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Why Argon’s price won’t stay noble Sat, 17 Oct 2026 13:12:54 GMT
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Workday just gave the UI a day off Wed, 14 Oct 2026 06:03:33 GMT
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Date: Sat, 10 Oct 2026 06:09:03 GMT
Subject: AI just made up its mind

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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">Mind over model</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>AWS’s new decision model comes with a familiar address.</strong> Released October 1, <a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3mQN15Sy6sMSbvkN2NpjdVjxlQGW54_kHb9f8C2HW3q9cDC22qYW6N3x-cHglmx9_W2CBbRm66FNn1W5fgjpm95x6ZMW5hF5-c1J3tXbW33tN7y3zGgfCVn6k3p56RwRLW2KNSg87zFbBbN65SpJ9PXxJTW1-HLBL3k1v-ZW4H6RWv19mC-qW3B1jM85376ZtW10Pfvr7myg8JW5K_tFY3wj1CCW8RNtkY1NK881W4KZx0V8Lwld4VDhYrs5km0khW2vLgcR3KYyK-W5sYYDX6-WBsJW4kp8fY40dGrpW3_DsJ94R0Gmrf7Z6-R804" 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="/G6dBWx7" target="_blank">Strands Decider 2B</a> is an open-weight model built on Alibaba’s Qwen3.5. But run it as a server, and it answers at <code>/v1/systemone</code> — the same endpoint startup TypeSafe AI introduced with <a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3n_W85q0868YFf9sW7XFQXQ8pncxkW5x77Gp8FSNhPW69Qtq87PjCCyW5Y5kmh9cNdFDW8mbYwn7trPz1W3zfGsD10d-vtW3Lmf7Z4JwY6BVL_qVH4QRtJMW2wjbZm2_nXd8V7jt6s5qBYHgW1_Qby42WbtqRW1mTmF_4V2C_TW97ktzN6yN_QWW7lpF-72PfJGbW14CyZZ2xQ4zqW3d78Mt5pR0QgW30Wzxp8Mr1RzVWr-QX6C8XfBW5FTDLl1sTXDNVmn5HP99r-0cW86VcvN2KKFSCW49jxP096sgydVCjQjS8mb0RNf2S7m_T04" 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="x5kjjpxt" target="_blank">Jev</a> just over two weeks earlier.</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">Within three weeks, decision models went from one startup’s experiment to a category. OpenAI, Upstage, Perplexity and Cloudflare offer hosted decision models, while AWS and independent developers have published open weights on Hugging Face. What’s standardizing fastest is TypeSafe’s schema — the structure of the request and response — even when vendors publish it under their own URLs and endpoints.</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">LLM developers saw a similar process unfold. OpenAI’s Chat Completions API became the default interface for LLMs because so many providers cloned it. OpenAI later launched Open Responses, an open specification based on its Responses API. That history suggests a possible trajectory rather than a settled outcome.</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3nyW3jgsHw3599X5W5XxrFf4Y4tPvW8rthwK7hQ9g_W6DB6665tJT37W2YxwxG8HwV0dW5qDmCl7-FV7pVQSY128pqzShW3TVDY06F_gXwW10gXmV12yn6VW1s98qd7Jmwv2W8sV7SR7LZGWWW2JJ2Ch2jfshgN4ZX5jnMfWNmW33HLSR57HHxmVKVwcj5bJ-74Vwg9Px3w31W9W5FFqpc5Z2BgXW3_7PDz4Prn2dW7CcJDZ51xJ_MN2DJyX0B-fZgW26CSwC74_Qn7W7rwBjY3dRyDlW6BNhKq2xR3tpW1sn_4V4Xj1LRf4gr0cK04" 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="CUXvDRNI" target="_blank">AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on.</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3ljVxBNMr18xphVW20HTVx69BjGFW2czxyw8zwnrHW2BGx9t6rxVBcN8nWNqy5P3Y-N7mJhXbz8MtVN4rGNx3PNF1cN4vSST5vGW-QN4B75hRCXPBvW3JPqQ44BLj1bTYJww754rzlW4pJmsS7c9D9HW1tf0sR8P-sYvW5wrkZg3Ycs07W2Wfsrn5gN7SMW4J7_Bb5tq-71W2m7-v72npry2N1p5CyFM3_CQW8gYxtk72VttHW7H4BsV6JNlQhW8PXp1z5GhMxzW4PS-b96sJKpnW7CQKmy98VjsXW1BWg0-97vtJSf5XZWpv04" 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="5QIoWk4I" target="_blank">Harness bought Augment’s coding agents. The best feature hasn’t shipped yet.</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3lNN2gw0zs563RNW2QsqDz3jP7D3W407BDw2dkPddN5wHYHV2HRrCW1k3yfT23Th22MlYlySBmkSdW1bQ4MX3800d-W8fgjB742WSX1W7hfFvs3BT3vkW2lRpm43f2PTDVNJXCv4TzzVgW3P5C4-2z1j2MVmhFhB62tktKW4r16c38rqK_JW7cnGV218MlMmW2tsT9m68dJrlW4MW4db8CR0tzW4tw4nS8QbTfCW7Dv35P5TNb0cW6lXp2S884t5SW4pH8Yb4yh0LCW2ttHyW5rR5nHW8HgMrG106Mp2W6fXQBr5z_dYmf70--mT04" 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="K7K+HnqH" target="_blank">“Don’t use ‘open weight’ and ‘open source’ interchangeably”: Percona CEO on why AI terminology matters</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGx3lYM-W7Y8-PT6lZ3nfW4xbzH232mXQBVS4DK-98C4sxW5Y_rb46jzPk3W5p1CP64hk2m9W48XJwZ5jv2v9W7B8crX4QyKp2W4_wjnL7YCjlrW2KL5vF2SW5WHW7090Vv5TtH8yW69g2QH6Pg_PzW7ZCtJm4d8QGBN27KqzCm-d02W3z_Lkx7l6v82N5TPfC6qNXLpW4wmKQB6tG9RMW5fvX_n5SS-_MW57vvSJ4GvhHMVV5dtT5jMBmsW3X1k0Z7QtS0NW15p84T4mglZqW62K1VH79XDGWW1NjWLt6C7BgNVPw1D76R17mnW4MRW8591ww2SW19lhXK60XbHmW6zZ4YS93-W_Rf39x9Qv04" 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="3zF9oJ+S" target="_blank">GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3pzN9lBmGTm9xCqW1QQ4qb5GyGy-W8QDFgk1tkc4gW8v-CmM841wZmW8XX2653-ZwvkVTTWZq7xMC6nVfYzq_94v7nBW6jnXjk5p45gCW97LS4Z2rq0nhVCz7PC5hM0sqW5GcDDD7gPz8XW4m6YNv33VXJFW3g0G2n266R3PW9dZBxF8Q9_dLN86nmgJvfcKJVb_S3J7kq99NW2y6CFf83LyqnW2HHYGV2m8NGwW3ZZRWm6fH15cW9cwkcg58jfcWN83y0z5Jdk2cW56zppB5yM_VwN1x01fF3B7vBW81Hdzw4JQ7-Xf3KmVLF04" 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGR3hCZYW8wLKSR6lZ3q7W93mL3f69mSCjW7KD_J527zbPdW3w67Ry1cw57JW31kVgJ3c8fx0W6SKM7L1SK7smW7_kf4626Xxq6W284pKY5YHBdbW4mZck43K52CBN4G_tN636vLTW5J7Zfr5xcjrzN25n0dY9k1sgW4L4Kh68367f6V9YdnZ9fX4ZXW4kFysF41gY5hW6pLjHw4gBxTYW8LyXSR6KgNfzW4Tgp4Y5zP2pvW3HmnJB46VlCMW3vwMbX1QnTvXW1-txQn8fjvVTW8tfTd_4rM6YjW4ygjtD6ZG6DFW78p-jG2tcpgdV882R76nWMyBW102crJ4QLPdJW8sY5Lw6t6TFsW87Jxjl1Lqyk0W7pJ5Pm8XTZ33f4T8p7Y04" 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="AsV2H3kI" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/db7fac8c-traversal_webinar_22oct26_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"> From invoked to proactive: what changes when your incident response agent goes fully autonomous </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 teams talk about agent autonomy as all-or-nothing, but it isn’t. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGR3hCZYW8wLKSR6lZ3mKN7rN4JdxBvN3W77t9Y_3k7TpvW4KTc393CdWV0W1861GX5NY0b7W7s8wVd6l2wNgW1NcGzT43hs93W5GMq3_90-nlLW2BxSC63LBSJjW7yMbN_8GbnjDW4Hplxh7cf12yW8DrYWz33qXvhW4WdW_G2XsGmnN1RdkRrRfDSPN1V1yq0nyNgFW2lKHgr4sdv08N6NHgxhTgKhJW6r1LCv7-NPnCW4vx7rD1_KSgzW79nclG3G4PfTW608P7Z5YGWkXW8nZpsN5s-q60W3Pttks564fdXW8NZM1B82HQfZW3lbcLx6XwfpbW7SRzm-50tvgrW80N9kh5NGRXYN1g2XncbSpRsW6GM_Kw6_ll70f5rxz_P04" 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="CJBQm3H+" target="_blank">Join us live on October 22</a> to see how incident response agents progress in production, and what it takes to trust one enough to let it act on its own.