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To: [email protected]
Date: Tue, 03 Nov 2026 07:01:41 GMT
Subject: One quota, two AIs, zero chill
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#142640">November 3, 2026</span></td>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3qgz0W6N1vHY6lZ3mfVzztWs4C6ygfW5L6cyJ1XKyKlN4-JCH-d9-qwW14QQxb19P4dCW1GYN0V5zJ31XW1pz9CV5Zd3fwW4BGwjC13fsT4W8lsjsT6B_zvDW1192Wg5Zww0sN3kGhPJjy0mcW50bLzP1yz7-cW883JZ65HqPj4W87gRMX6--DSQW4h-Lb35gNNppW2rY9Cz47SSq4W2ZJ5325bn_2fW5gTY4J4hLPMqW5w02jT163CQ4W7w2V6c3wvZKlW6_gPkC1BTZvJW6FxTYF569163W7-VmXC5n9FWNf9bXzSY04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="rn7k5tNj">
<span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640">Together with </span><img height="24" src="https://cdn.thenewstack.io/media/2025/01/[email protected]" style="display: inline-block; vertical-align: middle; height: 24px;">
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<style data-hse-inline-css="true" data-hse-element-inlined="true"> /* TOC Description WYSIWYG */ .toc-desc p, .toc-desc li, .toc-desc a { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; font-weight: 500; } .toc-desc a { color: #ff3287; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">One limit to rule them all</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 has revealed plans to combine usage allowances across ChatGPT and Codex</strong>, as part of a broader effort to integrate its conversational AI and agentic capabilities into a single experience.</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">In a help article quietly published over the weekend, the company confirmed the changes will take effect “starting in December,” affecting Plus, Pro and Business subscribers. Under the new system, ChatGPT conversations and Codex tasks will draw from a common pool of tokens, with more demanding models and complex tasks consuming a greater share — though OpenAI has yet to disclose how generous the combined allowance will be.</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">Instant chat, ChatGPT’s faster-response mode for everyday questions and tasks, will be exempt.</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3qgz0W8wLKSR6lZ3lpW5JnvXw1BNG6vVC9NFG4HhxpqVZlW9Z6XRXsfW77s06y4-5gb9W5W4gxz5Z6mk7W1X16KC8B0TJjVZ746z6PGG-xW8lLQWf2QnycrW4MTYH72HT1vlW3tnw865T14ZmW4SVxXC7B3qhYN70mD58DqYrkW35gPzC4DNNljW4cbXnq7xQ0ypN8wwCC9HW0JTN74BRpj71PCQW3T1dYz2K6sYXW2_pJss6zVShTW911F2j1nqQLKW4jvfdP7GZ30pW91qjHw2qfS3pN5kMr8BNzfDlN8zdsyb36qcFW3y4sD84GN72XW2DdBpf2m9CQdW51zZDy5WHgNBW1DRTLx5-FKl-W36h7xb85f0cqd___4R04" 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="saRafC8k" target="_blank">OpenAI’s new shared usage limit pits ChatGPT against Codex</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3qgz0W8wLKSR6lZ3mPW5mzVCx2-3pkWW87jJKw92Fkp5N4-xgcck7m17MxRGk27md_cW6W-GHB8Kn0pWW8fkpZq5RfCN1W5MzM-565Vjc2N1XkFVyC6fxlW4s_fWf5Hz1FjW6wgrfv12Tc75W4ZQD2b2NNd8CW7-ydb37JQQCYW6gV6264XR6vwW7p0KsZ8h_jlkW6W7yQX2XhhyjW4fj2G3133zG8W2cTkLn63bgyMW6YWbyv378kYYW7vb46v4_k2L2N4Y_vJjhTXxQW5mDq6W7Fpkc5W7w-HSv7HcgqPW62M-Hg8Crp70Vk97HH6_KDqKW2TK3wc9btwP2W6MkHvp1gMkGvVXqhCT2CNYJLN3PdQHbbWc4Kf6Cd-ns04" 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="PXQNXJrX" target="_blank">Your AI coding agent now runs on a budget — and it can cut you off mid-task</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3qgz0W8wLKSR6lZ3mnLDl_rWXDQhN77ql_KYMySyW119rvh29jJC8VbTwmt51gNCKW8Qt3KX28BqgzW2wc0WW6HhQqRW7ZBB4l17x2TpW2vm2bb4LpnzgVM0Sf48fkz1zW4JVhYt75yR-nW11gk_f5pq7yxW5hNRW323nfKkN5pRPdmZsCK4V29RLw58GfH6W7PNRFB7HCyDvVjMrzq8rFBC7W33gHZG7HxJC5W2XZDcc2rv5klW73Mn7F5GMzmnW8N-jzd8n89pbW5v3Tkl3JRb1BW213Z9927K8ntW2PL89485dFQYW7hGC9f2JMvPXW8LMPlR2H2tzmW5Ls75w5WK4dwW2R4pyD2Zpv0CW75-TjG72vv_Hf6GSc-n04" 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="agvQvo5V" target="_blank">Five years after the fork, OpenSearch is slowly stepping out of AWS’s shadow</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3qgz0W8wLKSR6lZ3nFVxZ9Mx6kbhrgVl-QKX8jJK4ZW4tXFm873Qkh8W3kVmnv3VfpqzW4mpDY33WK9DhW1kl_1w4gK81gW1rMnfQ2c48svW5s_GDH8TtWLdW6PwM1y3NzY5cW1_PwVX1Vmm73W1plq8p5PF9VsW8-kGDn3_5_T_W4Gy_cw1gD7w6W93y2ln2VmgS3VN78ds6mDR3gW2DsGCF8398pVVstdCl1Bl4srW6BJW_M3lTFYXW7DGq6M6Wk423W4vM7YQ4yZZpvW46sBZ26v3CczN14LTkz-hyysW55XX4x4DYlGdV-1zW24CcBLfW6KHHdZ6KrkHpW5C7gs14rKkFkW8kxhkD6RlZQ7W31VzY22hD2Szf1TDPyF04" 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="ttbqtAVQ" target="_blank">Amazon CEO predicts 6 to 8 AI models will be ‘good enough’ for almost everything</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3nHW4c0HZm4wyZJGW4vkxly24ZBH9W7P1dtv2PwXVRW8tK1pX43x-T-VKHwR990XVFSW3N18263kqY66W9jqvk81TrF5ZW2DLBPT3nQFjWW7tPdGr8pST8lW4p2Qsv49PZ8kW11WQ608YW2NwW6Sq_6h81fR2vW9jmJrq7z0YpGW5YrYf48Zhm_zW8Sjp8Z4JRPnwW6tsBFN8PNjXvW85Hy2Y4sd-CKW2qPwyN5XtdnzW1KZxJv2pvz-gW6BYzKR616nLLW8hb8PL1yqB-YW1QZb5x7nYf2FW6SWZW37Svq-nW1VfJWR6HbNbQW97BTJW2-p0bwW6mwppj7qld__dSn--804" 