW2BSTzn3VfyqFW4N7pjn6CpJfbW6Kh1L-8mKKLzW89MD125SmDT9N6Vdw50hyxP6W1gTCYT95RMrQW4QfXy_3QQxyzVTVYVL1Snk6LW8qptPW3ZV-zgW28d8gG57M58VW57lG2L4MbnM5W3H65LL94h4mbV3Sr3Z6xq3LTN8TCjPJcJ3hvW5N6_J441w06WN68zwW8BVJHMW6f8sy98CQ6GHW90lygN8GPvnfN92Vm0s66VNtN583g4nM6GybW1Qy3Tp7S1P_Lf1pTC2n04" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3pmW1v6Vkg163c-CW4522xX2ZNct8W2q2hmT1l9gRVVPrlZW1-jqSxW8Cs-PH1g4czJW7r8xx08Tlmw6W16NRGk5vdcz2W8WyLV21byNQMW31MYfL7CX2JwVLN3119gWQ4sN7rPwgfF-tN1W6J8bWT48rtVLW2Q4Rw35H6_16VhXDxv7L12RfW1rJkYm1cbyMGVzl-6-5g41W5W8CKsc07sMswWW3gTnMW74bVg_W2_Bn9L5zpHfGW6VHBq64lkWRvW6ftvWs5SGY8SW9dD8vx549nSXVlx6DD5p-ND3W6kXF6j4R54Q4W7KKhQR2FLvH1W7dDxz159g85Zdtcz3g04" 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="EhQjsKE+" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/11/0daf82eb-philip-oroni-xv2kgdto9ii-unsplash-1024x683.jpg" width="524" alt="Featured image for: “Most apps never make it off localhost”: Cursor takes on Lovable and Replit with fully managed app deployment" 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"> Cursor no longer stops at writing code. Its agents now spin up databases, configure logins and hosting, and check for security flaws before apps go live. </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"> AI coding agents have certainly made it easier to transform an idea into a working application. However, getting that application off a local machine and into the hands of real users remains a hurdle, requiring essential infrastructure steps spanning everything from hosting and database provisioning, to critical security checks. </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3lRW1HB_r48dFqkXW2xpRdY1bSBV2W2nbMCN33lPYtW2_mWH96bYnN-VYDhC_7JXXdQW32QtSD3jVPR4W4W9KXK7jM1ZjN1F6jKjr1HknW7M7XKX5yRq02W5pX2Z55cbS3DW8gFl4K2PxL-VW92Lj3M3Tt43dW5j9Kf-762qPFW3V-mxg4QFnvBW8cPyMc6DYW0kW166JNv6ZL0kKW3mMZ9r3WSrb5W8nhQb31zm0TvW1dDNvm3jCdTCW8Cf-fJ2hGZmlVlYqlm5VN2rFVYYvM_3_-mmPW70lBt12yGFSfW44L28v2qJtq0W7vj-lc5l5rZNW1w__kl3hhw_Xf5_n7QF04" 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="bEzUh/fH" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3pkW2n33V38KK8C4W41LYmk9h5gBNW5ZkNFv4GMlFqV_SC-38wrlSlW4LfWs762LFd5W8fM7rb4XWz2VW361BPX3jKl8CW4F0SpW2zf4qqW7L64s_9b2Kq6N5D-5y9WvY5NW7Qcf_g72HrkCW839lCY7rQBXDW2qqWv975yqD9W5Ng-w571wBtvW1gdB3Z6kmXt1W6CbHdf8m1DksN2nXvQjmfrLMW4tZdgZ46xZxpW576PLR1r6M87W3XNjnn4zyqyrW2NB5Jn1JlkcHMnHLK3TLg_BW8nlFjY9cr3MrW8LNzLg9cMDHPW2vxKhD76F1fQW2SYdbl8Xvg-gW483Ryh75lzWmW6c4qrr843VVqf1R6H_l04" 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="+qHLVTUg" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/b10277a0-for-thumbnail-22-1024x576.png" alt="Featured image for: AI agents are getting more complex. Developers shouldn’t have to babysit them." 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3mNW3Tk9cK1KF70cW4BjS4_6M78FZW6lZm__3jYl0RW7ZcLRq1wHNxjW9l9zmK26zxr-W67TvXY6p-rW8W6y42y26jQDNLW3Gh1GZ6sFDg7W2pBL_J3fq3Z9W8BjXP720bPY5N69lXdbc2dCnN6C0W9dyF3ZGW2BW9T88SCMbFW2Q8Yjv6GCHCSW22b3Ry8r0yYsW5jnhB61-gt2PW7GBgkS4xnyKyMVkh4_XYc7zW98zPHf2kFd9vW1WqWf95_pr46W6YsQFH4t7WkKW9jNhxB5Z5YNdW4T_25l7BkQs6W27Fj4C4D8zHlW6kFv-S32khvKV41k2p6zqrk7W3yXX9v7RzrKbW6YHZCl7kXWQjf4N24F404" data-hs-link-id="1" data-hs-link-id-v2="+3N+CsmN" target="_blank">AI agents are getting more complex. Developers shouldn't have to babysit them.</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3nBW5VY5Qg6_Y2P2W4-vV752ZF9-ZW2RxZP53f9Mb-W4fgxvq5fk3-qW4MT57Z619pFqN53ZmkxVqhJrW6SmMsm7qY3qlW8gXcc77G-dxwW5btMND2Sj8_zW2W7Qtq6l6qYfVLfc2g26N4jtW6CfqMD70twqrW2F7ltX6Qjqm8W6dY2gp5Px9l-W42yg1C6zrHjfW8Yx02X54XmSGN7vhF-KBP524W2XM9rP5mXYHKW3N05br6Z4dKwW6Sdr_p8SNSnzV4v7c-6zYMyfVmJ6Vb7QvHv6W4N75v66xZvn6W6Yh7ms7sfNHHW6Y1S0x5x6HKcW1QBQBc972_Zcf3Jtx1l04" data-hs-link-id="0" data-hs-link-id-v2="3SQ5+VKo" target="_blank"> Kimberly Fessel </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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3pkW779PRG2RgYnNVGRrPR5HKgngW7lMl7P3Sr6FTW2z4NJJ6fRdLBW8ZNdm25Jw6X3W6c0l-V8RsxygN4BFb1XFPtqdW8BnslL5DdpSCN3ftrKgX1md1N94J8kR9brgvVMT4VY74nXYVW7qPQyj6qlP26W1_hRDr73-n5XN32zVPGjx2JCW4g7Zym18rvY1W7Sj5bS28TznCW7MvJM7635mtRW1Vk3vG741HGfW8CktWH1Lzz1-W7RdYKy5Rm6h_N27rpHhl6gHnW8Grnzb1Nd-2ZW494QF73YScjlW9ffGxG5ZrXPBW5rwBR-6kWp7jW3Zv3Km8Gt_x1d5tlLq04" 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="nPmj9nIh" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/2cd94231-sara-oliveira-jgk_ssmgjci-unsplash-1024x682.jpg" alt="Featured image for: Cognition turned an open model into a coding beast. But it won’t release the weights." 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3p9W5gcTT734Cx84W5PgScf1BPdJVVV4CzW1D4fswN70jLgmgtcm6W5ljHDY8t3x0cVbwX7t3kdWXXW65j7BF258FpxV3cYjY5TX7l6W1QVRLZ12xhx0VH4R7R2M837GW5jhgKg28kCDZW6QLKPj6DmNjBN1v4dTV25NT8N869dzT3YNzsW678CBy8h__DtW5_WrTL2037qDMg8kbSnHr4mW5wQfwV76yYv4W1KY1Lx7WBDb2W5Pxgrk4YzTzBW3M1GmC97CjmPW1dQhjy3BGvvSW2HZgpP293QcBW480VWJ3Wf51DW5gMQTc8s6xH_W37V3tR57x-Nnf8jbrxR04" data-hs-link-id="2" data-hs-link-id-v2="MPbuKa7g" target="_blank">Cognition turned an open model into a coding beast. But it won't release the weights.</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3mcVMksPf5rYFchW6-K1mw6_yV-7N6MjBg36xjFKW8kcPGv8RT_fLN6qF6MdRKFW4W77r2yW4Blsx_W459BK44g0QsxW3VkD0m4qnPKgW5syN7d4SG8yJW945xcw2qtf0bW3DLYKm8rfLN5W7ZPSw947kCnZW6z5gmD34cKdrW9lv2Yk3_Gfy5W8VR03n280bbrW8cyD-K1H0bVdW750jBf7BtZ7tVVZz-D8zh50CW5D058C8NDTCgW9cYyVv9lXFFSW62XDWG5x_V-GVY1V3c1QKb6vN8rdwVJZJtF1W77X29G73WwDtW2WzdW-66Pt2TW8nx9v_39C7GPf3f30qH04" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3mpN66G3ymqqvjXVj1_zQ2rBYdsW1g29rk4p2-kCW5LsSm64KK_8NW5bFw4h3CMs0CN6tHjnq4BkvJW47ZCFz77Jg-kW3Mhpx66NMCJTW1dd5pm3VZcM3W5xGBdS6vS3WcW7JzJPQ7XM602N8bw4Cv8hQgcN94Tsn4k5ztDVH_xxF7cDJ4dW4V3l_667k0s3W7r6PTM3zVZ1HW7vBSZR10SlzlW5MfPtk5dnH4BW1lY4M06y7HCxW3bBqvC2qY43fW3mFwvd8M-6BSW11P0cD85kVRVW43jSD64b2ZxfW2jlKVZ2NnBzNN3-n0FqkX9SbW6qSMDP1L1HF-dC7fQY04" 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="9sm//hH8" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/b692c1f9-blogheader_light-1024x576.png" alt="Featured image for: Meta’s best AI model now trains the one most of its users get" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3kzN4TlZNHJYT-6W86Wb2X7rTK-QW5gznzM6sV0prW5CTbc5777nWzW21H7F54pb2brW2sHrXl4-3tNHVXJM4l3GNgsSW5sx6Gl14tPNDW324kYc5vg-33V5kGyf3cN4rqW2zXbvK5v1Gh-N31nwxKFqzfxW41YzYP1G6lMhW5Sqh1758rS4HW1K0WzY5mkYrfW1PXP422qGk-CW2rtDJz6fHLH8N46sZ-7VytFDW8tBNct7CwMMhW7WGlWr8Gb1zdN7clcTd13Y3BW7kLdYZ1kTHKtW5JyD631Pf8XdVjZ1Z245dmS0V4yHk57hXs78W7lhHCH6JKfk7f7-sdh604" data-hs-link-id="2" data-hs-link-id-v2="oLEAz8mp" target="_blank">Meta’s best AI model now trains the one most of its users