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To: [email protected]
Date: Tue, 13 Oct 2026 06:06:54 GMT
Subject: Karpathy just gave us an AI reality check
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<div id="preview_text" style="display:none;font-size:1px;color:#f2f2f2;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;">Plus: Claude Code found my app’s shared contract in two MCP calls. Then the records ran out. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#142640">October 13, 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">Mind the AI gap</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>OpenAI founding member Andrej Karpathy, who joined Anthropic in May, </strong>thinks most of the world has little idea of what AI can do, and in a Sunday post on X, he said the gap is getting wider. By his own napkin math, roughly 6 billion people have barely used an LLM, 1 to 2 billion use chatbots casually, about 20 million use frontier models professionally in math and code, and around 5,000 have access to frontier systems inside the labs.</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">Box CEO Aaron Levie sees an opportunity in that gap. “This is a good way to understand how early we actually are in AI diffusion right now,” he wrote in his response on X.</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">He argued that most people still think of AI as a chatbot or a next-generation search engine while barely exploring its more advanced opportunities.</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3nJW5gN39W13jQhjN5lG9vDsGyJqW44-SqZ5MvQNKW1tF7Rp88BBS5W8zn0d11hcQS0W5TvDMV4ndtKMW94g9Tx129yVfW31Yqpz130YkNW4tF37P1hPyRhW92vZp293vzkDW5-7lx86nlSYbW2yrXCC8MgLr6W6hHl3x5RLk32W5g4tmH26bjw1N7cc_3GPvY_-W6KPX7S4KzZLHW1yQ2x52ByYgWW4vRv-Y2bLPGZW74VYWM4Qh-qQW2dqqQG2PMJZsW20MDVv1xC-7KW2wlcMJ6kwvg7W3mLNsX8869QnW58z95Y1318F6W1yS9733QmhWfW2FRBLt7rcn2Tf707vGT04" 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="S9Nm4mmE" target="_blank">Andrej Karpathy says only 5,000 people have seen what AI can really do</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7H3qgz0W8wLKSR6lZ3m0W5Ksd6G5l1p9dW9fQggJ6NWc6rW6qF1rX2yL6-TW6rYH4G50RZQ1W40ggds5p_x12W74QXKm1Jps5BW2WvgKL5ZvB9qW3GpZw473yGgXW8fJ7ZL2mGgZvW4g4jZW5dQqxQW957k3Q5cqndyW3qKnnH8DlSD4W3DdGJW1lvVwnW6vYZ6C4wHzq2W80kbrl6vcNdHW92vH2m93W5WBN80XWYlKGlkRW72C0qn3dZYBlVwHYHr46qcQQN6nXx_FHcZ-QW3DTpN28L6P7XW5SG8m14CqJkwW8-q0lQ6S_bphN5yTXG5PWzj8VcYW9T8yNjpdW1zHMWt42Cl2gW1MhcC02nHBBbVQhsHB2-gzLYf6ZKHrq04" 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="/7K5ixYQ" target="_blank">Claude found 29,000 possible bugs in open source. Only 516 have been fixed.</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3nDVyfRYS28ycmgN4gz2VcFbCvwW2Cj1yk7fBhtfW8KBCJb95mCr3VjYL3379t5K2W183Srl7D_Dt_W56MPYr5Qxrz3Vzx9Dd6QKFN9W82dLgs7YSZJjW4vcm-N7DTkxRW87jFqj3hSbLmVlyK_79fTfn_W4flqzx6Y0zdfW46D0wC48Qc-NVn9Qtk2B4BG4W6M4HGC2XHfbvW1H_Dqj1zscSlW1pYsrV37tns2W54dM3j7dRq6YW24TD3s7QL8tLW2W_2w321Mq_FW8ZNQzj6yKTlMMrffwVd7NzPN7hmPG4fLJz2W1VrXQf6-MxCDW7CqKtz5hLVQxdD3YKx04" 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="QZpgXtwz" target="_blank">Microsoft skipped OpenAI’s decision model and built its own on Alibaba’s Qwen</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3lgW4hpY2x7ysPBTW5NMMQg829_b3W2rM_q41xS6hrM4TZTj8r8vCVPp-0q7PL2J_W53mHZp78nDDzW6MpMyL1gNKd2W8KK-8x4kq7gHW3lGYZZ3lbLCKW5Z0nw35P0CsGW8d5PFZ6TMXwtW1bhGCj8hL68hN8H3WVHs8vpQW54H32v7LPTZZW34sKP_2165CWW1q4wZy39CbFnW8dP4YH2_fYp2W1dgDwG8tfbjmW1mc05w4CqrQqW1lYS614ZDwL2W3-TyYf8r2HdYW6Nnlgn3yWY1dW4LfZGw8-5StpVpHKkX3jJSLRW2v17by1MLKmJW5xjWgC7GkXlkf6dqC2404" 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="N97nkC0o" target="_blank">Elon Musk’s Grok Bot will pick Claude over Grok when it’s better. One-model loyalty is dead.</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3kqW3Zz3yP7yFp18W1Tq5XR12ZrsNW7FhwF0303B1sW52jxM55tn-BmVhx2lN3BhpT0N8td-QfMrzndN1btlWb3n_BCW5m0GG38yY7DQW37rxMJ5mFCm2W4ck1mn3Vqs6vW49kdGw2WLnGPW67WhMn59Q45yN69NXSzcms4CW4TcfWy110M2QW5M2x9v6Nj9FkW2bz5nR7gL098W1zVZhG3_qYFmN2FWJnZV7SM6W6w6Bxd2qvCMkW5VH7Ln18VYYGW7pLmX783RNtvW8MG0hg98XY3vW8bf1g-798bJ_W3xYFGm31LRH3W7xtyKc3PnFwDW5t4y973PWHKgf58XmH404" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7H3hCZYW8wLKSR6lZ3pHW8yZD6788rmNDW2VRsDG4NKM5tW8s6Q_h8-gljwMCb_5z77KP_N3859tktFsJnDW4KDzH1tFW66kr992gtTvHW36BmSD50cLqYN6nSFpWjd8VGW11QDBX6yrmgKW3RsgxK6ZhJ5TW8pCYJk7kYR14W99CHN-75wnM7W1BzQFy91bH7cW8kM8pW6lxfSMW2kWBdH2VLpjtW5wjSSg4_3wjjW86k-t373FSlYVSdnzT6G8sCtW5_ZcsD8dHDSNW2d2pZS3Djw4rW6gNtmK92FM6vW5zsG4V7mBBtjW4Zj-S991fP3zW6WDslX319ndHW128nlN3fJhYGW3-_2lP4rxDgVW2M-zsX135qw1f5MwDhb04" 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="kHHnfuoc" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/10/d2a12902-vespaai_webinar_13oct26_remember_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"> Why the Best Reranker Can’t Fix Bad Retrieval </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">In this live session, Bonnie Chase and Jenny Morris from Vespa.ai will walk through how to design retrieval as a funnel instead of a single expensive pass: efficient candidate generation first, progressive narrowing through lexical, vector, and hybrid retrieval, and the most expensive ranking models reserved for the candidates where they can actually change the outcome. You will find out where teams get this boundary wrong in production and how the tradeoffs between latency, compute, and relevance actually get decided at each stage.</p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7H3hCZYW8wLKSR6lZ3nbW2qtqCN1DJxPDW1NY1n63Wzl2BW1nzgBb5xdb56W3qs0DC2_VvLKW3Fltpl7LS1VmVxfdky3rPflcVLdwNF7LzZYRW381-Jw7CWn86W8DjtNL4NMcpqN7yM1bKHyQ0cN59HsrYj7brzW2h7qb15SSNflVdP_Wy5Vz14CVdBX3L8mDGyJMhw5HXhCg8vN6-49_xl2NSZW3XZmP71nBCKVW7SpYMm6XTHvMW38_plH1PZg9pVtmCGn7lLSWyW5k-J717KM5tdVpchz59hfPXhW69lxb-7YwfXXW6vLnxy15mlG1W861W_z7CXSJpVYt2Yx37BLJRW3fPFHk6KMNFQW6FQBZx84ShVGf5BKxHs04" 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="ZQU6vafv" target="_blank">Join us live</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 Code found my app’s shared contract in two MCP calls. Then the records ran out.</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3l-W1FkpW97K1Z63Vm191Q14b69gW1rl1-F7kHBxJW6V1t1r8Mqn9mW5s5GjQ8VqZLgW6z2pBH5XQ0P3W786h-H5XfcndW3ZcpcV57JQdTVZR2Wk35WJy1N7R9gMs5_FxLW8QWPZW21ZTJjN2p-dqktYKnmW5SgPmf4sqBplW4WzbSQ3GDvcgN8ZhCsr9_-wwW3-Lrvj8m2ZR_W22F7pb7DWWHyW14bxQR1P6P08W2Lq_2V5481VcW25m8_x3rrbjqW9g-nwJ1gmD-YN6QwTpGM5LLhW8S1Sdw6VBL_hVx5wFC243w4TW6WM2rV3BmWd6W6jwB8Z6SqcrQf8nnXwb04" 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="XF8B/iWO" target="_blank">Ignacio Aldama</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3n5N2Dc1K-tmhhVW3ZFkP72BXKwCW2LkzR15F_pClN7SPXH27dz4RW5PGgx77YKGZpW1Ms_S_81XRn9W1LJWv-4hCd_hW9j3GbZ8djcGPW5mVzt29j2PphW1BCHvg2cdRK8W9kgpqM18YXRPW6hNjv38x0Z1WW3GY37n1z6QS3W9kLtvx3MxSt1W7Bk9Qb6mYdgvW50WYf_6VDSH-W1m9Lmx2YZfvYW8ZQJ3H9d6hP2W2T2hp-7g5z6-W4JkDmR7qlzz7W94YdT79kbWLqW7BgGl45LDX8DW19N-058Z-DhxW7BsBMj426mgpW17jb5Z3n7sSTW3HjYZy1RJ-Yhf2bf22-04" 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="I3KKE0i+" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/10/ea9f3fe0-ubaid-e-alyafizi-vnm6xar3ygm-unsplash-1024x768.jpg" width="524" alt="Featured image for: Claude Code found my app’s shared contract in two MCP calls. Then the records ran out." 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"> Claude Code’s redesigned Projects give agents a shared memory of a project’s decisions. I tested what a brand-new session with no conversation history or local code could recover from versioning records, and where it hit a wall. </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"> Every Claude Code user has watched a new session start from zero. You open it on a system you built last week, ask for a small feature, and the agent begins by rediscovering your own architecture: which service owns the data, which frontend calls it, which type the two of them share. The conversation that explained all of that is gone or compressed into a... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3nKVwnxyP3XjTY3W802Qk-1PqcRqW1tCHWc8N-XpzW125bqg5wSX22W9fFL4z3qTkkmW8T_WgV6Q2z0tF4D99-tssq6VDfpmY88Tx8sW2qmn0Z2Bq38jW599WXL5HB-wpW67kzK-5zzsvMW4FC1YW5RRC4zW3Xrbng6866b0W6Vh2N94ph_CQW9483pQ2Qq7GgW5xFQYj4pVtc5W93cyPc3nHfJJW1Td6-72YhJ2PW5XmSp11vkF5YW8ydpxv7cdPdHN6y_79Gn29WVW4Q64L95-HskHW2bfVyl8vsdHpW3bwKVd4pty9sW9c5FTm1zcXncN5dkKC1Ln58Qf5yTcdR04" 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="Hi4OsDiX" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3lnN5w19nKyBdCHW31LGCn1hxmmyW83YJ9W8l9Jg0W5LFW884YJwF8Vw4QCM7j_Th9W3g3Kp-1DzVQYW78qXMV7Hq2ZxV9w15x87QgC1F7P_-S3hb0lMqjzKYxnVrnW1zRwkj8mtX2cW7p8mxZ4GlQwrW23gXj44P2By-W8xbX1j34_krjW8Jj5Zv3lNl_yW5Q4dsF44nWVkN7y2K1PXc-m9W6lnKQ16Q_fybW7zKJc-1KqlP5W8DKHCc350lq_W590fkX7gLnyBW2-XJ5g7YxSPyW2vYT7R76VX_5W4ksPMZ8br4QFN7MHS7M-zkhkW2hFXqg2zCvd1f1HL6Rs04" 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="OH1Eced0" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/e6bbd3b6-exec-167c6f32-2822-4484-8556-e0f1e4f10aab-1024x576.png" alt="Featured image for: Coding agents made building easy. Platform teams that build from scratch are 3.5x more likely to lack a strategy." 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3prVp5bq88_nGzcVySXJR2kdxFRW4p09-28dLDJFW2NWs-z5W9tpPW3yKq0b6bKf9-W8p3FX15VWFLRW3v1GD971Bn7gN2307GsN51ByW4PFVYH4wzL2MW4Q21Sx2_bh7fW3qMhZr2Q_nm3VJ-hxp3cjTMRN5m9bBbGxRwXW42BPcv4pb_22W4_hfTq4yHTppW5PZHLw49CCBhW2qWPP-48WDGmW7s4kQ27z-gLHW8NnXPW75ZNGCW3MbgWz9k4NJ6N5HklRgqJvKmM5Bg8mRjdXYW17xmDP3Z5b-hN7bLFTpkw8CkW3VbD4_4mV9HmW8gn2Xw4LclkQf2HTlq404" data-hs-link-id="1" data-hs-link-id-v2="0f5DJRFI" target="_blank">Coding agents made building easy. Platform teams that build from scratch are 3.5x more likely to lack a strategy.</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3kFMlN-XLdKmQRW7x-Jzv2VFlDSF1HNnggxdM4W3g6wMr5np_5nW6yTKJs4wh7k5W1tPX_f69Hm29W5h-Wfw1rZ_bmW2fGqpy1TGpwpVgBZjg4DFbf1W407CPL64Qt6rW7QBWGL2kg-rdW5zSlqN4LRgfBW56m2-l1x8yx1N2G8dhJbRCxLW5hqYx-8r5RP3W2qH-8M4zZCPgW1gYJJQ2LtvcyW6F4yHM70MRBrN885kJdCm8TBVGc_Fs2V_CkrW416LJr5LVrLVW6p4z-B8n9HvTW5cWbZk1mR3sLW3pBRSs6SKPfxVK6bvg5JvBpMN7g-_bBxBJPJf1x020s04" data-hs-link-id="0" data-hs-link-id-v2="cId3/Mg/" target="_blank"> Charlotte Fleming </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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3pVW9fxx8-2KlnMqN5VDxZj73Yh-N1l5PhkD8vlwN2CWCT9pvqHXW4NlX9J5b2vPBW82k2lV16hVN3W4Wbg_L3C3nMpW7x4Ggl8Z_3YhW64s_Rs6zP9-MW27RHt06b9zfJW3J7-P07d21_QN61Nnn6y6D8qW1bSxSC10lj4NW2S0LKz1_Xr4BW2kXBT66s8pb8W7J00mw1dr9xjV279fB73BrvQW5d6X_V5J_4CdW2yygcV648-8LW95Kc6Y3wV3MzW83RZS124lcVvW56zJHz18yHV2W3sgtnD4bV5XlW1BwyM02ZfGlpW7CQ4Bm64Rt5RMBZlbL419gxf8T3jH004" 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="7U30ydTL" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/9737c1d9-sarah-sheedy-t3y5gs-5wga-unsplash-1024x768.jpg" alt="Featured image for: Andrej Karpathy says only 5,000 people have seen what AI can really do" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3p-W8zCZ9j15N9t2W66bBvC3bjt9CN4fK1z1VDT4ZN1DybNcVz4kbW4zZg843GZj28W6LDBYW2_NqnDW1Y702D3NTLlVW1W4MjL70lg0JW6pKNrV2NMjZPW3Sp7wn7rmPB6W660Y5x4_0m4cW7hly2170BpJ1W1kN23B61n5M4W2szDYg2QmBk1W1B8nDQ8snl5_W5nyVf92r-zVXW2Wzwj91vZngZVTBZFs34-TpwN8kHzMYl1X5TW3zfLhS5Pp-z8W347Kvh1rPdNbVjXNWY2-2-cWW4DYhPm4ht6XPW2_2nkc6C6RN7W94rZyz2BH4pxW94JgmP8zms3Kf5hkYKd04" data-hs-link-id="2" data-hs-link-id-v2="S1oZKyP+" target="_blank">Andrej Karpathy says only 5,000 people have seen what AI can really do</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3pnW7p-GP9263LsqW8fHZYT1HhmZpW6GsS3h8FdHJKW3PWgDs3B9M1TW8jNLBc3tB9PxW7b6Cc73vTMBmW6dK69q1QSbcfW4vrmW594cRBMW2_zjSR2ryM5YW57LL3H3hDsvDW6WXlX_3t7l8DW8zTywH3Lx8XfW14vmbf4T7N7-W4_0DGD1yt1VnW12y_Rh4608vcW4ZjkcQ2ZwpqRW8Kj6Cz3T0kx6W1tYg9211kf4-W1MMbcW2gCKYkW43xK4H3kZrMFW6_ZLsh43_vWwW59x5T06tsNw3W8ft-686lp7HPW93D49G57bDHJW8JT5MS1gJb61W2ppc_w31vXj0f34GdYx04" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7H3qgz0W8wLKSR6lZ3kvW5YLNBf8JSVwLW3VjB4G5hd3CNW5rqbx784PZ0gW5kMn5N3Rx7ywW39kHbl43PRjYW7cR7DY2Ywrp2W2ZZF_J5XfKg6N5KsXPYVVwq3W1b_7362k5kC4W4pV-_b7cclyzW34Vgx21jTD4ZW4gzmGP66gbH-Vlt6L31-B73ZW5S_82l1XzcJ4W7Bg29X3h7t23W7w1yfx29Nb3xN7gkDZZq0X7HW2KfxtV3tHxMcW2Kk0947hTqWvW6ckZrm1pRYRqW5yTNwc424sp8W7B_5373GvcVSVHT1Dt6dr397VV7HfV7xfB3zW3sXXPR1tBTYSW2dS0Z_1ZbtG-W1ngQjb5N1YcKW7mfd_860SpWkf74HjzR04" 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="uetNIlSR" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/d54a7713-oleksandr-chumak-zguburggmdy-unsplash-1024x612.jpg" alt="Featured image for: Claude found 29,000 possible bugs in open source. Only 516 have been fixed." 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7H3qgz0W8wLKSR6lZ3l8W9gk3912X6pmZW89-0xc7b_qStW82fxzM3p4NyfW732CTV4_nnjNN1CgR85-5X43W3MFR9z89fGn_W2cG0Q24KC6g6W1CxW9T67Wc8bN5lcF0SfRHkrW1qdFDX1rLVSfW76nK9f1hFJ0GW2k2JPk44fFB-W23HNXN1XgDhfV_KTlz583TP8W6jsCFD1zRCHKW997Yy16kypqCW205Tbk5Dz8VxW20-Wpk6VwvSMVt32vC3s9g5CW4Xxspc83x1lyW51NLQ934dhBWN4zl8RVGLj6gW4pF7X06RnfJ0Vvsqmv5CB9kRVR9dWv1vHqkZW8TcNCG8WV_hnW2jqj8t7xfxM2N7bJttxw1-gdf8LBTkv04" data-hs-link-id="2" data-hs-link-id-v2="RHOg9dRG" target="_blank">Claude found 29,000 possible bugs in open source. Only 516 have been fixed.</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3p5W1X38Xd5ZdfdmW5YB1NS5yXzJ-W3nWkYJ5cXQ32W3K8D3d6XsgDGW5QfF8619yLnJW7b_LbY21Q_JkW958Zf9768xRQW3v1zYg1WSKdvW3wDP3p4whJhxW1Z2X3k1NVrpsW73xY-n7BMH6_W7Scnyn5FC0zvW7mGBtK2QwdtzW4_2Wkq33M3C8N64W8qGtRtxyW8YXmxJ38VrWDN3ntvkcybmbXW1S7cFB7DvcyKW38KFkw3M3KVfW8rh3Bw4Gt8cDVW-ZnB7Q0j-vW84Xlyj4vXvC-W1tQ45Z1x2p4wW3X3fTf8Q3z8LN782YFV-lKB1W23Wl256HfZ7Hf2HjSZP04" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3m1W2H7KN6102BnVW5ZVNCW34XW1lW59Dgxb1513vKW8hY8Nt4RC917N7-Jppd_2jZDMzmt7LpcYYtW3sMnpn90HzQwW3HMMc_2npzk4N6XTY07WhkGQW1zzgL55CKpXtN5pbjnRfc_BjW5gfW161GlTlVW4zhT2D2stcXnW6x-FBx5GXBxVW1tK8zH8mNp_ZVgsT2L321GNdW6xsbpB23M6mQW1PBkpD74Jkp1W6YndFJ3J9Jc_VRf1G95rcTdRW7HrfQz411fZ_W4l1KTm3ZB78lW16mYSG6_SDncW82bf6586md_4W3Snc6T6ZHhR7W3VNy558xFr4Pf7ZWpMd04" 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="YgrHGGS9" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/2c857371-martin-neuhold-f-rtmmpucp8-unsplash-1024x683.jpg" alt="Featured image for: How to turn AI production feedback into better agents" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3nMW3qNhz01-bsfbW4NJ6mh49lBvQW1WtGVS3TcTVfVcYY0-925mBWW49qG-l2GDcJ5W167TZr3dBwckW3wScc22YHDWDV8rdSV7RqhsTW8BtMH_8t29SgW6z54dj3-FW10W4CJBM09cX5MZW5z3yXh366P-PW75qBpd7b0HT_V5qn9g144hl6W1-Bq4_8mTCKPW1j0vsY5H5qPKW8nFFfy70xfQ1W1f7PQ46ltRXdW7fH50d3GF8LdW84LwRN4wZrB6W8BKjwZ6_s86cW9cmhY65__8HtW9bq13Y79d92JW1H3Ktv71XDnLW1TFQb624SVQlW6tCtfW20wJ-Jf4SY2K-04" data-hs-link-id="1" data-hs-link-id-v2="UisUEQeV" target="_blank">How to turn AI production feedback into better agents</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3pBW7b6zCK69jRdkW6SMCY-7C5h5KW8qrCX73xfDBpW7xpHcn66dH75W7TYQBS1Rf2yLW4HpmR13gSfxSW5Tl5Sh9g-BRSW7Q0FpJ25dxk0W9fp3Bh6KT82KW8Gd5q25S-pkkW2fPD401tcknlW8TRBxf8sMq0bN7P7GlWLZcm2W7p1y1H4Z3tS5N7YtR_0Tf9Q1W2g_lqk7Lj83gW4GD6kR3w9-W0W27qmYD6hNSh5VnSXnz62bflhW8hSvWK7Zpcz3W4b0NZ31ryhhKN8qG09787vNsW6JN_kY1mNwh4W6fMr_G9jSWWLVXQxLL3lxmSLW6xy2sq3z4PHKf8FkzB604" data-hs-link-id="0" data-hs-link-id-v2="RF9E1bKT" target="_blank"> Chen Goldberg </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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3kLW78PQgQ3QTmQPW263LCX3l9xzrW52xYjJ6kKy1dN27zdStYhgnNW2pvdWz97v11JW4qCjnt93b8LkW7KrxrW8X5ym8W76Q5Cf6Shv4lW44HsCh4mH01CW3fyCKj10BhQ1W8wBwBr1pKV4-W6HX8ty6dgKH3W2q4Y1g6RYfLRW8G63tr8-WjCZV5B82Q4bzWBWW2NbjNH2q18HyW6bs66-3_dB5TMgTzm3SG7hsW9cPZtm3znGHxVNcx_N6s8h3kW6nfTQ150LmK5W72y6nt54l6MlVWrN1S626XKNN1SG49PFKw1RW8M1wqW83KMBSW5h1V0582QP6pf5JFFLz04" 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="BQLOzVa6" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/57c94021-logan-voss-5kzn1icmroq-unsplash-1-1024x576.jpg" alt="Featured image for: Microsoft skipped OpenAI’s decision model and built its own on Alibaba’s Qwen" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3nTVxXBzd1cQr74W93VWmX95XW5DW9c-lc64mPzRNW239ccJ6fmz3DW8GrWJm4ql4DsW5tb7FZ8L8-_pW88gWqB5QZFMpW7Syz_B6NcXRJW8GzDk93kjqRYW80CZVm1myxNRVkhsdQ8vrMpLW4q1TK56KfVpgW21df417L_-PbW3vv0pm7fBdqcW5148gk8K_qwfW1HG8wr7gp6q8W2M7f3V3FSQj6W6-_QGq455fpVW8KgXCY2b8SmDW5Hk5mW6vhQVqN45DmzTq3YqNW3Hy5_F3b7QL4Vc6_Xc8s6-vfW5sY25_860D79W7P1nNq90yh8KW8HBvD332TCwpf4VmJtg04" data-hs-link-id="2" data-hs-link-id-v2="nkx4KZK9" target="_blank">Microsoft skipped OpenAI’s decision model and built its own on Alibaba’s Qwen</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3lGW4yqmwD2FS8_dW5wbYNt4R7lVDW64z1NK6hgn_3W2-5fl58MCX25W1mWspH7_M6lYN8jcd3tfzSHBW8VqB4s37-yL-N4BwtTHRXGnNW7wxpq03YpwZxW1qsdM-8Kkx_3W7KWr0r12jvdqMJRS4FM6DfgW5pJVVw4C9TZcW2pZkDL7mbspvW2f_P5_3j88KTW62kcTl46LDMqN7KC09DhY1NtW1G4wcJ43wgsmW3kFmSy6CZ1XnW7WZHfX4KQ9NRN53Wzj5GXdFMW7lC8R19g3HgDVdwBpH1WY8S0W3kpTGC6fwY7jW4pz6zM6SVrDZW1r-tR91J4Zx6dwmyQF04" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3mKW826hDM7hQF92VbtQjd6XQCT6W3cL55R8fFcwvN5-CkDwF7BL_W5Nvt8697-9c9W4bPqGZ2JLhztW6LL2Q55whXzmW7N9c4h4dqd2_W8DXk268YfsN3W8JGt-D4WHRdHN8rJ_XkjjD6wVwwW0-6bKk5HW93KkgQ8Wbbs4W4RfSF36-Cm_BN4H_C_5_8_tKW3xWtfv88pNJ2W57GBTY8yXB9jMlZHGJ2F97WW1sdkDS2Z-JV0VBNcTt7g2G6lN5bmWpFBK6WHW7PJ9J538gB6wW8RV0Dk38TNcXW8Zq4S63RjTt3MyBkGCwk28XVcS8-t7hn0K_dh6ndM04" 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="BYwg0sSx" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/e7ecf2fd-gtok-claude-model-triage-1024x576.png" alt="Featured image for: Elon Musk’s Grok Bot will pick Claude over Grok when it’s better. One-model loyalty is dead." 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">Large Language Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3k_W87xcC95HDRkGW6ghFW98-b59sW8c00Rs84-LmKVH5fzM3WmQ4WW8X7Xkn6_5Pz3W3vwwps13SWnMW1T9wQq7PDmjgW1Zht3G3Jzx2FW5M25VW45nZlYVPvpvk6KR4BLW4rsMK28Qy3G3W11JF0W5VXL85W69LVgj2VZG12W6bKgXN7HP1QlVL9BDp8PvlK2W24q0VV5Ls122W4MHH_b57tH5VW2F4DZc8FH-wMW3nQrkQ5z3pLyW5vt_vF77hP9kW3SgvGF6TsR_dV7rmNJ4qWzBnW3HDq0k14wg3vW32MgZM9lwSNZW3g_pPn8MKd_xW8_DJJq1DB6XQf5B2g2x04" data-hs-link-id="2" data-hs-link-id-v2="zAJ0b1wy" target="_blank">Elon Musk’s Grok Bot will pick Claude over Grok when it’s better. One-model loyalty is dead.</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3lxW4D6qzf76sDL0W35_Z4L18scYYVPd4vZ2YGGKtW3TH8wH2m7gGSN4SHL66J6XxGW82nf627mPySzW7XSkdr4lSbN1W4q65tT5239B4W21yCtY53HyvPN5FRSV_hdt5MW1X4fgY5PnYbZW7Cdxrg2ZgcGcN4_Mw8vHpNjZW4GbGdn3YjZ2BW2nR5XH1N03pMW2_qzbS33pSY6W4pRsH44PG0ryW10JdJb6PNQN5W52bVsh322nRWW7D__JL4w55s6W7g-mBC9cRbSjW4sJTpQ16656gW4qlmzj5jKDXtW5XKglW3Qm35yW5ssYJC6ZVTwzN4_6J3Y3_mWrf2lMcDz04" data-hs-link-id="0" data-hs-link-id-v2="GrHITt9x" target="_blank"> Matthew Burns </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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3kXN5l9t1lH30LtW6cxc6t7wZf1LW3x__gR2cZ2DLW8yRVhd5CrbhHW3xkgdq5zTqSFW3GD6HS6YK_vtN7Y0D9m5hHpkN6PfzGXXR7RBW1dRw8_2RS-NRW9bqdYG3R3s-YW8xm4Ym4Jm8SzW6h4HgZ6cKcfXW1zNSsj40wqllW5J82Zt9c1XgmW6czTZ894mtxPV9RdHc7Btd_RW4RvhkY22zcVcW3gKFm46mPv15N6H0c1WNWVFxW84ZDkp4W_XGbW52X4XM8-BR_JW2RWj6M8t7sB1VX8-Rz7-1gYfW8s6Q2D60JXKFW4gtqS03LlJxCW8QYBdc2-rjLTf4FXwbC04" 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="bOhkhN+z" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/cc0dfb39-growtika-wlknzfskmxq-unsplash-1024x576.jpg" alt="Featured image for: Kubernetes on cgroup v1 is dead. Here’s what comes next." 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">Kubecon Cloudnativecon NA 2026</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3q1V5xhC_9hzsv4W4dP1y82SS411W4tQhQp2Wr1RTW3TC64w3p-f_1W6GlGY43Jr3P3W46dssW62ZbfCW73wlfC807S40N6LlKnHrz3Z2W3JXZG57f3HVzW4rDw8t1cJ6DdW4xx-Wg7lbszlW5gXWPm2n_KmJMSknGjLXGZxW4FV_KL6M9bl9MnvxMZ6mLG3W6wqG-z1_fNCFW6C71Vm6_DtbyW7Vbj5l79r-G3V5QZwW1-3sRsW6FSwjc4Kz6TxW53Nr334vzXPtW4FVjFH1h94lxW1s9RzJ4DmH7wW7t30Z-7D0FD4W2ycTnk2vdbh2N6vT3SwHdFW4f1SnMhK04" data-hs-link-id="1" data-hs-link-id-v2="eWtPmvEd" target="_blank">Kubernetes on cgroup v1 is dead. Here’s what comes next.</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3ltW30xP4H45w3yLW71H10Z19RV97VlN5g12xvSgpW3k_6_q54Q1MRW1-qkgd6tlcyvVm7bMq8VRgvLVnVw2w4-_3swW1rzBQp8-dWRwW78PVQZ1bZ8Y9N5MZzWBVV3t2W6Z2bP24bQysrW5679nJ7JSH-JW6xpwJz6ht3MyW7J8D2762VYFKW6qtTyv8q4xfLW6tX5Fp74hPyxW626t573-77qJW2bmhzB6WBF73W15wylw8bf7X4W7Dlszk8chBL2W5syS_T32M39cW4MlZb16skb9DW63QX3582ysBxW6lGQm762rLj0W2hqMcj4_g-w3Vs-QB42gCvyBf5WcsYR04" data-hs-link-id="0" data-hs-link-id-v2="cKCNQDl1" target="_blank"> Bill Doerrfeld </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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7H3qgz0W8wLKSR6lZ3nnW8tLNSC3M_6T7W1dYt2z7PC0NVW2klymV3fLNS7V_qVJF9jBPZvW8qV_Bt3hX-7gW6_4xVy3S35C3W53hNy76y6-6mW3kbYzQ6n_K4-W5GxQP85tYJzSVxXcMS4L7PvRW392QzV6qppWHW6h3tNL6-pDQPW1LfR9V2kM-0MV5lmvy3Gtr47N64VqHr5d_FPW537kfZ3Rh8MnW5gMKd-32R11YN1YGFFPs8Dl8W6ndwgR1_x5YYN2NzjbXY_WPyW4ltd446bRl-MW87F-R89jBsKGW90S9Bl8S47BDW5WPRJ93-dGKgW8hWnhP7hp-SdW5rZYzQ5HsSZ4W2TghKt6rXW50W7HFdSK4Db4vmf6dcvCj04" 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="5632TX8p" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/fafc4fee-prize-deno-kv-sticker-set-1024x563.png" alt="Featured image for: Cloudflare acquires Node.js creator’s startup that copied its serverless playbook" 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">Serverless</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7H3qgz0W8wLKSR6lZ3n7W8bNZwd15CQNkW2gD_Dq6mzvd2W3vk4fJ2ttTRPW83Msrt7SxH4hW3gXBlw9dDZ6zW1J_Dw94t5lcMW7TrcbB5dvPkYW3SSglh5V3lbBN1HsnByX_6tnW3dPWSQ5P29qmW3l4DW-4Qqj-8N75JTbWYWydCW870PYV2-t_9nW8S9Tvy4yV2myW2ld2FK7CQj92W39jG5J1kWR9jVV4p7X6vnn3hW5M_64w86TP7rW2lG9S-33t_8YW5dJLs33MM197W5_gjK08rGP2fW6lGWjF26r0CcW5s47_412xjNpW20rFyp4gy1bsW3NT9Zn1c_l8XW8b__vH1tBpfWW4ZSFRY7SQNKMW56lTDg3L1TsSf802Q4R04" data-hs-link-id="1" data-hs-link-id-v2="pTkpPdfk" target="_blank">Cloudflare acquires Node.js creator’s startup that copied its serverless playbook</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3pYW4ZC63G4HN7S_W4TfmlT122-ctW9b9ZR92Mph4PW3kgd5P2RJFNdW3yP28t992QlyW8Mj5Nd5hSf8yW5HvTdJ3MvXQcW8-Vfn95QYW-JW1_QltF1mdnRKN18HVfclhLhSVP48h31zQqDTW3g2nTN1bzqDCW9hFy5g6hfYp_W7Bp14h7d0jjQW6Y4FT97Ys3R2W7SBVkw58DKV_V5d7f11PQP3BW925Mp56xpnpxW6gNJhm7nj1z6W8-WzMq1L14HNW9fB0ps33qyNVN3Q4Zg2-KvZtW4KVGnC8kv8j1W5Mmrz025qTTGW6NrFbP99tT6-W6Ync057G6PMsf8GhvsW04" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3mtW65-N689cHqLfW1ZrtCD3sqqt-VLr5Lb7zdRNgVG-4VX71DyPwN840Ls8Z5-sZW3-C0PZ1Z_0tkW503xxw5vM7jzW6FGd0n6L9ZfWW5gX1lS4jdqkGW5mFXbV20sJm3W1pdpyZ6LLbcCN6BqKm4wXbYnW2BBz_t4rzjNwW2nQMKy8F_cHXW5DVxRc54BdynW20Qxdr4H-zY7W6QrXvX5_zMHNN90NjdvYnr4nW8WGn914fHK_2W2bV2gY4LgFn-W54DShx1Bqtm2N8thNGyn5mR_W7L36Tp3b88R4W2hGxNG1N6vzyW5d53h_1s9LQwW6q0JTl6Nwnf5f8YqlC804" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3nVW8NH_br5G0r_vW53Rw1g4JrS-dN1mWKTVRhswFW18S-zD4xRpR1N7YJjGZy1XqtW6Tp25m8Z3-GWV3Srkh6GRb94W2RNzsb5qmyMVW90_85y3Y_n4jMZjFxmKRNSvN4LzrQcKqKz3V-K_Sv79x36PW8QKLhl8hG9MBW7glj5-5BWzCwW3c-68D4dbrhNW7jbq_R78592GV95qdL61TfKgN7vzdsWLz_4JW1B72Hw6Y6RXLW34SVbl3l5GZmVq84pc6w-dMrW4s7J-737qNhkW18_-dn5kxRMxW2d9tR13FpVXhW95HNcN95mF1ZW7YCVKh55xCxXf1xLR9F04" 