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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3hCZYW8wLKSR6lZ3plW5NTLnL6PSjfNW2TZh4M2K0jZvW4R_tMD3Fbg_xW5W-2S13_LJxCW7K2YCz9135BYW18mxgq1T0tBnW6Y1Bzz23sz8LW4rwLX08SMsG-W22Bqv17xh5KYVPXZqW2KG0bcW3jRjLp3XmwwVW4JGY-52-h-MZW704y-P1qDhN_W8v96F966SJVXW62y1VM7d4c4lW4czbqx6H_3TjW4tg7Zk4spJf2W8xR-yS6KGQZSV2F3B-6gZfjbW4TDmzr4MvwvFW2-RKrL8r1vgLW9k8D7h78ST-_VPgBHV5N5FGTW5F9LMY3wvwBvV-0bLp6nd6gyW80BHx42WVp2hW7Hn0-n68vWYmW5VmxFD3mC4Dtf7KhGx404" 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="iUJXp7P8" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/11/9eba852e-datadog_webinar_4nov26_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"> This Wednesday: AI-written tests that don’t break </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 AI agents can write code in minutes, but who’s testing it? Test writing still moves at human speed, scripted tests break every time a workflow changes, and AI features that answer differently each time make the suite flaky. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3hCZYW8wLKSR6lZ3q7W11vl9D5RHQL4W1N4_p875dfTMW1xgXgD66vCfWW5GWhDS7qfXk2W5fbRGv50_6B_W1PVsf54vqYjzW5qH4l75kNjg6VgKgm04MFl7CVf7xtK2wJhprW343WVq6x8P70MSCJxKsCbF5W4xRY0m6hRryBW2PyVZL3nBMH1W8ykggY6J1s3yW4Vrgph4P5xSLW7vPWbs8_CY2MN6yZGQdL9br8VNz1Tp75WVTbW6sWMP72WPmVYW8xF-791-mWq6W4pxdyS1xthvYW7cXfRq1l3LbHW2Y9J_168ft93W6cvqlM3hwKX4W2qJ6P46BFf71W2BRPDj3tP_tFW9lRV3w6hyfyyN1KqSbGrvJMXf30nfrl04" 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="10ISO8Vu" target="_blank">Join us live on November 4</a> to learn:</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">How an agent explores your app to find the user flows worth testing, including ones nobody listed</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">How to generate tests from a plain-language prompt, no test code required</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">How goal-based tests keep passing when workflows change</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">How to test AI features that answer differently every time without flaky failures</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3hCZYW8wLKSR6lZ3pcW4sLJJ-9cgntzMZ3Yshs_rTMW5T7kw435w6zYN7mCKFWfjlVjW3bRvrr9cv66HVFqL9J3wP-gRW7bX7fv3xs_-dW724pcr7pQFXmN7PCvr31CXMRMtJFYR4TPXcW5l1NlW8NcK2CW2YbkLV38d08mN68-r-PgDTf0W2xstjs8D42SqW21dQvw5V9wWTW8YQl3Z7Fmh3MN5KzNYPYV8wmW5yprdy49tf-RW46tpy85BQpK2W1sdf1G1yD--8W7zsVzM13FCZSV-srlx6R4mh3W5DrgpH1-L-KpW7vshmN1Gh9tgVwV6S74fFnkfW80hRGQ8Cb9yTW4jsN--7BDB-TW3xhVWj3dh_x7f28MVHd04" 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="E2d8wMMD" target="_blank">Save your seat now</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">Canva’s new design model doesn’t generate images. It writes code to edit them.</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3l_W8PcqKr3_RlMTW1KfRmc1cByDVW4lNRJk5x9dmHW8jdS8n60B5yyW5Qy5Tt8TTYNyN3lRtzqpG2XkW1PnZHX10s91XW4b0z6j8mXg4lW6Sqtxr7xhK0yW694V1F78S8H4W4byLs738q6JdW50K2cB3hXGTrW1CRSw_4v7ZW-W2GT8Gr1cr6gdW5Lmzhm2tY2CmW4J4X8J4Vdx8gW1QPblc2K_Ky1N1phR25QzvH4N9kxx0zN4yfDW4K_hQN8TVl3fW3PDrsH2HfdWfW6GQddj1c5x23N3l_wNKgStMFMhF0bfN6jNPW4XHxbT5CMdl_W2v7vZ74qjqSKf5zzDjR04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="qXcC9LlC" target="_blank">Adrian Bridgwater</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3p2VMckXj80dQzYW9kzX1s85yTGhW1KWRt34gRBpjW3SxZT_6gWbTdW7tx_st5z3nTHW656y7J3WY9-zW8Z5WQ92vDMN8W1C9r_Y8KRWKmVlRkZc5nCnKqW85d2hk2Bs5PxW1bc-ZP3fGKhlN103yXjlDZ6wW1GwyMV90hb1WW7HsGwx17TcFWW90LfTx4832ntV9_Ps926qQyjV2kqB-6tJ1y_W2_vTC96Vm-txW7H-RQg51nrk_N4rd_vCSSKrfW26HCZn7H1cMnW4ZGly_2n3PdnW1YcR484bk46bW5dlzgL3qdPRmVxMYpK3SpzYTW1gdnqw7RcwSXf95RZ_q04" 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="E3sB6cCY" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/11/dd3198a3-handonmouse-1024x614.png" width="524" alt="Featured image for: Canva’s new design model doesn’t generate images. It writes code to edit them." 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"> Canva’s new Brush model edits designs by writing code, not painting pixels. Experts say that’s how a vertical player sidesteps the frontier labs. </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"> Australian graphic design software company Canva took the wraps off Canva Brush last week, its new vision-language model for designers. Brush is an editing model rather than an image generator: a... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3lpW2Z0chK2xNf-fW5zsB8Y9fKkd1W65G4q2930PXmW1lqq0k7N33VDW6fqsGn36nvK_W3zkFQr7wkyr0W1PkDPW2tnjHvW5Pb7wF2M5_sqW89GqL_4CDKlZW94n0S75vfPCrW3pFMxC8CYbDRW59-Xtk4qS38SW7HgySd7w47fxN8XwFDtQzHQpW4_TVnt42VqMLW4xHr_t781f_fW1kZc041xg9BtVyHf2-4ZwCFKW6XWRsB5QWsfvW8PwnT44xmYzDW8JXBcs92Bc3qW6rzrkB3Rs4MMW6CZrpv5-vkfsW44-v4j2vbWxlN5Kd5GCL7skYW4WYCn02BKXBJf3c2pNK04" 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="bgSkufAl" 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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3m5W7-x5MK5f_Ks5W5T7bR36-G6xBW1M4y_X5HdRs1W8vsg0N6DLR5kW193nK_1sKjpXVLgrK16b4mxqN8wMZ1zz23jtVfP4Y26-5SRSW8mhcm04P6HpXW1KgPxS8lTfvyW5JBdmd3b25GsW8WFwFx2WZ74nW63B4F28jlbKtW1GScwD90HsW_VQHgLg3dPW7_W7vrsff4jwQLdW4ZkG2X6F5c6WVHTgn666JCN8W32QBhg8X9CJ7VmxFDZ1K1KQYW645mKl3-38hgMSYDyShfW8pW6_ByB46SB2XVW71HtTG5XtdXVW14rNbT5KvDjDW6cL9Bg7010G-f8MNs1l04" 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="uTwLRkJ2" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/2b66602e-risky-ming-2k9rzbhzaem-unsplash-1024x698.jpg" alt="Featured image for: Developers are downgrading their AI on purpose — and it’s working" 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">Developer tools</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3lWW1p0Ts82yHcQQW4Y1g245tgB-XW2mxkRw15_t_ZW6T5xsH7Tn-d1W3YLnhd90VFBnW3362w34sdRbnW2vbMkm7JKdZgW7Xqzd_2nDBjwW9lz6wy4DYwdmVYGF4j1tfxLHW8tSP3N91CJ-pN4TBCr_fZ_gvW7pJk2H4fT-lLW6nTygM5jjprnW5dghmm4HZ7M4VHzDkH29wqNVW5V76zD6btdt2ML45PSrDp8YN4-0DCdV73bSW7KlhQ91HxtFMW66fcJm2q79cKMHktHNfdnfNN17ND3txxS3RVHcJMm2FvMDrW4BgBGL3wcSDwW98K5p385LqzFf8Wv3zj04" data-hs-link-id="1" data-hs-link-id-v2="W0P7FOz5" target="_blank">Developers are downgrading their AI on purpose — and it's working</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3m5W1Rf78y651kvzW4tYtf57Lw-KNV_T3P72JcwFxW3vb1-G2WFQFGW5g5bXp4CYww0W5y9FWB2R-49jW3jS3rt4-MFz4W3L3f4m461bZwW1RnCvj1KZz0dW7y79cX5-dWnFW7fkvb05q1w58W729-h45ZTqLqW49Q5r133sMMZW5TR3jF23fXmNW8myy_r7JGRz4W1rf6XN83MNqVW7-28L37fVLXTW1bLkQ65v9dqKW1MWhCW6KfDcBW1tm9KL3JXSmMW4xtgnZ41tzCbW7CPq737KQnjCW32x1PS7XsWB8W6qWPyc1J1vtDW91Jg9f6QWJTzW63Yshw3zBBGsf2MmlZT04" 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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3qgz0W8wLKSR6lZ3m9W8p96Vm7GWRv6W76BkMw8wY8lxW3wzqly83F_pmW1nSn_B99pg94W8YCTQk8xkps9W6-6kbV4B_WSJW58vyC53wtS_jW733rpD5TVpBvW4nrxfw7kDGMrW6L4BfS5HRxknW2BCnCp24SJnwW8KhCtS3K5GN8W34qSDB9cNHw5W55G5Gd8FZ6d2W8XPJX041NCbRW5n2w2Z7dcR4JW2XJD9860_lR8W6Lj0J85S-PYBV9JlDM5X-wG0W5wbFn126MzD3N3rfKMjLxwC6N5wdT7MDVP3ZW4tlVJh20dMHYW1jKfmL5j_4zBW8Hnn3K8gYpx8W7bSq1Q84ynmgVXWX6t7KdmLNW6THd_G1SgCs3f90cMg404" 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="Z7U5IvGY" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/349bc6a4-getty-images-um5wntq2sf0-unsplash-1024x675.jpg" alt="Featured image for: Your AI coding agent now runs on a budget — and it can cut you off mid-task" 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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3qgz0W8wLKSR6lZ3nKW1W-Lj_21zLjcW8ZNk8M63wWTKW4c5DxD2q0RhwW6twlCg9jzQB2W8JKbML7R-dvZW22xzYS1Y7CjbW3YqwK756BW-WW3-JqS75Q2bsSW5jypL73pThm_W6Fy1wb6c2Kx8N1Wdx2TRgNJfW46kkCr5v0wBzVTKcQ092P66YW7Znkdc17CVLFW999VSg1pbkcrW38Plbp4_tMb5W1JL-3B15pLVZN6dzW7MCvk7DN8cRQdXh-745W4n49XJ3VrYKkW1JJXBY5xhgnBW3Gz3Gr4yL7SJN8Yj8HYk7C2VW4kPqJf6yclF1W8xYG635Tvb-sN88WYNppyz64VP-J_d32n8XCW1JJPR222BDbcf6YbQwY04" data-hs-link-id="2" data-hs-link-id-v2="E8/J6L++" target="_blank">Your AI coding agent now runs on a budget — and it can cut you off mid-task</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3lFVz516t2JV1_LN8GL-RMtbhzhW8R9qzn8wp9JjW979H593HzvyzW1tTD2c5RP7ssW9l9Jlf3CxQkMW92v1lQ1VTm7dVyvqvC8V9F9DMfJchXTzt9qVytj385CzhwqW4lr8m04Q-1C8W2h3MJv88K6F2W5sRkHz53p3GBW93q67z4Zd6gBW150sr88YqHX8W91hXzX1d_wZ6W7LMWLx7_N-BSW3BYqHM3ysrs2W8R4Cw_1mvMnxVzy7321rVbKMN3pnnQhMRV-QW5PtBK-94f1LPN1dbW7vZbphwW4shB3r1cx8f4W46J6Qv1G7T4xW3PQTLQ6rdFY0f2VTVdx04" 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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3qgz0W6N1vHY6lZ3m6W149bgv8WvPrrN1TN8k_VgRkRVbxG-Z7PsxMQW25ZRFk636M3qW6_Sw0D95HVLsW6LfxCD6bDPNVW31x2xm60mL8wW8KJ8ST2mwdX8VyhbXN2rDVGGW36zw7139Ct3LW1PNn1-3nq-3LW1RFTpk7pLwFkM5wT0zhJdClW1WH2QT1m23MDW7ZFBtR1mZL43W8VZXCB61GNHZW5mGhh21J7v9TW1CdLD98YCqytW9fjvcv96Fsr8W48njrq373_RdV8mK157rb3DwW8t2wF73sbpWTf2BLdlR04" 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="pM2R5xhq" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/0175bab0-tns_elasticon-sf_600x300-1024x512.png" alt="Image for: Elastic" 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">From Our Partner</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3qgz0W6N1vHY6lZ3q0Vmf2RB7fkzrVW6spGhS4MN3LxW4L14jq45wf25W4B8hv3432CNXW6MFxKg6CwHV0W79jm7k1Flj04W1RF8ZL8yQ6SgW4fmX8c5YnvRlW1lq4X17PQnpMW9b225c5k4KlRW4Gp1C-7LnK2YW4yD8nd63P862W7QDD1_1vk8qvN6L_GXcb-85FW94xr7J9lxcZJW67NpKs89FW3nW4Rxynj5Fc8M4V5qnT217392gW247l1V3TS54MW3K1s3q3xRjf1W5DW6vY6zCGrRW44T0GM9j_N4Qf619ZPj04" data-hs-link-id="2" data-hs-link-id-v2="oj/J54/e" target="_blank">Forge the Future at Elastic{ON} San Francisco: Register Today</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3qgz0W6N1vHY6lZ3l_MBjldyLpK39W2DNnqY4sFnl0W6ThL-y3Lv4gPW7CPhDv28lFYdVczqpg5ZHwW9W1cMS795Hs3yhW3s3JgZ43zcyFW50Nky_3JjL6QW82HXcD1K4b8LVWR6Wp56t9wkVSGKrr8knTYcW5793th7BYxvqW739cTL4B9cd6W2fpN7n8NP8_qW1FBszV9d4wLCN86f1q2q5wd4W3wx45b981ZnzW87HwWs1z_Vt1W4Nt16b5mFyKRVN8rgH3LyBPFW1YSnSZ6M__WpN1HZf52YbS9Yf3vlDkq04" data-hs-link-id="3" data-hs-link-id-v2="0ayUG1C+" target="_blank"> Elastic </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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3qgz0W8wLKSR6lZ3nnW3nZ6NF7g8hzFW1RTdT74kgYwMW62dP2R7-CHGpW49VPh_90cS25T6bnS6_HWG0W7PB2jp86mmxRW7k6Q5f1tlKpgW3MTDT_47rcRrW905-NV9jpdq-W2jPWYQ8vgvV6W2Yl3h57cQR2bW1NYZc622LMmDW7F9C_P647j2gN52tX9vnrT6_MsJqSLMD08MW41QWd654KHggW5BWTLj6ZrNLKW8Xqbtg3sf-_MN4NTzr6JV-m1W3mP4Zl1SJbtCW95mY7N3M6HW0N1ldQjqjvL_rN62xrmKHb_2nW17GbS945tnL9W4dYGDF5BdcLbVkGs8y8DhLHSW6Srphb8prNtPW7d5wNz2yCQw7f7pMMqd04" 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="fvdSKRXq" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/0293c587-codexgpt-1024x576.jpg" alt="Featured image for: OpenAI’s new shared usage limit pits ChatGPT against Codex" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3qgz0W8wLKSR6lZ3n8W2rbMKv3mJVp5VJPyBT3N0vMCV2XdGK861KwqN9kG7lXFwcg_W3cg6-k6x8DcLW5K_r_w9k-XQ7N18QmVG_h-DBW4fjp-G52G_KwW6dC9qJ1lF0-wW6qsmQz5QKwKXW6M-6ss2PylQgW91PzWc3TkjzdW159cHr6PC_tQN88mFTV5qrrcT5_RC4ww-rkW5fjl-86NpDtZN5SMLqTW-4H-W79GX2t1cKHRyMYKYvzdwHcyW61cW7Q3y6w0jW50ZS0w4X-m7vW83KC1T6xYSKcW94yS2-85dsyyV6WJJM8nQ2h4W3G-FC12f86PFMMdFWhXJJZBW3hW-cF1MSbrKW3zft4b5cc33df7FGJ2s04" data-hs-link-id="2" data-hs-link-id-v2="+WYn7RnU" target="_blank">OpenAI’s new shared usage limit pits ChatGPT against Codex</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3pQW7B5wcw6V_j3cW5BmxcM5pMvr7W9dFY_D67WRhBW92C1Kj8YbTjYW7VXKvF2T4nqyW2MKRRm5npdK6W5MrYLX4lWy8_W96zVS831mLjDW8LCQbY29yLntW4XrVvJ7JHg46W84RG7G58cjqWW7kTwzg7vZWK9W4pQfWy7YhVglW3hzdsf5s65s2W7TDyrH8byYffVcYbBJ9hGsptW2RSYKy8-h9MdW2s_jvT31MPplW4KgWxp8jj5stVl-Z4c1Rc2C3W4J245x7fCtyGW3f9gLc2TWvRqN11rd6R9MBC0W71rTl735n_PMW1qjjR_3v5G5HW2FJMXY4P90lmd650W804" 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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3qgz0W8wLKSR6lZ3p-W86_mS33tlNRBW4Y6gmt6Yl3WzW4K2HPj52mgpwW1lqfzv8DKXYFW19SxfX28hPgPW5PlvS71XW8qJW4QXhF06lcbYFW6GKtHB3Zj86mW7JXdwx4jQM_TW2XpcGs5HD0MWW8YH8J16FFCpCW8NCh1J4g4MFbW45DJ387M8S-TW2Vb2wr4y2j3PW1dCJR14blrFhW7DnjNc6Zbsm4N57ldYVyzLCcW7nttRD8stWZRW3ZN1bM1077p5W1VQntV86kqBxW7gcGsy6F4CS_W69N0MP7m-LvHW4TzpK47JqjdXW7xs-yY4-L4mSVBgtkC6thgCqW1vMWNZ8klVV0W6CxSp_4F8T8GW33ZyL_8wFLs8f2rq6j804" style="color:#ff3287; 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font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="FWPowmt7" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/a2231d4b-aakash-dhage-gjln1wb4wlw-unsplash-1024x576.jpg" alt="Featured image for: Developers ask AI which tool to use. Here’s how we track the answer." 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">Model Context Protocol (MCP)</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3n5W1BZRwx4rHd7TW8vhn6z8HjNBFW3wNQcR6kyD0bW8D1YZm1LJzbdW8dyvyQ4x4QnTW6zJ38c3MYmjKW77Y_sn42d24dW25yTjX1zHxjGW1DRs8816nLD8W74_Jf28nqBV2VZgCpd2bDpfVW42z6NP7FWXNVW7zd0XT2WXHXzW8JkBwk52llhCW1wTtDw2v0_n1W94jTyk96_jj8W58FMRl546s2-W96x1pw1RJCqCW7fHr0Y7b8p8gW1GLKz42bMR3LW6G2X9p8SvhV0W3ZjzsK8wdvKqW9g0WB37ql8NfN11Pm05k1kLdW3FNV0x1HC2HTW41-N1M6S5PfBf7BhrDq04" data-hs-link-id="1" data-hs-link-id-v2="hpwfyK91" target="_blank">Developers ask AI which tool to use. Here's how we track the answer.</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3qgz0W7Y8-PT6lZ3kZW7vwd0l4h0qRNW2jYS-P8dYl3_W62mgy34mHQmTW6ZgMjL91Y3cBVwpTF837qz54W38HXlt4GBvp7W37sr962Zgqz_W1KrHCz4Lk_JGW62lg7c7mwBGMVjs7B056zpZFW4rFnst9bqGG7W6k0fLr7DhJGYW8Mr6VD81LtR5W6fsvnB22FxHxW44MVBp3YyYxKW20WKQR4C781VW6zDB2S4PPn2DW3zKgbs7YszNyVVYRdL6GGJNwW4PwBps59KYygW1y-cmn8MPfllW8KT3V49jlZHlW7jVdx_9kKNbbVVRPTd2vbwHWN64jNxWGRKzgW4ll60H95p0HHf2G8P9204" data-hs-link-id="0" data-hs-link-id-v2="2wBUxcE5" target="_blank"> Luke Stahl </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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3hCZYW6N1vHY6lZ3mWW6rCbY85XvSRBW5p9qjT1c6RmWW29HLgQ67c5pxW2LpsdK7_7C7qW3bKSh57NSQwBN8nTdf8Lspr0N189Tgb_WpFQW7JS0Kg6L1LDHW83RR7w2dKtW6W7WTJb_4JfJNSW5v-Cd13HS1HQW17F2pY2N9QBcW3vChHd6fRlnMW2lYQXY1W2HP0N6mB22cXQnRcV4k19x1t2Y85W5B0qRJ7T0H77W3TkrkL8tPdsjW1Hjz__8_y0JlW15PPbg13MJ8xW16hFGv6Y0jlxW4CqFCR3hcyVBf1DVsqH04" 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="GkZ6ySkK" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/03/3e1dbe58-rm_sqlcourse_master_16x9_vs1.webp" 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"> Master SQL, the backbone of modern data </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">SQL remains the essential backbone of the modern tech stack, whether you’re optimizing databases or scaling data-driven apps. Our sister site, roadmap.sh, offers a comprehensive SQL course built for hands-on, practical learning.</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">Go from foundational queries to advanced database management.</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">Learn through hands-on, practical exercises, not just theory.</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">Build skills that apply directly to real-world data work.