get</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3lQW8s9-jZ9hx-bvW5_6GRJ98BSVKW1k8ncC6z77D3W6JZZWC89lPNGW87-PLK7bdT9hW37bRp67VBb_qW4LcWPd3k9ZPcW7jSGZY1-tY5yW8S3lcV75bs2_W69RT1g8GZt37Vv2c6y4zyySfW8pBBx252vDY5W2zvwPz3kfKGZW2SzBDF3s8CKzN40bFHJqksPDW4R1Y0Z4SklbBW7Sp1xR4S3fT6W6hhcpk77720LW8zBgwD3Q7v3YW18h9N244L5nHW73ZTY74vw6_rW7WqgnQ2jlJFzVXN2CC75fpqFW8sv-7-6mYM43W4XhhrH4hqqfwW89PpSv6PS7GLf3VkKMj04" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3mNW7LCNdP4dL8ZCW4QhqHd8MBjkCW9fTPRN5Y5YFMW3YTNQm8q7Kx_W2Tv0tn6xpyK8VyBQJ52H3rngW1WpdZ_9lqTbxW51vlPX8Vc8gJW6R223z1Vp58HW9cq6YB2pfSj8W1HW-0-5QGFFlW1qqNmq9h0tHrW5qrn1q6tWVqTW1702fT1kH0YcW5t46qc6t0G7zW1LC9NC5pmwZNW3HTPk82_lpZnN58KnCL5P3f1W4b60HL7qZyz_W5mwbLm765lG3Vzt-_G4HyQ5XW20s7TT1m0xbyVVmkfx9kl-7ZW6Qk9Vw6N9XTyW7rYBh54VvKVtW4HzXQX1zGRjNW5p7ZTB84DJxmW3GYhVW4jCBD4f804yWR04" 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="1mNBxYej" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/9b88fd32-doodler-collective-0jfo6w9u_zi-unsplash-1024x745.jpg" alt="Featured image for: Kubernetes, mark II? 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Why Google's giving away gVisor, a code sandbox used by Anthropic and OpenAI</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3m_N512BvQnb4vYW4bntNW3zV4r8W2Dn7xM1Xs7LWW99PFKK1_XBfNW3zXz5w2zXwfJW392wBq1m9ny4W10FsqX41wSFKW6rYyw96nlDvtW13H7qY2t2yhHW43DpMw3RnZYxW2d2gPV252rqPN6l2W9swlRJ7W7nBK775936NKW3HPr3Z2xxjgrW8VQNHN4G3zt-W23s_5X3fHHRWW5k7PCd1RSpmxW62c8-r3S36sNW3bcRVZ8yzRP5N4yY9VWk4c-4VXdnlr5zplJcVLcKc-5dTsCdW8XfNgd4_xNM4W7RXyM340JFlWN59mPt-w6wXHW4zTNFb8Z9cb0f24Rvw604" data-hs-link-id="1" data-hs-link-id-v2="S/ywSdqM" target="_blank"> Paul Sawers </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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3lFW5Kl-TM8SKBRNW6BNv0C3p3rCYW6QjVC08crQWvW2x7Fy_1nSK2cW78Vtsc7b2VsrW7nzshy53HcLyW4pRRfv8Ly86ZW3FQ3Tw91SRdsW5kjgpZ8QB8tdW1twqsn1k_fszW7VSdN23f7RXZW8tp_7k6jz1W3W8ll40Q1Cdb-jW66yHK276_Lh3W67HVXp5gsRgRW2V6STR2DhQqhV7BCC45zbRhQW32Dt5f5Vt-w2N14cp1W6ZjM1N85-M6rNgbw5W8g-GTT5GzXFrW5wHGpp3L6tLWW8rt9n66dr-7fW4tkj425BfT7qW8b33x75nT7rSW4s234C7FYNc7W87b5Tk8drKvCW9k8R7W8p10Vzf8kSL2j04" 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="Fm26h9T1" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/52bb4185-adri-ansyah-jxupbibs0cy-unsplash-1024x683.jpg" alt="Featured image for: HumanLayer just got acquired by Factory. But it gave users a way out first." 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3pnW1F7nlT1-ncWXW6Ptptm4grJ0ZW6ZjGtg5DNy06W6w5bk99hMFdbN2gSc-R7NZ2SMRJG28MkvnBW5wr8Yy6lq67qW1FyhXg23QF6WW4D0k025CLSMdW5n0s772t2-QvW3XVBVX2f73slVWVCBX32gdtWW7cpn3V6zHMYqW4-TDvV7kC-vDW1ptmzd1BDgQ-W84B_gc6hv2nfV7pFCt8P2fv_W4dV3nC2pCd3jW89Vdt46RR_5WW6NFcGd3xdKb2W5cjXpf6BgYs7W3DF4kd1GJRw4W4TtY6F6rG_GRW2Z8vWM3Z9rMvW2V09xm86cYcnW2btm4X2QcSytVQhSkk48_zqJW8LXlBD4dbHsYf3QZHtl04" data-hs-link-id="2" data-hs-link-id-v2="QUITMABk" target="_blank">HumanLayer just got acquired by Factory. But it gave users a way out first.</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3kGW5BwYCR6L0jnLW3WccMQ6_Bm-cW7Lp_Kd8RnZfLW66PgY94wklHwW4sFvq48RVcTyN6JTWKd5jSVDW950X6J7s449GMc1dx_657xVW7qyTgn6cKtwLW5-N0mH7NMr2nW5zlXdw5CxnS-W4hRs6n1zwXPPW4vL45q3GCWQZW2ycK_V7wr9bcW7_cG-P25-jVfW2KJL9X4-tRSnW8Gymnf7Tg6w8W6txc5_2BtfW6W1KBWst8gGXWYW1xMT5m3fL1Q_W8Tf68N4vsfXQW30TXy38h_WqKW6yvZBT5121RjW391pw513wZ3zW3FvrjX5n2x9dN8ZthVF_vfZqf3kX5_q04" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3mtW3N3yt24Y6G25N6k70wM2ShkvW2wVDLh74nJBTW6JqTjX5hD-ZbW1ykwrM8J0qnPW8Krjcc3C2BJ4N5sFj8Q-Gwh5N7fD-zhg5htVW5Wl3Hp2pxQ2sW84nrLS1CXl_BW5PfSPJ95y008W3llRCh312T8RVz8Cgz5jstTHW1SKkSm7fsjxRW2nBz9Y34V5kqW6sZcfX5kYZRdW4lTKG44QVf2GW50ks7x1bGjy-W2sfWfH874gKCW2Lkmbv4sChgmW6Lry7L4BF0DrVBc8q76fmfnmV9Jx515sb54_W9k99qr7CbkKfW4G8XZt3__2vzW22-QNy3r1jLyf2YqxgR04" 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="UT6owcMc" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/ecaa359f-gpt-6-cyber-screen-2-1024x518.jpeg" alt="Featured image for: OpenAI’s new GPT-6 Cyber is better at hacking and better at staying in its lane" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3lCW3-09c41LGMyXVyPMjp2JHWh4W6bTsqq4-CdDsW7YqqWP4Y9dmvW1r2xHs86Vp_hW4D5KHr4Yp9N0W4-l2D_8sNNPTW22RZVb91vK2yW952_Nv74_5XKW5lpHcc7t0XMZN76cvtnG6WdFW8rgHbL9kTRbpVm_R2m37d11yW23-xPJ47PJ3gW7cK3nR4__nPtVh62_h23x0vDW29KtSS1v0TnsW7lZpZk2v4wPbW93-K-X8Phhh_W3grn8q2t__BQW2CPNwf1WtMMvW7QKHcN4NKpPZVgtrbP5G_WXQW8lYzQc5gdYdlW32TCZF9c1wZnN99stQ2YXQ87f81nCvn04" data-hs-link-id="1" data-hs-link-id-v2="Os/6g37U" target="_blank">OpenAI’s new GPT-6 Cyber is better at hacking and better at staying in its lane</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3pDW99rmLX7Z_fhcW8JV2Xm7br54kW8syBbD77hy_TW1LlHgy8Ddq65W14-Q0272wvJrW43r8tC3jxPnsW5-MwW51PLJKsW8FwJsp2kZW8jW1q2J3t6t9GY9W3K1PPw9hjyH9N8gQSvlhJ8rsW2ChRWg627QKPW1YYg5L21x-c-W5bm6t-5rwHlKD7k6vcpNsMW6F63696m02h4N9cLsxm_Hnl4W10xKtC8KKRT8VfyDQW3tsdGkVF_zf23B7b4GW7ns9x16RZZsMW6HZdYD59tsWQW4_HP7q3vjr3lW7cK3713hSlR-W8KPJvh2dDzn5W21xrgD709WjPf5wcjbd04" data-hs-link-id="1" data-hs-link-id-v2="BhaE5+a3" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3kXW12K1Vx24XQ7KW337WV55q3L-_W3VsDQ_8r_87_W2y9CSX2vmd7rMhclygNxcr7W1MTy3l114n9RW7HP_h073kfQ9N8D5JdLbtK9kW7ZlGPD4sw2RhW8hjVny4dP_-4N6lPN8yqzHF1W6lV6p33-7TYWW6-f2ld7R48FjW6K7NYL6M8KLLW3LH1lT8CMPfrW4qKhM03j9nsxVDvqfs88VNhtN3BhZ82_S-j9N9bld745YXYVW5BpSmg6hBVn6W9djmPz95_ZZRN237gnhyCx5kW3R0pxt8xvxxpW8LgGh27YRLpSW6snxfp7kj7cGW7xqnjz7fNrhLW8Zc5P06RDxhFW1V8DCw2XBvKFf6mwYMj04" 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="ENLaTrXB" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/caaa144a-getty-images-ycmp1okhumk-unsplash-1024x642.jpg" alt="Featured image for: Together AI let coding agents rewrite its GPU code. Then it kept humans on the deploy button." 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3ptW9kSllb56fQ4DW6rd1C96xsRn2W3Fysy78fS1MZVGNvWd84t3GqW4bcC_J5Cf0FBW8fq6KK2PLqhqW2qvxHg7Fh60_W4tZvzQ6s4XJ3W8jJCKf6Bknx0W841yR71z8bVFW3YbHyB4p0qNbW1zxZX67T6HVZW3gGv8X6KqzMJW73Zrb47qkdfCW31bxXr7vbq1JW5dD0TN1D2XK3W2z9Ywb1TZhwYW2f_X6S1RcvnlW4XSVkH3M0XxRW2jL3Gm2mG3-RVwqvm56gQB5vW8bwR4P3LkwDLN2lRFP7KjllVMKFqY4BSz58W1PKG808sN8dDW8SJMh04mxK7ZW21BBCJ92w9_qW38vBD39fbJ6nf3zd_0R04" data-hs-link-id="1" data-hs-link-id-v2="QRZiNO4G" target="_blank">Together AI let coding agents rewrite its GPU code. Then it kept humans on the deploy button.