</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">How agents move from invoked to background, to proactive</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">What it takes to trust an agent to act on its 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">What changes for your team at each phase</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGR3hCZYW8wLKSR6lZ3nJW73n9Ls3MzCLRW9lyQdz6mw5_fN1zDM5Rv0rKLW5Qk5XV5m1p1dVD-ygp5TD2yqVM58t01m4W85W3VXk9-5P2M72Vgl7pQ186HZ7W83jSc12wCmMpN7hPMy9wrhWPN5N0t69NQWMmW1PbXl623RbryN13kB3JF0pc2W6mBRtb8v56HTW4VGCVB6P5T7hW7CWJqy5kk8mQW4MnwnV8rrCRXW9bgddK1W_gz0W3Q_lGb4hhJxBW5931Jn9gwLYHW8mNFCl8t0QZ7W4z1y1t8mkPXRW7Y-5Py7jYwBGW108zcT6w02X6W5f4fBw5QW1RBW6SGHtR8HktQPW1r1N101PPydqVYfp9V1Pzcxmf8MySbs04" 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="TTrN6bRE" target="_blank">Save your spot</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">Claude can now build your dashboards</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3pkN2Fnm1nRyCW0W6RC7TH7jVk5qW7fgPN157BM-lW9dmtGn6sLGLDW7RwyCs6SZF68W3m5mfm2zvd8sW3ThMRV5RFrYjW9dQZzV7RsLz8W4H75Kd63jhCjW1CyqNK7GdscDW6FNkFr4h7q3jV6q51d6qFY4VW1vY_0p40KjDvN8Kbwnwd0cTsW73gcQP8x_RydW8yM13B1S5nVJMDdfZ8Fgt8zW3WG3m87g3wmRVDRkX788CFcjW1KM40l1vXV-GW1sT--m2pbCC7W8FJwF37LnFxNW29mrhF4ZTRK5W4Jpj4q6mNLdrf2xx5V204" 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="8w+eHBaZ" target="_blank">Frederic Lardinois</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3l0W4jJSB63vHLFfW8nbqFZ4nSDP2W8lX4-f4Vsg9PW7Dv4_W5tdYXxW1RdHXH4TDzdCW6GDzXK59t26YW5Tv_9n4w8FLGT8HLn7k1jz0W1tHRtW4j033qN2nK-tqJ0XK6W1Qmscl4tM072N1-XHWY1vxjfW14MtL24LV3v-N6FJ33xC29t8W4c1J8r91wNjbW5DHzCb2Sbn4TW6rW3JN13dVY1W5c-8B62pXG84W2-R59p6rKDLLW1hRTm_4tKDw6W2SVzGN4mZZFMW2WJttQ5fCsX7W3ddVLz5HMKzvN7sylggp8xhCf21qTbd04" 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="5fnRzb/9" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/10/ab742667-claude-laptop-1024x576.jpg" width="524" alt="Featured image for: Claude can now build your dashboards" 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"> Anthropic’s answer to OpenAI’s Data agent shows the query behind each number. </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"> A month after OpenAI gave&nbsp;ChatGPT Work&nbsp;a data agent that builds dashboards, Anthropic on Thursday shipped its own version.&nbsp; </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3p-VPdjF34jMF4FW5by1G_672_1DW7Dry9p33kVG8W1GbxM38FVT9SW86Z7Wn410lwxW9jvQ5P7wY3dcW8sq7bh4t5nq_W64f_g878V4WVN5M8ZvrgMv2bVxgPsR3_-tz4W2K_fQF7Lhl4PW4tP71J3bMsYDW3_WrWM41Rvf6W6pj4pZ98twnTW94TMXM5RdhnnW3JX0dn12WPQqW54tLQd93vk3BN2JkYZ_W6y6_W5RxSMv2fdnQ_Vx2XBM1B6zLRN5Yk39lhmk5JW7y4Dw41M23rZW2RHWx28Lg6s4W4SQ5Dz2hxqLhf1tf41l04" 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="wxDlfzoU" 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3p8W7gq6G375VQXkW1tywWn1z1fZMW5TgG101mXX4BV2qHmq6dDtcwW3yBTlP118GTTN4_sR9qjkW83W4nqhm24F15sCN1yWF989DbjcW5Dy7vC2Yj_XGW4dD6RG62lC5mW4v4K_R5KlblpW95HnvT9hQ-5_W7zF38l8M-9dBW5l1j6F1qVhNCW3lmBTH7PYm5jW3H3XbP3MJtgBW7Fv-s7575-8DW8ZS73r171YCwW5v1Zb05-ML3hW1j3NZd48mCpXW8qC97g4dyrCcN4M9V32PN14tW1-k3Sb4Rl-3lW2nl0cL7n1998f1VTJlC04" 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="8qzOzpsu" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/b33e6966-yianni-mathioudakis-qwzidkpj_xe-unsplash-1024x576.jpg" alt="Featured image for: Amazon ECS now auto-repairs failing GPUs and instances. Here’s why it matters for SREs." 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">Containers</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3q5W63v-_h2vjcYxN58Bdx9gW4RnW4nrkkP2hz5LkW86MpdD2DPHnzW82wsTb69xcNhW5ZxfdW1XJPZ5W2BLWQT3rTlCrW6MhL5s8FTQtDW5ztxYQ2C7j_7W5PKD9P8ZLSnQW8SSqdC55MYpgVch2gz4X0T-YW52k8Cv6QZPlvW3n35HS22VsDcV8Z1wF1YRPlPW89BD7Q7sgRz5W4LlqH24mpsdPW6nfq9h5xDNSdW5Db7ZT33D0GjW4drNDx2yGtm_W1C9fwR49-vQtW6RWPbw7-d3LWW5Rt37675XfLcW2prhH461MyhRf1G0rtT04" data-hs-link-id="1" data-hs-link-id-v2="hiTfmxx6" target="_blank">Amazon ECS now auto-repairs failing GPUs and instances. Here's why it matters for SREs.</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3pTW4XRCs18Ns8hSW1p37vJ5DD3C_W3g-xv16fCBVbW1qsRY38FlPC0Ms8tTMH2t1ZW5sHJFt895QBkW16PYvT2kBTxkW1pmGHr40hVMpW8--X3R4fB2bVW7xfnwj8Rv4VyW1jzsb74h0bSnVx6TLH65mzhqV2NpmN5j4724W3GL7Nd7-9RBkW2Cdwh44XgZfnW6nqPRV77nSBSN67Bq5qr1nKlW34Vw9062nGSZW30Mx_n8LhW8-N5SRscdTMhqcW7YJV0d4vJQ7NVbVqLP3gY8V_MJ4yng1D0xwW5fhb1T7PPWrZf9ks4qx04" data-hs-link-id="0" data-hs-link-id-v2="NLF5lowL" target="_blank"> Anirudh Aithal </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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3pZVLcQ3F5ghPqwW5NvBrw8lL8BZW8lyvdZ34BZRBW4Q3rKL8Nk5g9W3VB5Ws6Jtpp7W6P_L7T7p0bfzW9h9vnF4dD0dGW6xcPLG5Q8dsdW3YB8vj55F2TRW1mKYgM98RKYZN3MTFb-4MlQDW1-T9BQ7GrJ21W7VcPlT20WHGsW956-GM8G_8vYW6cFQCd4T8G36W5gs5xp3WgJ76W1C_JxD33_v2gW3GdD0P4k_dhVVT9F1Y4cqVt2N8cSjc-pF7g8N219tTQLc71zW1VF1Q77ZgBPHW6Txlcb1DcvjfW4HTsM73KyKNNf3R6XLY04" 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="ro9kFIBc" target="_blank"> <img src="https://cdn.thenewstack.io/media/2025/12/26e80981-decisions123-1024x683.jpeg" alt="Featured image for: AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on." 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3l_W151xCs5Th_TBW6fXn_94G0QgGW3lPj_n5zQR3TVw-XXS7vw1ggVslJS1337rPSN7KRqQDdWT9RW5747CL8B3722W3vmWwr3M1yMdW89TlXv84pGrhN2S9VmL_kBFLW1kXhXt6T2tw9VxBWlW6Sxb0_W4qcks14T3g8lW8PQ4Tw1PDGHHW8BXxW_21r4pVW7M7KMV1T0Y7BW93jbP32DKZGQW3-2p4f8xfkRLW2gNDFD99vK6CW7P17C0736kKfW7HNlNt59G4SdN64NZjFF9sRGW4sQ2pt8BZJPHW3bbClg7Pn2QGf2j25x-04" data-hs-link-id="2" data-hs-link-id-v2="1WpQEUx7" target="_blank">AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on.</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3lYM-W6N1vHY6lZ3ljW96y0pz8zDxJjW3m_T_064XhTDW1M1-N29dqvvRW30V5kV4Rns7lW655mJv5X1zmKW5C3h8n2nbj_PW1tYLCy9gH1HKW1q3yll6gRJ-TW99lY1Q2zBpknW67Z1V58ZRHq5W2Lv65r5r9NV5Vf9BJT1QkRtYN3RqyDcY2qngW40pw4q3wZHPrW1H_6LM5QV_qHW1YgT1k6K5LdYW1tpJ-v5gxpsyW3WLKyN8ckYCFW5nxqW034SL9XW1WF8nZ5mtc3TW7XYRSC5QYJBJW7qkJFN6vJQT6f2FHnx804" data-hs-link-id="0" data-hs-link-id-v2="6GPz8nv9" target="_blank"> Janakiram MSV </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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3nwW6ybMBB6_jyGbN4blLNbPNtkqN1D6Xk7F8gVjW9d_Nn-35xWLbVnvwTf5tC0mzW5tLtwy76mYD_W71bbFc2_JD9ZW5S7Q121-rKC-W5fGDQc7FJMKPW4NpthN2GcYFQW8_hyjf2pykxKW8dHYpV36rxtJW8_4Kh_4FLGzlW5TwPJL8VN2QkW1GXZTg4l718JW1FC5rM6tzmtjW8fQFMd3qbTFZW4w8-4N63CsstW6l7xQg59H8pYW69gy4n5Y5y4sW8d254K78BHQ_W2p4-HG46nwJPW6P9sFM7Km86HW5jTHbR4zhb9Cf63Qzwz04" 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="W16yzCfy" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/89bcdcfa-farkasonsage-1024x626.jpg" alt="Featured image for: “Don’t use ‘open weight’ and ‘open source’ interchangeably”: Percona CEO on why AI terminology matters" 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">Open Source</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3q4W3qgzcT1t6c_hN3bpr2Cq33w3W5NL3mP601vzBW6tyw0J4QVvFTW35KZdc6jdv8MW2LKrD897qF55W6d0-Cy6LxrXzW5HSdDN4jhdmLW2v3YXV85Cc2gW6nwt5k3nz1H-W8PN4Jh9fTP3_W1xGjk33NkpTxW2815GJ5GtlyRW4DBFbn1GtTLSW515HHg9ks6K7W8RLW-R7ZdSP0W2Sx5xc6t7bRbW2QZxLj34l3dQW6N_RWx5BwfFqW4CK0ws6-1lRlW7B2Nrf3zdxZSW3lM9_r2RGySrW8nqTTB3nBf-7W2npcDB7MtKzYf3w2N9q04" data-hs-link-id="2" data-hs-link-id-v2="TwtkfoL1" target="_blank">“Don’t use ‘open weight’ and ‘open source’ interchangeably”: Percona CEO on why AI terminology matters</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3lYM-W6N1vHY6lZ3nsW41vBGz2D-vcGW4WWKYV5xdR9fW427wnR975FYRW11YRkz4YtnZxW54rqnL6RNBLXW34Wmbw6JHVdYW3qM77m1gBWpWW6ggWlq5CRRsjW6CkNnJ5k_TVvW9hDJv329_-l5W8Pc7xV1TLG5rVbpCvF49zJc0W61kGGC8FqpVWW7GMCyZ594v68W6BH2Zw6Wxv2VN86cCWClb97FVL5BNT1phjNhW5S0H-77BV-hbW1jg_YV3Hhh4PW5gT3wg5vNsQKW43Stsg5mzpZVW7Js-wg7zjPx2f3JYHl404" 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3pXW1VS9yn1G1p5gW6q7Fj41b8-vHW8H2L-n4nfW_YV54dNv63gDqJW2lZMdp3C10gbW1D2Fqy5kFhQhW35vtmZ8xK8qWVVgNVX4Tj-VmW413FWW9cLvtZW4j1vzY2nXCC-W75Qdr-3NXDVBW1KJfQt6TdJFvW8dNZwh3lKGVCW7y9F4v36NtFmW146NhB3jc6gPW47dtdK5CVyXPW1xC6Kq6wMx0lW1HpmWb6957gVW79h_7Q6SFLx0N7RY03FrcC8dW7C6gXJ3XQtSjW4BvGwf5lZXqnW98Y-Wr6z3LxlN3Qg5Pn43f0pf1sSVpz04" 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="QYBGyVXa" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/891fb9c6-resource-database-kpe8qijxbjc-unsplash-1-1024x576.jpg" alt="Featured image for: Harness bought Augment’s coding agents. The best feature hasn’t shipped yet." 