</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3hCZYW6N1vHY6lZ3pLW3gPrRJ85NV60W5NM3lY70Nl-VW3mFkB64hwM2wW8Zsqkl5MZ_VHVQl8N-6NL4xVMj60wNgqmt_W6PmyLC9cfklMW8GnLb05kzfrFW3bZfmw5J9SsjW5Q1wB-6plshvW3V6ddg4XRfs2N8bNyVM8jBkdW8k6DJd6BYfp5W8hWvSd27_brYW1cKq5z5vrCW2W4mhpX17ZT54QW1ZDcB63cVfZkW95PDf5382f7PN1Hvscdr1016W8FKKtZ5DPrpKW3DCCXL5PzgL-W8PLFWX3sS62Yf2DT9_T04" 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="HTxD2h0T" target="_blank">Get started with SQL</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">EBOOK</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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3hCZYW8wLKSR6lZ3mdW36sYwc7ncWLqN63BWg0TPrHLN4dspby6MXSDVKB5633By_vrW3_Rc8D250Q-yW2hnnWY3wtHphN1tLX2ntGL3ZW1fb9tG7k66xrW6Tmqpc4pYh_kW3L1bPl2LZ7sSVbC3s995HP91W6C3Gvm4YcQTmW8QDQNP8LG_z4W7ptYQ-5rDMWRW9bbmGm2R9MywN3c9B-cv6zMJW3qHTGV48WlFMW4b5BV72mLyDgW8CjWjb8Pk4L5W5vVR5d17nnLHW7YmRVN66dcdQW4xSHwf2-k0qhW5v5Gmm4G1JR7W88JVVM68DVxRW1x-Tmj4mRSZrW7ZzP_q7fHZmVW6wwsdW7f5GSVW7HmMkT65mhkSdZq3Sq04" data-hs-link-id="0" data-hs-link-id-v2="FXCx0mYA" target="_blank"> Get early access to our new MFT eBook </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"> Your file transfers may be automated, but investigating failures, interpreting logs, and modifying workflows still take significant manual effort. The Next Era of MFT: How AI Transforms Managed File Transfer, written by Carly Page and sponsored by Fortra, shows how purpose-built AI is changing that. Preregister now to get your copy first. </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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3hCZYW8wLKSR6lZ3lLW4cQjMm2BLdwCW6Mh24h8mh3-7W35TswN5gl483VzgX4v5m4YbJW4T08Sq4zPqbvN6qH7wkk_dXyW5bNhNt1DvK9wVfyhZn97bk1-VkvVMd5X5xQhW1pB-j3183X7HW8RKDQb77-hHnW1JRXMM6PvzX0W68sqjw8ctsXdV2kt1K5Kjz_xW2TcbKP40GtW4W67W2yZ4BlxX3W8MfVpp6LbfGYW6ywPp_6JSKxtW8vHzWz51jY35W4DByJt620M8QVBjQgz5kR3NHN7MqSytLwxRTN3JZGq3Mrr6cW8M56CS4cn_5tN81DX9qplzD9W1K3XQV7GVfDrW3tF2Dv8WzF7sW8hHcKn7bCqhmf563nkl04" data-hs-link-id="1" data-hs-link-id-v2="8bGeJZtf" target="_blank"> Preregister now </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">AGENT</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83hCZYW7lCdLW6lZ3lYW5yxMZx1f_NMtW9bMFNR3xD9dHW7TC8F82_msSLW42Q7nb8kLS44VzdJ9h8pGmL1N7l3QYxt3GrKW7s44wX6bh4vcW3Jpl9y3Sgr3MW6dVDkN6Y33xLW2SfD08157cnhW2_rdrN5b4SS9W56Z4152D-4FfN5Nw-g8bD5f1VFDfHZ3w1mSXW7mxP-M4NLNpSW5qrTxX3jzkqfW1XHR747Pm-qGW3M6SNz5wCRbVW5Rj7cX8skp9PW3QR7544gdNQ-W5lFDWw83QsFtW65cvwf5QT4cGW2n8zLJ26K72wW9cnwN46zdDjrf6mbPbx04" data-hs-link-id="0" data-hs-link-id-v2="TNdSRLUX" target="_blank"> Your AI agent just provisioned a resource. Who owns it? </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"> Stop runaway cloud costs from AI agents. Use queries, policies, and TTLs to enforce human ownership on all provisioned cloud resources. </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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83hCZYW7lCdLW6lZ3pCW5hc76h49pWVqW793tYK2nQ5DPW5yVs8Q5QHrNwN6y9KgMm9pY8W5RpXwt41WzBCMxL9ZllCmVjW8SXbgB6Bh0Z0W4pwtNM1kQ99sW8YGfgx4CWR4cN1kVdZ8vV2q3N4MMr0L79RMsVV2MhZ8qvDMqW4yvcBt5WDQfGW8S5_Fj83wt0XMx1tS4-P0PLN5RMMxbBHYd5W8BHRkR5rwwzcW7fKNQj7NWrg_W1Z3tQv83FHL9Vgs7-Z1M-SSfW2kmHVG6Xqr1GW888nR43lm17MW2JHdWP8jmlsPW6yrvyN6QRsbSf2tGWBz04" data-hs-link-id="1" data-hs-link-id-v2="xJ6nUYoN" target="_blank"> Read the article </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3hCZYW8wLKSR6lZ3nlW2pHLPy4dg91LW10Pjng4tlffGW8MkHXK4MbKZhW7hKXj12_ZWRpN8FvpZVPSqjrW7dJrlB4Ly7gdw5f0SG1HrqW3kl3bT3YJjtxW8FH8lm3y5LqWW6CGy9P6WvRcTW86Trqs3CMDQzW8RQyM47wJBQvW7NCLk88tQSJPN4FdDcB-nqJ7VMl69x4w0FFGW576CHR5Rf-qLV5zKSm2dY4dZW5V2DWb7y45dYVSYRrc9gt_9DW1nqHwL6hL2NsW5cGp9p5-p-ZZW3289tH5xgS3jW5XfH0Q66zqXlW2mWs-D7cfXB0W5wdRqx7ff2dSN7wBN-HD3g47N56MkcGtzFtRN8fzs_07Z6kgf22PFlx04" data-hs-link-id="0" data-hs-link-id-v2="zLbwc5ue" target="_blank"> Teaching AI agents to search like experts </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 only as good as what they retrieve. On the BrowseComp-Plus benchmark, GPT-4.1 answered 93% of questions correctly when handed the right documents, but just 15% when it had to find them with keyword search. Join us live on December 2 to see what agents need from search, and how to give it to them. </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/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3hCZYW8wLKSR6lZ3ksN1RW3mVNhGvlW2cpsPF8jf2NtW13zPN35g9q5-N5fqCqY6n4n2W1rc9vH3jr3f2W5_Xfs317bwgWW8LT5F37lnMgKW3JfZsf1kdgWTVWkysy7w0mq9W3zJylr3xrFB-W62r1pg99hfvXN5lfwG3CKB-gW1zvv6m3KdQ0PW1QD1838nRw2nW1zylCz8ZzQMLW33sF6q4Wcd-XW3KDx8H977xxXW75F7n47TBD5dW8QzzjW4vHw1zW2wl7-t3rq1d2W6dvFN_2mg40pW85l-HK1hB2SnW8G2xgZ3g8FM6Vn58CK8gQDRmW57-DLn9cPGB6W2jLssD9c5SSzW2lqpH98J4C1pW1bdKYM253C5zf6RtkPM04" data-hs-link-id="1" data-hs-link-id-v2="UTfu+0eS" target="_blank"> Register to join </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%; 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Plus, Canva’s new design model doesn’t generate images. It writes code to edit them.
