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To: [email protected]
Date: Fri, 25 Sep 2026 06:08:04 GMT
Subject: OpenAI’s agent just went off-script
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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">September 25, 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">OpenAI’s agent just found another way in</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>An OpenAI agent researching public medicine spending</strong> bypassed security blocks and gained unauthorized access to public and non-public files on an Australian government Medicare statistics portal, the government there disclosed Thursday. The agent, which OpenAI said was running during an internal evaluation in June, also wrote files to an internal server, according to the complaint.</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">Transluce, an independent nonprofit AI research lab, analyzed public request logs from the URL scanning service urlquery.net and found autonomous agents attempting SQL injection, cross-site scripting, command injection, and path traversal against the University of New Mexico’s digital library, the public data platform Data USA, and the Australian Institute of Health and Welfare (AIHW). The agents tried to retrieve ordinary information, including a historical photograph, University of Iowa data, and local pharmaceutical data in Victoria, and the offensive behavior appeared only after normal retrieval methods failed.</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 lab ties the Data USA and AIHW activity to an agent swarm that it says OpenAI previously confirmed originated from the company, based on shared targets, tactics and timing.</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3nLN7PgHn-5h0kqW83Ktvg4yTPxsW1f79mv1fctlzVXBDpv2DqSb3W20yZ3q8-zZgzW7Pmchh5y8N5bMydZp9Y9lWSN8mhVDQxlN6rVc_TsB3TvBqvW6SqgwX4H60nVW3Lskhd2f9p_rW3Sx4Yy7tgcMdW3QwQV14ztqhQW7Y_0ks6XQqmsW8TH0-Z667MYRW39s-nx7gyxpwW4QDk6m2f4Y5WW8cmypQ6nCphCW4Khs8T2sdn9HVT5xNb1r8JwXN5TT6C_PcSNfW8xDG3Y4-9FTzW5FYynZ8QNgvmW91GjTF91l9YWW4fL5Kd5vckTnW2K9W7d74GFRHf8g67qW04" 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="Ud0mK8i6" target="_blank">OpenAI’s agent had a routine task. It breached a government portal.</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3kGW7-1YJh7zV9w0W7B1Xny5Fr9bLW721dl41Phg1gW4s0TVP2MPx6kW831b0Q1y5TB7W7kYx883LLxyRW4l7-g88RYyd4W5BRs563M2sLjW55mv221fpDNXW8--8Br165bwRW1DM6np1gl7pMW7rvgrR3QpmVLW426N8X3BHFwMW997Mnw4CmlmYN8B8GQWgbrKbW7wkFWH4g_2LVW8Y_VWj58RrLWMKZgbdtl23PW6dM4mJ7Br29MVSqpGz2p4Y1jW3lV3RL2lttJ-W7220Vq4ZbzdtW5QkFXl8f9TwnW52dclX6nWd99W6Q3MW37MF5n3W7FRdwg4hfGyCW8p6dRH3hfl_ZVVxMF86vQyV-dbNxBg04" 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="KPj+FJJz" target="_blank">Google’s Gemini CLI now asks before editing your build files</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3kBW3nnn-R4hhkCXW3Hk2Rn61T5zWV_nG9Z7-FrgrW1kFfWX5Q3WhFW8cB_7_2MfV2nW2k--5s7YP8ZhW8qRDb76CcNn-W97Nv7n3qrmPVN5nVHF5ZwPgwW7r0HZc2-Qn2HN5kjG2G4jt6RW2YDgx86Jx6tMW5KLGFd8trNygW4GCwXn6MdVZ7W4-5KBr8zpZCxW1zlt0K1mQ13vW2l-yKN8HZpMQN1l1QQB88fCLW2mnZ-187jNl0W7gB4LV8KqRg_W2MPmfv12gbSsW2VVTns6MH6NtW2vxnMB7FFJRMW5dmn-z6XGQ8RW6zvT6Z9dTjk4W55-w1X4P0HZGdFVDj-04" 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="+PUhh65u" target="_blank">Q.ANT gives away the software for its light-powered AI chips in a CUDA-style bet on developers</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3p_W3hjLl66HjfBwN665tBP563N7W66RBsB31hv0XW3DV0q33q1j8WW2BLMm52fsqQ3VMlr0765B04lW4-rh764NS7rSV23_VZ3t91ddW954fpr8KmyQ8W6lY1K_34-MH2W33q0yz8qVLkKW5Tj51d8nR0g6W2BDV2p9gZxMMW2fV_G74qvbB1N71n3yq9y3gQW5n8gr68D_hcBW92ggCY1RJQBPW1tD3xG4mB64hN1wglJRTW1VRW78pYN74-MwS1N8ZHtP-PKWdgW86RDXD7j4t9FW7NFY4H7cmV5LW3cxXCZ71pcTxW3mtxJ_3V7M_7W8gPcRl7N_3zdW79vDCD7Rwkl2W15SQj42c8hvcf1YRY4004" 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="Spoax5wf" target="_blank">Cursor acquired Firetiger. A month later, it launched a bot that tracks code changes from PR to production.</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3kzW6Wh9w371HrtVVR23R74n-cljW4xRrMr2807YXW4HxPLn8s1kRHW7WZw9Q1mBKmpW1Ct4bs6sqj8wMdym0VJ-xnXW7hKRPd4YfPBXW4_sTsZ6Vb7ZJW4gY_Zm1Z5-zKW7P0VJ_3MVqqNW48q47R8dMR3vW7ysxLy7jqN4fW4dXtSF8s2k99W6SX-G78Vhkx3W1vMhVc3Wcr4FW4LF5x06B7hggN7cqF_V2dXJ3N19snbgCL-z4N7w38fVygGv6W1GWX0l94sdq6W7kwtVf8RbdcqW20M18r2j4sbCW7V6vJL1sCtZfW73wFh-52pxnFW42P17r60ZnWGf5JgK3604" 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzl5g8t6W50kH_H6lZ3p-N4nbFHkkF_D4W2B4bfm24sMDsW5jGs8C6sGhMdW43jkQF21KZHLW3TyDrv6z_wJ0W8S7-G793rH0NW3nyMQr9cJ5scW5Mp6H74YCyfJVbzX2_49-fhsW7Nb2d_4V_2pvW3L828k80ML-3W4zJmCf3MZM2VN2sDnKKnm1kVW3yKVkb5nTQ9WW58lfX-4ByfwzW33M9Ss1qwJ8FVpr8qP6h4TK8W1nbCcv8blYhKW8Ls12D74LDSzW1bwk0J6dHQmcW5156dN7Vb2jHW66fX2l4-FjgxW6nngty1C2fwPW1wqGyw33RW4-W482HCy98_TvRW94V8Mg1B3xH0W9kw8mp5RrFjpW1vlqrv3jM7DHN4KFQz-ZdmS3W5TBvWk6Pc7TqW48GFzF7-MtlZV4msmF5DX0RSf8VFTZK04" 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="7u7F3hBY" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/b1456ccb-arango_webinar_14oct26_speaker_16x9-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"> Six data requirements to get your AI agents from demo to production </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">Most enterprise AI pilots work perfectly. Most production deployments don’t. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzl5g8t6W50kH_H6lZ3kNW4JxXqg45732xW3xpV7Y7kJz24Vxdz9H2K4hqhW137TJw9f1NFJW8c1T6K1ljF0KW5Q6F6J7kMqYnN3FSZdKGJYgQW53cLxl8tS-hKW3pT5TM7wJgssW11QcQS8GZM0xW68qSvq21tcK5W1QggLZ7NKm_2W1x-Q2-2kkd6yW7C2B4W1R4gCLW5jQFGH8rvrS6N6mYKBDS_hSbW6lQPvr3K_MrtW81XHXd4cxtbqW4Ch74_6JVX4RN5jmFYP2fmwDW8cwN0l2sjDFJW2WlGKF7pz533W4mZDL34HdRlLW41fs3M3JWlYHW4pgW3z3PctXtW9fjy7Z45q5fLW7CzTbj56Z89vVpG28Y7vQ3M6W3X8nh485wX-TN5XJfr9xd949W5NhGq99l-J36W79Kvgb1VXQTZf3vmQ3b04" 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="S+ISY260" target="_blank">Join us live on October 14</a> for the six architectural requirements that separate agents stuck in pilot from those running reliably at scale. We’ll explore:</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">The six requirements, from semantic clarity to unified persistence</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">Real production patterns from financial services and clinical research</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">A framework for evaluating whether your architecture can support the agents you’re building</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzl5g8t6W50kH_H6lZ3lXW5KHVh7873M6tW7Q5kt_34FNTmN87djM0dwZZ9Mh6Bf66nnp0W3pL-Mh5v6k_5W4Q7F7g2TXfQ9W3m2bXY2b8pMMW38srx37dNqC_V840g76m8BFzW29GD5Q85nZJxN3n2dLj5yZylW1TVBy11v2BTBW3yDC403SV0rcW6SFndT4dxVv1W7SmDYt2d93MFW3xmDMD6bX19DN2DCGs-t_j0zW6sXFYH3fB2YMW7x9F8y5YkMvnW1KNHpz3yDjpGW4Fdd4N1M9069W9c_69b2XX-3qW9687Fx5BDD6JW11gn5s4zk4PdW7JNG286_yDy1W7vSym24ZbMhsW7WkXDl8tBMf3W3WwFfk8CMVC0VpTsQT2-MXqyW4RJ8Mv6sDfR3VhPXKf4Hmzc-W2XmKYW2KpPJtf3fZb1P04" 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="bgABBguB" 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">How a forgotten node can put Oracle Java back in