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3p_W5rKPzj2JnpyXW5SVC3j7V-XLcW9lfk4T4D8zBtW3Gqm9g2lfv1pN36XQ_WwS6YBW2Dcvy-6LGLN-W4cw9fk58gxm-W699QBn6qn8W2Vcz-641CLPcqW1bk1Tn6sTlbgW3W0N156DK8DXW2HvKlS1vZt8PMRh1MpCpg5qW7_7Glp68qV2ZW24ywLm8X10p-W3H6gcf2ST2fnW601Jpv1vLf2cW6R5WlZ69_HdzW2pM9x33bGMSFW2ggvnw1R5DbPW1mdZx87PcbDSW6qY0J-4k7wQDW5b4R815NkTHMW512pYW6Ff9wkf7RYpT804" data-hs-link-id="2" data-hs-link-id-v2="LQYC+Fgr" target="_blank">Harness bought Augment’s coding agents. The best feature hasn’t shipped yet.</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3pJV1RR5q3HPZw5W8q182j3wGzQbW35980r2cwtjtVV2KLh1L3HfgW3XMLfq273N9mW3TJywv9gCb7-W9hyWTS3Cc2nyVD83ls9dNJRhW3ycGHq7WYXX7W56YM0P3TFQH0V8g1kf7KtpPvW3G-xp620RlXYW6y5G5D3qGpWJW3WKz5Y7qb2p_W2wY4tM7TxkFJW4x_KjK5Hj-CYW6tf-h01ggRqZVC1kqt2d1SgNW3Wwjl25P4nBGW75YJd854LtwWW86svcb4Mssq1W5Mg5429j623pW3-V6Zr1DtWrbW4g3Mvw7rJL34f834SP004" 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGx3lYM-W7Y8-PT6lZ3kBW4q5Jb384JRWSVrHCTJ1KLT_SW3sS6j_76NQm-W18qKy48jyW-KW3W_s6M3hzTSsW4W657w5tNN2RW3XwwKh4NwntTW903Y-q71WckBW1F4jtp9081P2W8FqyX-71gKwwW2pwLG242w03yVbLClZ97rK9YW7wrqH060qZh4W2j6g5P87PqWDW3Y1RxN5p3D41VnlDpq3kN8nhTxfWh42QZM6W8X5z0R33XSqKW5wZ0wJ1tqPM5W3fJ7q88qjtkLW6wqgkN3HQ6b2W5bMhFv1X7DBTVY6z_44VM8gcN2KQMz_yy5PqW2BYBF34pnjW_W4B8kMm1VVw7xf7xs94404" 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="0c9Znh0k" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/01/25870d76-screenshot-2026-01-30-at-19.58.20-1024x515.png" alt="Featured image for: GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud" 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGx3lYM-W7Y8-PT6lZ3m-W3hH3pV3SKQrsW2tFHVc1-xzZjW5V4RKG7w1xWNW8r6LmQ2WJmmFW9jSVVv2_8LpzW3Ljt2c4QDdFTW80RST13Khv-VW8w-c481c4ll1VqtsQ_2rlhQ3W1V6TcJ2wLfkvW591KxW6Fh4FfV8gfMb2qmNPjW38PKwc2QDX32W2ThLVn3jNH9DW1BC9pC27n5ClW61M53z20XRp_W5MHRbb3pGZH1W3sD3YS7xnWkRW84v3Fn4hCC7bW4zFpm34vTZjGW6T3X0L4QZQK1W6CsGSm5m0zj5W3bPtYS98-QLpN8djCj0zP6p8W41ZlZ36t_QWZW3GJ6zj5-q5Xmf5f6D8R04" data-hs-link-id="2" data-hs-link-id-v2="dt3jlGyp" target="_blank">GitHub Copilot is going local — but Microsoft won't say what gets sent to the cloud</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3lKN4WWnykKRDHpVzcq6X6DDZcwW4W8l0M6Mp1NrW9knzH87xtRdzW4_Rq9b1w7mWdW49K6rp6w-sx2W8BS_g_6mShXrW4-3w0l337hgPVwMjQp87F1rRW8X1Cb68lsKw2W1Tt4T483mnJjW32Llm97WSvyVW51NQ9w5b-lcrW6K9xk_4WMw3KMW5ZJ_Rfny3W7Z54Pl6GZdrvW5gtF_T2Y4rPbVDQ3_J3R8bQbW3F7Xrq3mHH9WW5cWXmq15Pn_fW454NzH5pBhlhW2MYFQX81dsQRW7JrHcN10fT32W1Rp8sX2LRKkdf85Dyhv04" 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3k_N2KmJZnFJ4BsW6hWJnw5WZnQpW7Z9Qkg5GtGYqW4KvX6x3_TrLLVzlMPf6qJtKYW86ybNL1_zV63W4ThbZZ7tQR56W50jtg79bdbw-W1pTN--9dQzPRW6bn-CB9dWh8QW8Bb5Qz1Nxhv2W28Yt1-2z-RqjW2J3jmT1V7Hk4N6pjrXbQM-n6W3hffSW7Jt59kVHPK8c2TMmcBW4yNYcc97pT2KN3twz2l-ryHdW6GxdxX109R3jW2sLy8265Xm4XW4jQcSY1J7H_CW8mKfL-84RZyTW7zR36H47bT_gW59Cn-l9gF71GdC21tK04" 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="HwQiXO1F" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/07/78b12e3d-aakash-dhage-q_d2ilpbmjg-unsplash-1024x576.jpg" alt="Featured image for: You can outgrow vanilla Postgres without abandoning Postgres" 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3pXW5yqcnJ3T_VqBW6ns0kZ935KymW8gnxKc5hpGfpW3VV4ZZ2w9bX-W9jXXYR8rWxQKW7skB0L7CtMGgN3twWPd4v8YsW4nTkjm28jGnrW96PDFG64t9wBW7FLXfP5vc7NtW5yGG4C4sHvvyW4BXfFr1zGx0gW3ZJbFF7GmQgzW1Yn3MD3PPjq5N3Gn-xSmsP9DMnSvvVlcTk-W3rrqzL6_D641Vk5jXb1ngBtRW7KbPmV7d8prcW5B5-hN7t8k__W7rZlsp6bvVM5VBLK453wWjvJW73pD-n71bY1tW5k8srN2Qx6DddCYW7q04" data-hs-link-id="1" data-hs-link-id-v2="8xADgULR" target="_blank">You can outgrow vanilla Postgres without abandoning Postgres</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3nvW3vTF7H1VnB1ZN6QMTXbLX2bzW1Bw8Vk623jKTW7wGXW24tS7hNW4RHL3G7G8gQCW78-lNw66H3LyW1RcBwn3wnjVDW8bcJhb4rtGqpN87D8_B6W8P_W7kz0Xf8qD36jW6HH7nm4kHmDsW80BDTS6QK88MW1GKXsx3G0SgfW7WHW6s4BwhC6W30_cqP69jgq-W7Tqrt467ThvlW2_vyt-8S3Z5BW8YVhGM1bx1ZRVmcgGH70SKTgW96V9DY1Kc3Q4W2-KvZ26bM9B1W8l2h9_1mMQm3W7PVKGH57Vz1wW72538C7Gcy2zf759XxR04" 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3myW4k6FJv4TB2d-W4kHv-D7q1sJPW86hPXr3Vq8xVW3JSsDz3Qm3nlW7xNX0q4B60rLW5pb9TW8r27JPF3M_5w6ck72W88SYGq4Qy58dW2qQXRm6W9TNmN8BS-YBzmr58W3xS-Ft4WYd6vW8dKgZ08l7fbbW3MtM-c1X9H-QW5xM1pC83jy-QW13q6n36x0xzpVLwjGF31mn3DV4Ncg15TvFPwW54805R71nH2rW7_7FdV6jvMSmW3sQXk49k8W4JVtfBnh6rr7KzW4Tys9z3TmMpKW6BDpB22j7RVmW3NhfxV6Nt6zGf3ppT2-04" 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="bLtbTTRf" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/e2372247-osarugue-igbinoba-vfwig_hleny-unsplash-1024x576.jpg" alt="Featured image for: Most AI incident tools still leave a key decision to humans" 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 Operations</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3pXW8cst2x1zX-f2W6sF5lh6ZbfzDW4L6CYs1VxSMzV9JFfq8kdhCvW1zm3x27CBFNMN8zFQHRRTRdPW7f2-Wl1M_QnVW9bdXD73bJkFVW3zNGM24WDV_KW4WWwq_3pWLzRW6x989p93HtxFW6mCxnj2_6zNnW7GNZbT409GJcW483t2Q6q5ssLW2YyWX19bsb3jW25PXy21GZYXRW3ZL5vm56QJ5yW6pl5sQ2vG8RsN4k03sMWdHVhW8w8rlQ1mmKz7F1g-GJc2PlzW7Wn6qy5Gq8NPW28PfYD2YFQkZW33jXZ38r40Yxd5kx0M04" data-hs-link-id="1" data-hs-link-id-v2="DKKktd2+" target="_blank">Most AI incident tools still leave a key decision to humans</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3pSN7Q2dLrB-YbRW2WkxvQ1H1qXcW7Frn3p5ybVBJW39m8Vd4nxQPFW1g2-hN4hBktdW2ymlW136fghtW22T7ZH1MXgrfVthrBG7rXCJmW664ynd2zgr-BW6p4f4g3hZPYwW7H955m3tZv3kW5BHcsN96lFJpW4fyq6k1fX9pQW7FJX6X8knVTNW74Ql7Q3t8cGFW8f74mf6rz89jW5c35sW5zvdD4W73jrx24XQ1nSW2g4hPM1cM5P8W1g72dP3k526gN6yJSqz4flYgW1HsyXP3-SJrWN86FL8RRP4k0W6Bq0tv7HVlCsf7wscmF04" data-hs-link-id="0" data-hs-link-id-v2="5s81fwL0" target="_blank"> Charles Humble </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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3lxW62Cm2s2vF0fHW5npQMh8rx49FW77w7gS8cwKWNW4cB1xD87L85LW7YjWBW25ccVkVzYZP_6W8JjDW5gxQjd8mvCHLW2BCLqC7MQPxlW2zyvpj20Qp5dW7jnl395kJpmpW84n5LX1pP0_vW1KcQyV4XZ7mkN28wGT7zn4LZW6ZDSpq2P09g3W461fyB6fJ6XMW3PB2s62VxP2rW53W78G901RjPW8CrG391mn4k0N5-qS7k30g6ZW67PM293dmMgZN67WZ7XTWw_XW27tnwz2H7dg5W19JGvC6WSFbTW5QrrjL6HPMhQf21TRNb04" 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="pTLVaPcr" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/9cace81a-a-c-iz6mqstjffc-unsplash-1024x546.jpg" alt="Featured image for: Your AI agent just provisioned a resource. 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">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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3kLW8WRnhV1CP5l3W4HWp467jmDP7W3yzk3R7CbNwFW4YKbrW466w7yW1DCt048T-XtKW3j3FlN2QZ3c7W2fpNKH6zHWT5V-YWtR6gQLJ0W3rJ9hJ39GBFwVhtKpY4zPCV5W83cBzZ1rL8SFW2Pz_NZ3n9p7FW1PKR2k4ZBgblVyPwl95FhX9XW1K1M0s4P7HxlW2Z_46s7-lv9CW7rcwRf5-s1PYW6RBdY_6kKVvZW12ZNJ21fXWqnW5hlxvQ3R5rwFW70hwMj7y2s56W19h6g944Tm6VW3k3tY927yZgSW95t9Cy5cLBT0f6qR5yT04" data-hs-link-id="1" data-hs-link-id-v2="LQV0YlZY" target="_blank">Your AI agent just provisioned a resource. 