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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3nkW1-HxqM1LVLzdW6Ztqq92rcdFHW2qnf8P1dFvPjW5LJS4r7cLpsNW1kV8Gh5N196nW6f1R8y5Jf4-6W2GlqSn7lqlfQW6-PpG52jjrSgV_JB-j1hCVkJW6ghKyd4yn2Q_VX7rSz8fWHv1W74y48L1hpDScW3CPV8H8QgSDwW7GF8sv4j24J0W6hyS1475XSjsW7QzYKJ1TMCx1W1tlQLJ5YQYpRVw4QTR8JwQrrW2YHHWS1JXJWGW7Hk4L79874HZW4SBRPX15gXStW3hs31L8cTVJFW8ltlbj9fbZHGW1QbhQT4d7kN0W7VDnsC39wS3BW5w5pkB3NDX-5f9js3F804" data-hs-link-id="0" data-hs-link-id-v2="NLF5lowL" target="_blank"> Anirudh Aithal </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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7-3qgz0W95jsWP6lZ3n7W1yb3g43q49mPN6y_bNCFZy21W8JMZml4CXcsYN2t98lcXjDNNW1CCyXC5Qf4rrW66rv5f3-8_3YW5LQLpG3spK69W6ZVhFV71kjfHV5HR2P3WpFQ8VG2gmQ6Dc8JGW1rgMjl738k-_W6wsdhW3rj1WdW13sCMB21gTG0W4pbZ_222qGmGW1ycc5j7-hV9nW8XbcWG7Xp1MgW5kJ-NT89nlm5W1MBRKD6nMCqqN6zyZ_sxkGzfN71Mg55B7Nc_W5Gm53p51LSs5W52wyMm2SZb8tW479wb-3CxFf8W7sZwyh9kSrTJN8pvQxghfJbkW1HMGY35Xt59GW5pMNqQ8zDJP8W2Rs7KD8f2KJSW8rqgTl786PfDVbmN1l9gxTFpf3WJb7604" 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="eDl6cGCr" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/10/7ca99417-preregister-notifyme-4.png" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> The next era of MFT: How AI transforms managed file transfer </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">Your file transfers are automated. The work around them isn’t. This guide will dive into how AI is reshaping MFT operations, from faster troubleshooting to scaling expertise without increasing headcount. In our upcoming ebook you’ll discover:</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">Why automation alone isn’t enough</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">The hidden cost of manual MFT</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">Where AI changes the admin’s day</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">The business case in hours</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">Why purpose-built beats generic</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7-3qgz0W95jsWP6lZ3nwV8PhYN7m0cWrW5Qg2Zn2g9tPmW5HwKwn4hdTHKN42Q9wjrwq29W2gCC0f1wvSTnW4PlCbP7q_ZltW4cwGm84Cb_ZMW7G1sPf8xDK_8VPW9-Q7VmSgtW4Y1m1C5K9bKKW5hWQ1T1LMV2PW77bgTR20JjNqW5NytL05f_yzVV5pcDg1YkvYZW8ktpf-6KfyYYW3xK3pV704DtKW4tYP8N3khxxjN6Sj0ztBq3VcMz2xsfK5DtCW4TxTKN8brqHfW5PXCD119dV1nW4NXcRY7jCk_qW2HL-BL7RpZF_W3k0lG38sQsbkW1ldgSS5cKTjxW28bgxm31MkCdW3Wwl1N45WF60W8T9B_x8g11-4W7P_hgB4l-chBW9kkWL71VfqxGf68H91K04" 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="AR8Gs1/p" target="_blank">Pre-register now</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">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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3kSW41PXcm6MJ3HKW3PKVxb8L34F0W1g2SbL2THVndW61BJx-6kHKR3VmpHmk7zYPm_W6bxqNX5ffX91W5q1zz15z_MnzW3xRjzh476WGJW8Z0fTX5Y6ThwW5SdLml6JtqQRW6Pm0qL8MDQzMVtxX8g7h5JV4W1k8PJc31x4WTN1Tb267L_njlW5KMl8S74cHzcW7jrpyR1sh606W21wJ2m2PH9zCW7hCtHj5rkXgVW6PjbhD2bFmtQVLrkTY83hYTrW30RV865Tks8wW21kdT34Bp9mnW4_Y5rM6mCNRLW2Vj_qg7q6nqbW53pgB444j9njW4D-0K71bG6vxf68mysn04" data-hs-link-id="0" data-hs-link-id-v2="pbXLcbpt" target="_blank"> Kubernetes won the orchestration wars. Its teams are still fighting. </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"> Kubernetes won the orchestration wars, but dev and ops teams still pull in opposite directions. HPE's David Estes thinks AI may ease the strain. </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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3mjN60ySzrB7m2yW6N591b8h0XgnV_Vgj_8C5fwsW7hpV307vlhRlN7J9mysPv1_nW1sN6F98H08zRW2j8tR54fvgK3W5SfwcF6Z-rYLW1gZP-F3RxK7MW4-Hzsh5kFzl1W5zD6Qh4M5mkcW2kx3-Z6Cd5xqW7bgg2Z6GplnkW6WlKKk98znFhW1knh902WtZ96N4KYdtspDDRLW6l_P735-8HvwW5-JwMM3F4m4KW1tx6Fq7djCCNW3yQdcQ2jbcdfW1Z_03h7p6yzyW3fhwXs6H-pl1W7y59--5GpvSBN193C0ZMJBJFW8L_2wD90Kr42N1jC8qZR2ggpf41j0ZT04" data-hs-link-id="1" data-hs-link-id-v2="yWTxp5NU" target="_blank"> Catch the episode </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">READ</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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3kMW8BG52g12Bhp8W1qh4KM2HrTtpW7w2b_T2mKQJWW48z0LC8QTBLjW8Y2cvd29KmTlW2-x3NY7Bg1XJVBWrMh6m1lc7VpGWHb4KG9hQW14MgP38wwGdlW3SnKtD45SQYgN4z5jkNJ4sVDW39gHdz8dWT-7W7BJyc62b403dVpXPFk4y9Q1vW3hdlLZ4fKgjbN8z_HyBLHqTDW2FWdNz4FNmhFVWcQwR4-xRZYW4ZLyhJ33jMrfW2v1R2v4PyqVDVqF3W15rzXPzN7m5rny4Zgn3W8P9t4X48cKw6W4Q36Js4hZV7KW4DQw416q7-NxW8Zt7N57PdNCmf827zpl04" data-hs-link-id="0" data-hs-link-id-v2="5fnRzb/9" target="_blank"> Claude can now build your dashboards </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"> Anthropic’s answer to OpenAI’s Data agent shows the query behind each number. </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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3qgz0W7Y8-PT6lZ3mpW22nTCM75Y-CrW170mwX5pZj2XW5hKBwx6ZYdSxV8dNXK1LmRZwW2_Q6cr8MkgCqN2k0WsvRZ-cLN4jyWMjnCNY9W4HQXXg4jfKqYW7V6JHT6wdRrGVjcR5h9fSW1YW5MQHyR70x-8MW6dcFLl8Pk483W8-WZRF84lVgGW7nXqz360gwWSW7T-M2m4F3kV4N248QsRfXr5HW7QBzb33v0dd3W8Jp5m-2bC0hzW3kVXgc3Z2j4cW5sw2hn1HY2vlW8xP2wh1hDfTcW986JyG6nJmQcW5Q7wv840XN2FW85s1RN991FBYW8FHK817-lgT5W4YZd_V8xVM9Tf5nbHZz04" data-hs-link-id="1" data-hs-link-id-v2="wxDlfzoU" target="_blank"> Read last week's top story </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">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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP5W5nR3bW50kH_H6lZ3lYW7vFwLn2hMr7QW2C8j9R4STz1yVh-Ypb6tcTfdW8Kgy3x4JQq-HW1XRvcr7zNyjCN796CmN2XcVPV2VdYD6TjmG9W5kdQZ84ggQH0N49P_MRXl5wwW7qG8Kz7H1kjZW6JWMYb7w878dW1tpt-48-3LTVN30DT41n510DW5fsYQz26c2xzW8s8smV78MDgmW4QMSZ46lS8wHN1-F5PZ3qSmFN8HVdFX32VTsW23rG7b5RYhwnW6kMhVh5GsC2yW6Y2K4D29-vRwW3rk4S08wckC_W6-0BWg7fT5pwW5ZHwZG8Vhp1LW4xlp-_8-lQ0fW3gV_zY7x_q7pW7S0B7g6r8hLxN1hSC3rTtYT0W6n8jmg96ZhdlMVjXXJh7kVrW2t7Vs63qwgjcW8DcRr23k_Lwkf3SjbHj04" data-hs-link-id="0" data-hs-link-id-v2="dHnWXDvX" target="_blank"> Postgres at Scale: What Breaks (and What Doesn’t) When Live Data Grows </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> In this session, we'll walk through exactly where vanilla Postgres starts to strain under scale, what changes structurally when you extend it with TimescaleDB, and via a live demo what actually breaks at scale versus what doesn’t. </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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP5W5nR3bW50kH_H6lZ3mJW2dq6Zk29RpJsW4xdxvJ8h5rcPW8DFnPH6kzrwhW3YtRvD49LJ3rVwyZ2k7w4ywqW3XqYmc4rkTxYW5VlJLS1_vkmqW7qZQvf46tC7ZW5d2X5G2T5PpDW7XSc-B32BW6fW6RPTwd11j538W3QZNdb5j40gWW5Vf8Y021cd8yW7lRCBr59mVnDW7HT03480CFpvW3bCp7751k8fnW4ztK2m94RqRmW5SxbTY9kZQQ-W1-2ZhD1mCxGlW39SGJF2Hjx0bW4DWwMx40BpzrW403qfC2TcPgXVhKf5b7RYS2TW5Tl_Y530Rj3ZW2-QPRH7bQc7FW3jtzRx6fLQdnW3gvM_f47TnkFW5q5TKw28wwZ1W702MTg8qLmL1W5K1-Y81lT_0lVJWBVm5-VrclW7RT57K2cbjCYf3pZ5wF04" data-hs-link-id="1" data-hs-link-id-v2="zvpGiWxh" target="_blank"> Join our upcoming webinar </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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP5W5nR3bW50kH_H6lZ3lfW7zV03p6K3zg2W4QDDS51WFy8JW3_7D-x5SdfyBW6QsWM_39D-73W6p0yTS2Zn9ZlV12RN52DYcNWW6XPQzG31ZBC6W5LX8sL1brVwSW6WNrsr32HszPW1337Z75BggFdW3wvK341LpLV-W7rCQLH6r8BRKMBZw-h1bmXlVnb9tp2HlmlkN4gBqT_w0gXfW2xSz1d5l2Qz3W80Vsr87b6GV8VX3yJH1WjS_pW4M99N82D9H6fW5Jk0_91xn8vyW5XhHQS5NHTqZW8PG_j15WNp1SN17cnmrYhVYzW10hT242gJgslW3xHc8j9gf-jvW9gsX4M7R85r_W6r8wF54Kpf2KW1B3XB818v_JcW7G2MC01p5pNrW499t2N42XzKDW7VftsK7_Pp-PW3VyJ1c5LzgXdf597RYR04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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Plus: Claude Code found my app’s shared contract in two MCP calls. Then the records ran out.