</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3msW1nxbcp1lFSDDW1Tp3hy4PGBN7W841J5s11R_h5W4hnDZl43NrF3Vn1fC94sLGNdW64zNXV5d7B2FVZ78v127LpWwW7Mk3xR5jKjxfVpt3hK9m2ww1VHDdR66HTKYPW4bXcK36dqZyrW5vRpxv7RsYXHW2kkNsb2yfp_PVhl1mn6xQx-1W2c6P6G6Y41hfW77tzqN7RlFHwW3Lz06m5rgh7pW1VsG0l8PHndkW5C7vwf7W1-0yW4YPTF42bl8G0W8BqpBF5mX639W1QZWHG7QSQ2LW59ws8N195H1PVF3Xr352LkxBMw_jt3fPXRMW35m8L62hqMw_f1R6p5g04" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3pVW3vv5V779XML9W2RL2lS1b3hp8W2V4vX62J8MX_W7qxq6621HFybW3RnlPP43vJ97W1zJ95-3r4ppbW6qBXbP7dhQqlW8CycVB81D-N5W1-W8dk1vBRr2W2fQv4b7ZzjrZW2BrYGH3BT2k5W1Ds21H2fJ9PrW3Kq4FT3KvWy_W8v2hwB3y_PqcW5WhpC65K5j_zW3KffQk7XBNfhW1rX_jS11M5scW3hDRJK75sm0TW1XSN202m4g22W8VT-QT15wwDfN5-Qzs7tqNhBW5wC6Qz5kNngrW79cbNv19chvgV3lPT96HfP5lVJHhJ_2Yv8zlW3WFWQF5jmMsyf4Vkv3T04" 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="QMkK6Htl" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/6cf60c36-screenshot-2026-11-05-at-9.00.37-am-1024x568.png" alt="Featured image for: Raindrop simulates your agent’s world to catch what your changes break" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3pLW80d4mV2XQpHnW99L5P72Z5HrmW4SsstY69MTcdW6C2YXy3zfn6SVvqGxR4QHZgSW11THMQ5Lvl4RW5plj193HgmXdVXMvL94nPMzZW6nrh273FcLNyW4b83gK93k11JW4BR3SB5c3TZzW6HLWd24dgLmmW6ZqG0W4j-bCrVn0hb49lvTK3W2WgJ_92mL_5gW8jlFWk27YSCFW5jm3F_3HDf8GW1rNm_V91Q7-LN3ZdgG4qTXNqVt5GLn6S04X1W3j82W66RFBLXW3vB5bH4lC0jKW2mYztj3C7SvfW8VsySP1nNjsmN6JKqRfGQyv2W3R417p4gYLyPf7gvWb-04" data-hs-link-id="1" data-hs-link-id-v2="Gpv6tQXi" target="_blank">Raindrop simulates your agent’s world to catch what your changes break</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3qgz0W7Y8-PT6lZ3m5W150Tm68N1tsMW3YQRR77HnkcYW5lXc4w1H5FsgW7Fl22b5GQwl4W2vRwjn1vQzj8W3pxKbM1GwMsyW6WMnJP1T_pdDW5fmbM88vnGM9W3WrTL09923Q7W28jC_W989fsJW7CPGRR6tYSd0W2fpsPd2pjD-yW66f2KJ3LBwm3W2vfL3r8wt-8pN3jSrS1hQd_ZVfmVSq7n5DF7W2KFfb_232QQXW1xbf-Y4zBTQVW3KLfzd6FcwN7W8nwSvh2skHjtW17T6nN2QdWr2W5Jsvbm5cr-DDW7JtLY93hLyskW1rqq6D3CxMlVW5lrJND1gpZltW445LpX7D1lFgf5XVKwz04" data-hs-link-id="2" data-hs-link-id-v2="MLoEWkA0" 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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3kJN4bt1cGgpttfW2FrNlz5Fx9VHW28z74b2LGXNqN1nGqzzjDDzsW12BFvj3q5HSTW1RWBFc7R74RTVzqmPC7y0MpLW6sP_SZ7xqdHcW49nr8Q8w2JmYW40BCqg2XbVfqW98T0Z790jX85Vxn54G4z6GyPW8SLY_D64gmbKW77QFDQ4K_mDxW2hCRnk3LC1HSMgTF-lGQFfnW5GpwLy2CnJQQVD-s6v6yTw_0N8LT2tXx1KBTW6rDyNQ4N0hrdW44D01D13DGX1W3qtM6v2Q0gt8W3Hrygl68S3RjN3Mkhs0vgpdlW1fSQk24F0jsRW99F6506F60PtW3b_lg662NdZtW5ppW9-7jCVGSf1Y7ff604" 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="wo68S+R5" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/f135ffba-sebastian-schuster-gszfho-fg6c-unsplash-1-1024x768.jpg" alt="Featured image for: Groundcover automates Kubernetes sizing. Engineers set the bounds." 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">Kubernetes</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3qgz0W8wLKSR6lZ3l9W8h6MdT6pzcfXW1yHj6n1M7kTqW7Lrl8J8zyPDQW4Gy09w2rdtkKW7Mz7Rw5xkVnJN2_b_2rrz7wDW34XC6h3px7dzW77lHdP60Ppv-W6s2NYD27Wy-2VjNP7z2J3tFDN4lPdSNRPmY9W1z1VCn1fPq8JVrFw2Q1bW23cW98p9Nj4w-wCzW5-gjL070fW3TW98zrMx8yPc45N8j5ZcCVhysMW8vTg4q5CCxzdW7lxp4p1pwBmXW53NtVL7yFc4QVQXFbS567KZTW7-rY9z2BnF80W1NF5nc8zk54JW2Fm7CC661M44W1_RbMB2bKQW9V12MXc8MP3XCW92gf9S1ZK96VW53J_5t5dmLcCf65gcTC04" data-hs-link-id="1" data-hs-link-id-v2="dgcTJBhc" target="_blank">Groundcover automates Kubernetes sizing. Engineers set the bounds.</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23qgz0W7lCdLW6lZ3mLN316PPKGhVRSW44lZDR63bw9YW8kc_-f77rw7KW7NfmbK8m9D-LW4Zz4hP5k6b_JW7Y_-Px7VPH6cW5PmGdf6Q9ZKSN94WH302yc7GVSFQky1TLZbDW9hpRND1XwkW6W6-nxgN3smQ_4Vy8GJg7VrndxW6M1pGv2cxbtbW1_C3yw3mfLp6VPPxWX6v1tC0W97cYTJ1b6b7gW85SYsw6t_n_SW6Wlzzb1s9fB9W8w5jPg6gDDkFW4MCQV35MXsMZW2r_LKQ2Ft4pTW1zWBL-84tbsMVY5M1Y6m3V81W4FHplM8scMv6f8KGwqM04" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni" target="_blank"> Meredith Shubel </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;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23hCZYW7lCdLW6lZ3nRW8VT97p7r6-P9W5MPX9r3YQlDnW91lt7s8RjCqXW5L9LYd9jncx_W8N_Btf5ktS8WW8BwN589bxbwJW5c0B6Q1Q293mW7ScL5L8BT8ffW36c0rp5yL-NpW8XVcSx6Mdn2YW2nwFP343Z9BlW8MQVsy4gMBKTVBXnZ95v3V86W93X4v41qhBGqW5HGvlR16YwGhW7rMTj-7gyLZHW1fkhY79324KMW8c8DLl5T2Pv_W7ZMFnV5lxQwTVtRKBD4tg1-4W8XMC2r1BsRXLW7zWrXf4-18X_My0y_m7SnXjVncM6G8yM6Mkf1CZqFn04" 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="NmKtJWWy" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/10/d397f77f-resource-database-wd6omi7u3tq-unsplash-scaled.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"> The context problem: How Docusign built agents that understand the business behind contracts </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">Docusign CTO Sagnik Nandy explains how Iris gives AI agents the context they need to understand contracts and act on them.</p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23hCZYW7lCdLW6lZ3kSW1cbHH91cJVKcW7tBX6B3FYr-VW5s1Lrl1mtfR_W7WG58c7c9yY6W4lJF6079QLc7W636sxj2z-3WzW9lKKbn3JSZWcW2V3VmV2JkLhZW3YCpF_6Fy0f1W3twWnP8QmmB9W18485Z37nBd7V5JnsW7b2qV1W1s_GpP7TZ8nZW6bY39p5GRytpW6GMZm25-Fs9tW67DnM-5KkN-HW60SSsZ8H-MsTW1Kztgl5KcTFsW2XWnTz8_v2p2VphkVZ717MMqV13PFY4ZXBDDW76x0k14kyNc-W87jh2q3w_Q5rW2bX4sx75mqDCf1J8BtT04" 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="C9vylxn2" target="_blank">Read more</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3hCZYW8wLKSR6lZ3prN2GftSJ-pqg5W3B-Plp59X6H0W6j_J2S4wJ-CkW6zDNRw5zKrSkW1bYHFt85b88dW8cpBM_7Wm7XGW18xkpR1_FG1NVCMfNK2k55XxW3-FPd_21Vts-W3fCnNL67tdPJW8YlvSn3l2HCPW5xKHhV7f1W-xW2JB15h67bH9HW39qD7h8LZRvqW7c4-FW3X-TcMW5q5ZQS3pmZ_9W6PB5CK1DvJh_W5tNNJx3Cz9lJW1DVB7Z82G_KmW8g0SNJ1XsRczW2-HcR31zLfY3W3R__fv3Dv0tkN6p2zFJtzp7HN3gFh5clWGC1W1X7L7-2kGNFwN7XYr_Y946xqVxxzjV7Tl3-hW3dPbqs1MyZRqf4HlGP804" data-hs-link-id="0" data-hs-link-id-v2="iUJXp7P8" target="_blank"> From writing tests to verifying outcomes: who tests the code your AI agents write? </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"> AI assistants help teams ship code faster than ever, but writing tests still moves at human speed, and every redesign breaks the suite. Learn what changes when an agent writes tests: exploring your app, generating tests from a plain-language prompt, and checking outcomes instead of fixed steps, so tests keep passing when workflows change. </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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3hCZYW8wLKSR6lZ3nHVKTXxc1NkBMJN2FDs_mQsYWpW6Wjx-M50mrgwW2Br35N2WjlWXW2Ygrct694R88W1tTc1m89nkwhW7tcNrL44s53hW1X3vkK6GFLf0W2pFs_h2VV7MjW89Zmt28S1dMDW8fg0g91Cmhj0W6Qp5dC6kZCvPW66ML2B1Bv0J2W1vhtnT6tCgN7N5dcnf4G7dGCW3LLySw2ZzyvKW2S1tkG8_0qLLW6X1syT1F73lDW8cDH7f3hMHXvW6ftLnH7V5wT6N856xp7gbp0XMjvBNmBW9JQW27MRKQ1NWSznW1gsPlS2F-3T0VZLxdN1XW9Z3N1vV0CvBsz08W2f8Ydl77rZNFW2sgLTb74J_0Zd__-j804" data-hs-link-id="1" data-hs-link-id-v2="10ISO8Vu" target="_blank"> Catch the replay </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">AGENT</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23hCZYW7lCdLW6lZ3pSW5Pfhc77zWG5NW56R-nX6csGZDW51QW-43BYMv1W2fBsbP70Kk-BVsrcP91hmHVRW7Vlgqn5LbyJ9W8zG84z7p4h0QW9g2hq05lp7-NVdrjVb7YLg5ZW4mVVTq2pLWYSW91459Z50FydlW8r_5zx3_-nkgW4mzLH43ZH33pW4xYXs-79_S9bW8CBvX15mcPlZW4wZrFQ53WcKtN2l9Fmh4gxW1W3PM85n76Q5zsW5Z5rQt79-CmVM8pzThGlhm7W7VpWtp1XdLZKW3JVmy21L2808V4qCFk8jNrLSW39Fs7C2cTMZjf4lh25F04" data-hs-link-id="0" data-hs-link-id-v2="7CZ9yFV9" target="_blank"> The 5 essential layers of AI agent sandboxing on Kubernetes </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"> Discover the five essential layers for sandboxing autonomous AI agent workloads securely on shared Kubernetes infrastructure. </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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23hCZYW7lCdLW6lZ3lBN4qqHD5D0FLhN8JWsNyPjRqfW8M3gnr34YFDwW5MP4d166ySPxW4kvPps1GXShQW1-sK0G4f0RLJW6HYH6n67kjZMW1BhZpN4pWQVmVDlVtY36CHK6W8K-QNg7FRJtBW5XjRhF8CWsHwW8sc_Ky6KnH_-W99ysYY2-RZxTW2kGPzx4TyMHzVHbFlK2jM30lW2YD56F8kr_VXW6SQ24J8CmjybW3SXg7r1FrhXwW87yrV28-z066W5bcqGf3ync3FW7pHzGW4gj45zW8Cb8_r6bR9CyW393nPz8j_zwnW8MZM4F11DJf3f83V60j04" data-hs-link-id="1" data-hs-link-id-v2="PvRlpc/f" target="_blank"> Read the article </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">INFRA</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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23hCZYW7lCdLW6lZ3pQW3W8V005HXsWcW8THRQ33mcjlnW7L5YyY22QHQbV8ZNmx92NR1KW3J_hsM320gJTW8_gBrn69mXjXW8dG6YW3RBBz7W6DWxL68wnZ5YW1-CHh9869RG1VpCc_w97W3l-W3BC1VY7j_nTWW43hXh36Wl-PNW8PzrqV37bWjsMZ4s10sQ6x4W3_345w43HdjvW81c5dj293VxSW6gG0K662jBl_W4RT80v1G76P5VKg9rR1j87Q6W4c1bpW1pFNdzW3j7Ygx4Mf6T5W62BZc08qYPM-W5mYcwJ25xr9hW5jjFGY6hDrr9dqXfVb04" data-hs-link-id="0" data-hs-link-id-v2="9ZxCw7/y" target="_blank"> The CNCF is graduating projects faster than ever. AI agents are helping with the due diligence. </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"> OpenAI scaled on Kubernetes years before ChatGPT. The CNCF's Jonathan Bryce says AI and open source now feed each other, and agents are speeding it up. </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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23hCZYW7lCdLW6lZ3l5W4gWJZD7RGJ_7W97JGpf3xmyDfLDxBmWlthVN1gnVSQQCP8DW5NrzS84B2QWKW2K0bmf8P2LQcW45yY7L3Ps1KjW6xDRJm1t2KdLW1KBnwp1R-dh5V_MsPV4ZDFcnW6Qn_YZ93KrlKW5_RZYC87TklhW5l9_LK43lWyRVFvr6l2NH4jxN5HkdDtYkjfpVDypck4c2Mz3W36HFDW3vHZ6qW1qDBFh6m9w_DW5mQ_y04gr1GSW4X6wby8zLP8JW4JYptK783HSHW2qCxQ81kTHgRW7XRsfJ3mzMWLW94gxK88_L-N3f2fKyGP04" data-hs-link-id="1" data-hs-link-id-v2="H7axT4IN" target="_blank"> Watch the episode </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/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412x8T5nR3bW50kH_H6lZ3kVW1G2xfJ1l_PXSW8MrfqX8jg7F-W8HK4S85BmS-kV1sh1k29jcK0VfKs3W2gB-t9W7p5MRp4DgcfmVmd9Lh8dN_stW2HVwnF6KmKszW5Dj5cX8p353dW8LvT538MdSTlW4kbQ3l79RsDDW3xFKCB2tW-PRW50bPQ139DZMWVmZPBK1rgmxpW27wFtP4PJB_yW99rYhr2TyjrpW1BbYts4TtxwdW1RDnGr7C_LcCW4JzmHk2-J2NsW3RMNSw1_TpmfW5Xp1qr4KZ4CrN6Vdhx-t4dfXW8d3yKS7FtTYPVT-7k73XbWvvW3Zx1VX5VyMmnW7Mq4Vd381-xdW8NHwcb5TZHnxW7mptSb7BDZ_XW5Tl_d_8N2PDNW4Tfcpm1FR8FHW3JvbcW5rxL3XW5n04Fb83XLCrf4D6N8R04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="wplz4Gf6"> <img height="30" style="height:30px;width:auto;display:inline-block;margin:0 8px;border:0;" src="https://cdn.thenewstack.io/media/2024/05/fae341c5-tns-daily-rate-great.png"> </a> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412x8T5nR3bW50kH_H6lZ3phVNKY8X251wX5W8ZnNF48kVTTbVtCPb93n2czPVrWg528NvBCyW5P5Zms6yWxRmW6Mlv6X1fZLXBW6lJWsB2-2J-hW35Jxbh34zYQlW46T1x78-pGHdW1fhbYh30lh_wW1Zs31n5Z3jDsW8GYfSB5ywCkwW459cyl5Tm3mpW8tmkV14KcLRHN732njwQVgbDW2hGF_n5xck_MW457VcH2dtWYDW618F8w808kMkW4mZvrH8PlBz9W4hByKQ3wSSd1W45CS1f8KsCFNW2BhS4P2w6XglW3t_Pcw2NtJqJW8PqC343FYl9GW4kttCh6GLqRkW7_jXsh52sj67W1w_PlB6ZYQSBW4d26zD7CMf81W6Wn39j5HBf1ZW4qMsMM6_Zt4KW2VY4xK6nkgx9W153sLd6_Md1bf1_8FFx04" target="_blank" style="color:#ff3287; 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Plus, “Most apps never make it off localhost”: Cursor takes on Lovable and Replit with fully managed app deployment
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412x9s5m_5PW69t95C6lZ3nwW41PHH92htT52W7v9GC49f2t2YW7pYkPx5m2GHpW522CSP2L1sGPVG9Vdl8dPN2RW6vlnF52BmnB7W1ydVCt5hZTbVW6Swq2V1YVxM7W27JpR16sG1KzW7BpdFn83y3w7N3F1ds0kvHhGW7xhHgW2-GyPFW7RfXfJ9d7YdYW3bdqkB7VQckzW6KNHRr5FT7M1W6kly0v8Tr46vW5lHjkf1yHRpcW2M5T4Y7ZTFTsVc4pzj7ymtdtW7KFclV3wfvMBW8GtH264103hvMrhQW2Rt_23W5tJhbr8fvBRkW8lWbqR65nPC3W5KFlH76VQnDrW4p5-7C5mjkt4W4rWx5w3GP63_V_r4JM661hS6W57_M__3KXgCMW5lQz425wGpB3MBKRsjK-PC6W8ybwSj1bpJxPW8rfCbv895YrGW2-t29x2G5Y2xW4wfWRB8gRVRbW808TKh2R9Sywf1WvLxd04 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412x9M3prCCW6N1vHY6lZ3n-W1Gc7mn1C3rxwW8QwgCN3qN4wjW7TkLNL3v6n28W1F7n3J3n775TW2FG64t5Vwvn7W8cgXvV1hHMrYW83pxT87Qw8WwVjrzzb11TtDMW4qsfz267hLnZVtSQgj3B7xTfW3gDqFs6kPXP0W14fp4g71fFNhW3-fqD26SW35mW6kP8cB16bLvfW1Q_q4m8r1fybW3Ryr2g7Zv9HjW7NYGFb8834fzW6j7bsv8YrvQqF649bl1CBzSW2gD1ZN7vzNrfW33syS71QK9F7VC66Wz7BV2Cxf91cKHs04 )
November 7, 2026
Meta’s AI is teaching itself a lesson
Starting on Friday, everyone using Meta’s Muse agent and Meta AI gets new models the company trained using Muse Wonder, its frontier model. Subscribers still get Wonder itself for harder tasks.
Meta hasn’t named the new models, though we can assume their codenames don’t involve fruits. The company calls them “specialized” versions of its existing ones that were “trained using Muse Wonder.” They also come with two features the company first introduced with Wonder: Active Memory and Active Focus.
Meta originally launched Wonder (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3kwW6fk8qb6Z8zLdM_jP3XWqrqBVXlzG76WbnLmW4rVBD-6ZN5MPW2MVzBm3h3Sw0N83TGYk9_ZBzW5-Jnl67JQsMJW6fsNqL5SxPByW6LqCWG5pnsmHW7f0M9N4-pjxkW3L9Vw-871P5FW55BDjY40vTHPW1v7Y6D9kM_YDW5-z8ZP8l8VtcW1ZLsL98SLYN3VzwBk_38Y90hW37zqv_8MT5MgW67wH835lPPclN5mpDCw6hFlsW2tYyB64JQWtMW3RCb0X4yJFB1W1Qq-wt7-QzwqW965GzH4d5vDxW74s6m92K2NqYf2TCph204 ) and the more capable Wonder Full on Oct. 12. Wonder is currently available through the Meta Model API (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3mcW5RtwB482RpDlW1c1Vxy3-QspKW2cXHWX3vj-4qVVFgdX5mqVP_W46yPLj82fmH7W558b4J99D8nZN6Dms6TFMPpzVyWlwf1wp3XWW6dRnDs7G4g4QW4GFQM84T_ZJRW5LJ6mV2B1t7zN2-fWtDd0TWBW3m2gX-7TVgqnW8jlBBN5jPW7kW8w7F153lmKq8N4dw4JYhqxXYW4Jfscx4LTMfZW89D2Rg1hF56fW8FqC772vKtrlW3DMTl92GmTP-W30dxy36tbBm2W27rKxq3J0CmjN8rckprlydRNW531pMS4dbQw5f5CmwTs04 ) and in Muse Code, the company’s coding agent, while Wonder Full is limited to Muse Code’s two most expensive plans.