production</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3nHW2-cFlZ7H6X7SW8HHvpW8TLLLKW6n5Gs78DN-tgVp5GpC2pmw5lW728bDT544W2FW6PRSfb2VPlP0W3kH82R5Lgz35W6sKy996b2fRHW2g0ccC5QsJF3W5xLqWm10Jz6CN6jtyB6sDjgRW6kt_-S5DhCxsN1f_Kw3q00d0W174gP38VLnprVJmzRh2GF7WbW7m5FJY6JjDfSVCr1ZG70v1tpW539M944bcflDW4nMv6F4FnQ_zW46rGqX3glvM1W65StQp3rblhSV_jhw01dnRjsW8r_0Nk8Qm4tTW6QxKw58zndvCW8vyZWp3HfQPCW8LD-v22gRtQhf3j8vJP04" 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="qXcC9LlC" target="_blank">Adrian Bridgwater</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3lPW15r6k93rtWG6W1ZppXM4hnfnRW7-DxcF2n_63TW7Qjy8-28j2hMN7C9CnzdhPp4W6-QWpC5rbhMvW5bPtNJ7hnq_nV38qpV39t9D-W6LPgrw1kly1xW1xJmKx1vhpD-W7nsXM94d6-FzW1MBLgR7BFW5KVfh6CM1d9fRxW4Y6DWY46CSdKW5N7XLy8jn3NmW76S2JM67KcTcN8sWtZ3TY1QyW33WP0R7vtMmQW7HNM3C7y37pPW1fQsYH5CPZ84W69-r5Q417McQW8mYfvV7PvFj-W2DYsng8SMQXvW1-HW4Z6PCZ8FVwD5lt65J9ThN7bQgVgvr88Bf4BRh2M04" 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="7F114WV8" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/09/a177a3a3-slimane-kadi-1024x746.jpg" width="524" alt="Featured image for: How a forgotten node can put Oracle Java back in production" 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"> Azul's new AI Assistant queries live Java runtime data to flag licensing and security risk in real time, replacing static reports that go stale on day one. </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"> Enterprise Java company Azul announced its Azul Intelligence Cloud AI Assistant on Wednesday. The technology arrives in response to industry-wide alerts that AI has become a force multiplier for threat actors today. The Azul... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3m2N9602M6NBpJhW1ZJ5h28gyFY6N5fqQQBLMgW9W32PKnn1b0r4wW2pl5vC3kg3NGVGhfqb27gSkGW2KD0HP1jsLVcW22_nS92gdJglW3mt06B53fDB6V9KTGT8hNVwDW1q9t5-2NKKJtW5pg0Vh6KYNM5W7KLvjV2TGQc5W7jdfdm4hmSQKN3M6xvtDlPXwW16M8MH6b7rHdW1yR8_N2PbTlzW6VD9MQ9g949mW2Rybsn6JKqmDW57x1TM1KDk43W5lFb388jLG-vW1h3HCv7ZfyNCW7F7QvK6DPPhRW5Yhk5f4X8_4NW395z3-3Hh95nN8nt9Wl4L-Jcf6P1XfK04" 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="hsHSDs+A" 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3kDVs8S-T83Zgx0W5N3P7B6pnbP4W6Cc2k78pw1DYW7SWTVY6_XZW2N5lSy6nbzsBlW1Rct5F4r8mJHW2yJ8ht8QmnshW3WhwzT5-gzgwW3DfxfX4xpm7tN3Hk4YnFRfNPW3SXkf-4S9M-sW85sBPz6r-sbsW2rdHf648yC5FW8j_1q38wpQQQW1YXQJl8sddWCW5vNDgz1FqvgrW7v3qqY6y6S-8VhVfl17CNtdzW51JqBP45TPztW82FkCP1lT2tZN6s1W9g3x_sHW2fWy23831bHNW3F61bh2kd9WLN4kk7_vCYjQHW2rnknb8NqYk2W8RBDhq49lSy9f2FpwvC04" 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="ZgdM8fTS" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/03/f7a6563d-screenshot-2026-03-04-at-14.29.48-1024x585.png" alt="Featured image for: OpenAI’s agent had a routine task. It breached a government portal." 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3kZW6wD8Hk90N0gHW4W_Mzt3gnXV_W6WWT-v1V0KhBVgbp8l289xBZW7qWw5p6k1mMkW1q_T7Z67t_QQW4rznCw6xV64PW5hT77C2PGYbYW74956Z4SN1qzW22tpbf6MCm10W5gbyfS5frYKqW8TZq0s1Tv6bNW5D94gW6SspJ0W5YPsDY35MMtsW4PgT213VCzpzN8Y28G8Mtzh6W1gz2Gp8S-dfsW3gTnKH84vMBZN4dWmnbcQQg5W6gpr017bvjj1W4W6T-t5xpVPbW1kpzrv2TsXYHW5vSXMS3wxP9rW1gKwZ-65mgM2VdFGm87WxqCqW91r1CP3B28KCf5RdL9z04" data-hs-link-id="2" data-hs-link-id-v2="yyc5ziR2" target="_blank">OpenAI’s agent had a routine task. It breached a government portal.</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3pPW7JhBB13xLt7wVCTQ5-1Qjb0rN8kSDKzSyV8YN4vsbJ-DWbTHW42D04V6w6YDzW5w2vKs7FndksW3-fgMz8qMRh8W4VbtS94cnGF-W928gjC66YztgW6PTvyc1Kgt-LW888QFm81r937W62fvYp7HWLTnW6x29Q01yDn41W15LbDY7CSX0LVYWgMT2xTwP1W7yVd0M2YH3RPW7M7ZCy7k8sPRW1WRDyV3YrTL2W2R8zmc13zksVVqw2MK4jX0JyW5ccSPd6YcCVxMx_FXmprqb9N2_kn9hSch_3MnjqV_cMB4hW59Q_Hx1D6tF_W7w8gZx2pz7bFf4Pl72804" 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3l7V9-Ktv7l-H0CW3RfFn29fNTkQVCly761GNqCFW6GSlGh8spGBzN8QsSzQ8sJsgW4rb5SD1JFgsfW6LqW0595JDMwW6TRB7c8V6_4WW1P4cqQ3cxYKMW3wk-fR8jRL3KN2d09jGGTZJVN39XZfb6TlpXW81-lDZ88ZR1DN7VHHkn4xmc7W4YMqfK78kCFSW1S9dsX346DCLW2Fqwk32ttBn7W4tycxd24psZ3N62rZtRXhKDWW1---K-5v5MH3W3w1Qpw2XZmwdVRpZsz3vHd0nW2rCnMz7GDW9ZW1wXy2R48Kn_pW46Qlvw8SNn1GW4l6NlM1DcnxSW5ys8fM2mQnbVW4W_Bm15Vv0x-f4fjJYW04" 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="qjCgFTeC" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/6730663a-getty-images-qz_tmrty_du-unsplash-1024x644.jpg" alt="Featured image for: Developers and platform teams both want Kubernetes self-service. They disagree on who owns it." 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">Platform Engineering</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3kDW8xG3qG7lH8SBW3mMcLG5YMhHhW57R3X34ZHBwRW315-_Z3Nwm4fN2cTq9C3rNB5W64Z6J31K61GgW8-xzJX5L8m7dW5SDXmn65w5nhW46Tg0t5gQwyVVT98fk7yvxYHW4Dk6gl89lPtvW5W7ZXQ4Xfg1jV9DCR_7K1_tsW1Gfs4S90wyl2W2pCW5J95nlzZW3p1FnZ6MZFcfW376Dr12zh3vjW1KTw2k53_FRKW9jN8vn5SNPtdW5HQm3h1PVwKCW8nk_hY6yWm_TW42_86j1Dd20wW1kQtK03g-2Z3W1yWqsq1-NfK7W3-jlT65tp6nhW5vNDxl36z18mW7Zn6h_7h4PGFW5mLjBp59gW1Wf7g6kyT04" data-hs-link-id="1" data-hs-link-id-v2="RuBil5R8" target="_blank">Developers and platform teams both want Kubernetes self-service. They disagree on who owns it.</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3kvVk8DPc46LnLsW6T2_Lx8xLw4NW9j68nH3PD7VRN9f57_xxd-YLW7-gGJ97xsRbcW25yW0X4H18sCW1M2zpl8rCXJyW5d6cN41nlv3TW5kJ63f9lSLJ7N88F-Fm5S2KbW7kXd258rKP0sW7CH9Bk557qzbN4w7z1NrnMlwW5zqMCk3nLNNrW2rlv891yPb3pW8PTJg22x5184W4ZJjqb18V240W7mj6612rYqMjVhTp306yMvtDW5mS4TG5_VSTVW5hJ7xy5Sd9kZW6sD8878Nt6Q4W25_ns26ry3_mVn-W9J2Zr1znW7nCxb44k__H_VgNMdK622JN3d9xDfT04" 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3p7W72Zydk5w6V3TW844lM_2pv7K4W829C_L8HJ5KKW3rzJHB8XCPmcW6_tCsn4q4-V4W2z5KDH8NfxrjW5mGq3S2P7F3mW2lSHMz6HZfG_W5X6XTj4qrZmDW33-hG-5lL9tNW7Sfx9n7DNt1zV21B1H5qx2WTW6XL2Wd7WFDbLW6TD7T08cLCMdW2RxQsG4Hfq2TW5VmD7T8BPG1GN5r4lx9Wkd-hVLB03c4FQrdNVBqWpd5K0nwSW8NlBnw8bFdNZW7Q74zM1ZmzncW79j3GX2Bks-8W5Q0snK1r7H2tN5pw1Pl3h66qW72J0wb8WgH-3W7m-vMF8wWMfKW6JlPfK4-ZSG8W3HjLpY7HMNgqf9bCN-404" 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="brKIe+r3" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/7cae2542-rick-rothenberg-wmyqq81ixvo-unsplash-1024x576.jpg" alt="Featured image for: Google’s Gemini CLI now asks before editing your build files" 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">Security</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3lfW3Hv00P3wDBFGW6gs6Rh3RNcWTW2X488b3hbkZ4W6c00PB99fLSbW1Js5bH3BHvXLW7yF36L2Fn1h6W5vB4CQ6427bWW9c0B0V15Kf2HW5rR2wF8kDlPmW9f_WLv8TL4XMW567gdj7yPvBfN6-wdkRWZfywW718MPS723sFxW3qpB9m46Cr-dW2RS78s5gL1KFW5gl-dv6Vz06kV2JwZs777QhqW5Xr6qf4ZQHyjW2JCDVP4TcPjPW6jdZ0s6mtJKmW7R2psC8FlLHqVF3Fbv7G0YnVW83ZFHs16gW22W81yPVC99tk5cW4l7H648pM9DrW3Z21Fl1KqHVBW5T5Flr7T3kv_W2BX0zJ6J1Hxhdp6lKn04" data-hs-link-id="2" data-hs-link-id-v2="Hmr7WDgV" target="_blank">Google's Gemini CLI now asks before editing your build files</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3m_W8YJzNh7Z4BszW1x21v97pBCdTW4QB6mX9g9DZQW5389cV888kMYW4TXtp16vwtlFW7_s9JT3j5CfqVBj6ds4N33mFW6YLMFj2HH52sW3WVZpz8krWqTW6fmfvl7p2YmbW8XyxWV3ZJFPcW5p5rnX8c0KSDW4K_KLn84QV_bW87p62h7WZbjkW1TKXGx3jrZXLW3D01pn6p9W7pN4qRjZH7SK1tW7StCC85SgJhWW8T_w1y7shhxpW7t5ygt11SsbFW73mR5k5crkXcW4JcCW45l5yHYW94sljX1lvXs3V4p9Mw6M6nhbW6QlKf83Vf9jPW4jR7F56QTZrjdq1hq804" 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3krW3tKQzm5Q5C_2W3B4bf94zQgQFN7f7XWTd7nYqW7pQnRG91sdc5W8_vjYl8HSYfkVxVFyx2RqWJgW7xslsm3prRj3W65tDwz88JJDNW8P0W561J-YphW5R7GH11qMJ0MW7jfWV670-4PSW3wK-0d1Qpvc0W3xMgSw1QtzYbW67TwKm71FkHpVFjfYh4H6tDdV9KLYw4x1wvDW2gLx3j5D1SDHN7r49fjpWTfqW31xx1l8186yvW3cJrPr2M-qgvW4TLq368p5q_QW2gDtBW4Gr9TRW7lNxPv2_N_Q3W5gmrjZ4NNznBN6t4bmNnsJ9pW2mJxZx7FXNnvdbdKj804" 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="4pKB2X5A" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/fdcb9158-logan-voss-hpfio3dz9pa-unsplash-1024x576.jpg" alt="Featured image for: OpenAI makes you call sales for a custom voice. Google just made it self-serve." 