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP6v5m_5PW69t95C6lZ3lkW65VwPm1rCMXqW7SDFr45fbwy1W720hdy5Db9-DW6jYV654dgYvDW8qHv1R1RnBD9W7y7QDQ6R50P6W6lmnFJ93FnmHW5VRFMs7wNVdMW3vHGNW9ffp9SW9cZYC284jjXFW1CskrY5ydb2hW1n_s4m48FQvBW2QnG5s1bzDzPW1C7Dqf6bQ860W1szWN22BJLlWW6LKxlH5R-BwSW4k2wg31wPfRVW37688720lgF-W1QW-4J6TbQJkW6bXjbb5C_6J-W8w9Dc68rhYm0W2838yc8dF-BQW5Hzn1p8zfSvRW1SlL-_5Ht5hVN1SXWSTKMjjbW2nLSpQ2M1-rRW8wFSkj32Fvc9W3WPw6p18GwjBW8mf2RZ8Ndd7yW6kvn5G6lJ9mdW5hjppb6ShXHKW6VggPc94fs8NW4bypMV1nbBFrW3Qm49-8pfXJ2W3T1vf772j_1yW8wZR684L07yNf794j_204 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP6P3prCCW6N1vHY6lZ3kqW5nKLDX72fPrHW5VBx8m9j066yW92kb0y4BdWW8N5RbfPl4jzpNW1s3_p68zhYLMV-rhjr92rjRyVPfxxf58Z4D6W447lXQ30-4mMW1-PHrb55MQG8W4R-4db44GVcrW28_k8M8cVQvPW7c0Sh615y192N5DCjhxNsRGJW83g4P410lrkrW81g-mZ4vR4kLW4_r79p8w1JL5W2DgKJL4SKLKhW5mBGY328vVj4W2Ms--Z20Wlk5W5W7x085byPXnW6XH3Bn8Q824gW2b-Xwc54R8F9f53LLVF04 )
October 13, 2026
Mind the AI gap
OpenAI founding member Andrej Karpathy, who joined Anthropic in May, thinks most of the world has little idea of what AI can do, and in a Sunday post on X, he said the gap is getting wider. By his own napkin math, roughly 6 billion people have barely used an LLM, 1 to 2 billion use chatbots casually, about 20 million use frontier models professionally in math and code, and around 5,000 have access to frontier systems inside the labs.
Box CEO Aaron Levie sees an opportunity in that gap. “This is a good way to understand how early we actually are in AI diffusion right now,” he wrote in his response on X.
He argued that most people still think of AI as a chatbot or a next-generation search engine while barely exploring its more advanced opportunities.
Go deeper: Andrej Karpathy says only 5,000 people have seen what AI can really do (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3mKVPS01j13CzHwN7GbmL2j9pt3W188RqG2F0MSNW81Fydk2f8pHxW6Brc847_SSNhW7THTnK7Mwh5LW8GNGzv2MX8ydW1ScyZ23wBF3jW5S_Kj499CcftW6hlTh_3cnfzbW11wxwQ6RWmxJW30VTtC41PQ5lW7wpwZ78Hv2NMVYbsJm933PbvW3-g-V16qscLLW7T9nKd4-Ctz2N6RVX3nlc-2nW4P2KtW9kC3fyW7CqM7P56nDvMW1sb5SP1CgKJPW89RRvD72yqYjW80pq4-74XSKTW5Vvxlb3mS0x4W95zX-R6QYg3ZW9jrDLV7YVHRKW8vZRc43Sb6Jbf4PhqP404 )
More fresh reads from TNS:
▹Claude found 29,000 possible bugs in open source. Only 516 have been fixed. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3n3W7pD10b3Fxj3sW6WYFDS4lQ857W3WYQry7jl86XW7tjF2_3_xZR-W4v9nXQ88b84cN7kfz7Vp2PPXW1hLBgp6Zvd3wW5tVxBH8-gZMQVc4RHr3C92jFW2j59YT7jHXZvW1fH-x38k6HbHW69n-Q376lX4MW6SnpQX1Wb7WgW5DrZvq5p5GkzW28F_BS9jBJWrW45k8Bz5kQwrRVGR6_417jT86W2WHVZk1JZ92nMkVTPLct4-kW8TZhTg8TjRhQW8SSyN_1T0rtjW2tJW_S8V1YXpN2LXhMlwxlQYW22RBXp2Mj25SW66kzy25MplMpW1JzwB48bfznLdwNfzj04 )
▹Microsoft skipped OpenAI’s decision model and built its own on Alibaba’s Qwen (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3nGW3NDkss4p83vDW3RK9K15bvVFXW1v5ljK3L5J7BVk8Zq136TMR2W32Y0Pz4rV0yCW6n-RWk55W0-7W7f5GTb62qF_xW5HhW2d5j270yW7yB-Gf5m-GStVS4zsy7M1sSXW4792Cc1c23xGW2yFxxr2vxLLcW5YkMP_4tX4fpW8Dzf9t8B_ftPW8LL9hh6hs0KfW4F1Vk784rH58N1GG-TcmLYPQW3Xvk6n6pqhpKW6fKBRH4xNtHJW6h0Cm922z8_7W41Cq9Q1Sb4l7W9cR-Tt5lzCcfW7gFq7d4Bvf3lW5tYwn47gyPjGW66hGWx8BHyxrW86l9jF3b59kjf5l0KDY04 )
▹Elon Musk’s Grok Bot will pick Claude over Grok when it’s better. One-model loyalty is dead. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3kWW9fzgfL4z2MYNW20v5Z02K-YbrW7cP7PN1LSC0jW3Yx8mv2JxkxZW9gG6B349cKT4W2pp_0l5yNp8NW6Q8rRz9c5hJBW7381MV7Wr5MsW4Xdbrh2zM86pW42Gdpc99GVg6V2mxFc9fX8TVW1M8bNS6V_T0HN5fqJ7chhzjrW540dR-7RfdzMW5rSp5_132QXKVfLCBf7538WHW2SKRLM8xGy0RW8dzGYn8VY3-8V4-sSH2xmVBxW4QSBSt4t-hV9W4q9YGT7dRkKSW6BSKJm7py4mlW5vQq_-3G5THpW3VGL6j2bNrCCf3qKTrz04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3pPW4fbKsd3BynZ8W2x8x3Q6GWQfBW3RBwFH4z2qyQN5M5T_RmzZsyV5Wj1R5Y3ng2W3vK-2y62rGDNW1lyvzK1ZnPjTN3rzjkzxtghnW7cpB3m8_VyqwW2sMD2f28HnFmW3hjZdN4PM0QgW18K6PC6vJ2fSW7H4n0t2PBd_nW8PlRb03rBNRNW6vYtnw7K6Fq7W8CVKHF8QDqXsN7Phj0Qx7GXHW712qlt3g9TR8N539dXtGYrG9W7w5CfK9l3VBxW2h3L5z8WYpHmW4R1VgZ4VsvWfW6Xd74W5w6GpzW5Yqlqf7K254Rf836H0W04 )
Why the Best Reranker Can’t Fix Bad Retrieval
In this live session, Bonnie Chase and Jenny Morris from Vespa.ai will walk through how to design retrieval as a funnel instead of a single expensive pass: efficient candidate generation first, progressive narrowing through lexical, vector, and hybrid retrieval, and the most expensive ranking models reserved for the candidates where they can actually change the outcome. You will find out where teams get this boundary wrong in production and how the tradeoffs between latency, compute, and relevance actually get decided at each stage.