Go deeper: Meta’s best AI model now trains the one most of its users get (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3pPW8_FY2-4j-cPQW1n2R4d50D-PXW6BkQpJ5sZhLzW1-9DyT54mT63W7Rg24Q6cN-JfW2Tf9828BSgr5W3v0Xdq6KL4x1MjQN8bQ0GzQW6v5PW-3R8mh3W5DtCth6fQ5GNW9lWyJ36mQ6pwW4s2CxC4RP4STW43LFgp1TbMyCW1JGP3C1dcq1rW8w5Y1B7nFlrpN1KwwZC-3R6bW7z5LGg2KGNjdW6tvl4_26KJFQW4MCN0x2Gjdl7W63Pv1r6HDB0DW8754hw4YhTQnW6JDzvh4brrRkW7qM02V5LWl08W8jgTXt3CMdfSW6BqmR67Nv39dW13QqbS91tjp6f1Q196j04 )
More fresh reads from TNS:
▹Cognition turned an open model into a coding beast. But it won’t release the weights. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3mQW1VWWjs5RRCZYW51d-qL7VNN_KW3yHb-K1Y6XJvW52lMdK7b6HP_W7tmTD329P0SHW2Cx3Kh3XtWMkV2Bz6z5nd9_9W7jPWJN9cVftDW4YYbVP1Sk-KJW6fNy5x7Wbk23W1kZVyr5NNdcZW1HWF0Y6hNtczW8fNhr134Hn84W7LTvkJ7gYCSJW3H69dR8-pQhrW6nsjRv695bqpW8HXCDr3T6g7HW31Qm0j4C3L1kW8tSNPD2JD_JvW8R468z8-wtD5W60-H782jlV7SW3WlNlp8RCq1ZW2wn1Pm3btVS1W3wyMSb8zQH56W9gK0j11gyx_rW8KcQq068XhMFf7hT3JK04 )
▹Kubernetes, mark II? Why Google’s giving away gVisor, a code sandbox used by Anthropic and OpenAI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3p5W6-FCj26Dr3kMVcJ3wH85ByLSN9jf6bB4F9xNW81DNV64JRkSrW4PjGtD33LpN3W1j8RZf3GQ6N4W2yG1lg3zZjvyW6w8s_W3TYb5TN2ZPlzx2hyc_W7GjnBn3ttBXtW86-2sK6jJFKNW6z6PwH3R5cq9W6xjgPX86Fr7NW7pf4S07G6rTXW35GxFV7C8qNVT8ytq6S1Yx2W8ptRHk6lNSCZW4ZYyb32F2bRXW1hPmdj876QY0W7JbZRD42kV3MW3z08Rz6X3TF6W193bnB7ycTsYW3f0tjg2DzBFQW75VLms8frsWnW6Z0Xmk21ZgmNW3n8sfr203MxVf6B5Yl404 )
▹HumanLayer just got acquired by Factory. But it gave users a way out first. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3kVV2sS5q6z5kf4W8HTSh2489XMfW1VFPs01mLXtXW4D1bHy4yssPTW3pQl6L97M4XGW4M_bRH2s-WV7VZWHvG3NpY0HW6KT8g_1MK-gkW7XtD_97qHpttW1vzcrX88vLRhW4qQ3c633Tg9YW9cx6qR4RNhzSW2cnZ0W4KnZxHW89g6kr3wHXYZN6W704lFbMfqW3kcSj75yj3s3VM191H6VDR2XN4F22k0RYrL0W8n93yq88NWKSW3l4DRg4wXBzYW45Nkl42Bclv1W4x4k9R8-1rYDW8jplrw5KlTtbV-T3y23_jh0xW2NnvrS1djm5qW9hFd2B81cW0fdv3RPd04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3l7W3j9s192ZjGjYV6n8QC4CzYylW8P97CM4L9lQ4W5wLFRl1QKq3RW5fynYk8Vj46FW8PNG8l7lLtXtW14n4hH3dz0mFW5hQ5v_4VY9xRW716J5K7d9TTcW6KqjGd9cyxyrW1bY4n05SdkXwVqDGhJ8-vc08W1XPQnC8bD3YSW8V8Gq91prpGnVpvBFV4HlyJBW3fzVlx8hdDcFW6mMSGP3ym2pVW1HM1Xp7R_btVW8cb5Df4fy7pwW2hrXP_5mLnSTW33wg3791KQ-FW8nhy_q3hc2rjW1gng7m3y5GL4W7DbpMQ4DwWFPf6TqHwg04 )
Teaching AI Agents to Search Like Experts
AI agents are only as good as what they retrieve. On one benchmark, GPT-4.1 answered 93% of questions correctly when handed the right documents, but just 15% when it had to find them with keyword search. Join us live on December 2 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3gP0xW7Y8-PT6lZ3ktW580vwS8bV5kKV61yJB4c7-wxW8Z_rS35B3V7DW8pGfQL11lq-fW3mMSk12-jSgTVm_0KW13Gh-KVYTSQL8YFCPqN8_CTzdf-3MNW5kBlZ350_5mfW2_-yN12CP4mPW82c_S15KRX1RW44kmb51PcZqBW5QN-wD24GQ18W51_SYl2SkQ_wW4P9Jx53fdx2zW5YXcH16BxRX6VHMhsy6DL5XLW1Dc2f05lfTpPW5FGXs-57Q3HQW37NdCc514H-xW3tKLFW3nC693W2kJmKL7qMVrjVVj7358gZy-8VLdR9y5hjqRnN3Xj-QsyXHJDW27BX7B7h4MgjdN_F_204 ) to learn:
- What agents need from search that human-facing interfaces never expose - How Agent-Ready Schema and Schema-to-Skill help agents build better queries on their own - How an AI shopping assistant handles a multi-step search task
Register now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3gP0xW7Y8-PT6lZ3ktW580vwS8bV5kKV61yJB4c7-wxW8Z_rS35B3V7DW8pGfQL11lq-fW3mMSk12-jSgTVm_0KW13Gh-KVYTSQL8YFCPqN8_CTzdf-3MNW5kBlZ350_5mfW2_-yN12CP4mPW82c_S15KRX1RW44kmb51PcZqBW5QN-wD24GQ18W51_SYl2SkQ_wW4P9Jx53fdx2zW5YXcH16BxRX6VHMhsy6DL5XLW1Dc2f05lfTpPW5FGXs-57Q3HQW37NdCc514H-xW3tKLFW3nC693W2kJmKL7qMVrjVVj7358gZy-8VLdR9y5hjqRnN3Xj-QsyXHJDW27BX7B7h4MgjdN_F_204 )
TOP OF THE STACK
"Most apps never make it off localhost": Cursor takes on Lovable and Replit with fully managed app deployment
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3l1W7TXB9H7-kPyQN6Hp0Qv8rNYKW4Rx4GY6SHpn8W1Sb6R046FPXGW1lwX6q8tBQ9jW3S0Q336lQG52W8wsrG38f3T8hW8wXCZ3471bVKW3WvgSw9gyL4YW83nzfs8WQCscW4rjBQX6fBcNhW1Jv5Qh8ZP12sW8F8dfY6QrqxwW838tPt64D6KDW16jlLS1yS1NdW4CKZsx4WxKXBW2wNvr43JvHjgW1CTZpG20psFQN3y91Tt_5vhLW8sS-Vk41YtRzW1vW9Fk8J1mhNW7RJ8jm4ftw0xN7hfZTkVTsL-W70ccdG85pWMxf80j9rF04 )
Featured image for: “Most apps never make it off localhost”: Cursor takes on Lovable and Replit with fully managed app deployment (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3m9W3lwQ1k81WY8lW6kYYmv1WXhKVW73QpRV5cKJ4JN96PWLx-jGLkN4ZX53X-ktdqW1Ry5rb2gLHC5VY-sD39hWcMrW2l8ry78gD68GW4Xt_Ws54C5TZW52WV0h8t6YrmVc7q07505FbLVZjcbs7WyMp9W6gb4SF4QqHwWW4Xy0dS6Lngk7W5xpCf76H5HN1W3BWSyT5KSxhQW26Gcdt141HPqN5cXfGrd8bLkW7Qhr1k5SPvfkW3DHRw96vNVyGW4j3x5z6GDm_nW3jqd1r6lzGlfN5kfWYW6plFgVRllt56k7F82f2SBmgM04 )
Cursor no longer stops at writing code. Its agents now spin up databases, configure logins and hosting, and check for security flaws before apps go live.
AI coding agents have certainly made it easier to transform an idea into a working application. However, getting that application off a local machine and into the hands of real users remains a hurdle, requiring essential infrastructure steps spanning everything from hosting and database provisioning, to critical security checks.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3m9W3lwQ1k81WY8lW6kYYmv1WXhKVW73QpRV5cKJ4JN96PWLx-jGLkN4ZX53X-ktdqW1Ry5rb2gLHC5VY-sD39hWcMrW2l8ry78gD68GW4Xt_Ws54C5TZW52WV0h8t6YrmVc7q07505FbLVZjcbs7WyMp9W6gb4SF4QqHwWW4Xy0dS6Lngk7W5xpCf76H5HN1W3BWSyT5KSxhQW26Gcdt141HPqN5cXfGrd8bLkW7Qhr1k5SPvfkW3DHRw96vNVyGW4j3x5z6GDm_nW3jqd1r6lzGlfN5kfWYW6plFgVRllt56k7F82f2SBmgM04 )
WHAT ELSE IS NEW?