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November 3, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3prCCW6N1vHY6lZ3kPW74hpDt6qh3-1W5QKHDm9fl6ypW5VXmld37rnWNW12MP5G27b-41W2M_DW39gw3f2W52GrhX67hn57V6c-rW3GPgrLW5P8tS34hXcHfW25H-HP8ZbNjZW8zVs4x7MyRl5W2lmtmz4ZFjRqW5G3cTq6csyl6W4XCm6w5BVYbkN4-t5lV9vG7yW3gYG7-1HZBsFW4JRvk91FLzhnVfbtRz3bGYVzW4khrM55r6FlNW6J-Nxx4FKN0PW2NKzhS6qWqYZW7Fy4_S8l7rgCW3kdhnY3KY12zf8bDMHj04 )
One limit to rule them all
OpenAI has revealed plans to combine usage allowances across ChatGPT and Codex, as part of a broader effort to integrate its conversational AI and agentic capabilities into a single experience.
In a help article quietly published over the weekend, the company confirmed the changes will take effect “starting in December,” affecting Plus, Pro and Business subscribers. Under the new system, ChatGPT conversations and Codex tasks will draw from a common pool of tokens, with more demanding models and complex tasks consuming a greater share — though OpenAI has yet to disclose how generous the combined allowance will be.
Instant chat, ChatGPT’s faster-response mode for everyday questions and tasks, will be exempt.
Go deeper: OpenAI’s new shared usage limit pits ChatGPT against Codex (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3pTW4LblNY4ZrG96W5m3Zd25xYLgYW8CcjqV4ZxPfKV8HkZY1GmsnrW364nps4-5-bgW2rb1xq3MNFs_VXK_hP2tkQT0W8xvlx94HPkVtW8htbtS8mq8wSW1Vz84H7xRp1ZW6V53WM8NRMJgW3c-7zw2s42PYW31GJBv6C5Tf2W8nNn6_19h92FW7pctpG4FSy5vW8xNy5m16mTspW8b0sXy3Q1ch6W9hcj086N6MB6W6pvyyy35h56MW2s8FXS2Zwd-KW2Svl_r6wbLgQW4df0st6S3gTPW7wFgYt62q7d0W1TdP4X3GqMKGW3FZMKm6lhPvwW90xlYH5L_6KNf2RPcbM04 )
More fresh reads from TNS:
▹Your AI coding agent now runs on a budget — and it can cut you off mid-task (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3prCCW8wLKSR6lZ3mlW1dLB1b6J63gdW2QFL0h3hfSYfVllchL2nk21JW4phn-F2bwK0tW4f8RSF87K21qW1qhcz78zNKZKW1V7CfY4jh_-fW2mjyBn8hM3jmW6b15sB8q6SgRN5ml0FWMNdyTW8KNL196RtqX_VjFRbh58f4GgW1S9pxv2tZDgQW8LqzNd7svpwdN2DD67tmGpQsTJMZf8v6BbkW1f8dzS88dW7VW2lWc-q6xDlH4W2WgcbV2LWbxTMKzB3nY9z49W5BLn644wxY0WMRm_dcKvR0nW7Slf_H2VpH1_W4p97HN2gBCz4Vsq18Q90m7W4W2Jb-XV6bB-tYN3bcKnzym6dBN4R5gxKfKBLhf9126rT04 )
▹Five years after the fork, OpenSearch is slowly stepping out of AWS’s shadow (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3lLN7z5T7NTyygTW3Gp7d155DCYMN9344tH2Mj2yW2dS-541sNfpmW1n5q-t6NM00LW1yz3TR8jNPqwW8wQSNh8qFhthW7WkPwB6SvswVW5X6H0S9gY0nWW89JS2d6PmndtW4XBnjs4F8YVnW3lZq9p81Lz28VggZ_74xYyFWW2G627N5RDwvZVSrZH237c_ZSN8mM0p3KVNkhW4r6DJF7nd5k6W7rZfGh1Fg9xRW3s5sk_4Zf5BNW21_cZN4TgVmHW57SG2F8Fdg0vN2Z56FgtLRN1W31jp5S3XFCMqVpbbk17WSTQ6W8Z5lBc8X4Wy7W74F6d759T-JFdFdLv804 )
▹Amazon CEO predicts 6 to 8 AI models will be ‘good enough’ for almost everything (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3nBW6WYPNc6jHrX9W8_rx6K7bNnxMW5PS9G_90_QCsW1Nnyq21gvXv0W7-14PM6BTP-wMHb76b_2nmSW64r7KC29cRcCW61ljgn6YM9JfW866n335KknPkW6kTR8x1xS_tMW3j55hc47gXYPN58rGDdxBX73W2cKzyR6wGGpSW40Dmt76L3Jk-W3Gt8Tj5B1WZyW8t0Bzz2PCkTjW4rRGRC50RynfV-nhHR94ZRLnW46FZ2M81Nfq6W7jqqdw4wdZCXW1cPhsj8Vt3xxW1k0G5Z6PyrYcW847j1t8Q0QvsW8y3JbN4hDXCcW19NLDr3-ntfcW5b0bRz5k6YbVf7plVm204 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3mHW6xnndy1BhwmwN46X5S1x5bMJW6SNMKK26fhtJW6WsjbY2TXXGLW1_L28R82sQgCW2yrL8l46sddKW5h2smc2vF0TbW5d3FNB8gZMDTW8RYp_L8H_zTVW6cfzzC5srbPYW7qgQgq83NgmtW3PFjth2HbfPkW5pndWW432ZT2W7H9VhT4VdwXHW7QP_tR4-GCpdW8d2f2V1zLsCmN2LZcwt91c4dW4ST_7V5S7LssW5kYm_B9dvpDZW7twKnb5LzpYzW1cGRHd3kMk0hW27H3793cyQWTW6Q-34y7DZJ67W2s4yck1mx56sf2MFrMH04 )
This Wednesday: AI-written tests that don’t break
Your AI agents can write code in minutes, but who’s testing it? Test writing still moves at human speed, scripted tests break every time a workflow changes, and AI features that answer differently each time make the suite flaky. Join us live on November 4 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3gP0xW7Y8-PT6lZ3n_W5dck_z2n__vjW48xzFg3-LpncW8YrQ5-6RR-t2Vx7NvM5R5-3RW5TL18Q4WxLpbN3k20Yd26dsnW8076mh6BP0cVW6cYkkQ7J9gTWW2hb1gW5yBTLDN36sK1fQf6gqN1w-kBG9Wz3HW8MW6FF2qYvPHW6glP319d3xvjW9kMLXW3wMs82V45gyY4wvSz5W23w5W478dDfrW8Lf6k-7lfyF_N8xPCHzMgvq0W6jsVMx12nTVvN5ns6TQnW8Y7W9kSwCk7zGD54N5qFS7SjNSjkW4W-K698yD85KW7tzY9g4BD7w3N2mS8KvPjKRQN4VqNJd1gLdSf2gFMd804 ) to learn:
- How an agent explores your app to find the user flows worth testing, including ones nobody listed - How to generate tests from a plain-language prompt, no test code required - How goal-based tests keep passing when workflows change - How to test AI features that answer differently every time without flaky failures
Save your seat now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3gP0xW7Y8-PT6lZ3n_W5dck_z2n__vjW48xzFg3-LpncW8YrQ5-6RR-t2Vx7NvM5R5-3RW5TL18Q4WxLpbN3k20Yd26dsnW8076mh6BP0cVW6cYkkQ7J9gTWW2hb1gW5yBTLDN36sK1fQf6gqN1w-kBG9Wz3HW8MW6FF2qYvPHW6glP319d3xvjW9kMLXW3wMs82V45gyY4wvSz5W23w5W478dDfrW8Lf6k-7lfyF_N8xPCHzMgvq0W6jsVMx12nTVvN5ns6TQnW8Y7W9kSwCk7zGD54N5qFS7SjNSjkW4W-K698yD85KW7tzY9g4BD7w3N2mS8KvPjKRQN4VqNJd1gLdSf2gFMd804 )
TOP OF THE STACK
Canva’s new design model doesn’t generate images. It writes code to edit them.