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 Engineering</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3n4W1q0bkw1jKn4mW15CJLN69RH0GW8_D3hC660-D2W2bNF_j7MVBCpW7jQX616Sx421W4GF-tD3WmgR9W3Yv8Lb2X9dqHW4dvKHv7nF8mhW4-xRzB8Z8SKMW3n_h_83gPfLbW7h7hsc6tz4K4W4FjL4c4XmD3BW74tgYw1CMylmW5Y75Cf82VJbTW35x6Nk1brH4zW4mBXvY3chkhbW3-SLDq5j9GPYW8s-fw33gl8WQVF0SwZ4m-h1kW6c323Z7y6vF3W3nz1DC7_hrjNW3w73VY1FD9KzN5WNLdD2tK3yV5t1CT2kd13GW9lYZXD9drT4JW79Mw5q1Fswlxf92mRd004" data-hs-link-id="1" data-hs-link-id-v2="KbRoWPpl" target="_blank">OpenAI makes you call sales for a custom voice. Google just made it self-serve.</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3l5W4R_4jT8zjn1-W7HnXHN8dD29BW63mGZC7fK0h-W77DrFQ3S6rllM5cSFyC0RTxW7_Gc0S792Q6qW3YkS1X5MtTzHW8QGc1q3W2s0_W8Ckh6H2V_tbvV-7cns8Rv4-ZMQMqdJLLDw9W2vbNmq3C-37PW3Yg1Gt8qtd1rW6Q3Bs42DWvqgVqTQrK734P29W6_x9C_4y0nlKW243vPG49jLNdW6xSsyk7dVCGjW3fGR5V26cng9W1X2pLG6qM5kgW2w_zJm3Zp_ZfW26QXdL2BPrRXW446PVf2TGRW_W6Pv8y4933Bn8W5pDpn08tgTDTW15cMt_7mrBnXdgXyQF04" 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3kFW7BGpYr4-XBRyW4hc-q64QWR71W8_FtrC5jcBSKW14LQyN2B-zW7N2gRhgQfllNjW8syC_Y1V36QZW4dbB-Z8GdV_lW1Y9K5b8S5nXRV4Bblm4zBZmZW7fYnVj5x4tzTW4hjrB36XWbkbW3-s29s5Cc5rhVQqT8-2MVq0wVZS73g1JDlxLW27VQx19bZVlwN2ZhtnRJd9YXW8ZDkn89j1-cjW3cpGXc3R2ywjW7r-gXc728pmfW4n7BB71lR1G4W6LTWPY7YWst1W4y-SH429kcPtW96fG-14wyVwtW3q2g2J5LR4gKW5TNRDd5qlFY6W80cCtt9910jwW8h3hrw183fd9W5YFmx03S_QPmf38T9jR04" 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="q1kK5P2M" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/cd81b68b-steve-a-johnson-t-6bblebw9s-unsplash-1024x576.jpg" alt="Featured image for: What managing 150,000 AI agents could look like for database teams" 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3mYW4lw85F1C4f4lW9dPKLJ1wMyJMN4PJ48ZMFG93W2cW8VH4kHl_YN7VlMDgrLG6FW1mCMbM3nD9yVW6nrzn681k5N5W2Fj4jF5frmlTVvfrfV6Npt8yW352t-C8Sv2L0W1mZCnf2nRWKdW85rRn66JYrTWVkC5LM8bprbpW94nXX41nb5f-W3xRMPD67ZX9vW65Z-XH5pQkVwW588G1b4g0J9mV96FqK9g0D6gV9JWbB3PwPj-W9dJr9J1tppR1W5nPp0c6KhkQWW360BsN4X2Pw6W4-rPxj984lz3W2Q-wpp8XQQQhW7SnJPH7Q9TDGVc-_wJ2YMgv3W52Lq8M6K3HN0N6GnRXYMrwTdf25s6c604" data-hs-link-id="1" data-hs-link-id-v2="U4ZFKlsv" target="_blank">What managing 150,000 AI agents could look like for database teams</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3p8V2758W4tYzBTW1CTLd7212-jWW1gXWVY2XS9KzW7y_pZw7QmYHXW6jQh-J2DYg-7W82YL465wDy1GW2l7WWg48CbShW8rDKRH5JhQf9W7DTGBT3fR3TpN67JF-NMn_XZW11Jv3Y5X5lPGN90M9F_MBVZsW4XJk7j2LR4mLW1FGgVk6txJ3hW2Knn5G1DfZjyW5Z1Fy18DrSWBW3STJr62ltJhPW7-D-s28CK-nGN6xl2rjBHyd0W6cqQkH3QXM1XN76vLMG8lpwhW76Z9H54gTLLCW7jn_934SFPfsW6pfVbM8wPqNLW55DLMB1k2slWW1ZhWRZ75YKSmf1X3L4-04" data-hs-link-id="0" data-hs-link-id-v2="6P7CoHbX" target="_blank"> Carly Page </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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3l0W4NHykj5sdz2mW5D-TYd2rN9kLW73S43T2MVTGsW8_xLlp7BLlNyW1Q-tM92w0qN2W63LZ1c1417lrW1bxZV25jffl0W2BGq934sc8WyW2F99dc7b61MdW9drJNN2_B1PBW4B0wgv9cfXShW3MPNr-7gzG53W82vTMZ7TD3qYVVKxyx1WPnDWVjQc6s96KDdKW7H57xz5-7xhkW4Ym9pk233YbdW1TMvDc4b3t6-W1NKT-v8mKlvpW35d-jB4GvwfvN7v54QGLFT7YW6QqRVV1tkHL0VJ-3t25W95YTW3Z51MZ3zWJDcW6zbh4d13Z1fJW36XCpq6bCT_9W2qwk_X7m1JW7W4kzl7Z50Mmdff4pw3XK04" 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="B8lIA6jH" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/5a635bd5-ubaid-e-alyafizi-w_yi2qgnbfc-unsplash-1024x683.jpg" alt="Featured image for: Query decomposition doesn’t fix context starvation — it just moves it" 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 Engineering</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3mPW5-jhRG6jbtxNW67FbmD4YCSS2N8V4FbhSm3yxW1DP9Yz10SRZDW79G252263JQBW6bPGL738lvx7W2ny6cX4ymLqTW99mMKB5pY0KGW5Zn1RJ7lW_ZKW3xLxJK2YqgLbW2khM1S14Lz8_W9jxvvk6dM861W2ylx-H6gnqq2W2wN-7s8lW3wVW1BD71_2Xfr3vW4tdP1J7KRNnQW2L4WP85jNvgdW5HVPyY4JVkvbW7BcFZ61x6V0hW25pKC35vQ_T8W5FGnNd6z6SCvW5DTthV7MRCrMW6mSsMD5y18yZW8hfCYP376BgqVwwCLG8_PXvdMr0-VB9rCrGW7Lhmyd3-c3psN3B4TJsT1zfrf87-2ZK04" data-hs-link-id="1" data-hs-link-id-v2="Zp03bia/" target="_blank">Query decomposition doesn't fix context starvation — it just moves it</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3mFW55HsDn75-4FsW8z8hPJ8BTysdW30Cbqt4wzP91W7SD1_G6r0msfW6q1s3S4GqzMRW5Mkv0l753W4yW2_s8nB29VY1VN6qpwG91kLswW6Ttsfq7NVYcTW3c5TH37-TS_jW8Jh1cK3Fv6xGW25hbGH6X8FGkW162HcP2Bj1MVW5BDzYr2Z4qcpN6VTWf9YMCNfVYzX4B7tTBqgW77ZWLz5dmhvxW4S4Gld4j92hzW1Nj-3V4cBVK0W5Kx8Jj1nL_K4W5mMNB01nn5hBW6X8DhJ8STTHmW4bTQMp97xH0nW1XRnVY6DD3dpW747y7n76rr_YW40TJ5465ljwMf4c99tT04" data-hs-link-id="0" data-hs-link-id-v2="GB4bxW1D" target="_blank"> Kayode Ojo </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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3lbW3fXLfX8q3zl4MBzDr8BdPYfW2QtMK45Z7bs9V4QQTc2gm7F0W6b0RXB5N8msgN8mHmCcjySRjW6qV1sJ8StVzYVG83w43bn_npMjjQm8JNk1BW2BqxmH4qHm-GW69NpFM6q3L3ZW4VBcwt1Mndv5W5WXMx17PgmZ9W5SfHrx55D21kN4X8slZXFzVKW5V_GqB42v87hW81VY7H6lhYTPW9hjWfz4MfJDtW3d-DPn4gTwnZW1zPwPK8KCXyCTfMlY5zp0MRN7Fl6Mxj0MCNW3nTxw-8j3xJdW6wZXtl29h-BbN3PJYpxfcmxWW3KpvD550wf1JN2HPkntVQ2s5N4l6Tn47167lf2dxpvW04" 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="YRL/nyJT" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/e68a789e-public-domain-vectors-7pbb4kw8wyc-unsplash-1024x649.jpg" alt="Featured image for: Cursor acquired Firetiger. A month later, it launched a bot that tracks code changes from PR 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWC63qgz0W8wLKSR6lZ3npVmn85Y88YLW-W1Prmrx4HF_pYN76w5gMXLKyYW7dK3ry1btdTVW2TrlLt8H4L8sVw7RbR4V4v1bW22B7vg3whcrTN1cpt6-vwnjMW4Zknv07Tv-VkW5HY5Cw2YV18sW7NxPHv2Vr0kdW63f4lF6KyFkmW2-brg373Y6KxW5fG4Q51VgD7sVX7pkh4gsNQwW659NdX6dY3jJVW6xbX2X18XqVnrCH42vqt_gW1lwB2P6TW4G3V-1gKq8yPmxTW318kyj7H28w0W92jFQg2vd2HXMPGwNP1XRfKW7MB6FZ1Mb1S4W75Ndlg6svHXpW1SzsRV2nzsHVW4-NRjJ3qZ-FpW5HvHdN4j9ghdf59fFDv04" data-hs-link-id="2" data-hs-link-id-v2="EMz4TMxT" target="_blank">Cursor acquired Firetiger. A month later, it launched a bot that tracks code changes from PR 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3lGW20XZm47hDGs9W1Cg-216P7hn_W42DBG11-y-D0N1xdkPpLgd5kW6ZLSJ52MP1TpW5lxF3974lD3kV-LRKj3QTLd5W8vlk6W21jhxKTWQtf16QVvYW402F1t83sDZjW5psBv125VvdcW7pdz-67-SPBpW3C7JPt580r1NN7MRTn08ptRfW3Ghz5w18r5NTW5Qf8Vz8w-lQzW4_vVNs8j6s1BW2wZwbS4nKPRcW7wpmJy2YJT3KN7z-rhFlV8bgVRC6nh2g1CbJW4DGqqJ1vpKpxW69nCjX7khPWYW7cfs2N17sWBqW9dpQ4r5qmDkkW4dhtL13TCQgkf2ZFl8M04" data-hs-link-id="0" data-hs-link-id-v2="+oM0MZMP" 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3mSVS3MSr1dGNglW5X4jHK1VgcVsN4wF6Z_XDfJ6W3cQ07Z74GJ0VN4j4D-sdT2LrW88LKJ_6H38qZW2MnNw83lFsBTW7cQRxf2z3kBDVXWgV65VxWFcW5yQHdD8r4SzZW76J22B97GjwFN4FRR-kX4BR9W4tlqLR5_t7RTW47D3bQ4zm6TMW2bl8vK5L8bSCW4Hdc3C9kFhrGW6_YpMV8p1VH0W13Nh9-4Z69TNW1CVdF86Nr4hsW6rmPQP1Mg_8WW60lZN_8MyKkKW5thqKT5gjqxqW2TBP1D7Ff5s-W7YR82B6x3gW5W6kw9RR1FNcf5W4KF9j83r0DNpf7ZBYHM04" 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="68zgdMpe" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/2d24cc08-jason-hawke-dseeuormoec-unsplash-1024x683.jpg" alt="Featured image for: Can enterprises protect data without making AI less reliable?" 