Featured image for: AI agents are getting more complex. Developers shouldn’t have to babysit them. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3pkW2Tffpv91XWTnMrnK-dVy6-QW62QWtZ3TNNwZW5T4X8R2zxRwBW72F9dw8D4502W3nGVJ-1cM7B8W1DJZH464C083W8Jh7QM72Bs1BW8rNpTs5Y0KBLW437-H92F84hkW4fvg1012Ncf1MnSpt7pvD87W68ByKx6C0P_fW8D8BXK2KJCFDMS2VpwHTlQcV2Xw8f4hGcq_W5YWvB52qB9sLW3WYKXZ1_TrGgW2SxhjZ8PDMlTW3dh3R48nD55FVHbw8L24NsCWW7sLbQN3cbzL8W5g4km_1cmYJSVLGxCx7qwVM8W3KqWMx2V0kChW6_yTxx4w-6Ptf7KpgpF04 )
AI Agents
AI agents are getting more complex. Developers shouldn't have to babysit them. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3pkW2Tffpv91XWTnMrnK-dVy6-QW62QWtZ3TNNwZW5T4X8R2zxRwBW72F9dw8D4502W3nGVJ-1cM7B8W1DJZH464C083W8Jh7QM72Bs1BW8rNpTs5Y0KBLW437-H92F84hkW4fvg1012Ncf1MnSpt7pvD87W68ByKx6C0P_fW8D8BXK2KJCFDMS2VpwHTlQcV2Xw8f4hGcq_W5YWvB52qB9sLW3WYKXZ1_TrGgW2SxhjZ8PDMlTW3dh3R48nD55FVHbw8L24NsCWW7sLbQN3cbzL8W5g4km_1cmYJSVLGxCx7qwVM8W3KqWMx2V0kChW6_yTxx4w-6Ptf7KpgpF04 )
by Kimberly Fessel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3ksN7wjkC0BsKdwVdPP6P3H8lW_W318FZP7sPVz8W2V2pMn6r31tjW365KRL1Gp5CTW88QFzQ7QV5FpW7D9L7r8QwPnvW5cLTKR3LNBNkN852xqMlz94XW2Pbn0f63S8J0VYL7X05bbNVvW8ZC3__31-5JXW2mx7Kp6bZnp2W597HW85J9X_HW3CqqVj3jSpMYW3tPWN_32z1qjN7hNFQK_D_NZW2JLw414rljPLW3czbPW9gkHvRW4p2VGG4LY-tnW2mnNvv3lM9szW72BRHv8WbV6vW8JGWGB2jr7nKW3FyDD55vqNRfdXw0LT04 )
Featured image for: Cognition turned an open model into a coding beast. But it won’t release the weights. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3mQW1VWWjs5RRCZYW51d-qL7VNN_KW3yHb-K1Y6XJvW52lMdK7b6HP_W7tmTD329P0SHW2Cx3Kh3XtWMkV2Bz6z5nd9_9W7jPWJN9cVftDW4YYbVP1Sk-KJW6fNy5x7Wbk23W1kZVyr5NNdcZW1HWF0Y6hNtczW8fNhr134Hn84W7LTvkJ7gYCSJW3H69dR8-pQhrW6nsjRv695bqpW8HXCDr3T6g7HW31Qm0j4C3L1kW8tSNPD2JD_JvW8R468z8-wtD5W60-H782jlV7SW3WlNlp8RCq1ZW2wn1Pm3btVS1W3wyMSb8zQH56W9gK0j11gyx_rW8KcQq068XhMFf7hT3JK04 )
AI Models
Cognition turned an open model into a coding beast. But it won't release the weights. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3mQW1VWWjs5RRCZYW51d-qL7VNN_KW3yHb-K1Y6XJvW52lMdK7b6HP_W7tmTD329P0SHW2Cx3Kh3XtWMkV2Bz6z5nd9_9W7jPWJN9cVftDW4YYbVP1Sk-KJW6fNy5x7Wbk23W1kZVyr5NNdcZW1HWF0Y6hNtczW8fNhr134Hn84W7LTvkJ7gYCSJW3H69dR8-pQhrW6nsjRv695bqpW8HXCDr3T6g7HW31Qm0j4C3L1kW8tSNPD2JD_JvW8R468z8-wtD5W60-H782jlV7SW3WlNlp8RCq1ZW2wn1Pm3btVS1W3wyMSb8zQH56W9gK0j11gyx_rW8KcQq068XhMFf7hT3JK04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3l7W3j9s192ZjGjYV6n8QC4CzYylW8P97CM4L9lQ4W5wLFRl1QKq3RW5fynYk8Vj46FW8PNG8l7lLtXtW14n4hH3dz0mFW5hQ5v_4VY9xRW716J5K7d9TTcW6KqjGd9cyxyrW1bY4n05SdkXwVqDGhJ8-vc08W1XPQnC8bD3YSW8V8Gq91prpGnVpvBFV4HlyJBW3fzVlx8hdDcFW6mMSGP3ym2pVW1HM1Xp7R_btVW8cb5Df4fy7pwW2hrXP_5mLnSTW33wg3791KQ-FW8nhy_q3hc2rjW1gng7m3y5GL4W7DbpMQ4DwWFPf6TqHwg04 )
Featured image for: Meta’s best AI model now trains the one most of its users get (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3pPW8_FY2-4j-cPQW1n2R4d50D-PXW6BkQpJ5sZhLzW1-9DyT54mT63W7Rg24Q6cN-JfW2Tf9828BSgr5W3v0Xdq6KL4x1MjQN8bQ0GzQW6v5PW-3R8mh3W5DtCth6fQ5GNW9lWyJ36mQ6pwW4s2CxC4RP4STW43LFgp1TbMyCW1JGP3C1dcq1rW8w5Y1B7nFlrpN1KwwZC-3R6bW7z5LGg2KGNjdW6tvl4_26KJFQW4MCN0x2Gjdl7W63Pv1r6HDB0DW8754hw4YhTQnW6JDzvh4brrRkW7qM02V5LWl08W8jgTXt3CMdfSW6BqmR67Nv39dW13QqbS91tjp6f1Q196j04 )
AI
Meta’s best AI model now trains the one most of its users get (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3pPW8_FY2-4j-cPQW1n2R4d50D-PXW6BkQpJ5sZhLzW1-9DyT54mT63W7Rg24Q6cN-JfW2Tf9828BSgr5W3v0Xdq6KL4x1MjQN8bQ0GzQW6v5PW-3R8mh3W5DtCth6fQ5GNW9lWyJ36mQ6pwW4s2CxC4RP4STW43LFgp1TbMyCW1JGP3C1dcq1rW8w5Y1B7nFlrpN1KwwZC-3R6bW7z5LGg2KGNjdW6tvl4_26KJFQW4MCN0x2Gjdl7W63Pv1r6HDB0DW8754hw4YhTQnW6JDzvh4brrRkW7qM02V5LWl08W8jgTXt3CMdfSW6BqmR67Nv39dW13QqbS91tjp6f1Q196j04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3lqW5yNm1v2LdgZsW2HbHYy5Pn69NW57HD6j39QqzpVLjBbg3nQxF1W4fk7Ql1WRd1vN4dCl3lc83q6W1zyLmh2wx9zGN3f_SGtFFF6MW4Zl_tJ3VDkD_W4BhxYN4hzM1xW4XG_F84jv3v4W7s4VTC1QBVllVwbljN3HfqJsW5Zp6KS1NdH5rW3Rn8Xz2pHPLWW2qJNDq7mJmJBW1gnVZr7lP_djW6bY0xS7NZ-zFVxR-Ff4-VCZ6W58s35y6FXNpGMLCMKDDQfBvN5cyVzM9rtz1W4JZKgj9kGKqvW8CZggy48rdb0f1rtpSK04 )
Featured image for: Kubernetes, mark II? Why Google’s giving away gVisor, a code sandbox used by Anthropic and OpenAI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3p5W6-FCj26Dr3kMVcJ3wH85ByLSN9jf6bB4F9xNW81DNV64JRkSrW4PjGtD33LpN3W1j8RZf3GQ6N4W2yG1lg3zZjvyW6w8s_W3TYb5TN2ZPlzx2hyc_W7GjnBn3ttBXtW86-2sK6jJFKNW6z6PwH3R5cq9W6xjgPX86Fr7NW7pf4S07G6rTXW35GxFV7C8qNVT8ytq6S1Yx2W8ptRHk6lNSCZW4ZYyb32F2bRXW1hPmdj876QY0W7JbZRD42kV3MW3z08Rz6X3TF6W193bnB7ycTsYW3f0tjg2DzBFQW75VLms8frsWnW6Z0Xmk21ZgmNW3n8sfr203MxVf6B5Yl404 )
AI
Kubernetes, mark II? Why Google's giving away gVisor, a code sandbox used by Anthropic and OpenAI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3p5W6-FCj26Dr3kMVcJ3wH85ByLSN9jf6bB4F9xNW81DNV64JRkSrW4PjGtD33LpN3W1j8RZf3GQ6N4W2yG1lg3zZjvyW6w8s_W3TYb5TN2ZPlzx2hyc_W7GjnBn3ttBXtW86-2sK6jJFKNW6z6PwH3R5cq9W6xjgPX86Fr7NW7pf4S07G6rTXW35GxFV7C8qNVT8ytq6S1Yx2W8ptRHk6lNSCZW4ZYyb32F2bRXW1hPmdj876QY0W7JbZRD42kV3MW3z08Rz6X3TF6W193bnB7ycTsYW3f0tjg2DzBFQW75VLms8frsWnW6Z0Xmk21ZgmNW3n8sfr203MxVf6B5Yl404 )
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3l1W7TXB9H7-kPyQN6Hp0Qv8rNYKW4Rx4GY6SHpn8W1Sb6R046FPXGW1lwX6q8tBQ9jW3S0Q336lQG52W8wsrG38f3T8hW8wXCZ3471bVKW3WvgSw9gyL4YW83nzfs8WQCscW4rjBQX6fBcNhW1Jv5Qh8ZP12sW8F8dfY6QrqxwW838tPt64D6KDW16jlLS1yS1NdW4CKZsx4WxKXBW2wNvr43JvHjgW1CTZpG20psFQN3y91Tt_5vhLW8sS-Vk41YtRzW1vW9Fk8J1mhNW7RJ8jm4ftw0xN7hfZTkVTsL-W70ccdG85pWMxf80j9rF04 )
Featured image for: HumanLayer just got acquired by Factory. But it gave users a way out first. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3kVV2sS5q6z5kf4W8HTSh2489XMfW1VFPs01mLXtXW4D1bHy4yssPTW3pQl6L97M4XGW4M_bRH2s-WV7VZWHvG3NpY0HW6KT8g_1MK-gkW7XtD_97qHpttW1vzcrX88vLRhW4qQ3c633Tg9YW9cx6qR4RNhzSW2cnZ0W4KnZxHW89g6kr3wHXYZN6W704lFbMfqW3kcSj75yj3s3VM191H6VDR2XN4F22k0RYrL0W8n93yq88NWKSW3l4DRg4wXBzYW45Nkl42Bclv1W4x4k9R8-1rYDW8jplrw5KlTtbV-T3y23_jh0xW2NnvrS1djm5qW9hFd2B81cW0fdv3RPd04 )
AI Agents
HumanLayer just got acquired by Factory. But it gave users a way out first. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3kVV2sS5q6z5kf4W8HTSh2489XMfW1VFPs01mLXtXW4D1bHy4yssPTW3pQl6L97M4XGW4M_bRH2s-WV7VZWHvG3NpY0HW6KT8g_1MK-gkW7XtD_97qHpttW1vzcrX88vLRhW4qQ3c633Tg9YW9cx6qR4RNhzSW2cnZ0W4KnZxHW89g6kr3wHXYZN6W704lFbMfqW3kcSj75yj3s3VM191H6VDR2XN4F22k0RYrL0W8n93yq88NWKSW3l4DRg4wXBzYW45Nkl42Bclv1W4x4k9R8-1rYDW8jplrw5KlTtbV-T3y23_jh0xW2NnvrS1djm5qW9hFd2B81cW0fdv3RPd04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3l7W3j9s192ZjGjYV6n8QC4CzYylW8P97CM4L9lQ4W5wLFRl1QKq3RW5fynYk8Vj46FW8PNG8l7lLtXtW14n4hH3dz0mFW5hQ5v_4VY9xRW716J5K7d9TTcW6KqjGd9cyxyrW1bY4n05SdkXwVqDGhJ8-vc08W1XPQnC8bD3YSW8V8Gq91prpGnVpvBFV4HlyJBW3fzVlx8hdDcFW6mMSGP3ym2pVW1HM1Xp7R_btVW8cb5Df4fy7pwW2hrXP_5mLnSTW33wg3791KQ-FW8nhy_q3hc2rjW1gng7m3y5GL4W7DbpMQ4DwWFPf6TqHwg04 )