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3lYM-W6N1vHY6lZ3n0W2PNXHM8yF4jkW6pHH8Q4F79NLW25H5MW21Vn6cMJFpGmD_YKhW2-P83Z6nxTgLW207Kh58zlwfGW1YrnjQ875-lPW63N84r5mYm9KW1Zp5MS7xxhQkW4358408rFnsBW7fgWKt7JQ7lzW1ztSnQ8-s61GW2rJ6xf6mZkm-W2qS6TP3-Ng8LV11JtC3TkRhMW6RdL0_611Y40W5T-6vm1QrgGTN8yPZ2d4H_53W5-TxyX6pR-yKW5Ngt-371nS0QW9j077J8RNPDmVpsk9f4rLZy_f7Gfb-s04" data-hs-link-id="0" data-hs-link-id-v2="iQ7a1p5N" target="_blank"> Zeen Rachidi </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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3nTVVSyx-1mHGNSW7BzX9w6GXsmdW5MDQ3D8NCqCQW8MzpcH1T0xBSW1f5TMh7rWmFPW4GQgxP791BmNW6n7Dqq8ChLgHW82hfRR6Lm1H-W1RLvwc1d_50vW1jXmv25FjJbQW4jp9nw2wBJkmW85kwLH6KlvPTW7lfvhL57CdmjW1-27ph4K6RRdW1j47PN6-XlDRW3kV3_82_Zm12W3x44463rJJ1dVv49-G6hYkD7W7NxH3W9kp1HKN4TsxtV75trSW4jnM0v7cmtXhW34MD9D3MHr5RW6qMr0W29jjYyW1rfjzP7YvDfDf26ynX204" 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="+RPOtvxp" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/ad194d7c-osarugue-igbinoba-snnx_ttpbvs-unsplash-1024x576.jpg" alt="Featured image for: The audit log says my name: what an agent inherits when you hand it your credentials" 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3m2W8MLN7p4VfZv-W3-qdCH2C4hQHW7Yc14j6qg09cW5WLdDp43P4mjW9h6s-P71_vS5W4nqb0Q2Kq0c1W1DrRGy5hQcN5N4DWdWFDB_DdW7PNJCR7yv73RW1wbVZY1LnHlNW65z8TR1V3MM9N374G1pbgYPnW7b7WRj1ghhgGN8cs3b8rbZjWW1cgM9S6drJyLW3ZVXD03G_MgmW6nvqxV7FPdtMN8r-DqpDFXwnVxY3xd1czxFMW134JHz7wr5YJW8MjY6m3DYX-yW1td9rb4WZbKbW4qykb_5h3h3fW1DDcjq8mtbSBf91k5-d04" data-hs-link-id="1" data-hs-link-id-v2="xKV5eiyt" target="_blank">The audit log says my name: what an agent inherits when you hand it your credentials</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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3lYM-W7lCdLW6lZ3lLW1FkkKR4l1mXXW7GBFb96qBLP2VFgyT77rlzcrW1tkT0R2fcFFFW8y7Kl0939VZsW2yW0P_2xfTZkW2MHN7V6H-FMNW5X45YM6JMS7lW2qPYBD1K0H_HW5zzQ5g3346sqW61vXQH1DLPwXW6nd92D1vRb8NW8R3RkB8B5sw8W7Yj5cy2gfQHpW8g_jZP4N3vYJW75Ggrz1JvK30W6gQbWq92GCYZW77WfTZ8k_nZPW2YRcRf12fTS_W3phg035d7bV2W89_rM-2fSW9HW37Mb0g2qvYYdW3CPq2v7s5V-wW9hkT0v2Lwsy0f6dSTZg04" data-hs-link-id="0" data-hs-link-id-v2="MIuTt7/J" target="_blank"> Naseeb Ahmed Mian </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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3hCZYW7lCdLW6lZ3nWW3ngXkF7nftymW546jt33wTTQlVdPLV09dlyD_N7z8szZp59k4W74sDCN1bSnY9W5WKM5235fNjbW6RXsy530dT1VV25LpP7xw4D3W5CWKLG7Mw6LTW6Wvjqs2S0r32W2glGN_39mh43W4qhz426GstCdW1Tln4v5KHfrvW64b18p5NtFTXW2FHRqf3ZxHd1W6qnV4y1yCtx8V65XXW4fpT3NW5r3G-G7zv6ByW6_vHMD99mlkJW4zyMH07Y60C0W8TwStB2SX_mLN25TPp1mQdFPW8TjpkB947rZbW4k58_Q7R5DMhdQd3-d04" 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="MGmCyswu" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/10/955c4801-markus-spiske-vo5w2ida70s-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"> AI is speeding up exploits. Vulnerability spreadsheets can’t keep up. </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 is widening the gap between the CVEs teams find and the ones they can fix. Closing it means asking which flaws attackers can actually reach.</p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3hCZYW7lCdLW6lZ3mlW2wFxPk2yZpF6W6_tpMx5tG4DkW7mb9sy3RNTW6W5S4dNZ3Px6c1W8MZVX331HXcYW4L6vVc3LL-j1W82WSP_15QcpkVCjMCs2p55SjVq453V3YB8BDW7k2pzB27gbJjW9bwMg74b4ZCRW3DyndN5hXKzwW16wNkt8vMS2jW6p7_3p4PPTdwW3TWcgh6LVN9XVgML2y8j9PSjW5TzGTL4_-RysTh4Sz537zCNW2cTnPD9gX4vCW4LCjM78lFm1wMth-xFdl-B9W6hbM9l5LfYz1W1YJcJP27MsSnVQVZYP261r3kf8_t01F04" 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="8SC81jBt" 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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGR3hCZYW8wLKSR6lZ3k-W20bBM74pBHlHW4Zvtd84VpsYPW8GhjVn3mdWqhW7WLjth5Jjf6xW5-qy6R4MWx_8W7y9hbC84ST3bW4mdBpr4wF171W32yny773z7QnW4ntx3J54TpzyW6CwJmy17G1DlW3p4Q1y4ch0l3N8RGtn9whX3rW6mXG0l3JBC_ZW1JVhm47nnDG5VvNG2D8gKKvNW7tYR553FPbJlW17lXWQ6jhRYgF6V3cnqv3p-W46ZYTN4WDxcSW1BDg0R9fxwLPW4Ng4ks4Nl_GyW9jFxJv6RS67QW999N4S5vpNn-N7d8Shvw0tYNW3LsDcz3mXk3kW7-Bz9Y7cNT60W3LbFhv7j-WkDW8S9nYB19-wdcf1PqXH-04" data-hs-link-id="0" data-hs-link-id-v2="l3sgGiHb" target="_blank"> Why the best reranker can't fix bad retrieval </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"> No reranker, however capable, can recover a result that retrieval never surfaced in the first place. Join us live on October 13 to see why teams keep throwing bigger models at a problem that starts earlier in the pipeline. </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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGR3hCZYW8wLKSR6lZ3pTW4T-xF63QN2ctW2_mfyH3sTm4tW1ZRS189cs9-jW3YZFH91xLHVBW8Z2BxM1VsT_VW2Tbs-C7wMjk4VfKYBV3KhnVlW5qlD2q7jyYHmW2RlpGM5-KxPYMf-kd8K9_MyVBcjrc7yXpkLW8Lh04v3yln8QW40-lZB8cMddRW2Q7HcQ7m_0G-W3YBLTV80hT1QVM7VDg38HpFyVLVBy91pG0chW2-m7Df2Z02rYW38F9rm6q2bQZW86byX87H2NtyW2rKh_x8ljMn6W8wzvmb8VkWnNW1HGn4t10JLSDW4YQvRr52GYDKW48bL7F6HwG1WVPRtJN5z1Km3W4SKjmV4_K-prW1LsL7r5qtnSYf5bSzjW04" data-hs-link-id="1" data-hs-link-id-v2="boOg7cA+" target="_blank"> Join us live </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">HOWTO</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGR3hCZYW8wLKSR6lZ3n2N79VwTTbjS5CW1zBCZ763zVK5N3P64rFRN1V3W6CfPyC6ZHVy6W3641V772zds4VsGhHz5sVH_FW3l9tj549bX56W9h9sb38F5B-mW7Bn2kR4CWsJ3W5QTnpT36ByBVW3vtM-s6bw9sPW5ms6Qy8rH_52N6Mz9zC_l3ycM5X-c5f42WMVRx1Dd6XCtXmW8Jf-mY8dg2MqW6WM9xg64lY1JVssCmN5dJhrJW9cWDpj3K5zGyW86Dq4V6pZPvMW7Hkpkq1qYJN8W4NXNGr3xxn7hW7g9HTC33_f6RW9l9pWH8QhCBgW20ZcRK4514wBW8ykGwQ2-_CSzW8Kd5JQ5vVPwJW8RbwYS51KQjGf4kVhF004" data-hs-link-id="0" data-hs-link-id-v2="tRdH1a28" target="_blank"> How to make your own JEV model from an open LLM </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"> Turn a small open-source Qwen LLM into a fast, single-pass text classifier by swapping its language-modeling head. </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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGR3hCZYW8wLKSR6lZ3pPW811mgT81tw-nW1Wr4xF99dsBhW8yj__22BChz4W1x_66P7W4xZ5W2bd2gQ6hr566VtLvn05bhy25W8-CpRx6PxlxTVltrY525rlJVW46YR-d5mFlQ-W2cNVJM8nVvNqW3x-gj_3XJP-RMbSSwxlQgD9N7DHz8PYCQBTW5BByRF59phz-M6KZpRsBjztW4M5lTc3VCSr2W44GHqc7ZN6QgW2bGnfq8LLHNyW613x3X4kF2lQW91K9Wj4Bs32pW7q4qkx8h8xM1W4KjGk43FTHvrVdVH7l28DX8nW166cSG4LvGbGW35k9Gx5JnmgjVPWKjm7gzSDRN1nVy97brggDW7bMkSg1nz6cjf9c1kbs04" data-hs-link-id="1" data-hs-link-id-v2="2EJygDMl" target="_blank"> Explore on Towards Data Science </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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3hCZYW7lCdLW6lZ3l3W3bjLy_6Jd592N27dKtjqP8wsW8gHlBk28jqKXW4-VdJ66j856NN3YSWSfG2QGDVQtN9k3wrnW0W5gpT4t6bPPdGW1Nykzw65lNVlW5fKRrC41SrtqVqj7fk7K0H_nW4QPNHz611FSLW3W31MH5bQnpnW4ZMcJv84YvXdW2jw6dk1zKk4yVkxLZM4KGXzYW901Vvs3jWFXgW7N31s47Y91Q7W3XK0by2mRF4ZN7x7D1yQSNGGN4KlThPl4zkMVR5smY8FW6BRW7Xp8XH4pxYYHW7SSl5S56S9fPVkkX2t7_k1k9f8k8plW04" data-hs-link-id="0" data-hs-link-id-v2="88JMR0z4" target="_blank"> What managing 150,000 AI agents could look like for database teams </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 agents are taking over the DBA's hands-on work while spawning far more databases. Yugabyte is betting DBAs will manage the robots instead. </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/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3hCZYW7lCdLW6lZ3lQW6ZltR486lW73W4n3BYW1rdGygN7PsqBl333J2W7g6QCp4NjsXWW6Z7Zq31Q0C8sW7J44Dy2tG836W5yVPRl2xfnhpW8Fkw1Y32BT8nW8cXMYS6WLKWlW11pplj2xXXvSW3prxt76937PLF7L_jKGgJHpW1bN9Qn4wRpM0W5kcFb_49JyhrW8zxYdR4CBD1VW3ymRx65fFHLNW6fSxdS54z1fxW6ybHN58cfNQGW8kc7H-4kss2qN5D_pbSWYNxtVLMgFQ5vkpbwW7bJRFj4TTgBZW5sJChx9b_VxFW4DlwJm1JDns5f6KhZ-n04" data-hs-link-id="1" data-hs-link-id-v2="sXNmGk8F" 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; 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October 10, 2026