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3pbVZ81R68fMG6XW36PZVf173W4MW9kWGF_59rwTMW75CZQ91WjMZgV_Tdck72vyMMN84-vB7xJKF5W3jLTYP7fb6wZW3yXPzF6bhyszW2tSyp-18Ht9JW9ckvfV6v69V4W8J8j4K2T2ns9W78230x1p8bhVW4C3lcz9l2hkBN88gqgpKBsMmW1X9kJX1pJ3nPW7mYvxz3gyJM1W60GT_q4r9_8kN80K034S3JX6W2qbvXb9j2Q5qW7VLPc28G-5CQV2nvpP59WJhkW4WRD3-6Vg968W3dc8JW5xjnG9W4YSwb-97VSFff5-YGGF04 )
Featured image for: Canva’s new design model doesn’t generate images. It writes code to edit them. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3p5VLLg7413J11vW1-4mlR7MHwc4W38XXzj8625HqW3wDYG87R-WjkVdStBh3dvDYNV8H1tp1VbV7KW4pg-TV93TjP4Vc4Bk86mnWjFW8KFDKV2GLT9kW38PTg640CDtlW3pnlQG1GZ6BBVFM97J3l_zjnW93rPzH1cgH9zW25Q0Cd5l2qKtW62fpHw75Xt6dW5GvKN92HR3scW2DLVQd3KnlKHVPcpT56tv2bwW2ql9xT7t0kFpW3mfY3Z3NVbG-W1hjZ992KyXMjVy2Gwc1d_R9LW7ZdNVD2QwGZRW7_Pv6-6fDgFYf6R7-0804 )
Canva’s new Brush model edits designs by writing code, not painting pixels. Experts say that’s how a vertical player sidesteps the frontier labs.
Australian graphic design software company Canva took the wraps off Canva Brush last week, its new vision-language model for designers. Brush is an editing model rather than an image generator: a...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3p5VLLg7413J11vW1-4mlR7MHwc4W38XXzj8625HqW3wDYG87R-WjkVdStBh3dvDYNV8H1tp1VbV7KW4pg-TV93TjP4Vc4Bk86mnWjFW8KFDKV2GLT9kW38PTg640CDtlW3pnlQG1GZ6BBVFM97J3l_zjnW93rPzH1cgH9zW25Q0Cd5l2qKtW62fpHw75Xt6dW5GvKN92HR3scW2DLVQd3KnlKHVPcpT56tv2bwW2ql9xT7t0kFpW3mfY3Z3NVbG-W1hjZ992KyXMjVy2Gwc1d_R9LW7ZdNVD2QwGZRW7_Pv6-6fDgFYf6R7-0804 )
WHAT ELSE IS NEW?
Featured image for: Developers are downgrading their AI on purpose — and it’s working (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3pmVZfqLW1J4MHCW2QSRDF3LKWjMW21WMvN6mWKHyW6ctT5d1WhKR7VLjGCG70WmXQW3ZGHTc8gygPHW8qXKHV1mhcbsN7s1km3Gx2sdW40cfGm1wXtX4N66VSBfZkHKtW4GjLSQ3nX7sgW1XbKx93fYd9dW4J71cb81jwkvW5mNbRT8QWRtpW8nKFH85-WGN3W7vSypm917rJTW293HBY2wZF8XN9c4qg1qfjWBW7FJX2D5HWVQQW6RqHBN7jy-t2N3n_0JWy0DPdW1hyp3L7Hk-ZbVy8-kg1bDkx2W3Z0h4R3s-dl3W9gtHLz7tyzQvN8XYYLNKvj9ff3mlB8-04 )
Developer tools
Developers are downgrading their AI on purpose — and it's working (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3pmVZfqLW1J4MHCW2QSRDF3LKWjMW21WMvN6mWKHyW6ctT5d1WhKR7VLjGCG70WmXQW3ZGHTc8gygPHW8qXKHV1mhcbsN7s1km3Gx2sdW40cfGm1wXtX4N66VSBfZkHKtW4GjLSQ3nX7sgW1XbKx93fYd9dW4J71cb81jwkvW5mNbRT8QWRtpW8nKFH85-WGN3W7vSypm917rJTW293HBY2wZF8XN9c4qg1qfjWBW7FJX2D5HWVQQW6RqHBN7jy-t2N3n_0JWy0DPdW1hyp3L7Hk-ZbVy8-kg1bDkx2W3Z0h4R3s-dl3W9gtHLz7tyzQvN8XYYLNKvj9ff3mlB8-04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3mHW6xnndy1BhwmwN46X5S1x5bMJW6SNMKK26fhtJW6WsjbY2TXXGLW1_L28R82sQgCW2yrL8l46sddKW5h2smc2vF0TbW5d3FNB8gZMDTW8RYp_L8H_zTVW6cfzzC5srbPYW7qgQgq83NgmtW3PFjth2HbfPkW5pndWW432ZT2W7H9VhT4VdwXHW7QP_tR4-GCpdW8d2f2V1zLsCmN2LZcwt91c4dW4ST_7V5S7LssW5kYm_B9dvpDZW7twKnb5LzpYzW1cGRHd3kMk0hW27H3793cyQWTW6Q-34y7DZJ67W2s4yck1mx56sf2MFrMH04 )
Featured image for: Your AI coding agent now runs on a budget — and it can cut you off mid-task (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3prCCW8wLKSR6lZ3mlW1dLB1b6J63gdW2QFL0h3hfSYfVllchL2nk21JW4phn-F2bwK0tW4f8RSF87K21qW1qhcz78zNKZKW1V7CfY4jh_-fW2mjyBn8hM3jmW6b15sB8q6SgRN5ml0FWMNdyTW8KNL196RtqX_VjFRbh58f4GgW1S9pxv2tZDgQW8LqzNd7svpwdN2DD67tmGpQsTJMZf8v6BbkW1f8dzS88dW7VW2lWc-q6xDlH4W2WgcbV2LWbxTMKzB3nY9z49W5BLn644wxY0WMRm_dcKvR0nW7Slf_H2VpH1_W4p97HN2gBCz4Vsq18Q90m7W4W2Jb-XV6bB-tYN3bcKnzym6dBN4R5gxKfKBLhf9126rT04 )