Join us live (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3gP0xW7Y8-PT6lZ3ntW5q20ZF3gg8kBW57lx4r2nmVN-W5fQZ696tNG1sW8R97Fl1vk1h2W6WW6jV8cVqzSW77HWS12y4clDN6qZgSLC_fPWN1BPC4g7lf5KW6S9LN_3pcqF9W64bVy85tVfGPW8yx_VV4WmtPTW3djNrN1bPbVlW1fPtQ36PDs0nW50T7TP222k7FVz5glB8VTT4wW2MLsLp1HHrPrW27FhWc20l_ZlW8vy0JZ8Y1x5yN1BFK9R1jT56V59qr-5PV6q0W7tDfbT7wqfMsW8rpW-j6qGKv_W35sdjL5yf53wW6g-g4q89p7HGW5VFCz-82NnnKW1lxpy884gkc_f8MY3Hd04 )
TOP OF THE STACK
Claude Code found my app’s shared contract in two MCP calls. Then the records ran out.
by Ignacio Aldama (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3k_N2qcxJZZWYGQW8sC9vh8DYYssN5H2sY7XKlZ6W6hrtgW2qCnglW21NMC-3tz5HkW6Z-4Y22-HMHFVZDPpG7W4mHtW1bnbkh6631KwW87RWvh3yvrGbW7hT0-V7KfJW9W11m-D-2TtB_pW67GvfP1lmCrQW48BlTD38mn6BW31PgWd3R45jXW1Z90tZ4d4d43N3FNVCZnxSz9W21czjn2tbSYPW4Jm01c9hpknsMMKGGg4XyTZVC50Mk6HM2dmN59nWqMcb_N2VNYdnp4T-0tJN8M9cBXjRThZW379nRM4FwmYyf6zLYkv04 )
Featured image for: Claude Code found my app’s shared contract in two MCP calls. Then the records ran out. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3m1W798Hqd4x-ynYW9kGvtc1kBY8gW15S8rV1FhLq1W3rN3GN784-GKW7G5DFf7J6mN5VHNsQG47BjJTN6gCGP1SJXbcW920pB35pcwr9W2Q9K_n54LchpW1NxvQS8w7vGyW2msQ4v8qCsNYW7yF5bF5Z09KgW6QfXN38l9Nm_W3552hx4rY0YLW87LbZ84mLDrSW4FMylJ8KQ9ryW2ZTcBb6qM8X-VdRF7k18yX1DW7xYtGW4XbM-RW7sn-8d2QvkGgW9fwnBT96T9mcW4JKQYc483J4ZW3jFvkb86plZTW1NS63r1nvg8cf6yBScF04 )
Claude Code’s redesigned Projects give agents a shared memory of a project’s decisions. I tested what a brand-new session with no conversation history or local code could recover from versioning records, and where it hit a wall.
Every Claude Code user has watched a new session start from zero. You open it on a system you built last week, ask for a small feature, and the agent begins by rediscovering your own architecture: which service owns the data, which frontend calls it, which type the two of them share. The conversation that explained all of that is gone or compressed into a...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3m1W798Hqd4x-ynYW9kGvtc1kBY8gW15S8rV1FhLq1W3rN3GN784-GKW7G5DFf7J6mN5VHNsQG47BjJTN6gCGP1SJXbcW920pB35pcwr9W2Q9K_n54LchpW1NxvQS8w7vGyW2msQ4v8qCsNYW7yF5bF5Z09KgW6QfXN38l9Nm_W3552hx4rY0YLW87LbZ84mLDrSW4FMylJ8KQ9ryW2ZTcBb6qM8X-VdRF7k18yX1DW7xYtGW4XbM-RW7sn-8d2QvkGgW9fwnBT96T9mcW4JKQYc483J4ZW3jFvkb86plZTW1NS63r1nvg8cf6yBScF04 )
WHAT ELSE IS NEW?
Featured image for: Coding agents made building easy. Platform teams that build from scratch are 3.5x more likely to lack a strategy. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3kHN1C88P0xR7P1W5JSPBQ2XN_rkW6_sr5v32xjb4W3JthCJ7fClybW70HYf_2RPR-jW5SmhQb7jJvGkW4JB3vx761q3gW2YW9yr7yzCxzW2h7f0S99J9VYW8LjqV522-Kx-W838pJd7spN9tW3FY10d7QyNySW75CXYL3ZZ0scW47RrfH8q6WtcW70t7lK8KGLmWW7H0fXb7cJdB3W7J4kdz5QQzh1W3XWYZx3MZLHJW87SXYW3mvKKXW2n871-7kV3chW1kn2gL2_wxgjW84-7Sd27WZdxW8sBh-s4bTcq2W5d5FcV2yfmG-W1B_kGg4tmnMLW6Z0sHw3hq2gWf31pKDb04 )
AI Agents
Coding agents made building easy. Platform teams that build from scratch are 3.5x more likely to lack a strategy. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3kHN1C88P0xR7P1W5JSPBQ2XN_rkW6_sr5v32xjb4W3JthCJ7fClybW70HYf_2RPR-jW5SmhQb7jJvGkW4JB3vx761q3gW2YW9yr7yzCxzW2h7f0S99J9VYW8LjqV522-Kx-W838pJd7spN9tW3FY10d7QyNySW75CXYL3ZZ0scW47RrfH8q6WtcW70t7lK8KGLmWW7H0fXb7cJdB3W7J4kdz5QQzh1W3XWYZx3MZLHJW87SXYW3mvKKXW2n871-7kV3chW1kn2gL2_wxgjW84-7Sd27WZdxW8sBh-s4bTcq2W5d5FcV2yfmG-W1B_kGg4tmnMLW6Z0sHw3hq2gWf31pKDb04 )
by Charlotte Fleming (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3pNW6xJsPd2l7WhsW8VP4mH6s5CZRW3YT0DF91x-MXW43W7kV6-3XdhW6ZFb282Hc5kXW7VSW1Y67l6ysW3yzVf6902qP1V159lN2xsv5vW3CxNSp8Mlkt0W9gSF353DTz_DN54NxSQWT0MxW4fhwCc6R9b49Vd0q3f3r_VnzW34tCmg1kX674W34YsFk4tWsLpW8lH1K95g4W6jW7wn3T16bdqFLW8BlPcn5nTX-_W3V4lJR1YB2qmW2-ww4T5pMW5WW5F4KZ418kB0NW2cDRTy2c30FzW5m9Wp189ptNMN2SdX82KnVDKf2Q2TtF04 )
Featured image for: Andrej Karpathy says only 5,000 people have seen what AI can really do (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3mKVPS01j13CzHwN7GbmL2j9pt3W188RqG2F0MSNW81Fydk2f8pHxW6Brc847_SSNhW7THTnK7Mwh5LW8GNGzv2MX8ydW1ScyZ23wBF3jW5S_Kj499CcftW6hlTh_3cnfzbW11wxwQ6RWmxJW30VTtC41PQ5lW7wpwZ78Hv2NMVYbsJm933PbvW3-g-V16qscLLW7T9nKd4-Ctz2N6RVX3nlc-2nW4P2KtW9kC3fyW7CqM7P56nDvMW1sb5SP1CgKJPW89RRvD72yqYjW80pq4-74XSKTW5Vvxlb3mS0x4W95zX-R6QYg3ZW9jrDLV7YVHRKW8vZRc43Sb6Jbf4PhqP404 )
AI Agents
Andrej Karpathy says only 5,000 people have seen what AI can really do (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3mKVPS01j13CzHwN7GbmL2j9pt3W188RqG2F0MSNW81Fydk2f8pHxW6Brc847_SSNhW7THTnK7Mwh5LW8GNGzv2MX8ydW1ScyZ23wBF3jW5S_Kj499CcftW6hlTh_3cnfzbW11wxwQ6RWmxJW30VTtC41PQ5lW7wpwZ78Hv2NMVYbsJm933PbvW3-g-V16qscLLW7T9nKd4-Ctz2N6RVX3nlc-2nW4P2KtW9kC3fyW7CqM7P56nDvMW1sb5SP1CgKJPW89RRvD72yqYjW80pq4-74XSKTW5Vvxlb3mS0x4W95zX-R6QYg3ZW9jrDLV7YVHRKW8vZRc43Sb6Jbf4PhqP404 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3pPW4fbKsd3BynZ8W2x8x3Q6GWQfBW3RBwFH4z2qyQN5M5T_RmzZsyV5Wj1R5Y3ng2W3vK-2y62rGDNW1lyvzK1ZnPjTN3rzjkzxtghnW7cpB3m8_VyqwW2sMD2f28HnFmW3hjZdN4PM0QgW18K6PC6vJ2fSW7H4n0t2PBd_nW8PlRb03rBNRNW6vYtnw7K6Fq7W8CVKHF8QDqXsN7Phj0Qx7GXHW712qlt3g9TR8N539dXtGYrG9W7w5CfK9l3VBxW2h3L5z8WYpHmW4R1VgZ4VsvWfW6Xd74W5w6GpzW5Yqlqf7K254Rf836H0W04 )
Featured image for: Claude found 29,000 possible bugs in open source. Only 516 have been fixed. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3n3W7pD10b3Fxj3sW6WYFDS4lQ857W3WYQry7jl86XW7tjF2_3_xZR-W4v9nXQ88b84cN7kfz7Vp2PPXW1hLBgp6Zvd3wW5tVxBH8-gZMQVc4RHr3C92jFW2j59YT7jHXZvW1fH-x38k6HbHW69n-Q376lX4MW6SnpQX1Wb7WgW5DrZvq5p5GkzW28F_BS9jBJWrW45k8Bz5kQwrRVGR6_417jT86W2WHVZk1JZ92nMkVTPLct4-kW8TZhTg8TjRhQW8SSyN_1T0rtjW2tJW_S8V1YXpN2LXhMlwxlQYW22RBXp2Mj25SW66kzy25MplMpW1JzwB48bfznLdwNfzj04 )
Open Source
Claude found 29,000 possible bugs in open source. Only 516 have been fixed. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3n3W7pD10b3Fxj3sW6WYFDS4lQ857W3WYQry7jl86XW7tjF2_3_xZR-W4v9nXQ88b84cN7kfz7Vp2PPXW1hLBgp6Zvd3wW5tVxBH8-gZMQVc4RHr3C92jFW2j59YT7jHXZvW1fH-x38k6HbHW69n-Q376lX4MW6SnpQX1Wb7WgW5DrZvq5p5GkzW28F_BS9jBJWrW45k8Bz5kQwrRVGR6_417jT86W2WHVZk1JZ92nMkVTPLct4-kW8TZhTg8TjRhQW8SSyN_1T0rtjW2tJW_S8V1YXpN2LXhMlwxlQYW22RBXp2Mj25SW66kzy25MplMpW1JzwB48bfznLdwNfzj04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3pPW4fbKsd3BynZ8W2x8x3Q6GWQfBW3RBwFH4z2qyQN5M5T_RmzZsyV5Wj1R5Y3ng2W3vK-2y62rGDNW1lyvzK1ZnPjTN3rzjkzxtghnW7cpB3m8_VyqwW2sMD2f28HnFmW3hjZdN4PM0QgW18K6PC6vJ2fSW7H4n0t2PBd_nW8PlRb03rBNRNW6vYtnw7K6Fq7W8CVKHF8QDqXsN7Phj0Qx7GXHW712qlt3g9TR8N539dXtGYrG9W7w5CfK9l3VBxW2h3L5z8WYpHmW4R1VgZ4VsvWfW6Xd74W5w6GpzW5Yqlqf7K254Rf836H0W04 )