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">Data</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3krW2wThw99kgsCqW1_47VV1gvsdDW8jzWgD7hlpMDW6_9r984BQCrxW8_JG694T_NwFW4S4jt-5pggkBMKY--FQ9ykVN4CmrVT2R2KGW4Z2lh88G4S0SVpnSs451gF6QW5hqK2X6TtpZ7W7BrH1M3SWnY0W7gGc0m858yrFW62KM914y-MfNW199XyL3wsrKTW656V4K69jsvZW7tbN5L7C97VgW1sTm_C6pyrc9W6pwCrK63NJkJW5ZCyKQ3ZlvZSW3CZ6M43H_dM1VGQV1S2s2RhsW8YyTj48f1ZhcM3pq6HG1sD5W4Sm5zN62N8WVW6yxgTf99w955f5y1lyl04" data-hs-link-id="1" data-hs-link-id-v2="uW/BpDV5" target="_blank">Can enterprises protect data without making AI less reliable?</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3pfW1M0q-77R7_-jMssL_hnxqvZW1fCJGP4wzsM5W3v4vwT4M8vcGW52-pNb41H20mN4bbRh4n5r_SW32jCn418h0YtW2dzPTk6XwXK-W1BwzVq4b0B2fW2VZnC68YNyQxW761sT66H5dByW6WK8bT3rYgHVW65WXtR9fwvGZW5Cv4__2ypwkqW5yFmlb6p19MWW5vlpsQ5vgWSZW7-dlch5K9DXJN88kLFWPZH0JW1jwV1b56C0nCW4JFPYm8y-rWhVJ72HB559wDwV3-m-557t02GV804ms28k3rZW5kQlLP4QW8TJW4Vb-Hf68SsfGN6hc455DXzGPf41pljj04" data-hs-link-id="0" data-hs-link-id-v2="9pk+aHw9" target="_blank"> Mayank Ahluwalia </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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3msW3Wy36M3WxzQdW41mBBK5HPndqW5_ysYd27n_TKN2Xf4JsCYGT9W28yD3M4Sc0YKW6bfG7F8DLT8xW6Vlkqt7pJR8qW42_N_641XWFCW6XljL-4qHMkrW5JkP4s6trtlmW1kq08g4jBvqLW6P9-YR28p0n4W1Zmsf43vxS4mW6wHZZs5jGkh6W3wbSQl7RDM6sW4vzLY95c5JCwW2QR-NR6pjXXXW6pY1bQ3Cm-StN7g4Wj7rxGkTW38NqL221Qtt_W1QZY7p6vjsJLW1pkq8n465sPtW1n9kzt5rvwv6W7tmK4R4RSR2hW4_674H5hF1NGW1PJHlP6DPd76f7-JH7z04" 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="7hCwhzwF" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/72bd656b-screenshot-2026-09-23-at-3.18.24-pm-1024x581.png" alt="Featured image for: Q.ANT gives away the software for its light-powered AI chips in a CUDA-style bet on developers" 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 Infrastructure</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3mJW7Mfcb74btk0BW17yZCS3zj7GBW7vw573559MhDW28D7Vk8NDBwkW3WFyXK7z4Q4cW999Qt6150SZZW29WgZq3772VXW1rk8Nj2KYRbSN1kwyCGBmWVyN3L5SMb-l1BKW8MHCKw7lM9y9W8cr1dT1MdDP6W8wstmK9lPvwXV8FPZ_6wVvbGV6vbl654kPx4V6DwtZ3GC1-vN6m0rC42HsM9W8-tKc291dZKpN6-NsNk1xLN0W8J62-51nfnDVW813SRV4FH2QGW7_Nhvh2hHZ84W4yPQP52r4YGxW49MhB-8PjCzXW1p3mWM2DrBbCVZS9bJ2H1fQdf5Z_pZ204" data-hs-link-id="2" data-hs-link-id-v2="GgmV9gq5" target="_blank">Q.ANT gives away the software for its light-powered AI chips in a CUDA-style bet on developers</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3qgz0W7Y8-PT6lZ3lkW6-Rkdp34bxNyW86N8f03hXj36W7Hd3gQ3BcQKmW6J8pr57rpvQHW2jW8Mm6KtPQ2W27zhV8740D50W1kR_5s79Q-5hVQZYCT97XPhkW1YpR0T7z1cKYV7fFNR72GQmPV3B_yS7hP5k0W3N4-9y8GdfPVW9kKB-b1K9SRTW46Rlkq73zMtSW26bbg21zXJ3tW2F3zRn25vh9DW3HhbM52NM9ZhW2j9xfG6HnvjRW8YHqNJ8S0wrmW747nZF1RgfXdW37zsxd2x7pVGTz2vc3J2F1KN7sTvGsjJPCHW6KNPmd3WyrPSW4wKXyV6zDydrVPKl8Y4mJ2nff442Kyv04" data-hs-link-id="0" data-hs-link-id-v2="GrHITt9x" target="_blank"> Matthew Burns </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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3hCZYW7lCdLW6lZ3nBW13pTFr5S80L9N68cgYXC1RkYW58Kw9y7PlqMvW8smYsb4-dFRpW35JBvV3n84D3W8scHmH7WhKzDW6lk8_t3nWrMlW7bhdJr909lwmVYCpvv7-rs5RVsY3XN2N9gYnW42lq_Z227YwNW1s2t7F8WKcXJW1rCcnz7L7KZTW2Rw8985fp2P6W88YbNW3QGbF3W42nFLY4mnZBhW4kJTJ75y83xdW7ymrtk4Kkly5W4ZRJRf7LfM06W5nmy0Z7vb5z5W1GfvVY7LfYVgN4XfTZWP67mlW4XvgNZ5MSnRHW55glvr7Yn6wkd599nx04" 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="5JRdzYiz" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/c45b50fa-growtika-uyvnmrovrw4-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"> Kubernetes can run AI inference. But can it count the real cost? </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">One bank cut token-processing costs 60% with a Kubernetes stack. But a warning about its resource model raises questions about AI inference economics.</p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3hCZYW7lCdLW6lZ3lNVGsBdq4CjZ0NW6c89bP10tshgW3-KzD-3VHrZqW4ZStFk72yG--N2t7KJLRSsBwW4s2WvR47HBL6W291Yq35XXjQ_W6BYS705-b63qW53c3_t37F82NW77XcFt2B24dyW2ny3618J2fmbW2ZhkPC75my5CW1tngkf5S_RvFN64FQhqKjXSmW31g0YD1692C-W8mcy855gyx_xW4clJ7n5XQfN2W3nl5Yf44y4MpN7491TvQJXbnW2mrXvp8j7-tPW7L1ZZy7zJSJ0N5R8_sqZKpDRVPTXBh1YKKnvW6nL4ZT21Wr-5f148H2H04" 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="5YYj1aXj" 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">TOOLS</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBd3hCZYW6N1vHY6lZ3nnW4kj7TT2RpXrZW8d5sKC7grR_XN4vBJCslcl9-W2sJH9y10S9S1Vfbs2790vPRGW7hyD0T1HHSQzW104Rtc7RSNm1N37J-mvkxm7tW1VqytN1CjcrzW5TftvS4PLSHnW5T7F1s16rbbyW3dyLwv7vrlGhW1KvPGb2TSrWPW5Jr16713pZXhW4-qdNF2ftyDvW4GRNJ791wz9XN4XXjYyP9ZkyW8mYqtK3zBBXCW2QZZfh4fnMQFVs66Cc77BWFhW6sjNh279WDFsVG8Gkt8LmYfCf5knzpb04" data-hs-link-id="0" data-hs-link-id-v2="cg85edWd" target="_blank"> Manage your team's growth with roadmap.sh </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"> Roadmaps for Teams lets you plan, track, and document your team's skills in one place: build custom roadmaps and assign them to team members, identify skill gaps and track progress as they grow, and onboard new hires faster with structured plans that guide them from day one. </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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBd3hCZYW6N1vHY6lZ3lGW161mwk7CcNNmW3yvQgG45CHykW6lF5j56B95l3W61W1MV447KMlW27zq8G6Q7vTcW2yvW-14GHJyWW3YWLW8537QfHW7MWNs72wvZyNN6G6-tGJdB5SW4RWf8Q4vvP-SW7_RVsK5HqHLgW1c-KZ16xV3HCW7HPwQZ2LXfBJW5-T3gw37rh2zW8_QJMJ8lfqSLW2zysMT2_ZVsqW1n-kQb1-YyMYW6nNYR_8xvXL3W63n-dm2M9XWGW3MB9jq5GdSFcW2S6-G_3YLD7QW5kWcmM5WjHGDf4Ny4Yx04" data-hs-link-id="1" data-hs-link-id-v2="N23Kk7hg" target="_blank"> Start your free trial </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">WATCH</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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzl5g8t6W50kH_H6lZ3m-W6n5lvP1-wZcNVR8CPs5nm_YvN2-g7-d1jplxW7YpXJv6pp2Q3N6rY38ynSc1VW1gdYnD1kdgKcW6ptNpZ31gw1VW5YWWbS68mVQMW1tm9J-1FH3DRW12Zl1F7vDTtpW4QF-X65WPbR_Vt5CpY5y3gWhW9gBRBb7y-L8kW6XlfrH2K7JfPVS4h3z8_klZdW7XKX391srZwzN1lF1QVrTfstW8PX9qw3B7PhtW1ZwBCM6SbZrKVWtvdr6_7wzBW2P-wkM91qnQTW2cTPpc7HNqkhW7ZfGfr94745xN88PLjNx2lF6W8nKhgQ3MvH42W1MwXxN5DCWT4W2s1-RN5f499zW4ngSTt2csZ39W5yGlXm1ZwQ5FW84_GPp4-PsqjW499KGy4rDYTKW3gyBPM27ldjvf4HC48004" data-hs-link-id="0" data-hs-link-id-v2="Q5BeOvlA" target="_blank"> Smarter alerting at scale: Live OpenSearch demo on PPL & unified alerting </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"> Our technical session on scaling your observability without ballooning costs or notification noise is now available to watch on demand. If you're dealing with alert rule sprawl, endless false positives, or fragmented routing across too many tools, this webinar is built specifically for you. </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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzl5g8t6W50kH_H6lZ3lrW18KxxL2kVnTxW7wg3FR6GT-trW8_ms2P68SRv9W86pMdZ4YvHljW8PD83D7wy_zQW2SwXcX3gfn4mW7JMjXj4PRC10W4YwVYc84hMCHW7tdXHL2xrfxfW4trTPG2NxVmZVcsj4T2w3M4vW5QmPz78dS3qJW2VHT-l7fJVYPW4xVS3r44YS6XW1vmF8X48_SgCW3Pyfhg7gmLNdW5ty6p379_pKgW1kTZvg8CYy01W1XKjjM28MnZsW8LCXTH8fSJs2W6nHs9y57-RNrN765d2nDThzLW2C5gSp7fQp_pVCJ_nH4YXNrrW7mK3KN3Df0RFW34cqhv4r8gXgW2BdJW52HWF42W7hprww91zPVnW7syzRf5jb7W_V2Hv4b5hG7ZYW3SW20L9ddhSVW9hPC572zZPBSd4KjPn04" data-hs-link-id="1" data-hs-link-id-v2="Z1tJDdvh" target="_blank"> Watch on demand </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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3hCZYW7lCdLW6lZ3mFW22Dmz-2LnDxNW16Q5H18SjdsDN2JSH65PyQXdW9g8TRW1_Lnq7N5jYHCrWSQRwW6twcy01Nk91mN4R671XCYrvJW8WRMfb3v9dNZW691pF-5BmZJLW7gRqMK3r4K5_VC6wsS8bk1HJMN86hFv4v5mVrglzz433VY3W19Wlls337YzjW7Cf0Jm3KBbDLW325TzJ4QtdgyN6T1Ht7mLGV5VrNB7b4bSzdNW5R4GZj72tg76W8LYSN74N_Yj9W4j_RZp7HVJRrW1BqDFY17h-SCW6-s5kR5Jy8RjW93T5bs8msj-Hf4bB6SF04" data-hs-link-id="0" data-hs-link-id-v2="fWj7gywr" target="_blank"> Your container runs. Everything around it shouldn’t be your problem. </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"> Streamline container deployments with Amazon ECS Express Mode. Pass an image to get automated load balancing, canary releases, and scaling. </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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3hCZYW7lCdLW6lZ3k_W90KP441tjzfjW5mpwtc337psHW4_R2pt22W3X_W41tg3C6jT01DW5HzDhY5Mr3-RW7J7QtH4lp8nxW6xvbrB1nLwFLW8pQJLw8Wplm2N8bx4nT605tvW8d1YM36Mc5jtW3nKWqP5SSfZwW83Z-Hk8Q03-QW4sh2c_12B-TzW1nvvj35V1vnSW5y-PT52YW2dNW8qqQlq7cPZBsW2KgPhh3fXbY5W1bnBXs1VXfy8W8GhP9G1z0Wd-W41XGnL5yP5YQN1Ql7XrbngMbW1Hl5nD6s0sZdW93x9h82SCkpVW6z81KG3pL8_Hf83dbkY04" data-hs-link-id="1" data-hs-link-id-v2="f9gwKkPu" 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzl5nR3bW50kH_H6lZ3pLW7JPfXF9dxk0cW3651Zj1NT4x7W72gHBX1t0rnyW17kpg15qbnqvW1k795J7c8wyqW57SGVB7DLDMtW5F_wB528c318W435qYS8wYZ4wW3493FN7X2vd3W6ddLzM2hFDjsW974qcR6p8cZdW1plKZg3v1mK3W5f5Gyq52YDPQVNFTrY1P1HT0W1Wjwjj7bbTL4N3gwq4w6Bl1gW88mT6C6nPQ5cW24QDY86V0D07W6fQKWS2Kb14PW6Y4ZMt2WC8kqW62bjg53K_zmFW5qMhQ13bVqNDW2dLg0m6Jq-SxN3zLvgzN3JTVVjHgpW3RPr8CW43CqQq2W2b63W68xkjg6hpwzKW6w_80B4-bgTKW4mz6s_74jML5N577cbd4qH5tW8fMkMk5Q1VpFW7FM6ZD5Qs1HZf8vMzT-04" 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/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzl5nR3bW50kH_H6lZ3n_W8zHYc54klcWYW5PHn9j5KSzSFW1FqMdl4twwwRW8L9TMc7yD5d6W8VD_hx4fpk-kVsbYR64CT4KxW1kG3ph49vtX6W1s1Jx11Zf5xLW6Bx9P74jsmdTW8jQmsx1J5qgsW83zMnX2wwX2NW6fxNPq8Mc7s1W91lndR6ln0FfN7sdQ2CrNWBhW53fnmc7W7S8qW3rvjlK8D9W-BW2dF7nz7jNFsqW1Szc8V79WW2KW4GdBsk8T9LlZW9dCq-T2Fxsf8W4ypLBJ6vGflpN49TLFh169nqW8sc0Ng56NmfNW90xnTC27hgQ-W5JKJq_3Y4f6hW8dyjTx1zGLlLN7-c2qPwvS0yW14TmJM2m85gDW7tP6634zd0-qW7rzX_f6c8C0bW2SsyNQ6wqYRWW7dP6Sc7wMBqxf22pK_F04" target="_blank" style="color:#ff3287; 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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; text-align: center;"> <p class="family-sup" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; font-size:13px; font-weight:700; letter-spacing:2px; color:#00aff4; margin-bottom:6px; margin-top:0">ALSO FROM THE IMG FAMILY</p> <p class="family-title" style="margin-bottom: 1em; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:22px; font-weight:800; line-height:1.15; color:#142640; margin-top:0">More communities worth exploring</p> <div style="margin:0 auto;width:100%;font-size:0;"> <style> @media only screen and (max-width: 480px) { .img-publication { display:block !important; width:100% !important; padding: 0 0 10px 0 !important; } .img-card__desc { height: auto !important; padding: 0 20px 10px 20px !important; } } </style> <div class="img-publication" style="padding-right:8px;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/2026/08/78cba4b5-roadmap-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; color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:12px; line-height:1.5; margin:0">Community-powered role and skill-based roadmaps to guide your learning journey in tech.</p> </td> </tr> <tr> <td style="padding-bottom: 12px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBd3qgz0W6N1vHY6lZ3kTN2W7XrSVBsKYW8bvNNF1X9KpHW7WYJcP1BGX3WMtm1dpHBJ03W8BKQD75nbkD8W8TLXg94LQbBJW2NGTq08pKH4NW6Szbzz6nx-nsW8GnFKk7x282dW24CFf74tZPzZV45xYC3X8V23W1mtDmt1tM3T_W6W0fyk39b_8bW461-r97CvRwtN8JSJSqRd4rCW4-QN8196x50RW4tnhCT4q4YGTW3f_j5b7_q95xVd32zx7_qp6LVHX1Pd785crNW1yXHCH5SrQwlW6b4tC548JgGbf4srcjR04" 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="aFKI7hZB" 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/2026/08/714a0cc7-co-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: How a forgotten node can put Oracle Java back in production
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September 25, 2026
OpenAI’s agent just found another way in
An OpenAI agent researching public medicine spending bypassed security blocks and gained unauthorized access to public and non-public files on an Australian government Medicare statistics portal, the government there disclosed Thursday. The agent, which OpenAI said was running during an internal evaluation in June, also wrote files to an internal server, according to the complaint.
Transluce, an independent nonprofit AI research lab, analyzed public request logs from the URL scanning service urlquery.net and found autonomous agents attempting SQL injection, cross-site scripting, command injection, and path traversal against the University of New Mexico’s digital library, the public data platform Data USA, and the Australian Institute of Health and Welfare (AIHW). The agents tried to retrieve ordinary information, including a historical photograph, University of Iowa data, and local pharmaceutical data in Victoria, and the offensive behavior appeared only after normal retrieval methods failed.
The lab ties the Data USA and AIHW activity to an agent swarm that it says OpenAI previously confirmed originated from the company, based on shared targets, tactics and timing.
Go deeper: OpenAI’s agent had a routine task. It breached a government portal. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3pTW3_FJcc8pn2RNW4_pkLX7ryzQKN3NJ6w2zYkNTW2xcDLK2NCVcvW4866GN7Wyk50W3GMF5P979Xf4VpF00G5t0KBfW5YX8C64SrXktW18lJfm4yBJRMW8dz3LD52y1ZSV6Y5qj48Z3v5W30t5rC8dpr3bW2CySwZ5ZdSVmW7wXzPF15N0fnW2wnhpY8NZpn8W2J4XJ28MPNrJVHK2Wg1tkswyW4g5Msm4qvMTPW6xjgh49bSJSJW44B4Ck3BFRQZW2kKr_826yNnyW7MNyTJ2nfGgfW4Rx9xK9l2026W6ckhy31GfBHBW4f1GHl4sWQwDN657v66j1CJNf13Tf0d04 )
More fresh reads from TNS:
▹Google’s Gemini CLI now asks before editing your build files (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3lZW7Bdcw45qJpKJW6RMp4J23_Ct8W3f-H0-1P8TyRW2GF_Vx41cgXdW44FT0t8K2dn5Vdb_sB1JsmpnW99Mdbg390ptfN2wxTNRjCFBQW3Dn2Sz4WcJldW6b89k26mBqGfW2bvPBH6mQ9DFW1-1Lmk4xljYZVtQNQ37YbsTnW7bKRWZ6DHpLrW19rdY364kk6xW5Q3jqB2dBmHhN5XWxQPGqjz-W4Svxt41hygZpW5RhgsV2sGv6sW7c-SrL7CZb2YW1mfkbl4klbNHW5g4lTB4_9xpwN5bqxzc8x5QVW8VJwBK7Vrvg2W6xvVYS3bSht4W7Cwy1c8RGQJWf6F563T04 )
▹Q.ANT gives away the software for its light-powered AI chips in a CUDA-style bet on developers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3ktW3RC6Z16mtyfGW7trkGM2lf4fBW3TBLF51PPdqVW2J3Zcd9k9Mz2VKmCnw2GYZ8yW7G5bR_4jc3xZW6_HNR06p_64cW18mSC03jxbwNW7Qtlz08zFPPKW1kgt4Q7VNyD4VPxqzR4VPLGDW2trb3t6ZK_Z_W6jFPX18K0vfKW6f4dd61cQX7jW8ddwkZ5D2P2dMhHYpq7WnPCW6VJsjj7HV3W2W2vyTn82Jg3hyM94k9cg-sMYW5kBwzq5kfxWGW34zL5W8HW-XxW7WqwHP94Ml-GW4XNWm83CGLkDW67hKj-6N8KWXf8LQ0Sb04 )
▹Cursor acquired Firetiger. A month later, it launched a bot that tracks code changes from PR to production. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3k-W2_6LMW6Qbb91W12bgmK7snq3LN16_RYHDCcJrW1Zwfl65TcTTYW7ZRDMK1x1vHJW1y2JmN7NMMztW2xW7hT1H58n0W8gGPpZ40sRdPN7pySGZR4yYSV8H5Kg5klJp1Vzvlnd75ZrY6W6j-mjR92YXRHW12WCT58Rpp1yW6btj0H4KPm6FV_jZXL1bxXR7W4k8J096ktWs0W4Xh9jZ2zGvjRM2Rf9065q0NW7xpkj12cc7XtW5d67Wq3_QWRzW11tf252hhSlBW11nJH81hRyY9W6zkP733B2bmTN873mmRLWqSsW7wv_h22Fk2jYW3xbvZM2ZF2Y-f1MWLnR04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3lZW1mYPbG6V9Xy5MN8-lQ2mX71W2GfpgZ2MyvnyW4YjTCN4xRdYgW6Y-zW24C37PVN5JgCQCXpdVqW6RbD8G966wzNVmr93f3JXCDvW18X3bw7GD2CPW5NWqKK5P86GxW6z21bm79RG_QW6qLjdm7DnnjtW40Pvwk1xFzN8W5_v2QF7DYLntW8Tctg_3fPCw2W9cLd-X8MWnFrW6wHPG_3xwGW_N5hQVJbphQkmW3kFfy86dQpjdW8p9vjH6h3hNLW4RwpyJ20Xzw5W3CfjR811KbNXW55gBs350lrwYW6Mwl0y3GjlX3f1WMwtg04 )
Six data requirements to get your AI agents from demo to production
Most enterprise AI pilots work perfectly. Most production deployments don’t. Join us live on October 14 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWCq3gP0xW95jsWP6lZ3kvW3RVCPn9l1SNrW8TnH_S2M0RGHW3W_XHQ704m2yW541QNC7mNc2jW9hM8rB6VqCFzW78VRtz650sK_W83Xl_z1N1MnpW4HH6SV2qHFp3W9ljBCD3X0HXnVZRQJk2LJlhhW3p7lBV8VYl6KV1HnzZ4tRVp6W2Qjt8P7NYFS3W6sZsjT7k2GmhW12pG8D47hHY4W3c9FQQ95x7-JW1b3WTG7cNgb8W58CWpp1G1Z_sW2G90FM6hCr35W6K_Lbd5bK_TBW3tyPzw2nLX77W6nmpYt59_Vx7W46Nvxk4S1XMMW6yJjWT88CqT_W9hBq4_23M7xhW6m1zQQ3FDC9YN69q3YkRmv2-W4WW30l3PXYQ2W2lzD5D3KH42fN76M-h43cgSSdf4SsR04 ) for the six architectural requirements that separate agents stuck in pilot from those running reliably at scale. We’ll explore:
- The six requirements, from semantic clarity to unified persistence - Real production patterns from financial services and clinical research - A framework for evaluating whether your architecture can support the agents you’re building
Register now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWCq3gP0xW95jsWP6lZ3kvW3RVCPn9l1SNrW8TnH_S2M0RGHW3W_XHQ704m2yW541QNC7mNc2jW9hM8rB6VqCFzW78VRtz650sK_W83Xl_z1N1MnpW4HH6SV2qHFp3W9ljBCD3X0HXnVZRQJk2LJlhhW3p7lBV8VYl6KV1HnzZ4tRVp6W2Qjt8P7NYFS3W6sZsjT7k2GmhW12pG8D47hHY4W3c9FQQ95x7-JW1b3WTG7cNgb8W58CWpp1G1Z_sW2G90FM6hCr35W6K_Lbd5bK_TBW3tyPzw2nLX77W6nmpYt59_Vx7W46Nvxk4S1XMMW6yJjWT88CqT_W9hBq4_23M7xhW6m1zQQ3FDC9YN69q3YkRmv2-W4WW30l3PXYQ2W2lzD5D3KH42fN76M-h43cgSSdf4SsR04 )
TOP OF THE STACK
How a forgotten node can put Oracle Java back in production
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3nmW7_RQQ22lpbpGW5bb-747M_P_7VP6Ldn16fNx5W8x9cfl2Bj_GYW70vRhV2ZsRvmW1HTXDh5RMgd3W5MGVH34GKCPQW54l3GB8R4qNcW7H5xP56y3_PRW3M9_5T2LnVhzW1mcpfx6nnwymW7kfMwd2D5rSbW8HQqLB4_r8GcW93JrrK5W32D3W1vq_V58_9kqVW1NM2Cn2k444zN4JZpqct980cW2x39Bx3PLhbyW5ryl-W4jg83xW2SgMq74RKcsNW85P-FD5ZVWvSN7Hx702ngDXKW8GqV4N5QqtwyW5WhPVM6bj7pXf6d3kxR04 )
Featured image for: How a forgotten node can put Oracle Java back in production (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3nZW7zvjLg5DmQDCN3KNPG_z3pfHW2cP48G4jZ_JFW5vrbz33PRmN8N4Yf8kH9ZxxVW7R-pDM2VHKjGN3tyvzBFrsv0W91tlyF7HZ_4lW3sr3Xk3HWvZBVjljTB6vK2nyW6JrFy142czWXW5Cg27X3h4y1vW1kwdNJ4-sKjNW1nNc9s7lwWR_W8yqz3X10rK6FW4fbHx315wpvlW4yprqy7bFMDXW3Lphwn6FwTp6V2vCQY5ypZlYVyPtXp1XFcj8W1_lPJv5BPP4PW4lPck18M4Sh5W8Hh3YR5xTVjvW5frpVl46S3JVW5YM9MD99tB5wN3wMvtjmFJwPf2JgcW-04 )
Azul's new AI Assistant queries live Java runtime data to flag licensing and security risk in real time, replacing static reports that go stale on day one.
Enterprise Java company Azul announced its Azul Intelligence Cloud AI Assistant on Wednesday. The technology arrives in response to industry-wide alerts that AI has become a force multiplier for threat actors today. The Azul...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3nZW7zvjLg5DmQDCN3KNPG_z3pfHW2cP48G4jZ_JFW5vrbz33PRmN8N4Yf8kH9ZxxVW7R-pDM2VHKjGN3tyvzBFrsv0W91tlyF7HZ_4lW3sr3Xk3HWvZBVjljTB6vK2nyW6JrFy142czWXW5Cg27X3h4y1vW1kwdNJ4-sKjNW1nNc9s7lwWR_W8yqz3X10rK6FW4fbHx315wpvlW4yprqy7bFMDXW3Lphwn6FwTp6V2vCQY5ypZlYVyPtXp1XFcj8W1_lPJv5BPP4PW4lPck18M4Sh5W8Hh3YR5xTVjvW5frpVl46S3JVW5YM9MD99tB5wN3wMvtjmFJwPf2JgcW-04 )
WHAT ELSE IS NEW?
Featured image for: OpenAI’s agent had a routine task. It breached a government portal. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3pTW3_FJcc8pn2RNW4_pkLX7ryzQKN3NJ6w2zYkNTW2xcDLK2NCVcvW4866GN7Wyk50W3GMF5P979Xf4VpF00G5t0KBfW5YX8C64SrXktW18lJfm4yBJRMW8dz3LD52y1ZSV6Y5qj48Z3v5W30t5rC8dpr3bW2CySwZ5ZdSVmW7wXzPF15N0fnW2wnhpY8NZpn8W2J4XJ28MPNrJVHK2Wg1tkswyW4g5Msm4qvMTPW6xjgh49bSJSJW44B4Ck3BFRQZW2kKr_826yNnyW7MNyTJ2nfGgfW4Rx9xK9l2026W6ckhy31GfBHBW4f1GHl4sWQwDN657v66j1CJNf13Tf0d04 )
AI Agents
OpenAI’s agent had a routine task. It breached a government portal. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3pTW3_FJcc8pn2RNW4_pkLX7ryzQKN3NJ6w2zYkNTW2xcDLK2NCVcvW4866GN7Wyk50W3GMF5P979Xf4VpF00G5t0KBfW5YX8C64SrXktW18lJfm4yBJRMW8dz3LD52y1ZSV6Y5qj48Z3v5W30t5rC8dpr3bW2CySwZ5ZdSVmW7wXzPF15N0fnW2wnhpY8NZpn8W2J4XJ28MPNrJVHK2Wg1tkswyW4g5Msm4qvMTPW6xjgh49bSJSJW44B4Ck3BFRQZW2kKr_826yNnyW7MNyTJ2nfGgfW4Rx9xK9l2026W6ckhy31GfBHBW4f1GHl4sWQwDN657v66j1CJNf13Tf0d04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3lZW1mYPbG6V9Xy5MN8-lQ2mX71W2GfpgZ2MyvnyW4YjTCN4xRdYgW6Y-zW24C37PVN5JgCQCXpdVqW6RbD8G966wzNVmr93f3JXCDvW18X3bw7GD2CPW5NWqKK5P86GxW6z21bm79RG_QW6qLjdm7DnnjtW40Pvwk1xFzN8W5_v2QF7DYLntW8Tctg_3fPCw2W9cLd-X8MWnFrW6wHPG_3xwGW_N5hQVJbphQkmW3kFfy86dQpjdW8p9vjH6h3hNLW4RwpyJ20Xzw5W3CfjR811KbNXW55gBs350lrwYW6Mwl0y3GjlX3f1WMwtg04 )
Featured image for: Developers and platform teams both want Kubernetes self-service. They disagree on who owns it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3mYW4R0fqf2PR_5TVbFhKk6CLWMyW5w1L3j9fBLZ5W83YjDR99xL4NW7hgPdC7msNj-W2QhJ0Z44zcYhW7Yjsyx3D-0MdW5434DY24kvWtN6TStnLxyDB8W6NGVTJ5GXDFFW79V6Kb1vnv-VN56tlQSTxjkLN64Ztnm4h8DdVC0Knx2ltJRwW1CLBpT1kw85XW3FhC3F2GKNXZW4hf2Tf77cNzvW7LQRlg9lMXjkW5_QXX93vYJ5MW36ktXh4L0_yrW6mffYQ2HfkK4W7vjcB360f58YW8hwskS8Fd1GvW46lQWm4-6KjlN65Gq2J4vktfW22WTDW23PxfMf8FJzSY04 )
Platform Engineering
Developers and platform teams both want Kubernetes self-service. They disagree on who owns it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3mYW4R0fqf2PR_5TVbFhKk6CLWMyW5w1L3j9fBLZ5W83YjDR99xL4NW7hgPdC7msNj-W2QhJ0Z44zcYhW7Yjsyx3D-0MdW5434DY24kvWtN6TStnLxyDB8W6NGVTJ5GXDFFW79V6Kb1vnv-VN56tlQSTxjkLN64Ztnm4h8DdVC0Knx2ltJRwW1CLBpT1kw85XW3FhC3F2GKNXZW4hf2Tf77cNzvW7LQRlg9lMXjkW5_QXX93vYJ5MW36ktXh4L0_yrW6mffYQ2HfkK4W7vjcB360f58YW8hwskS8Fd1GvW46lQWm4-6KjlN65Gq2J4vktfW22WTDW23PxfMf8FJzSY04 )