Mind over model

AWS’s new decision model comes with a familiar address. Released October 1, Strands Decider 2B (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3mvW6Sp_w31rbw_9W3Z9LrQ2-69RDW83YVFb5XF0WcW37mHYv5cwn_LW8BK4F56ZQt7JW3Y9X-d4dCh7ZW3bH3737Qv6L2W7wd15R48H57BW8QmKdC3pVtFtW84tt7j1gpg_yW6WmLy64Nj9HvW6Q5TNt23mBdBW8BtXYj70yzdpW21bQT44ShxYwW39bTbJ7yG_X6W916pYM8RpVHqW4njS8-2ZBKSrW7rrs1V4RYlwTV4f_jn2dyHwJW5-4qZH7K6Q5FW8cb-tt5D6vFGVMqXHz4dDkSNf2LyDbs04 ) is an open-weight model built on Alibaba’s Qwen3.5. But run it as a server, and it answers at /v1/systemone — the same endpoint startup TypeSafe AI introduced with Jev (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3nhW5T-zg04l6mDrW1JpPVP8RM6LmV17pSr8G0dk5W6L0ctN4ClKNzVm9bYf6v3t0fW1b8sX071dpvyVBRm4K76Nl4hVyvbc64k-Ck4W6PGQgY4WR8DqW5Hlhfh2nRR6xN8CDBV0hNGN1W1XH3hz684nsBN3tBFTP9Dq9JVsCG0Y5m90_CW6PHmtl7rMdyzW7T2Bzy6z5rV0W3jVyqQ1tJQp6VWQ7kd4Wcqj8W38Sf537NPPz6W1jdFN-6qtjRbN1_wRzcb_ss9W9k7nQ_6cQKyDf70lppg04 ) just over two weeks earlier.

Within three weeks, decision models went from one startup’s experiment to a category. OpenAI, Upstage, Perplexity and Cloudflare offer hosted decision models, while AWS and independent developers have published open weights on Hugging Face. What’s standardizing fastest is TypeSafe’s schema — the structure of the request and response — even when vendors publish it under their own URLs and endpoints.

LLM developers saw a similar process unfold. OpenAI’s Chat Completions API became the default interface for LLMs because so many providers cloned it. OpenAI later launched Open Responses, an open specification based on its Responses API. That history suggests a possible trajectory rather than a settled outcome.

Go deeper: AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3pLW8z05496lH29MVy7wJn762hDtW4_t3tr4qxpnfW2byLZ62h0lsLVZX1Xm5P9tZ7W4M2Q463LRj66W49rs9G8vGvQXW6qskQT7wdPYDVldJmC8-GW9KW5jT8q112_psCW1Br5mF8mhwlVW9kK8lh8W2WvbW3t9G3r8sKHZ1MBQ6qx9chC6W2hLNKt5ycqXCW3FVrNk19YKJRW82bWBF3RWn4pW25cs574693DRW4MqGFw1MLl6MW6s3gqP8ByqgWW1qTW5W7q2Gn6VZ5-pp7Y0-xNf67hKmg04 )

More fresh reads from TNS:

▹Harness bought Augment’s coding agents. The best feature hasn’t shipped yet. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3l5QzW7lCdLW6lZ3ptW57Tsxm5cP3Z1W3dHQlF1n52HpW6Kn4Gn1fKlZpW4yrkZ422TfJfW5f6Ylp8-RxMQW8GDHT44cKfNZW2xWw6G9dg-gwW6nRSjF8DqZ6MW1NfL1s1jTQsvW1r33z14B0BcvW2cD4rj6ZvHhhW80CMy982-QknVSWTzq55c0jXW10XFwL449TPkW7cxwqn2hGVFHW7_yzP33KyFmbN98Trb4mNJGGW8qVWrN7PqJzgVTpfw72T4h08W706h3m1RD0-hW5smFT146XJDMW54PCF-6Zh1FSW6Xk6Dr4-VGmwW20vSR72N0xLNf3f67qC04 )

▹“Don’t use ‘open weight’ and ‘open source’ interchangeably”: Percona CEO on why AI terminology matters (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3plW82WlSN7hvmNLW3BCtQn8Z7vdCVkYgxB1B38xlN2F-ZLHNmy0BW4cs4v-76nXRfW6-fQ-45LHk8JW1xdYTH80LBg6N1ljhYJxK2KXW6trXMy6xshdtW2p-XVN2qPWG_N8gvWSPgR42SV75TWq8GZz4DW2S8lpV8Nl_XHV2bhfX5QNh2xW2js7h76SxX7JW4dGm_72jySyzN3LPwFsjmfXMW8Bk4cj4MZNLvW5-JlYZ12zbVcW4ZrbtK1ycCjJW81gd6D6Gl95tW7pQM393wC3k9f7q9XrP04 )

▹GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGx3l5QzW7Y8-PT6lZ3mJN71-9QzBPTvSW3rMf3612QVCpW53K0Mj1ZXBk2W82pccX1DqJbkW4nprPv13_0XhW6cGXl75XY9kFW1Ft1pQ1T378WW7yzwh-7s9wJfW1HYXQv7PkQYNVyYP883_PslxW5w5HCs2VTQR8W2x7PqB8xFwMxV2qR7V55Y0hmW92KmCp2jB6XXW1lktNV56m1LRW41TCcL23vCtfW6T-1Yz8dF58vW65JqWg930PLMW8W3MZG7grVTnW8fTbmB8LRj52VkJxvg7-Tx-1N9f36-PKWr43W5MR6CS6HcCJZVHfycP4_NZLFW5jxD-17YFNb0W66gnDP7yL0vmf3H_dxj04 )

by  Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3pjW7-GMzn80GLbQVGvyfF1Mm4f4VJC_sB5lv4vzN939R6ydYpBTW1ckb657YnRPqW2T5VBn32Cmg0W6VJgDm83T3J-W47913_7V14llVd7fpk74yC3sN34jjmxkDn0cW7Vf0_K52mMMcW8jhCmD3p7ByLW2QNDNg18ML-SW1JtXS17t5rfZW9m5D423KWMHHV1GfJY5S7C3YVS23bJ8JC4VlW2-CNBK2qqdlLW7JVqNJ84sjkWVDxW9M5FF-0yW4-9xkd8n9g8kW11bpH03_NQC4f53NMM804 )

From invoked to proactive: what changes when your incident response agent goes fully autonomous