Featured image for: How to turn AI production feedback into better agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3lRW4H64PF8YT8XWW5z8mc-7Wvk_6W87wYRT966y3_W4jsXPz2BsJ8bN7CVH6dyCYmrW4g-pZS98gF_tW5jQ5x38PYRz-W1VrFBt8ZCRL9N4YQqH6P5Y34V2NxdF8-lfBBW1DPTkr4H2FWPW8p86x-4w3MyxVSDmfF3M8-M2W6wByc56RqvVFW1NbxwT3Q7xt4VBWMVt3LFY5nW1MFQ5f1bQ_QgW7LVb_v5KvSg7W3cCCxj3Ggj-qW1dqyxG3jgx56W1_R3dq8fRRJ0W36Kv4F3n1nb4W66LN8F5g3Rx9W8w23lc67F21Vf6rMrY804 )
AI Agents
How to turn AI production feedback into better agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3lRW4H64PF8YT8XWW5z8mc-7Wvk_6W87wYRT966y3_W4jsXPz2BsJ8bN7CVH6dyCYmrW4g-pZS98gF_tW5jQ5x38PYRz-W1VrFBt8ZCRL9N4YQqH6P5Y34V2NxdF8-lfBBW1DPTkr4H2FWPW8p86x-4w3MyxVSDmfF3M8-M2W6wByc56RqvVFW1NbxwT3Q7xt4VBWMVt3LFY5nW1MFQ5f1bQ_QgW7LVb_v5KvSg7W3cCCxj3Ggj-qW1dqyxG3jgx56W1_R3dq8fRRJ0W36Kv4F3n1nb4W66LN8F5g3Rx9W8w23lc67F21Vf6rMrY804 )
by Chen Goldberg (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3lmW4jn9908sgGhcW1ByqQx11yRK9W1RygqZ75vfyVW2rTHqw4gr5WHW7lnzfc8NfJn4W1WyClg2v5tP0W10Hb5M7KKpWWW226-Qc3Xx2Y6W3lYyHz8kl56LW8NJvQY7G5nhKW23rxSn5kl8BQW69K_gL2Ll91lW2wVNPV292ll-MZl3VHQwr2DW8V59dG1Z3R3fW7rchRs1sbdyPVwrVDz7MP4qgW3QfrtQ1c4l35N4qDp1Jb_Lf8W1vxLvF8jwnptN7TqTMnnllNHVgx7H98fj-k8W97yCH-3DB6r6W11rcSs1c56wrf89kNqW04 )
Featured image for: Microsoft skipped OpenAI’s decision model and built its own on Alibaba’s Qwen (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3nGW3NDkss4p83vDW3RK9K15bvVFXW1v5ljK3L5J7BVk8Zq136TMR2W32Y0Pz4rV0yCW6n-RWk55W0-7W7f5GTb62qF_xW5HhW2d5j270yW7yB-Gf5m-GStVS4zsy7M1sSXW4792Cc1c23xGW2yFxxr2vxLLcW5YkMP_4tX4fpW8Dzf9t8B_ftPW8LL9hh6hs0KfW4F1Vk784rH58N1GG-TcmLYPQW3Xvk6n6pqhpKW6fKBRH4xNtHJW6h0Cm922z8_7W41Cq9Q1Sb4l7W9cR-Tt5lzCcfW7gFq7d4Bvf3lW5tYwn47gyPjGW66hGWx8BHyxrW86l9jF3b59kjf5l0KDY04 )
AI Agents
Microsoft skipped OpenAI’s decision model and built its own on Alibaba’s Qwen (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3nGW3NDkss4p83vDW3RK9K15bvVFXW1v5ljK3L5J7BVk8Zq136TMR2W32Y0Pz4rV0yCW6n-RWk55W0-7W7f5GTb62qF_xW5HhW2d5j270yW7yB-Gf5m-GStVS4zsy7M1sSXW4792Cc1c23xGW2yFxxr2vxLLcW5YkMP_4tX4fpW8Dzf9t8B_ftPW8LL9hh6hs0KfW4F1Vk784rH58N1GG-TcmLYPQW3Xvk6n6pqhpKW6fKBRH4xNtHJW6h0Cm922z8_7W41Cq9Q1Sb4l7W9cR-Tt5lzCcfW7gFq7d4Bvf3lW5tYwn47gyPjGW66hGWx8BHyxrW86l9jF3b59kjf5l0KDY04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3pPW4fbKsd3BynZ8W2x8x3Q6GWQfBW3RBwFH4z2qyQN5M5T_RmzZsyV5Wj1R5Y3ng2W3vK-2y62rGDNW1lyvzK1ZnPjTN3rzjkzxtghnW7cpB3m8_VyqwW2sMD2f28HnFmW3hjZdN4PM0QgW18K6PC6vJ2fSW7H4n0t2PBd_nW8PlRb03rBNRNW6vYtnw7K6Fq7W8CVKHF8QDqXsN7Phj0Qx7GXHW712qlt3g9TR8N539dXtGYrG9W7w5CfK9l3VBxW2h3L5z8WYpHmW4R1VgZ4VsvWfW6Xd74W5w6GpzW5Yqlqf7K254Rf836H0W04 )
Featured image for: Elon Musk’s Grok Bot will pick Claude over Grok when it’s better. One-model loyalty is dead. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3kWW9fzgfL4z2MYNW20v5Z02K-YbrW7cP7PN1LSC0jW3Yx8mv2JxkxZW9gG6B349cKT4W2pp_0l5yNp8NW6Q8rRz9c5hJBW7381MV7Wr5MsW4Xdbrh2zM86pW42Gdpc99GVg6V2mxFc9fX8TVW1M8bNS6V_T0HN5fqJ7chhzjrW540dR-7RfdzMW5rSp5_132QXKVfLCBf7538WHW2SKRLM8xGy0RW8dzGYn8VY3-8V4-sSH2xmVBxW4QSBSt4t-hV9W4q9YGT7dRkKSW6BSKJm7py4mlW5vQq_-3G5THpW3VGL6j2bNrCCf3qKTrz04 )
Large Language Models
Elon Musk’s Grok Bot will pick Claude over Grok when it’s better. One-model loyalty is dead. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3kWW9fzgfL4z2MYNW20v5Z02K-YbrW7cP7PN1LSC0jW3Yx8mv2JxkxZW9gG6B349cKT4W2pp_0l5yNp8NW6Q8rRz9c5hJBW7381MV7Wr5MsW4Xdbrh2zM86pW42Gdpc99GVg6V2mxFc9fX8TVW1M8bNS6V_T0HN5fqJ7chhzjrW540dR-7RfdzMW5rSp5_132QXKVfLCBf7538WHW2SKRLM8xGy0RW8dzGYn8VY3-8V4-sSH2xmVBxW4QSBSt4t-hV9W4q9YGT7dRkKSW6BSKJm7py4mlW5vQq_-3G5THpW3VGL6j2bNrCCf3qKTrz04 )
by Matthew Burns (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3m4W8w0GXf5YV6K3W1R5rgL3JYKZnW35M2N63FCcM-VSYDzn56hlYjW4-t8XZ32Qn3YW8Mntyr3DsfYhW380fN02VYb4bW5lkb7c4TtXgNW8TNtVV8M_LtfVGYv6y4Plt3RN5tDr_SwKvszW8ltRbn2v4VyDW3Vlps88Tl0CvW2snFYc6f9kjpW1FRn7k3tJcfDW4QT5kL7SXtyvW3l8KN-8x-fr5N2x5y25zhcZHW4C8mC-4kzbLcW58SQXG6YrjJpW5NvsZm2Wsh8YVX__jn7056bwVbX1mq6h09zvVQSwBv1CP-kzf8j3vvn04 )
Featured image for: Kubernetes on cgroup v1 is dead. Here’s what comes next. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3phW63kDhM1s4rffW8R3RxV38VfChW1Vc2yN4lrTRmN1P8L8RzrBDGW1npJL45W2133W2r5rzD31q197W7p4xYM2vRZ-XW7L6QXr70Y_nJW43-PkK8H89dnW1kt4lZ48Vqz5W2mD8Sh7k_JxQW3mC8Fq85LSCDVNkNqC71Mc8MW75bnyk6l7Kj-W5Q6Wgy6CPPqDW7MyRjY4Vf3DwW1x4YG792-2dgW5LBgZR50jNnCW676d957gxYL4N37CZNDzR2HhN5zjGxgYs7G2W3xyG4241QQz2W4VWJgS8lccdZW5Gbgzs7JVM1wf7rch9K04 )
Kubecon Cloudnativecon NA 2026
Kubernetes on cgroup v1 is dead. Here’s what comes next. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3phW63kDhM1s4rffW8R3RxV38VfChW1Vc2yN4lrTRmN1P8L8RzrBDGW1npJL45W2133W2r5rzD31q197W7p4xYM2vRZ-XW7L6QXr70Y_nJW43-PkK8H89dnW1kt4lZ48Vqz5W2mD8Sh7k_JxQW3mC8Fq85LSCDVNkNqC71Mc8MW75bnyk6l7Kj-W5Q6Wgy6CPPqDW7MyRjY4Vf3DwW1x4YG792-2dgW5LBgZR50jNnCW676d957gxYL4N37CZNDzR2HhN5zjGxgYs7G2W3xyG4241QQz2W4VWJgS8lccdZW5Gbgzs7JVM1wf7rch9K04 )
by Bill Doerrfeld (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3m-W7G5P9m7QShxbW5Lww686P30R4W68F_6p2qyKp1W2db68q7nzWGlW7FXMdK7fKWr1W8tR8xR81glC4W8X1t4p8p-ytzW6c1_Td7fkYxcW4CXXZs53dCCVN6BqLCnJ9JC9W2Fcm8x49t94mW7M35G47HB666W4McFkJ3_nzmjW79tjtT4HXSrlW7g2V1q5P6_b6W321_nv7dzwQvW38B1342CrJdxW3mQV8l1QVTl3N9ddql3dlVRZN8v8X9JHwWFRW4-zmhn979QGzW2pRzg-3LmM_4M9gD7JnTrm6W24TfB117gVm8f54XDXg04 )
Featured image for: Cloudflare acquires Node.js creator’s startup that copied its serverless playbook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3m8W3qbtBQ2274FcW6db9Bt7dFRnbW7d8KsP6G-wStW3bLdTc8xz1hnW3mjZxz4p6rlGW620PYK7pktqkVZKpqQ1bsgGDW7R-tMc8ncg5mVSSK7P3KDYt5W81zgcT7TmrcgW7B-TjT4KJ58KW8yfKtH4vWlR9W2qQXqb1k1bQLW1xyM6m4FymsGW5ssC8_2Dd7wlW4YrN5L5ml2XnW6cjdNQ6p-rmhW8cg4Vy1xd1fgW1vSZt24CN13sMgNBmzXHfXtW2M7Wqh2wbwfhW7hxgw76-dfFjW4JjRQy8zs5nsW3dd0y_6r5171VsYzVC7dJ5zvW1d2bpk5GRDQ8f7y6r0404 )
Serverless