by Chris J. Preimesberger (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3npW7n0nsF3HdfbBW3kc8997WwVXzW3-8yqT6-2LpxW5JN7R09br_frW3rPcRY3Nl5GvW2jhjjG6vLY5gW6Cj7Ht8kJV0CW5KlZ4s1DMpWKW5jFgCP4R_gzpW7ncw8Z2jJpkKW3NRgSh80LN_BW3gdWK-67mJ32W60FZVY3VcKZCW3X5bBv97LZKmN8HJ3KNCz3yhV_DgzY7QQ3WWW6BPFKd4D6VXrW3-sJnY2_G1CzW8s9-xW4jZ1BZW2s2WdG6hj5PWW6wsHj_5PJJgNN443G0cGccgPW9llH4L6LlVwCVFWTWt7j3ZT5W5pDK1j1-Hj6XW5QXR1D456x2Mf4PNDmF04 )
Featured image for: Google’s Gemini CLI now asks before editing your build files (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3lZW7Bdcw45qJpKJW6RMp4J23_Ct8W3f-H0-1P8TyRW2GF_Vx41cgXdW44FT0t8K2dn5Vdb_sB1JsmpnW99Mdbg390ptfN2wxTNRjCFBQW3Dn2Sz4WcJldW6b89k26mBqGfW2bvPBH6mQ9DFW1-1Lmk4xljYZVtQNQ37YbsTnW7bKRWZ6DHpLrW19rdY364kk6xW5Q3jqB2dBmHhN5XWxQPGqjz-W4Svxt41hygZpW5RhgsV2sGv6sW7c-SrL7CZb2YW1mfkbl4klbNHW5g4lTB4_9xpwN5bqxzc8x5QVW8VJwBK7Vrvg2W6xvVYS3bSht4W7Cwy1c8RGQJWf6F563T04 )
Security
Google's Gemini CLI now asks before editing your build files (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3lZW7Bdcw45qJpKJW6RMp4J23_Ct8W3f-H0-1P8TyRW2GF_Vx41cgXdW44FT0t8K2dn5Vdb_sB1JsmpnW99Mdbg390ptfN2wxTNRjCFBQW3Dn2Sz4WcJldW6b89k26mBqGfW2bvPBH6mQ9DFW1-1Lmk4xljYZVtQNQ37YbsTnW7bKRWZ6DHpLrW19rdY364kk6xW5Q3jqB2dBmHhN5XWxQPGqjz-W4Svxt41hygZpW5RhgsV2sGv6sW7c-SrL7CZb2YW1mfkbl4klbNHW5g4lTB4_9xpwN5bqxzc8x5QVW8VJwBK7Vrvg2W6xvVYS3bSht4W7Cwy1c8RGQJWf6F563T04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3lZW1mYPbG6V9Xy5MN8-lQ2mX71W2GfpgZ2MyvnyW4YjTCN4xRdYgW6Y-zW24C37PVN5JgCQCXpdVqW6RbD8G966wzNVmr93f3JXCDvW18X3bw7GD2CPW5NWqKK5P86GxW6z21bm79RG_QW6qLjdm7DnnjtW40Pvwk1xFzN8W5_v2QF7DYLntW8Tctg_3fPCw2W9cLd-X8MWnFrW6wHPG_3xwGW_N5hQVJbphQkmW3kFfy86dQpjdW8p9vjH6h3hNLW4RwpyJ20Xzw5W3CfjR811KbNXW55gBs350lrwYW6Mwl0y3GjlX3f1WMwtg04 )
Featured image for: OpenAI makes you call sales for a custom voice. Google just made it self-serve. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3nmW2LpkmG27kHS6W7ctsNJ1JC6wPW7lxNFh8nsKSmW3K87n-2rf29wW29FW3_4DSS9zW70jrNY8CnBGFW1XgwbQ8Kwd8hW64-j9s7zlhKzW1Kb-p298hZhGVS7KYn2zJ1tvW2zxMM35nwWr6W6_vtXN4n9zPjW8cL1HY2vBs7-W34_kyw3wBWQVN2pNDGzWVPpSVp_kXT2t34QdW8nLgKW3-41PKW7qwLgl7hJNSlW8FBmfx48s9FxW5g4vD07nvR-VVjYRYx1vFbxtW1n8fcx21zdjDW71j0tx7d5qJlW3ryts3395rWTW3K7zbr9f_wxcW5PyZpy88C5K4f3CPSRn04 )
AI Engineering
OpenAI makes you call sales for a custom voice. Google just made it self-serve. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3nmW2LpkmG27kHS6W7ctsNJ1JC6wPW7lxNFh8nsKSmW3K87n-2rf29wW29FW3_4DSS9zW70jrNY8CnBGFW1XgwbQ8Kwd8hW64-j9s7zlhKzW1Kb-p298hZhGVS7KYn2zJ1tvW2zxMM35nwWr6W6_vtXN4n9zPjW8cL1HY2vBs7-W34_kyw3wBWQVN2pNDGzWVPpSVp_kXT2t34QdW8nLgKW3-41PKW7qwLgl7hJNSlW8FBmfx48s9FxW5g4vD07nvR-VVjYRYx1vFbxtW1n8fcx21zdjDW71j0tx7d5qJlW3ryts3395rWTW3K7zbr9f_wxcW5PyZpy88C5K4f3CPSRn04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3lZW1mYPbG6V9Xy5MN8-lQ2mX71W2GfpgZ2MyvnyW4YjTCN4xRdYgW6Y-zW24C37PVN5JgCQCXpdVqW6RbD8G966wzNVmr93f3JXCDvW18X3bw7GD2CPW5NWqKK5P86GxW6z21bm79RG_QW6qLjdm7DnnjtW40Pvwk1xFzN8W5_v2QF7DYLntW8Tctg_3fPCw2W9cLd-X8MWnFrW6wHPG_3xwGW_N5hQVJbphQkmW3kFfy86dQpjdW8p9vjH6h3hNLW4RwpyJ20Xzw5W3CfjR811KbNXW55gBs350lrwYW6Mwl0y3GjlX3f1WMwtg04 )
Featured image for: What managing 150,000 AI agents could look like for database teams (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3pDW2bH3rS1H1RWrW6q1DTz1nTvYdW7PR4wp97nDClW5qMbF_2Xl3GyW75zJwK4VWc-8W3pbSD38Kgdz6W7t8QcR7wB5vYW3YVBfs72Z1sRW11nPNC53ppNrW58sr-04l7t46W6X6vtb8JqTWFW5tBYg65tZNPHW9k6wy-8K0XNSW3jlRRj6bG4T1W36nnh-3dX_zlV885qj65pKzbW99x91G8LTrBrW3WtnG940vfVyW8-1wfC9kt9RmW50rKgF16x0v6W6qd0BT3PqK1TVmmh123w0RtGW1XN2dj7rSSdsW29PLHZ6xF7dcW5HqYdB1FyKtxVbTMZZ2F50Snf7jZqVq04 )
Databases
What managing 150,000 AI agents could look like for database teams (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3pDW2bH3rS1H1RWrW6q1DTz1nTvYdW7PR4wp97nDClW5qMbF_2Xl3GyW75zJwK4VWc-8W3pbSD38Kgdz6W7t8QcR7wB5vYW3YVBfs72Z1sRW11nPNC53ppNrW58sr-04l7t46W6X6vtb8JqTWFW5tBYg65tZNPHW9k6wy-8K0XNSW3jlRRj6bG4T1W36nnh-3dX_zlV885qj65pKzbW99x91G8LTrBrW3WtnG940vfVyW8-1wfC9kt9RmW50rKgF16x0v6W6qd0BT3PqK1TVmmh123w0RtGW1XN2dj7rSSdsW29PLHZ6xF7dcW5HqYdB1FyKtxVbTMZZ2F50Snf7jZqVq04 )
by Carly Page (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3pwW2wCK8n5v2TxvW5RDd_K4nzr0pW9fqx8y4pDz8cW4B2GY09418VtW34PBV13hKNpQW9bNsWg6vppkcVjSd5N2n80W_N5bdxvYNXB69W5WhLVw8SS_txW3R-n763z6xr6N2pYkPvjsB-dW7sxphG7gmDN3W9bk8ML97VNfBW8Zz4v54xVZS-W8R9j8x8mRn4vN1G2fgdzgrCgW6Djs4w82Rs34N7fwVXDS19-BW51_4_d3Wm8dDW9ksQFV1Z4MD6W3NZ6f-7lWcxfW55XcWp8MYQjFW1R-G4Y1ClYCyW5CZ8PM6dvmfQf8wRkSg04 )
Featured image for: Query decomposition doesn’t fix context starvation — it just moves it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3kvW8y_5zs2hmNBFN3KnpXTKlyWHW7svgG08w7f6HW4BmGY73TKtQ4W5X4Zbd27BrsHW7zPX7832gBmLW3pCzJP6mBvmnW5NZXT94qVyqkW6dRLJL9538G3W5w1y0X1FjRvvW5FJW057tKw9HW3GPv3k7NXfbsW8cl2bX27CZ8cW943sbR76JS9_W2DCTJ73dB9vxW7dvp5w2HN73zW3r12TQ23KsPGW5l8VKR4mdfgDW1w7sn93gNgwTW45H8M38wdNkgW4CyDZb3XDHXvW6zRHLV2YHRwLW3QspSx7WbH5kW27C0Fx3VXCPJW99Zp1p8DsG5ZW5j36-P7gtkvgf7lkHMM04 )
AI Engineering
Query decomposition doesn't fix context starvation — it just moves it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3kvW8y_5zs2hmNBFN3KnpXTKlyWHW7svgG08w7f6HW4BmGY73TKtQ4W5X4Zbd27BrsHW7zPX7832gBmLW3pCzJP6mBvmnW5NZXT94qVyqkW6dRLJL9538G3W5w1y0X1FjRvvW5FJW057tKw9HW3GPv3k7NXfbsW8cl2bX27CZ8cW943sbR76JS9_W2DCTJ73dB9vxW7dvp5w2HN73zW3r12TQ23KsPGW5l8VKR4mdfgDW1w7sn93gNgwTW45H8M38wdNkgW4CyDZb3XDHXvW6zRHLV2YHRwLW3QspSx7WbH5kW27C0Fx3VXCPJW99Zp1p8DsG5ZW5j36-P7gtkvgf7lkHMM04 )
by Kayode Ojo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3mTW5NtbWY12FXWpW3YHl603mSbq2N1HWj_JrsVpWW4td-vp9hgv7jW9dKZQt8F97TFW7HNKmK4Tx5CFN3nMM8SRs0VxW6nJXcF6zK10CW1KMtht6x-KkSN77Jz-Z8YR8SW1f6HCD8HnXc9W7sST-c2nL1t-W5Kn5Zk6X3_sHW5jngm72CqrsnW2BKwFf6rG5JlW31Pccj5nXbn7W63-sWF5FsLwtW8fPV6B1wpPkcW2DD-Z05sSpNsW58C3Wv2WbjK2N8PB1mYwfVbxW5kNXyx73Dp--W7zkXZb7WL6rsW4kgfSr5NCFrSf1pwFcT04 )
Featured image for: Cursor acquired Firetiger. A month later, it launched a bot that tracks code changes from PR to production. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3k-W2_6LMW6Qbb91W12bgmK7snq3LN16_RYHDCcJrW1Zwfl65TcTTYW7ZRDMK1x1vHJW1y2JmN7NMMztW2xW7hT1H58n0W8gGPpZ40sRdPN7pySGZR4yYSV8H5Kg5klJp1Vzvlnd75ZrY6W6j-mjR92YXRHW12WCT58Rpp1yW6btj0H4KPm6FV_jZXL1bxXR7W4k8J096ktWs0W4Xh9jZ2zGvjRM2Rf9065q0NW7xpkj12cc7XtW5d67Wq3_QWRzW11tf252hhSlBW11nJH81hRyY9W6zkP733B2bmTN873mmRLWqSsW7wv_h22Fk2jYW3xbvZM2ZF2Y-f1MWLnR04 )
AI Agents
Cursor acquired Firetiger. A month later, it launched a bot that tracks code changes from PR to production. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3k-W2_6LMW6Qbb91W12bgmK7snq3LN16_RYHDCcJrW1Zwfl65TcTTYW7ZRDMK1x1vHJW1y2JmN7NMMztW2xW7hT1H58n0W8gGPpZ40sRdPN7pySGZR4yYSV8H5Kg5klJp1Vzvlnd75ZrY6W6j-mjR92YXRHW12WCT58Rpp1yW6btj0H4KPm6FV_jZXL1bxXR7W4k8J096ktWs0W4Xh9jZ2zGvjRM2Rf9065q0NW7xpkj12cc7XtW5d67Wq3_QWRzW11tf252hhSlBW11nJH81hRyY9W6zkP733B2bmTN873mmRLWqSsW7wv_h22Fk2jYW3xbvZM2ZF2Y-f1MWLnR04 )