Most teams talk about agent autonomy as all-or-nothing, but it isn’t. Join us live on October 22 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGx3gP0xW7Y8-PT6lZ3l8W276h4b2hNxHDW4ntX5C4fW01wW8f0N146wR0chW6X1xzS2Mq1ClVlKYTw6BqT75W4KhkNH8jy4kkW2gHbfy607K1ZW5pfYkp4Bj25nN73B8Gw11Dy2W1ykD5b5zvfz0N3jKrJ-J8GgdW69gdG_8-MHjtW40XYKb5qVytBW5JgFxr5cyNWSN6m7xrtl9F5CVrXRC-4dYyM5W3Vbmdp5VSk-sVNbTV64YShtlW430tNY1H6Zr-W5wKbr13gxxdlW70w1qR1NbTSXW6MPFwn2d2ymRW39wXvx5cGc9xW76v0Pd1RnyYmW75JCBV2kp2wrW2nRZ8b79FdF8f3brFJ204 ) to see how incident response agents progress in production, and what it takes to trust one enough to let it act on its own.
- How agents move from invoked to background, to proactive - What it takes to trust an agent to act on its own - What changes for your team at each phase

Save your spot (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGx3gP0xW7Y8-PT6lZ3l8W276h4b2hNxHDW4ntX5C4fW01wW8f0N146wR0chW6X1xzS2Mq1ClVlKYTw6BqT75W4KhkNH8jy4kkW2gHbfy607K1ZW5pfYkp4Bj25nN73B8Gw11Dy2W1ykD5b5zvfz0N3jKrJ-J8GgdW69gdG_8-MHjtW40XYKb5qVytBW5JgFxr5cyNWSN6m7xrtl9F5CVrXRC-4dYyM5W3Vbmdp5VSk-sVNbTV64YShtlW430tNY1H6Zr-W5wKbr13gxxdlW70w1qR1NbTSXW6MPFwn2d2ymRW39wXvx5cGc9xW76v0Pd1RnyYmW75JCBV2kp2wrW2nRZ8b79FdF8f3brFJ204 )

TOP OF THE STACK

Claude can now build your dashboards

by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3nKW5cFgcB4PjGPnW3DgbWM2KmxFFW6LThsh60PScBW7rWffS7N-9b0W2jvy9X2f0HzhW5kfKgR1m53H4V9p-LV342kDNW66GrW01X6q0fW2ly6rp4CmwjtW4bLWJT4LVp2lN8c0S9XZ3LjnVBmztw40qXtfW7zFDyV8llGCGW7b2Z4R8hSmf6W8Wnh4X6LXYfHW7fk5TH4x0fS2W8B61JF7zl27HVdbsqj1_-QsVW34p15W5PhL-vW1bWYC-5cQc7FW6qtzzx9jPzz4N27W8twJcSZDf45bNhl04 )
Featured image for: Claude can now build your dashboards (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3n5W4L0_cg79gW2FN8h0S-91QPb9W6XRC1t2BLFNvW8-LCSF5PCl3hW49qt-l8TpfCWW8fLPkh9fPp9RN4M2VMXqgLzlW81ZPn59ktvmMVhtG8h4gWMxjW2qjB0Y4wDD_SVzv6Tv6lygkYW6cqlMp22Th1sW6CBWjr96HPW4W6GDWk25rJ-NyW5v0zMW76Zm0WVSLCrj8mxwtNW26GR882QL4rzW4tvRln7X0FljW93xrQr99819NW93HW9V1vjW3JW7hmnyg30ZNQ3W8NcM0G7x_DxHf55hL--04 )

Anthropic’s answer to OpenAI’s Data agent shows the query behind each number.

A month after OpenAI gave ChatGPT Work a data agent that builds dashboards, Anthropic on Thursday shipped its own version.

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3n5W4L0_cg79gW2FN8h0S-91QPb9W6XRC1t2BLFNvW8-LCSF5PCl3hW49qt-l8TpfCWW8fLPkh9fPp9RN4M2VMXqgLzlW81ZPn59ktvmMVhtG8h4gWMxjW2qjB0Y4wDD_SVzv6Tv6lygkYW6cqlMp22Th1sW6CBWjr96HPW4W6GDWk25rJ-NyW5v0zMW76Zm0WVSLCrj8mxwtNW26GR882QL4rzW4tvRln7X0FljW93xrQr99819NW93HW9V1vjW3JW7hmnyg30ZNQ3W8NcM0G7x_DxHf55hL--04 )

WHAT ELSE IS NEW?

Featured image for: Amazon ECS now auto-repairs failing GPUs and instances. Here’s why it matters for SREs. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3nvW8X32TQ66J6XlW3rd5Cm871Xc0W55j4V_7FrB13W7PD-F86dfB2hW8WRjgm2Ks26rW2SYlVJ5CnMjKW6_DCLV6xvjgGVLmhLq3tTS4wW8Mx-7W20V0lVW5qsNPS5NlfgmW7C7Jrj9hBzJ_MTL8Scgv4yCW140Ddh40WWFHW4XWn4M685cnFW1G6v1T9dPzm8W1VfF5X3xnWPLW4VKs9j5hdyLxW2K8WjP6V5-3wVSwz4H8tTs5zN7GSLCRfpP9-W5WZFy86n6Bx6W4WDDbf1Skg9Hf8xYd8W04 )
Containers

Amazon ECS now auto-repairs failing GPUs and instances. Here's why it matters for SREs. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3nvW8X32TQ66J6XlW3rd5Cm871Xc0W55j4V_7FrB13W7PD-F86dfB2hW8WRjgm2Ks26rW2SYlVJ5CnMjKW6_DCLV6xvjgGVLmhLq3tTS4wW8Mx-7W20V0lVW5qsNPS5NlfgmW7C7Jrj9hBzJ_MTL8Scgv4yCW140Ddh40WWFHW4XWn4M685cnFW1G6v1T9dPzm8W1VfF5X3xnWPLW4VKs9j5hdyLxW2K8WjP6V5-3wVSwz4H8tTs5zN7GSLCRfpP9-W5WZFy86n6Bx6W4WDDbf1Skg9Hf8xYd8W04 )

by  Anirudh Aithal  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3mHW2z_R-37LNvGjVDsyCJ8JybJpW5psv-Z4zJkf7W8lMyNH5ry_fzW7phfm92QG_LBW7NH2dx8xDBD_W3_V3vb3wMdcGW4q7Kkz9k19svW4vffHN6smYbNW1ckwWY6LPcX7W8wGLMF1yp8sGW2rMtrY2KXN_xF7hdS0FskpvW7ltb8w4ndTFGW5bg6FL8VwQ_yW20lGHs3D9s93W7g9sxF7w5qK2W7N9j8Y9dQkhDW6Bz9V8400_H-N3KssjK2N-54W1L7zCk4WpL7nW82ht4Q5C7pPHf713yHx04 )

Featured image for: AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3pLW8z05496lH29MVy7wJn762hDtW4_t3tr4qxpnfW2byLZ62h0lsLVZX1Xm5P9tZ7W4M2Q463LRj66W49rs9G8vGvQXW6qskQT7wdPYDVldJmC8-GW9KW5jT8q112_psCW1Br5mF8mhwlVW9kK8lh8W2WvbW3t9G3r8sKHZ1MBQ6qx9chC6W2hLNKt5ycqXCW3FVrNk19YKJRW82bWBF3RWn4pW25cs574693DRW4MqGFw1MLl6MW6s3gqP8ByqgWW1qTW5W7q2Gn6VZ5-pp7Y0-xNf67hKmg04 )
AI Agents

AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3pLW8z05496lH29MVy7wJn762hDtW4_t3tr4qxpnfW2byLZ62h0lsLVZX1Xm5P9tZ7W4M2Q463LRj66W49rs9G8vGvQXW6qskQT7wdPYDVldJmC8-GW9KW5jT8q112_psCW1Br5mF8mhwlVW9kK8lh8W2WvbW3t9G3r8sKHZ1MBQ6qx9chC6W2hLNKt5ycqXCW3FVrNk19YKJRW82bWBF3RWn4pW25cs574693DRW4MqGFw1MLl6MW6s3gqP8ByqgWW1qTW5W7q2Gn6VZ5-pp7Y0-xNf67hKmg04 )

by  Janakiram MSV  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3mNW4BzJ1067vY5SN1CQLrXfP1mpW8mGWX_33L5cXN4VMhcMTSVHRW91MGx944L9RvW3B8pyT7lDBf-V_r9H98tCPb_W6gdqq479s1MlW6SyJx811nM_1W4R297s5QCS0wVY7-KG3mgQ4gW7HqpRR91dxbLW61Ls785F9bVpW8p5y4L41khV-W9kft4v3cBDGyN1Xcbv7pwp5KMW49yLXyd1PW5xFwL558lBV4W4Rl87c3dJBYDW7TDRPS8DfWd0W9fTVR98-H_j-V-QDCc74D_-xf2gZYmg04 )

Featured image for: “Don’t use ‘open weight’ and ‘open source’ interchangeably”: Percona CEO on why AI terminology matters (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3plW82WlSN7hvmNLW3BCtQn8Z7vdCVkYgxB1B38xlN2F-ZLHNmy0BW4cs4v-76nXRfW6-fQ-45LHk8JW1xdYTH80LBg6N1ljhYJxK2KXW6trXMy6xshdtW2p-XVN2qPWG_N8gvWSPgR42SV75TWq8GZz4DW2S8lpV8Nl_XHV2bhfX5QNh2xW2js7h76SxX7JW4dGm_72jySyzN3LPwFsjmfXMW8Bk4cj4MZNLvW5-JlYZ12zbVcW4ZrbtK1ycCjJW81gd6D6Gl95tW7pQM393wC3k9f7q9XrP04 )
Open Source

“Don’t use ‘open weight’ and ‘open source’ interchangeably”: Percona CEO on why AI terminology matters (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3plW82WlSN7hvmNLW3BCtQn8Z7vdCVkYgxB1B38xlN2F-ZLHNmy0BW4cs4v-76nXRfW6-fQ-45LHk8JW1xdYTH80LBg6N1ljhYJxK2KXW6trXMy6xshdtW2p-XVN2qPWG_N8gvWSPgR42SV75TWq8GZz4DW2S8lpV8Nl_XHV2bhfX5QNh2xW2js7h76SxX7JW4dGm_72jySyzN3LPwFsjmfXMW8Bk4cj4MZNLvW5-JlYZ12zbVcW4ZrbtK1ycCjJW81gd6D6Gl95tW7pQM393wC3k9f7q9XrP04 )

by  Paul Sawers  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3mmN1kxgclH-yJsW74vWR514KXw9W17yxg62bYz1NW5G5YD-3ZKVtDN3vH5tYGnGZKW8kYmNY7b9F0LW76-_9q62Y5vgVS7Cvp5WZ3ZXW2Lc3mL6LChwFW6lpqMt4TvZSbW446Gqt4yp0wmN6XMQcyYjLTTW150H5W9kgqPPW87yX5V1QnfdWW2FYkKr5wcQ3pW2Ct1wN2Q16zqVV9Ccj67sLyNVtsx7b78cG9pN98_4GLz4rVFW47bNzm4MkkD4W7_63Bg3MWJLwW59yf7G1Mdl76f4r4MKd04 )