Featured image for: OpenAI’s new GPT-6 Cyber is better at hacking and better at staying in its lane (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3lvW36rP0b2yR3LCW7zdKmy5NrKVfW3VhZSh7G8Xh5W8ZK8ND3C4m2qW8fFj5p1LHV2lW3jDqh-6m0hHRN2Bfzp9q5FknN5bsZQb9Cd5GW28C5cj7WQg3RW5r-sSF1Vd8nfW1-C7JJ6NB7P0W4rJWkX5XBMK_W87Mbbs3x2DSwW7q_Qkn1Gcg-RN6M0mH_s0d2_N1cClVLZrTNGW7m_g0Q126s_DW979cZT273CfGW4_SSMc264b9VW9k2sjB3FZGzTW4lxqMj1YtF14W1CQDwb48pzTkW3J4mZX5jBWHYW32BF6V6d-_BPf1pb3mY04 )
AI
OpenAI’s new GPT-6 Cyber is better at hacking and better at staying in its lane (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3lvW36rP0b2yR3LCW7zdKmy5NrKVfW3VhZSh7G8Xh5W8ZK8ND3C4m2qW8fFj5p1LHV2lW3jDqh-6m0hHRN2Bfzp9q5FknN5bsZQb9Cd5GW28C5cj7WQg3RW5r-sSF1Vd8nfW1-C7JJ6NB7P0W4rJWkX5XBMK_W87Mbbs3x2DSwW7q_Qkn1Gcg-RN6M0mH_s0d2_N1cClVLZrTNGW7m_g0Q126s_DW979cZT273CfGW4_SSMc264b9VW9k2sjB3FZGzTW4lxqMj1YtF14W1CQDwb48pzTkW3J4mZX5jBWHYW32BF6V6d-_BPf1pb3mY04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3lqW5yNm1v2LdgZsW2HbHYy5Pn69NW57HD6j39QqzpVLjBbg3nQxF1W4fk7Ql1WRd1vN4dCl3lc83q6W1zyLmh2wx9zGN3f_SGtFFF6MW4Zl_tJ3VDkD_W4BhxYN4hzM1xW4XG_F84jv3v4W7s4VTC1QBVllVwbljN3HfqJsW5Zp6KS1NdH5rW3Rn8Xz2pHPLWW2qJNDq7mJmJBW1gnVZr7lP_djW6bY0xS7NZ-zFVxR-Ff4-VCZ6W58s35y6FXNpGMLCMKDDQfBvN5cyVzM9rtz1W4JZKgj9kGKqvW8CZggy48rdb0f1rtpSK04 )
Featured image for: Together AI let coding agents rewrite its GPU code. Then it kept humans on the deploy button. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3m7N1Pr95w3zCCzW6TTWYp4tQ84RN94xw6MC-tkSW13Sw2P7c02g2W8NL5ny1Vgnt4VqK4z_8L7ZnsW7GMPWx961QH8W3LmFP46nZBJtVKwwhJ31Tc8qW1LK_wV93RzDZW6BZmZn66XRJ0W1pYQ7_5W0VvJW4qqF6b37P1CwW5zxYdb5FZ4mfN1GFB6kJFLWRW4lDGBq60q0YFW6JzbW8239CkjW68WXzl1Fyyb2W8zX7XJ5-gtm4VsJG9q1rK27VVv1fFs1-N_k-MKBnMF89dmqW6YBb_03T7p-HW7ZB9bk8m5mdmW7f1-bJ425Q9lW1JCyy24W51Rzf7JtRSb04 )
AI Agents
Together AI let coding agents rewrite its GPU code. Then it kept humans on the deploy button. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3m7N1Pr95w3zCCzW6TTWYp4tQ84RN94xw6MC-tkSW13Sw2P7c02g2W8NL5ny1Vgnt4VqK4z_8L7ZnsW7GMPWx961QH8W3LmFP46nZBJtVKwwhJ31Tc8qW1LK_wV93RzDZW6BZmZn66XRJ0W1pYQ7_5W0VvJW4qqF6b37P1CwW5zxYdb5FZ4mfN1GFB6kJFLWRW4lDGBq60q0YFW6JzbW8239CkjW68WXzl1Fyyb2W8zX7XJ5-gtm4VsJG9q1rK27VVv1fFs1-N_k-MKBnMF89dmqW6YBb_03T7p-HW7ZB9bk8m5mdmW7f1-bJ425Q9lW1JCyy24W51Rzf7JtRSb04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3l7W3j9s192ZjGjYV6n8QC4CzYylW8P97CM4L9lQ4W5wLFRl1QKq3RW5fynYk8Vj46FW8PNG8l7lLtXtW14n4hH3dz0mFW5hQ5v_4VY9xRW716J5K7d9TTcW6KqjGd9cyxyrW1bY4n05SdkXwVqDGhJ8-vc08W1XPQnC8bD3YSW8V8Gq91prpGnVpvBFV4HlyJBW3fzVlx8hdDcFW6mMSGP3ym2pVW1HM1Xp7R_btVW8cb5Df4fy7pwW2hrXP_5mLnSTW33wg3791KQ-FW8nhy_q3hc2rjW1gng7m3y5GL4W7DbpMQ4DwWFPf6TqHwg04 )
Featured image for: Raindrop simulates your agent’s world to catch what your changes break (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3pCW4Z9y8r8sNyCZW1MChD1837PYzN7pBvf2q2cYmV3FTbJ6N_VqCW5sNv3r2g9JS2W3sLVNK1vCTwmW8y3M2R8ysXrlW2BPgDd14hD_xVBNJng2LzhCnW4xQ5V-84_14nW885QcQ4ztvWjW3538V73FP9jQW1_vy5p5CmfFxW1d64HX7mfwKsW4ydBpj74VBl-W1BlMtt8-fXc4W4T-_dx78ZCzjW25ql-f9j5jq5W2Cxjn75hl0KnN30Q3P36nFFvW4T1GNM3Nn-GmW99M-qd5vJ3TvW3Skcr_4wfpRDVzdn7N24tGfSW1wpByZ6vZ928W2MrV3v6cm1WQf8d1jJv04 )
AI
Raindrop simulates your agent’s world to catch what your changes break (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3prCCW7Y8-PT6lZ3pCW4Z9y8r8sNyCZW1MChD1837PYzN7pBvf2q2cYmV3FTbJ6N_VqCW5sNv3r2g9JS2W3sLVNK1vCTwmW8y3M2R8ysXrlW2BPgDd14hD_xVBNJng2LzhCnW4xQ5V-84_14nW885QcQ4ztvWjW3538V73FP9jQW1_vy5p5CmfFxW1d64HX7mfwKsW4ydBpj74VBl-W1BlMtt8-fXc4W4T-_dx78ZCzjW25ql-f9j5jq5W2Cxjn75hl0KnN30Q3P36nFFvW4T1GNM3Nn-GmW99M-qd5vJ3TvW3Skcr_4wfpRDVzdn7N24tGfSW1wpByZ6vZ928W2MrV3v6cm1WQf8d1jJv04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3lqW5yNm1v2LdgZsW2HbHYy5Pn69NW57HD6j39QqzpVLjBbg3nQxF1W4fk7Ql1WRd1vN4dCl3lc83q6W1zyLmh2wx9zGN3f_SGtFFF6MW4Zl_tJ3VDkD_W4BhxYN4hzM1xW4XG_F84jv3v4W7s4VTC1QBVllVwbljN3HfqJsW5Zp6KS1NdH5rW3Rn8Xz2pHPLWW2qJNDq7mJmJBW1gnVZr7lP_djW6bY0xS7NZ-zFVxR-Ff4-VCZ6W58s35y6FXNpGMLCMKDDQfBvN5cyVzM9rtz1W4JZKgj9kGKqvW8CZggy48rdb0f1rtpSK04 )
Featured image for: Groundcover automates Kubernetes sizing. Engineers set the bounds. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3prCCW8wLKSR6lZ3prW6XjY3s6mP1DBN78GnHTtpWs1W7W2qnf2Tfr9bW2jgsJB7LXzt0W7XZPwY1q3nV8W5yn3Xz93M2krW29h-394zspWwW1TRSS_199nbqW2R4TNB31sS-9W863sRj7ygY5dW7k3rVQ8WZMBFW55fDSZ2jH0n4W8c6ylF5636G_W6DbJ8P8N-hYwW8BgFXS6w3hfMW9jRg8y3pck_YV2kTX_5Cx8lwVtDP-243TkkKVGxkLz3jkY5bW1pZKy56FCty1W6pC0Mh3x3-PWW5VTwCL3fmNl4W4pM5Lm48g4xGW4ygf8M1Rr_fHW8LhP2c52PXqgVDhrNf8z_w5PW4DRqnk8XhpNkW3W89sS523yMJf6rywPW04 )
Kubernetes
Groundcover automates Kubernetes sizing. Engineers set the bounds. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbF3prCCW8wLKSR6lZ3prW6XjY3s6mP1DBN78GnHTtpWs1W7W2qnf2Tfr9bW2jgsJB7LXzt0W7XZPwY1q3nV8W5yn3Xz93M2krW29h-394zspWwW1TRSS_199nbqW2R4TNB31sS-9W863sRj7ygY5dW7k3rVQ8WZMBFW55fDSZ2jH0n4W8c6ylF5636G_W6DbJ8P8N-hYwW8BgFXS6w3hfMW9jRg8y3pck_YV2kTX_5Cx8lwVtDP-243TkkKVGxkLz3jkY5bW1pZKy56FCty1W6pC0Mh3x3-PWW5VTwCL3fmNl4W4pM5Lm48g4xGW4ygf8M1Rr_fHW8LhP2c52PXqgVDhrNf8z_w5PW4DRqnk8XhpNkW3W89sS523yMJf6rywPW04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23prCCW7lCdLW6lZ3pDW8r477N7z-9ksW2pmW3s1pb7C1W5pFlK08mpzkwW5zd4xh3HX-7rW1rZTMk3NcJ6vW2VDN2t7zCxh2W44FJFd3s6BzTW5vStxq2ZkPdjW5r68Z73ZjZyCW1Qjhzc5Sb_p8N7TnhN6bfjx3W6s_4PQ1N1ClJW93YSv91ql8XfW7-WvBy3sL-ssW4hT0zf1r1Kc5VF386P146RskVYty_z2SMp5BW3Kck_T6NWWDjW953VG74k6NKsW2ZX7-g1wcfD0W7M94tY2SHp10W6qwdgh1zhSn-W9dN_5T6rV8v6W5qcfqC4h1Mtxf4DsNyg04 )
The context problem: How Docusign built agents that understand the business behind contracts
Docusign CTO Sagnik Nandy explains how Iris gives AI agents the context they need to understand contracts and act on them.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412x9M3gP0xW6N1vHY6lZ3phW7CF2CM4vDwjfW5RksmJ9fy1FmW86MJ6V7vQxSrVzv3m57L5NgGVmjmc38dK7NyW1gvjYx3HJXM8W2dG_2H7G7WMnW6_FB8X3W27pDVGJYZh2k4CbMW6hgkBd6C3VfrW8B7Ffd237TJKW7vd_4v2QFRv7Vwb5MH4K5mf3W2LkPP64Gm7GrTFH133RFP85W8hMk7j49bg29W6KQ_C21GDSYYW3FGysV2Vy1ZjW19TNY574SVShW5l3-sn6rvGbkN6NC8TKYJM4lW34N0v03mq5gpf1qVwR404 )
FLOW STATE
WEBINAR
From writing tests to verifying outcomes: who tests the code your AI agents write? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3gP0xW7Y8-PT6lZ3nXW1XSTV33GGwybW1LNMRg5L-wdDW3RlKPG1V8QN4W7XBJLR69rS6tN8xKBw831cTLN95cQdwFxGDhW7Mh_3h14KCttN1zfkMcsw5LZW8Ns2XH4WyrvDW5jzP3T1Wk3PZW73Fdq85NPWJMW9dWpZr87fvYcW3td-ff7FzKyMW5Wl2kp72M0S-W3h4K9t3W1Gp6W7Pd8Q67wSVYBW2t_jJ92dvC-zVPLjPJ8r3bF6W64x6gT7RmwfRW8rF7h-74PGZKN1_JwLf9mZcSW3rTCdD72BPGxW2XNnD117Q0c5W3DQ0z14-fk1ZW66VqTc3jtsm1W1Nmmpr5ccWlxf33LK_204 )
AI assistants help teams ship code faster than ever, but writing tests still moves at human speed, and every redesign breaks the suite. Learn what changes when an agent writes tests: exploring your app, generating tests from a plain-language prompt, and checking outcomes instead of fixed steps, so tests keep passing when workflows change.