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3kCN5_-CvVtpmBGW8Rml-K8T-Cc1W4LnTQS5tz-TFW3My2m-3mc0WqW2BPTYQ721MNvVwX3m32NW6HdVmFR8T2Gz-xDVrJhph997Yw9W8KtJNr5GhTL9N3gQp3tLJGx2N4WBTX-X2SS5W4mNNQw2MQCHPW34hStl13VMh8W46D6G91nV4MXW5T6f-M92Cv1sW7YvLhp8mbcLSW8nrBRY8Hn482W5SKt7Y95NfcLW5QjR-G542XgnN61Z0ktlrHMFW2w997n4JN7FkN4sLV93mhPM6W8h67Jg36sGRHW49SfP47ZR3TrdR0swT04 )
Featured image for: Can enterprises protect data without making AI less reliable? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3kHW5zqQsN5t5zLQVM0vCM7h8g3CW95hDgG99yx1zN2Vkt0bq7WJvW1WMwZd8RxfTfW6PrKcm4bVTZ7W4ZY98h7KYr-FW68b_0d61ngVDW7YcWlt4JJ0cGW3DfNqm6_xdm8N6fBqlyThST4W3kfGgj2Rpx-qN3lJ9xmxVvGrW8xxD3Y3dptW0W8n88x77cgd0LW59RjJk527BZMVCJnfr14QjYdW5_f6cc2xwQKSW2GBfK47FzqLnN7JjBg5Dsvc3N534pSv6kJB0W2J_6HW5CDgzpW7PFJmX8DxgjWW7dklTn84yHN-W3mZ5Kg3G8WcZV7549Y2pwP7ff2Z3J6j04 )
Data
Can enterprises protect data without making AI less reliable? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBR3prCCW7Y8-PT6lZ3kHW5zqQsN5t5zLQVM0vCM7h8g3CW95hDgG99yx1zN2Vkt0bq7WJvW1WMwZd8RxfTfW6PrKcm4bVTZ7W4ZY98h7KYr-FW68b_0d61ngVDW7YcWlt4JJ0cGW3DfNqm6_xdm8N6fBqlyThST4W3kfGgj2Rpx-qN3lJ9xmxVvGrW8xxD3Y3dptW0W8n88x77cgd0LW59RjJk527BZMVCJnfr14QjYdW5_f6cc2xwQKSW2GBfK47FzqLnN7JjBg5Dsvc3N534pSv6kJB0W2J_6HW5CDgzpW7PFJmX8DxgjWW7dklTn84yHN-W3mZ5Kg3G8WcZV7549Y2pwP7ff2Z3J6j04 )
by Mayank Ahluwalia (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3m2N215pc0hcCsQW6tV3b51KxlhlW827ZgG4kxKmLW60HSDH175-XpW4gm7qK3VhdbDW5q47FM5VkYN_N72ptZ51YcmgW4N7wh17npSQsN46Mfd8B4Zf5W5Fgyxs4gLpc4W3D5VFC5wfRW5W52T6yx545Y6HW6FnVhq5mKbJkW8N8BLd3MtcS5W3qbhh78hd1PdW3y_vxB8bFf4qN3byl4ZyXz_LW5XN2vh8l1v5gW7vp91J833MyVW2N6Tyf2CCNtnW7Xmr781spS_tVL13--6wRc7QMNYPDth_hQCW5tX8NW15rRXMf6v354d04 )
Featured image for: Q.ANT gives away the software for its light-powered AI chips in a CUDA-style bet on developers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3ktW3RC6Z16mtyfGW7trkGM2lf4fBW3TBLF51PPdqVW2J3Zcd9k9Mz2VKmCnw2GYZ8yW7G5bR_4jc3xZW6_HNR06p_64cW18mSC03jxbwNW7Qtlz08zFPPKW1kgt4Q7VNyD4VPxqzR4VPLGDW2trb3t6ZK_Z_W6jFPX18K0vfKW6f4dd61cQX7jW8ddwkZ5D2P2dMhHYpq7WnPCW6VJsjj7HV3W2W2vyTn82Jg3hyM94k9cg-sMYW5kBwzq5kfxWGW34zL5W8HW-XxW7WqwHP94Ml-GW4XNWm83CGLkDW67hKj-6N8KWXf8LQ0Sb04 )
AI Infrastructure
Q.ANT gives away the software for its light-powered AI chips in a CUDA-style bet on developers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3ktW3RC6Z16mtyfGW7trkGM2lf4fBW3TBLF51PPdqVW2J3Zcd9k9Mz2VKmCnw2GYZ8yW7G5bR_4jc3xZW6_HNR06p_64cW18mSC03jxbwNW7Qtlz08zFPPKW1kgt4Q7VNyD4VPxqzR4VPLGDW2trb3t6ZK_Z_W6jFPX18K0vfKW6f4dd61cQX7jW8ddwkZ5D2P2dMhHYpq7WnPCW6VJsjj7HV3W2W2vyTn82Jg3hyM94k9cg-sMYW5kBwzq5kfxWGW34zL5W8HW-XxW7WqwHP94Ml-GW4XNWm83CGLkDW67hKj-6N8KWXf8LQ0Sb04 )
by Matthew Burns (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3prCCW7lCdLW6lZ3l5W4V-5JH3_-lwcVDH1-P8H8BfgW2_rrLz4h8L0PW3nN18P53jRB2N8D_PtZJcY00W79JkPL2L0D46VDYCCC3PSYFDW6ssszv6m0y6HW39dpMl1jBR0xW6mmlC44Hb1kgN3TB3Sc9B-pyW6fWpRv2wd51NW7wKJt64hNWsVW7qLtPB6LhQ0yW5D0j7D15YGFZW2dLgNc6YWNk-W6DQpt69lJzQDW4vh86650jF-_VRd_N88c3cg2N7ymF1KFgCM-W2pxNFm8G4RtWW6blR8y958YGXW37717p1kx_qHW6vrGxX3WMk57d3sz4004 )
Kubernetes can run AI inference. But can it count the real cost?
One bank cut token-processing costs 60% with a Kubernetes stack. But a warning about its resource model raises questions about AI inference economics.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBx3gP0xW7lCdLW6lZ3l4VBVH2s7K1dTlW7_fLCg3r34tPW62Xnp_6vXS30W7JL04y5cy-0SW6_vx4419Qsy8W4_G3p37r4rl7W6VTJr53s-0T4W4sNk-J6WhB7cN1C_0b_jPtl6W8jL2P350dzxmW8w-v8P3hfWGrW7FV2wG3Knl_CN3wZlhdW0Ln1W2b6HQG8fVjdhW4dk_yD2nWzRTW6YgzCZ30MgfZVYXJZ52VCHBKW4jmgpf6wVm3yW5TQ7686hQ_GpW299llB6vlbvFN1lcL3vRd-rGN7ZCW6NGMg7gW2KTy341PnyrlW1hw2M24yhdVxf2r0VzC04 )
FLOW STATE
TOOLS
Manage your team's growth with roadmap.sh (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzY3gP0xW69sMD-6lZ3p0W4_5_m02_xD4bW7cMB1-7HZlnyW1PK3yj8YQ6ZBW5SwY9m670LGfW2QFk2d7GbSy1V_SZVJ91klGbW68hbm1233f-nW5SfkFN8yK93_W2DZS-966bJryW6wHNmq21dW50W8PDyk147vfVvW2BbpFg7N-_jsW42xPss5qY_-vW5N0_c58xsHq9MjPSW6j_vBDVX7d8G7nP867W7br9ZN1XwYmZW52P6zt35pJ9FW30xPF61MTw5SW3N077Z8LCHLqf6Z0wDg04 )
Roadmaps for Teams lets you plan, track, and document your team's skills in one place: build custom roadmaps and assign them to team members, identify skill gaps and track progress as they grow, and onboard new hires faster with structured plans that guide them from day one.
Start your free trial (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzY3gP0xW69sMD-6lZ3p0W4_5_m02_xD4bW7cMB1-7HZlnyW1PK3yj8YQ6ZBW5SwY9m670LGfW2QFk2d7GbSy1V_SZVJ91klGbW68hbm1233f-nW5SfkFN8yK93_W2DZS-966bJryW6wHNmq21dW50W8PDyk147vfVvW2BbpFg7N-_jsW42xPss5qY_-vW5N0_c58xsHq9MjPSW6j_vBDVX7d8G7nP867W7br9ZN1XwYmZW52P6zt35pJ9FW30xPF61MTw5SW3N077Z8LCHLqf6Z0wDg04 )
WATCH
Smarter alerting at scale: Live OpenSearch demo on PPL & unified alerting (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzl5fkwKW50kH_H6lZ3ljV8wRTt6LWMslN3c9YvkGwXlgN3_tmcrnyvn5W5rw9CX3F-wSmW6CSSnW3mWpT8W7R3L0879hjZ2W3D4_Qc46Fk7FW8GW08Z6G43_zW3Y9MX-2QmXpPW274TL-3KLKsxW5Jjvwn77MQ2zW37xsDy15-zbhW86LW0j7HJDnlW4JTWl_829ll6VqThhC91NnglW6VFb7X8SMJ_WW3y97dy3q6rm_W9d3lwH11cQYzN2TpDDqgftchN30vD8DWhH5dW4G0kt45D_fw6VMJ4pB4JMxPWW8H1nHw8crsfXW2Qyh0v8zVyJFW2XQsJc7LDWc9W75R8-Q3BKN9tW884rnS67j_nTW4F0J-V7ySqxHVYn4cT1rFzFtW5jF67q7LK4TSW5N7bHP4cPHryW4gWjzk6BfmLddJ-5P004 )
Our technical session on scaling your observability without ballooning costs or notification noise is now available to watch on demand. If you're dealing with alert rule sprawl, endless false positives, or fragmented routing across too many tools, this webinar is built specifically for you.
Watch on demand (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWzl5fkwKW50kH_H6lZ3ljV8wRTt6LWMslN3c9YvkGwXlgN3_tmcrnyvn5W5rw9CX3F-wSmW6CSSnW3mWpT8W7R3L0879hjZ2W3D4_Qc46Fk7FW8GW08Z6G43_zW3Y9MX-2QmXpPW274TL-3KLKsxW5Jjvwn77MQ2zW37xsDy15-zbhW86LW0j7HJDnlW4JTWl_829ll6VqThhC91NnglW6VFb7X8SMJ_WW3y97dy3q6rm_W9d3lwH11cQYzN2TpDDqgftchN30vD8DWhH5dW4G0kt45D_fw6VMJ4pB4JMxPWW8H1nHw8crsfXW2Qyh0v8zVyJFW2XQsJc7LDWc9W75R8-Q3BKN9tW884rnS67j_nTW4F0J-V7ySqxHVYn4cT1rFzFtW5jF67q7LK4TSW5N7bHP4cPHryW4gWjzk6BfmLddJ-5P004 )
INFRA
Your container runs. Everything around it shouldn’t be your problem. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBd3gP0xW6N1vHY6lZ3pKW1QBk7K68vDmqW3-LGDj3yng-rN33d2wV40m-SVwy2Qg2CHhVkW5swHYm6z74BkW1l7vb02C0nkKW6CwgJ463cjc0W62Wf503sdjsyV3_3Ws29T-tFN1hL8F_PKc8pVM6T7r97pVkVW1-VF6V6XMpl4W6llYcm38r7_NN7SY9YMFP4lMW3C34mw62SZ0VW1Qrybj8qWtTYW3jyt1z7H82mKW34G2_q7X6ppgW69-HpT64mLtkW6S1MSK6f1CmHW7qcMDq21tM_XW3mQpD-4DHWKZf7R5bQT04 )
Streamline container deployments with Amazon ECS Express Mode. Pass an image to get automated load balancing, canary releases, and scaling.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVMX8K6Ll5x4W6ltkQp2rtVRjW22vCbp5Vl-zRN8fXWBd3gP0xW6N1vHY6lZ3pKW1QBk7K68vDmqW3-LGDj3yng-rN33d2wV40m-SVwy2Qg2CHhVkW5swHYm6z74BkW1l7vb02C0nkKW6CwgJ463cjc0W62Wf503sdjsyV3_3Ws29T-tFN1hL8F_PKc8pVM6T7r97pVkVW1-VF6V6XMpl4W6llYcm38r7_NN7SY9YMFP4lMW3C34mw62SZ0VW1Qrybj8qWtTYW3jyt1z7H82mKW34G2_q7X6ppgW69-HpT64mLtkW6S1MSK6f1CmHW7qcMDq21tM_XW3mQpD-4DHWKZf7R5bQT04 )
How did we do today?
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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!