Featured image for: Harness bought Augment’s coding agents. The best feature hasn’t shipped yet. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3l5QzW7lCdLW6lZ3ptW57Tsxm5cP3Z1W3dHQlF1n52HpW6Kn4Gn1fKlZpW4yrkZ422TfJfW5f6Ylp8-RxMQW8GDHT44cKfNZW2xWw6G9dg-gwW6nRSjF8DqZ6MW1NfL1s1jTQsvW1r33z14B0BcvW2cD4rj6ZvHhhW80CMy982-QknVSWTzq55c0jXW10XFwL449TPkW7cxwqn2hGVFHW7_yzP33KyFmbN98Trb4mNJGGW8qVWrN7PqJzgVTpfw72T4h08W706h3m1RD0-hW5smFT146XJDMW54PCF-6Zh1FSW6Xk6Dr4-VGmwW20vSR72N0xLNf3f67qC04 )
AI Agents

Harness bought Augment’s coding agents. The best feature hasn’t shipped yet. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3l5QzW7lCdLW6lZ3ptW57Tsxm5cP3Z1W3dHQlF1n52HpW6Kn4Gn1fKlZpW4yrkZ422TfJfW5f6Ylp8-RxMQW8GDHT44cKfNZW2xWw6G9dg-gwW6nRSjF8DqZ6MW1NfL1s1jTQsvW1r33z14B0BcvW2cD4rj6ZvHhhW80CMy982-QknVSWTzq55c0jXW10XFwL449TPkW7cxwqn2hGVFHW7_yzP33KyFmbN98Trb4mNJGGW8qVWrN7PqJzgVTpfw72T4h08W706h3m1RD0-hW5smFT146XJDMW54PCF-6Zh1FSW6Xk6Dr4-VGmwW20vSR72N0xLNf3f67qC04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3pjW7-GMzn80GLbQVGvyfF1Mm4f4VJC_sB5lv4vzN939R6ydYpBTW1ckb657YnRPqW2T5VBn32Cmg0W6VJgDm83T3J-W47913_7V14llVd7fpk74yC3sN34jjmxkDn0cW7Vf0_K52mMMcW8jhCmD3p7ByLW2QNDNg18ML-SW1JtXS17t5rfZW9m5D423KWMHHV1GfJY5S7C3YVS23bJ8JC4VlW2-CNBK2qqdlLW7JVqNJ84sjkWVDxW9M5FF-0yW4-9xkd8n9g8kW11bpH03_NQC4f53NMM804 )

Featured image for: GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGx3l5QzW7Y8-PT6lZ3mJN71-9QzBPTvSW3rMf3612QVCpW53K0Mj1ZXBk2W82pccX1DqJbkW4nprPv13_0XhW6cGXl75XY9kFW1Ft1pQ1T378WW7yzwh-7s9wJfW1HYXQv7PkQYNVyYP883_PslxW5w5HCs2VTQR8W2x7PqB8xFwMxV2qR7V55Y0hmW92KmCp2jB6XXW1lktNV56m1LRW41TCcL23vCtfW6T-1Yz8dF58vW65JqWg930PLMW8W3MZG7grVTnW8fTbmB8LRj52VkJxvg7-Tx-1N9f36-PKWr43W5MR6CS6HcCJZVHfycP4_NZLFW5jxD-17YFNb0W66gnDP7yL0vmf3H_dxj04 )
AI Agents

GitHub Copilot is going local — but Microsoft won't say what gets sent to the cloud (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGx3l5QzW7Y8-PT6lZ3mJN71-9QzBPTvSW3rMf3612QVCpW53K0Mj1ZXBk2W82pccX1DqJbkW4nprPv13_0XhW6cGXl75XY9kFW1Ft1pQ1T378WW7yzwh-7s9wJfW1HYXQv7PkQYNVyYP883_PslxW5w5HCs2VTQR8W2x7PqB8xFwMxV2qR7V55Y0hmW92KmCp2jB6XXW1lktNV56m1LRW41TCcL23vCtfW6T-1Yz8dF58vW65JqWg930PLMW8W3MZG7grVTnW8fTbmB8LRj52VkJxvg7-Tx-1N9f36-PKWr43W5MR6CS6HcCJZVHfycP4_NZLFW5jxD-17YFNb0W66gnDP7yL0vmf3H_dxj04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3pjW7-GMzn80GLbQVGvyfF1Mm4f4VJC_sB5lv4vzN939R6ydYpBTW1ckb657YnRPqW2T5VBn32Cmg0W6VJgDm83T3J-W47913_7V14llVd7fpk74yC3sN34jjmxkDn0cW7Vf0_K52mMMcW8jhCmD3p7ByLW2QNDNg18ML-SW1JtXS17t5rfZW9m5D423KWMHHV1GfJY5S7C3YVS23bJ8JC4VlW2-CNBK2qqdlLW7JVqNJ84sjkWVDxW9M5FF-0yW4-9xkd8n9g8kW11bpH03_NQC4f53NMM804 )

Featured image for: You can outgrow vanilla Postgres without abandoning Postgres (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3l5QzW7lCdLW6lZ3kqW4jY4bS2W4-lrW5Qg0dt8gqbBTVh2J0F1PcC79W1F99CQ6NqCjhW21xKHv5vVqmrW2r1t2z3y0DBQW5lBk051qtBLBW8t4cJ01r9dyTW2Gwzmk5RxXdBW5mkk1K1rQVCnW4PxTht7tlnYMW5LmD7L201kcfW94xBqb18gFLlW5v_jvS85PDtdW6qhLfj2qBWfkW5NN5Tv85pgJjW43bPP95ZVb51W699KbQ4LPXG6W2tfwPG7PT7DpW6GrtMK4ZDYhjW8wJ6Ct7K0D6dV74K606zvj_NW740q0G3jrNyMW8nGK7H4Qj_x2f5zPj5204 )
AI Engineering

You can outgrow vanilla Postgres without abandoning Postgres (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3l5QzW7lCdLW6lZ3kqW4jY4bS2W4-lrW5Qg0dt8gqbBTVh2J0F1PcC79W1F99CQ6NqCjhW21xKHv5vVqmrW2r1t2z3y0DBQW5lBk051qtBLBW8t4cJ01r9dyTW2Gwzmk5RxXdBW5mkk1K1rQVCnW4PxTht7tlnYMW5LmD7L201kcfW94xBqb18gFLlW5v_jvS85PDtdW6qhLfj2qBWfkW5NN5Tv85pgJjW43bPP95ZVb51W699KbQ4LPXG6W2tfwPG7PT7DpW6GrtMK4ZDYhjW8wJ6Ct7K0D6dV74K606zvj_NW740q0G3jrNyMW8nGK7H4Qj_x2f5zPj5204 )

by  Kimberly Fessel  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3pfW7b4Cjl2cNR6HVJqYfJ2H-cM-W6THRNN3lvzh7W1cb4091wSfDTN3hcStFCSRMKW4tGLTG888ltRW1rwfmd7TDrQsW6J8WSW7JhhTlW8NFcs1947bv1V5L2TK7WWBp8W91VKzL4ZwtCFW2rLnqL6dF7hYW8YsDBw7kwyM9W1gprz05Zk_j0VlT1C98ZwPhZW4n_vWt2r8RTcW6S5-6F7lfsTqW3FzRsS1VlMT9VhHP8M174_3yW3Hsq1L1232txW6vfhmL327WFVW2_WjgS84fDfRf51-RPH04 )

Featured image for: Most AI incident tools still leave a key decision to humans (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3ppN73-_YRxjkY_Vv8Bmx34jGQSW754yHY31c1SYW8srrY92tP1NhW2l_sx-5tW_SFTP_Z97p-FBSW1SbcgS1jx7xKW6XTqgY685BxCVGKrHP7TlvpWW8Tdc4z8PySK-W45DCcn3LD0d7W5QWvSS2rHkSPW8_wfMZ1KcpClVLrWTR5Xkw7PW5R2VQ76wD00-W2rW9v05-sJnsW4Y-v-L8kxg4TW6FBrdP2BMk9gW4xTsD64Ptt8tW6CSSgN3_7ckfW438s7s5P0S9HW8bym525KRtl4f89JnKH04 )
AI Operations

Most AI incident tools still leave a key decision to humans (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3ppN73-_YRxjkY_Vv8Bmx34jGQSW754yHY31c1SYW8srrY92tP1NhW2l_sx-5tW_SFTP_Z97p-FBSW1SbcgS1jx7xKW6XTqgY685BxCVGKrHP7TlvpWW8Tdc4z8PySK-W45DCcn3LD0d7W5QWvSS2rHkSPW8_wfMZ1KcpClVLrWTR5Xkw7PW5R2VQ76wD00-W2rW9v05-sJnsW4Y-v-L8kxg4TW6FBrdP2BMk9gW4xTsD64Ptt8tW6CSSgN3_7ckfW438s7s5P0S9HW8bym525KRtl4f89JnKH04 )

by  Charles Humble  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3pYW1tSPQ61vzCH9VZxyMF4B78t7W1SBwKg36gqlyW73RryH2sqj7rW2jt_v_1kwddPW4gXs4k19wdyfW5rKnTr90-F7ZW46nZYf7VrknZW7vBfb66W4sM-W2kcFh75MpJylW854xDv7wFPTvW1WzXkT6CZGkNVnm1JM57Kb5HW6cKw5K8cVGcmW8D8wsl83gfl6V_NBCW2LFSF_N8ZbCNhkC9FxN7t24H-JDym8W7-Cc7G725z25W5-X8S12jwXcWVsB80K34LVSfN2PRjGmCbxMwf2M282404 )

Featured image for: Your AI agent just provisioned a resource. Who owns it? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3nBW7JR7665l2Z5JW4hTKG-4H6pwdW988Gjf1f7QyJW3h6tZ-3x31vTW9j2BZf7-WfjnW1PqmYs2ykJXhN35BqQWNT-CpW50JgNC8gktcPW5-cp925K66l1W5p8L-f7dG0CsW8h7xms2xM0QzW28GYT23XtnnCW23g-jH5k4P9dW3_8KWv4fhPqSW693G7r1hsRFJW2wl0_y7J27W6W7w_KBC79DxR0W2vw_qD4TXWBbW2Czg3C5XP9fBW96k1hr2xTH8cW8Ykz5s3Qgg4vW5lwSf66zL3Qjf6-k8Tn04 )
AI Agents