Catch the replay (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xbl3gP0xW7Y8-PT6lZ3nXW1XSTV33GGwybW1LNMRg5L-wdDW3RlKPG1V8QN4W7XBJLR69rS6tN8xKBw831cTLN95cQdwFxGDhW7Mh_3h14KCttN1zfkMcsw5LZW8Ns2XH4WyrvDW5jzP3T1Wk3PZW73Fdq85NPWJMW9dWpZr87fvYcW3td-ff7FzKyMW5Wl2kp72M0S-W3h4K9t3W1Gp6W7Pd8Q67wSVYBW2t_jJ92dvC-zVPLjPJ8r3bF6W64x6gT7RmwfRW8rF7h-74PGZKN1_JwLf9mZcSW3rTCdD72BPGxW2XNnD117Q0c5W3DQ0z14-fk1ZW66VqTc3jtsm1W1Nmmpr5ccWlxf33LK_204 )
AGENT
The 5 essential layers of AI agent sandboxing on Kubernetes (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23gP0xW7lCdLW6lZ3m3VW8w1F3rWhwKW2lpWTV4kVWPyW2fv1BX4Nqkp7W6WGRPk7b0lt6W70gV3l3rrK53W4YBKRs2d3CzYW5dtkK-4fv7jwN90bvk6v8yRvW7myG-K66bkBPW6BjWj48MtK06N9lzSVDdxb_DMf_H77BrC6FW8BcSrc3qxnL7W7hLNpl2BbW2PW2cRLX32CtwFMW4Bf6Vf8_vbGjW87Sg4x21YDqzW7rqM8N6d2ccgW7fJdJW8b2-lfW1BPtkW5c0YGdW29SHnv4GCQ2rW4qthRP8jLh86W1JC1Ml26QQLbN5l-hbR_mNCsf5Xk1Q204 )
Discover the five essential layers for sandboxing autonomous AI agent workloads securely on shared Kubernetes infrastructure.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412xb23gP0xW7lCdLW6lZ3m3VW8w1F3rWhwKW2lpWTV4kVWPyW2fv1BX4Nqkp7W6WGRPk7b0lt6W70gV3l3rrK53W4YBKRs2d3CzYW5dtkK-4fv7jwN90bvk6v8yRvW7myG-K66bkBPW6BjWj48MtK06N9lzSVDdxb_DMf_H77BrC6FW8BcSrc3qxnL7W7hLNpl2BbW2PW2cRLX32CtwFMW4Bf6Vf8_vbGjW87Sg4x21YDqzW7rqM8N6d2ccgW7fJdJW8b2-lfW1BPtkW5c0YGdW29SHnv4GCQ2rW4qthRP8jLh86W1JC1Ml26QQLbN5l-hbR_mNCsf5Xk1Q204 )
INFRA
The CNCF is graduating projects faster than ever. AI agents are helping with the due diligence. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412x9M3gP0xW6N1vHY6lZ3pyW8bY7VX7lrRZSN6kXY0ztcB8tW4ZN_Zs1nKTmFW3ZP9Gb1jf73nN4tQ4GPdNM8MW6sySH23KlgXgW2Dy8_x35WVnXW4s5mG_43C42DW6dLxky8GMK9qW6Mxb2q5dQpVqW4gn68x2CvCcXW57SM9N87pC4-W2b-37T4s2_cnW1GRccL3vrybWW3k8x6H979yt5W76c-N738fZhWVWGYKr8Qf5JMW1W8RLx4SGSxTW3lVRtn59LkwsVSRgjN5fjMb9W1y5MCl1ZG16SW3HZfwW7bnC6qdZHWHs04 )
OpenAI scaled on Kubernetes years before ChatGPT. The CNCF's Jonathan Bryce says AI and open source now feed each other, and agents are speeding it up.
Watch the episode (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWJ3Jq3Mx5-nW5DbbJg5sQglyW5r_q0D5X3czfN412x9M3gP0xW6N1vHY6lZ3pyW8bY7VX7lrRZSN6kXY0ztcB8tW4ZN_Zs1nKTmFW3ZP9Gb1jf73nN4tQ4GPdNM8MW6sySH23KlgXgW2Dy8_x35WVnXW4s5mG_43C42DW6dLxky8GMK9qW6Mxb2q5dQpVqW4gn68x2CvCcXW57SM9N87pC4-W2b-37T4s2_cnW1GRccL3vrybWW3k8x6H979yt5W76c-N738fZhWVWGYKr8Qf5JMW1W8RLx4SGSxTW3lVRtn59LkwsVSRgjN5fjMb9W1y5MCl1ZG16SW3HZfwW7bnC6qdZHWHs04 )
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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-G-W2C-RRx2sF25HW1SvNkX2HXYmrW1LqqYX3ZwDjLW21kvNl2WvDXbW4kKX9J4kpTCKW34HrGL1X60jnW217t4Z4hKGXYW2WfJPK3GMyHZW45G5y82WtQyWW2WQJhg38ghvGW3_Clrw4mm8NGW3jmh3949BpbbW4p5DDk1ZrgQSW3VxVRB3-15ZnW4ttyYH3d1tYkW2t1FMH25pgf-W2q-Zzf2v-cvGW25lfSJ3KbnWjW2-s5QF2THMdQW3_Vr2t3VwFXFW3NGMwz32s6kcW1ZbPj839_x7VW1SlXF24pGykSW2WyvSL2vNLfZW1LlHBW2TrYKxW32hm6h3NRwK2W1Xfwmx2Kx4QdW367S7g3-14RnW2MT7JP3XvzZwW3F0Qhz2WMPMdW45HM2s22XDP1W3ZwzYx43s4lDW2Rw2Xb3NH4HgW2PM-Y-3DZVPYW3P1j-N2MTc2NW3LRJ6634jR-VW34D1X_4pFLsLW3VS3Zm349MtRW45lXCq4pD6gJW3NN4Fh45M_4nW2HL5Zg3gdw3sW3F7wr63_H86hW4fh_wq1VnSYLW212x_N3dxWKFW1LCvp23ZKXh8W30BsfK4hg8cVW3VzXzv3XFwRCW4cljgw2YHmBYW1XryMy2H-MdSW2xNw1T1_jsqTW3QCz3H2t01j_W45qHLt4rpDB1W2r4sc32z-bCWW2HqW2R4cKDHgW21g-wY3_-P2LW1Xry2l2KC-wRW3gmYPC45wf00W1LCRG43HbfCTW49Mv121BFsX70&_hsenc=p2ANqtz-_ufYqhcmB1oPC5ICb8fgcj7IWgqq181JG0wsuqY4pdrzM2d_mj5nkZX_oD9Mew-0-TXAx6oDz2ewnu_ic1FBHJzqr3SQ&_hsmi=448056018 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-G-W2C-RRx2sF25HW1SvNkX2HXYmrW1LqqYX3ZwDjLW21kvNl2WvDXbW4kKX9J4kpTCKW34HrGL1X60jnW217t4Z4hKGXYW2WfJPK3GMyHZW45G5y82WtQyWW2WQJhg38ghvGW3_Clrw4mm8NGW3jmh3949BpbbW4p5DDk1ZrgQSW3VxVRB3-15ZnW4ttyYH3d1tYkW2t1FMH25pgf-W2q-Zzf2v-cvGW25lfSJ3KbnWjW2-s5QF2THMdQW3_Vr2t3VwFXFW3NGMwz32s6kcW1ZbPj839_x7VW1SlXF24pGykSW2WyvSL2vNLfZW1LlHBW2TrYKxW32hm6h3NRwK2W1Xfwmx2Kx4QdW367S7g3-14RnW2MT7JP3XvzZwW3F0Qhz2WMPMdW45HM2s22XDP1W3ZwzYx43s4lDW2Rw2Xb3NH4HgW2PM-Y-3DZVPYW3P1j-N2MTc2NW3LRJ6634jR-VW34D1X_4pFLsLW3VS3Zm349MtRW45lXCq4pD6gJW3NN4Fh45M_4nW2HL5Zg3gdw3sW3F7wr63_H86hW4fh_wq1VnSYLW212x_N3dxWKFW1LCvp23ZKXh8W30BsfK4hg8cVW3VzXzv3XFwRCW4cljgw2YHmBYW1XryMy2H-MdSW2xNw1T1_jsqTW3QCz3H2t01j_W45qHLt4rpDB1W2r4sc32z-bCWW2HqW2R4cKDHgW21g-wY3_-P2LW1Xry2l2KC-wRW3gmYPC45wf00W1LCRG43HbfCTW49Mv121BFsX70&_hsenc=p2ANqtz-_ufYqhcmB1oPC5ICb8fgcj7IWgqq181JG0wsuqY4pdrzM2d_mj5nkZX_oD9Mew-0-TXAx6oDz2ewnu_ic1FBHJzqr3SQ&_hsmi=448056018 ) 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!