Cloudflare acquires Node.js creator’s startup that copied its serverless playbook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3m8W3qbtBQ2274FcW6db9Bt7dFRnbW7d8KsP6G-wStW3bLdTc8xz1hnW3mjZxz4p6rlGW620PYK7pktqkVZKpqQ1bsgGDW7R-tMc8ncg5mVSSK7P3KDYt5W81zgcT7TmrcgW7B-TjT4KJ58KW8yfKtH4vWlR9W2qQXqb1k1bQLW1xyM6m4FymsGW5ssC8_2Dd7wlW4YrN5L5ml2XnW6cjdNQ6p-rmhW8cg4Vy1xd1fgW1vSZt24CN13sMgNBmzXHfXtW2M7Wqh2wbwfhW7hxgw76-dfFjW4JjRQy8zs5nsW3dd0y_6r5171VsYzVC7dJ5zvW1d2bpk5GRDQ8f7y6r0404 )
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3pcN7f-_6lMPqbwN5NHy3N14NcrN7jQtxPxkLy9N8p4v8JSZrl-W8yT1SZ5x3NZsVsyS747WGCPsW21RtdH7K2lltM5HXtjCq5zKW8SlQlM8L-yf2W1D0w-22MJvCGW36RR9S8kgc05W8MfW5X545pYBW40gxBN7f69DqW8_y4LC1Lz99YW9l3p691P8gFxW1JYbDP7zKvlYW6lsqGG706cKSML0LhH-mZ8BW8_VHMB5Xvz2PW16dmKJ3TWhmfN5r44FfTQf32W7h2nG04CKCTtW1B0zJM4Ldh6tW6RFnRv8dzggGf2lbkjR04 )
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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3n6N8nCHDBV9gZZVHWHx01MGT2KV84hh36579cYW3zfrdm474cDQN5sC7czlbwy9W2Pc3j95-wzL_W5T3RlJ1XCjL7W8Zk-S21YSWJyW4jVvvr1JvjkFVKtkC35w0yQvW2ybXxd4ppngzW6Ccx_T7mCDbCW3dc5783v7ffBW5XhtB97tqcvMW5MFS2K64Q0mKW7W4CT26q2WLSVpGDkq5wvZq4W8jpc-986rW2hW885g4T2L2q1mVKZ3f31WT9H5W7Q8Kvk1lHJJTW8T3rGB24lXgyW1fRG821XWMMfW43M4Qd7Rz_zcf2RKnb404 )
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/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3n6N8nCHDBV9gZZVHWHx01MGT2KV84hh36579cYW3zfrdm474cDQN5sC7czlbwy9W2Pc3j95-wzL_W5T3RlJ1XCjL7W8Zk-S21YSWJyW4jVvvr1JvjkFVKtkC35w0yQvW2ybXxd4ppngzW6Ccx_T7mCDbCW3dc5783v7ffBW5XhtB97tqcvMW5MFS2K64Q0mKW7W4CT26q2WLSVpGDkq5wvZq4W8jpc-986rW2hW885g4T2L2q1mVKZ3f31WT9H5W7Q8Kvk1lHJJTW8T3rGB24lXgyW1fRG821XWMMfW43M4Qd7Rz_zcf2RKnb404 )
by Anirudh Aithal (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP743prCCW7lCdLW6lZ3pjW2MydQM9gLp6-W7xBQ2h8Qp_kNVQZwLn8NHtd6W1wHYxq95L8M5W7LV7nr3RPC_rW2JCzCq50ww19N8D3L7xJ2jJYW59Y2WW1gkYcZW3QZvkm7THq4VW2yWc4J7Zvy90W8ZzBMd19K8VQW58MKcr4327TMW4Bkmbl8Hc7d2W94PWNb2SwgrPN61rbG_PXNfTVHbVZ67n769xW6bGJ9w6p8lKwW4DhyJy3P3C7RW7bf-ZJ1dFqFXW49Q66t4LT5d_N3fnJ7vK2cjqW7JYjjz9hHKVyW2VGG8F2YPyfMW2NcYZx5hVSspf7JGWm604 )
The next era of MFT: How AI transforms managed file transfer
Your file transfers are automated. The work around them isn’t. This guide will dive into how AI is reshaping MFT operations, from faster troubleshooting to scaling expertise without increasing headcount. In our upcoming ebook you’ll discover:
- Why automation alone isn’t enough - The hidden cost of manual MFT - Where AI changes the admin’s day - The business case in hours - Why purpose-built beats generic
Pre-register now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7-3prCCW95jsWP6lZ3kJW2hRqbj2C4qHzW6YPkyS8PYwPKW1_1QcY4-gQL5W4yksv06-0GtVW4LKHrj25nSdYW742Kq97ht8RyW5VSy5n3b_4pLW5fyv-53V3ckgW7jhPBQ2ZMz3DW95XQV94rR0s6N7Y1ZvTPvMNhW7hc95S2XqNNhW1CKTXs7jrFVXW20877_5dxvf9W1G13By2DksCtW3RWGgl7l_PcvW92mYH468HMtLW87vbST2Kc3k2W41Y2mq1zY7_6W60Wd2G3C9h-fW5Tmv5D6wV5_3W896Zby1HKcVSW1BG0sh3C_sCTW5MbzYL8lkD_2W5H6-Ck5H_BpdW594nLz7GqjzRW3RmttD8DB_GjW1QXLwd1r7dczVR_lP_1VmlbXW3bP8fx7M1V2Zf4r7JJK04 )
FLOW STATE
WATCH
Kubernetes won the orchestration wars. Its teams are still fighting. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3lDW2vYDbS6jsTlNW6nFymq8l4chfN5Ds3ML_Bf1dW1_2b0V2RVRDsW5zGN3W1pqHDBW8Fh5Tl51Z4j2N63GsB2sz0PPW1ZNZ1L3WgQJSW5-PD382L0z7QW1zdD9H83mLC-W3srBr42zfyb7W7gSLQr70K5_FVnJcH41WfyyGW6XL6lv32mWzmN8FlbCcMhmNCW7pwGwH6NwwHxW2Z07cy3ln4x7W6qC-tF7q9mtnV1qXCF26pGjjW28wCNq9fSyzCN6gnq8-8FMfLVH_s5n2zMbN1W92mlT66Lw1fYVS0vmF7hntS9VGsJRQ803WnWMCL9KlNmLP0f2Yszss04 )
Kubernetes won the orchestration wars, but dev and ops teams still pull in opposite directions. HPE's David Estes thinks AI may ease the strain.
Catch the episode (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3lDW2vYDbS6jsTlNW6nFymq8l4chfN5Ds3ML_Bf1dW1_2b0V2RVRDsW5zGN3W1pqHDBW8Fh5Tl51Z4j2N63GsB2sz0PPW1ZNZ1L3WgQJSW5-PD382L0z7QW1zdD9H83mLC-W3srBr42zfyb7W7gSLQr70K5_FVnJcH41WfyyGW6XL6lv32mWzmN8FlbCcMhmNCW7pwGwH6NwwHxW2Z07cy3ln4x7W6qC-tF7q9mtnV1qXCF26pGjjW28wCNq9fSyzCN6gnq8-8FMfLVH_s5n2zMbN1W92mlT66Lw1fYVS0vmF7hntS9VGsJRQ803WnWMCL9KlNmLP0f2Yszss04 )
READ
Claude can now build your dashboards (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3pDW1r8TJB4DCTMNW8xg-b673g-ywW4PLB2G6CJcB0W1M_h9w1x6GMvN5rWyd9qfrc8W3Jx7Xf3dtZyJW1TWHjW3NLqDFW3-v_bj3WkhkDW4xHbwY2JQ6qNW5DbSjs12YswCW6BK0Z-6fq1ztW3-S0sF7R_82YW6qCFj563Nm_WW5TgKXB2FYgQ3VXvW901cb6K-W4qyl7y4pVcBLW9fLhr08GZSPHW2MRt4K1Rpy1MW4MHx4p1WLDltMXt5wYfwG5VW2j1Tr61c9LjsW38t_Mn507mqhW79MwKS70xnccW7GSQvh76y7YYW21qTRM7Zg6gZW2B41bN3-H_gZf5mXnd004 )
Anthropic’s answer to OpenAI’s Data agent shows the query behind each number.
Read last week's top story (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7n3prCCW7Y8-PT6lZ3pDW1r8TJB4DCTMNW8xg-b673g-ywW4PLB2G6CJcB0W1M_h9w1x6GMvN5rWyd9qfrc8W3Jx7Xf3dtZyJW1TWHjW3NLqDFW3-v_bj3WkhkDW4xHbwY2JQ6qNW5DbSjs12YswCW6BK0Z-6fq1ztW3-S0sF7R_82YW6qCFj563Nm_WW5TgKXB2FYgQ3VXvW901cb6K-W4qyl7y4pVcBLW9fLhr08GZSPHW2MRt4K1Rpy1MW4MHx4p1WLDltMXt5wYfwG5VW2j1Tr61c9LjsW38t_Mn507mqhW79MwKS70xnccW7GSQvh76y7YYW21qTRM7Zg6gZW2B41bN3-H_gZf5mXnd004 )
WEBINAR
Postgres at Scale: What Breaks (and What Doesn’t) When Live Data Grows (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7-3prCCW95jsWP6lZ3mNW8-bn358WVM8nW5qmJDt6_JyxSW1rqczC39hZ4YN7yrmc39vTvjW8b2lJK79q_hKW1gLLNG1Tq6K3W6XBSnJ210h8TN78NjwcXdNtkW1zHPf544YqCjW9fyHks3ftFJGW6GBTMC7vFLXzW69bVZm8jZ7kKW4xBF__6kMjWPW5LqhFR4hDssNW6rfGz77tJ581W72TF5z6gDY6sV5gPBh7mCJK3W8tySlK1bT620W7whdpT59n0rjW6R2t_494WhyfW5nTj5v610kcwN1yml4ytRxw9W840P0T8TP148TcC1C92-W-xVL_1jg274ZHyW1YwDNh5qLh_lN8K6VK93M-tbN9dwzkzVpdKBW3t6nvV1Xk1sKW71X3qt5NDs63f8CMw3l04 )
In this session, we'll walk through exactly where vanilla Postgres starts to strain under scale, what changes structurally when you extend it with TimescaleDB, and via a live demo what actually breaks at scale versus what doesn’t.
Join our upcoming webinar (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW2kv8qZQhWW2V6njk82Rcn9W20x2Jc5W3yNxN3rtP7-3prCCW95jsWP6lZ3mNW8-bn358WVM8nW5qmJDt6_JyxSW1rqczC39hZ4YN7yrmc39vTvjW8b2lJK79q_hKW1gLLNG1Tq6K3W6XBSnJ210h8TN78NjwcXdNtkW1zHPf544YqCjW9fyHks3ftFJGW6GBTMC7vFLXzW69bVZm8jZ7kKW4xBF__6kMjWPW5LqhFR4hDssNW6rfGz77tJ581W72TF5z6gDY6sV5gPBh7mCJK3W8tySlK1bT620W7whdpT59n0rjW6R2t_494WhyfW5nTj5v610kcwN1yml4ytRxw9W840P0T8TP148TcC1C92-W-xVL_1jg274ZHyW1YwDNh5qLh_lN8K6VK93M-tbN9dwzkzVpdKBW3t6nvV1Xk1sKW71X3qt5NDs63f8CMw3l04 )
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!