Your AI agent just provisioned a resource. Who owns it? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3nBW7JR7665l2Z5JW4hTKG-4H6pwdW988Gjf1f7QyJW3h6tZ-3x31vTW9j2BZf7-WfjnW1PqmYs2ykJXhN35BqQWNT-CpW50JgNC8gktcPW5-cp925K66l1W5p8L-f7dG0CsW8h7xms2xM0QzW28GYT23XtnnCW23g-jH5k4P9dW3_8KWv4fhPqSW693G7r1hsRFJW2wl0_y7J27W6W7w_KBC79DxR0W2vw_qD4TXWBbW2Czg3C5XP9fBW96k1hr2xTH8cW8Ykz5s3Qgg4vW5lwSf66zL3Qjf6-k8Tn04 )

by  Zeen Rachidi  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3nfN33RCsJTh2n4W3-t5jD1H4NDbVtH21r59bjRQW1q91V_55qNc-W4-N58z2jk8L1W4PPKZ23VDlXcW4Q9ML-1NTPWVW7YNq5l7ZsdKKW3FpNrL89B8x2W4Z4ypz8lkYhxW827BxN2jj6F0W8qJLmN3MHhPZW6sjts_8X1dp7W1Hp71Y3G2VCBW6MY5Zb4PqLLKW4BBD4K4jjsqdVmn3xm7fP-SlW8-fHlr70nZY1N6cfCZMmJ8tDW4hWWPC91MhytW560VKP8d4D_bW8vbfx04tyHZ3f2XsFdC04 )

Featured image for: The audit log says my name: what an agent inherits when you hand it your credentials (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3pXW10TVYN1xbdm8W6-njJl1zr577W2D42TS4r_ZzwW1t_BMC5YCw3PW7fjFVH6TsjJCW3fBynX7hnpChW8hZ-ZS1hNwKcW8150y61md0cCTxc2D7bf16hW84QmVt2HfbpRW4KrJ5m6YVylNW3PRG0S5ft-YdW2-YvYH8SDK0RW9d1MwL7jL_y4VsWMcL597NK3W4pw5j08mknk9W4vGvB25zWZ6FW7D67dM1F-kS-W6Yrg2_5YD87pW2Wfw3D7s7RG7N7TMpyMpLl_WW3CcXh52Q26DHdtxKlR04 )
AI Agents

The audit log says my name: what an agent inherits when you hand it your credentials (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3pXW10TVYN1xbdm8W6-njJl1zr577W2D42TS4r_ZzwW1t_BMC5YCw3PW7fjFVH6TsjJCW3fBynX7hnpChW8hZ-ZS1hNwKcW8150y61md0cCTxc2D7bf16hW84QmVt2HfbpRW4KrJ5m6YVylNW3PRG0S5ft-YdW2-YvYH8SDK0RW9d1MwL7jL_y4VsWMcL597NK3W4pw5j08mknk9W4vGvB25zWZ6FW7D67dM1F-kS-W6Yrg2_5YD87pW2Wfw3D7s7RG7N7TMpyMpLl_WW3CcXh52Q26DHdtxKlR04 )

by  Naseeb Ahmed Mian  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRFY3l5QzW6N1vHY6lZ3lHW58r4jq7W_XJdW6l2zF35GDw15Vm6Q1t7vRnhNW962dhM5J5BvHW1KFmcS7j_lg7W4Bccj_8zyGF_W4P0Lzl5fr_wHW8dsRSt5MRyfRW6M6Rdg5RpJRgVPH6hg8rScTfW3cx_N82yq6TLW1vyrPB6J8p1BW3Dm58g7B5fhlVtFjFF1fq6-TVbDJCR5JrlVdW2ChQBx4y-4NYW4_LJj-3bp__BW2J5Gyv2GZ0t2W6vs7Pf4rYS0LW2pH1jS1-7-GGW8NF0176nYMr5W2ybR7g5_yQ_Cf3Ftz8004 )

AI is speeding up exploits. Vulnerability spreadsheets can’t keep up.

AI is widening the gap between the CVEs teams find and the ones they can fix. Closing it means asking which flaws attackers can actually reach.

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3gP0xW7lCdLW6lZ3pcW8bsKVC2c8X5GW4nmc8f6JPBsjW93G3L27s5cbKW7Z4P0D1DzwwnW21H_Pc4G2231W7mjW2L4fVBpkW1gkwvS4dFQdDW46CWXZ1rZBnQW6sB2bj2DkcB0W3GQkRN8rYKFlW6RZkXm4NV2hNW1rcdFl6lg1tQW5MRx6j3dpGPwVZCHlz42F9J3W79K89T7LD235N4cfGtHMg8DDW57kM8N4P071NVhgHf15fr4nwW24TxLh8qFgfBN2ZXVWbzhp8TW7ypL4s4q3ShMW7F8WZr6s6Tk4W3PMPKz3FNp2JVtHbKz4-X1NJdPl_Vl04 )

FLOW STATE

WEBINAR

Why the best reranker can't fix bad retrieval  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGR3gP0xW8wLKSR6lZ3lzN22Bg9bD6pdSW3w211m2Jc5MPW36-86b6VRPXJN3Z8MKRG7-JSN5k5f6VpQKk4W14fSSz8jD-q1W8ft9g_78r9ScW1ClFTJ3q9jCTW7nQDN84fk3rnW3XL6BN2cGNtWN83dNwXfP3xsW47znYw8G3RJMW6GK9CD82VXh2W58X35v6gpQxQW7gfBMR6MS_fLN7pc8xR17F3tV4z20t1fCtVGW45YmqM4HFMMkW8_ZdLk2nF98wW94C_d11SVGXqN4sNRdqWjyRrN2dCJk-X1hn-W2qpl-G3BmkRvN6KdFw4yGm6LW6897R74hZyx2W1_xTS591cjYWN5Vkz0kPQZySW7mMHRL6m592nf1Xxr4x04 )

No reranker, however capable, can recover a result that retrieval never surfaced in the first place. Join us live on October 13 to see why teams keep throwing bigger models at a problem that starts earlier in the pipeline.

Join us live  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGR3gP0xW8wLKSR6lZ3lzN22Bg9bD6pdSW3w211m2Jc5MPW36-86b6VRPXJN3Z8MKRG7-JSN5k5f6VpQKk4W14fSSz8jD-q1W8ft9g_78r9ScW1ClFTJ3q9jCTW7nQDN84fk3rnW3XL6BN2cGNtWN83dNwXfP3xsW47znYw8G3RJMW6GK9CD82VXh2W58X35v6gpQxQW7gfBMR6MS_fLN7pc8xR17F3tV4z20t1fCtVGW45YmqM4HFMMkW8_ZdLk2nF98wW94C_d11SVGXqN4sNRdqWjyRrN2dCJk-X1hn-W2qpl-G3BmkRvN6KdFw4yGm6LW6897R74hZyx2W1_xTS591cjYWN5Vkz0kPQZySW7mMHRL6m592nf1Xxr4x04 )

HOWTO

How to make your own JEV model from an open LLM  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGx3gP0xW7Y8-PT6lZ3l2W8WvsMy3xSX-XW5s7RvC12BlcdN46KJ8cPsYDvW2NNjR25j6b47MSVKXHDx_X9W8mq-PF1qmZlHW3N_svB7CXDm3W72Jn1k1D2dpxN3v2kpBBznnkW4r6GQ63x98SwN1K3j60Ty8kNW6b1Y6834413XW7X8bCc29dJv6W6YgnX26sm1JcW4XC0Hn4JW0vsW72Xnmf23qNngW92kMFb1rDV05V6RKxV37XYRnW1DG7T66_9jJRW25BBT91Vm3wkW936h1P5YZk8MW99pM2J7NkwJJW7hGrMQ4zvvbcW30PCQT9kbmtzW5pvfmv13FxZkW319Hr74NV4Sdf94gsdM04 )

Turn a small open-source Qwen LLM into a fast, single-pass text classifier by swapping its language-modeling head.

Explore on Towards Data Science  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGx3gP0xW7Y8-PT6lZ3l2W8WvsMy3xSX-XW5s7RvC12BlcdN46KJ8cPsYDvW2NNjR25j6b47MSVKXHDx_X9W8mq-PF1qmZlHW3N_svB7CXDm3W72Jn1k1D2dpxN3v2kpBBznnkW4r6GQ63x98SwN1K3j60Ty8kNW6b1Y6834413XW7X8bCc29dJv6W6YgnX26sm1JcW4XC0Hn4JW0vsW72Xnmf23qNngW92kMFb1rDV05V6RKxV37XYRnW1DG7T66_9jJRW25BBT91Vm3wkW936h1P5YZk8MW99pM2J7NkwJJW7hGrMQ4zvvbcW30PCQT9kbmtzW5pvfmv13FxZkW319Hr74NV4Sdf94gsdM04 )

INFRA

What managing 150,000 AI agents could look like for database teams  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3gP0xW7lCdLW6lZ3kCW8WnlH123V6pKN8hz4yWqx3nqW6SPKPV1lNlQVW94Ykt_3KtMq4W4VYY2Y3g-0d_W88vpcF5dKXdsW1Y1lT57LhxNKW6w0LM27SnQQrW70Z6hG7ygjTFW8SDWgS6jtDkfW8nWljf7sDJhjW7QRDXx848_nRW2TQqtB1JdCQFW2g8n2J893v9_W1gg0717h7ZxjW1pyPN37jrgzCW8hXWlw36SmZjW5F0kKf7JVGwKN2jRtrXLkv6KW243CC_3PstDgW4vXrqv3yTw4PW1bbpnZ7nMpjbW8C_K5L5htd_2N3l0L_LRP_WRd2bSFW04 )

AI agents are taking over the DBA's hands-on work while spawning far more databases. Yugabyte is betting DBAs will manage the robots instead.

Read the article  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVC3VT7Cb9WqW4tPFFY1m9QskW8DFYQL5VZ6KNN8_nRGd3gP0xW7lCdLW6lZ3kCW8WnlH123V6pKN8hz4yWqx3nqW6SPKPV1lNlQVW94Ykt_3KtMq4W4VYY2Y3g-0d_W88vpcF5dKXdsW1Y1lT57LhxNKW6w0LM27SnQQrW70Z6hG7ygjTFW8SDWgS6jtDkfW8nWljf7sDJhjW7QRDXx848_nRW2TQqtB1JdCQFW2g8n2J893v9_W1gg0717h7ZxjW1pyPN37jrgzCW8hXWlw36SmZjW5F0kKf7JVGwKN2jRtrXLkv6KW243CC_3PstDgW4vXrqv3yTw4PW1bbpnZ7nMpjbW8C_K5L5htd_2N3l0L_LRP_WRd2bSFW04 )

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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!