AI Agents
Your AI coding agent now runs on a budget — and it can cut you off mid-task (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3prCCW8wLKSR6lZ3mlW1dLB1b6J63gdW2QFL0h3hfSYfVllchL2nk21JW4phn-F2bwK0tW4f8RSF87K21qW1qhcz78zNKZKW1V7CfY4jh_-fW2mjyBn8hM3jmW6b15sB8q6SgRN5ml0FWMNdyTW8KNL196RtqX_VjFRbh58f4GgW1S9pxv2tZDgQW8LqzNd7svpwdN2DD67tmGpQsTJMZf8v6BbkW1f8dzS88dW7VW2lWc-q6xDlH4W2WgcbV2LWbxTMKzB3nY9z49W5BLn644wxY0WMRm_dcKvR0nW7Slf_H2VpH1_W4p97HN2gBCz4Vsq18Q90m7W4W2Jb-XV6bB-tYN3bcKnzym6dBN4R5gxKfKBLhf9126rT04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3mHW6xnndy1BhwmwN46X5S1x5bMJW6SNMKK26fhtJW6WsjbY2TXXGLW1_L28R82sQgCW2yrL8l46sddKW5h2smc2vF0TbW5d3FNB8gZMDTW8RYp_L8H_zTVW6cfzzC5srbPYW7qgQgq83NgmtW3PFjth2HbfPkW5pndWW432ZT2W7H9VhT4VdwXHW7QP_tR4-GCpdW8d2f2V1zLsCmN2LZcwt91c4dW4ST_7V5S7LssW5kYm_B9dvpDZW7twKnb5LzpYzW1cGRHd3kMk0hW27H3793cyQWTW6Q-34y7DZJ67W2s4yck1mx56sf2MFrMH04 )
Image for: Elastic (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3prCCW6N1vHY6lZ3kPW74hpDt6qh3-1W5QKHDm9fl6ypW5VXmld37rnWNW12MP5G27b-41W2M_DW39gw3f2W52GrhX67hn57V6c-rW3GPgrLW5P8tS34hXcHfW25H-HP8ZbNjZW8zVs4x7MyRl5W2lmtmz4ZFjRqW5G3cTq6csyl6W4XCm6w5BVYbkN4-t5lV9vG7yW3gYG7-1HZBsFW4JRvk91FLzhnVfbtRz3bGYVzW4khrM55r6FlNW6J-Nxx4FKN0PW2NKzhS6qWqYZW7Fy4_S8l7rgCW3kdhnY3KY12zf8bDMHj04 )
From Our Partner
Forge the Future at Elastic{ON} San Francisco: Register Today (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3prCCW6N1vHY6lZ3kPW74hpDt6qh3-1W5QKHDm9fl6ypW5VXmld37rnWNW12MP5G27b-41W2M_DW39gw3f2W52GrhX67hn57V6c-rW3GPgrLW5P8tS34hXcHfW25H-HP8ZbNjZW8zVs4x7MyRl5W2lmtmz4ZFjRqW5G3cTq6csyl6W4XCm6w5BVYbkN4-t5lV9vG7yW3gYG7-1HZBsFW4JRvk91FLzhnVfbtRz3bGYVzW4khrM55r6FlNW6J-Nxx4FKN0PW2NKzhS6qWqYZW7Fy4_S8l7rgCW3kdhnY3KY12zf8bDMHj04 )
by Elastic (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3prCCW6N1vHY6lZ3kPW74hpDt6qh3-1W5QKHDm9fl6ypW5VXmld37rnWNW12MP5G27b-41W2M_DW39gw3f2W52GrhX67hn57V6c-rW3GPgrLW5P8tS34hXcHfW25H-HP8ZbNjZW8zVs4x7MyRl5W2lmtmz4ZFjRqW5G3cTq6csyl6W4XCm6w5BVYbkN4-t5lV9vG7yW3gYG7-1HZBsFW4JRvk91FLzhnVfbtRz3bGYVzW4khrM55r6FlNW6J-Nxx4FKN0PW2NKzhS6qWqYZW7Fy4_S8l7rgCW3kdhnY3KY12zf8bDMHj04 )
Featured image for: OpenAI’s new shared usage limit pits ChatGPT against Codex (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3pTW4LblNY4ZrG96W5m3Zd25xYLgYW8CcjqV4ZxPfKV8HkZY1GmsnrW364nps4-5-bgW2rb1xq3MNFs_VXK_hP2tkQT0W8xvlx94HPkVtW8htbtS8mq8wSW1Vz84H7xRp1ZW6V53WM8NRMJgW3c-7zw2s42PYW31GJBv6C5Tf2W8nNn6_19h92FW7pctpG4FSy5vW8xNy5m16mTspW8b0sXy3Q1ch6W9hcj086N6MB6W6pvyyy35h56MW2s8FXS2Zwd-KW2Svl_r6wbLgQW4df0st6S3gTPW7wFgYt62q7d0W1TdP4X3GqMKGW3FZMKm6lhPvwW90xlYH5L_6KNf2RPcbM04 )
AI
OpenAI’s new shared usage limit pits ChatGPT against Codex (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3pTW4LblNY4ZrG96W5m3Zd25xYLgYW8CcjqV4ZxPfKV8HkZY1GmsnrW364nps4-5-bgW2rb1xq3MNFs_VXK_hP2tkQT0W8xvlx94HPkVtW8htbtS8mq8wSW1Vz84H7xRp1ZW6V53WM8NRMJgW3c-7zw2s42PYW31GJBv6C5Tf2W8nNn6_19h92FW7pctpG4FSy5vW8xNy5m16mTspW8b0sXy3Q1ch6W9hcj086N6MB6W6pvyyy35h56MW2s8FXS2Zwd-KW2Svl_r6wbLgQW4df0st6S3gTPW7wFgYt62q7d0W1TdP4X3GqMKGW3FZMKm6lhPvwW90xlYH5L_6KNf2RPcbM04 )
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3mTW623LXK2N1CFmN25nZ9-fvjXbW1cYDrL3RQ9NtW715z2R4DKjMZW95syFq6HpND8W8dkvh75gqv07W3BQxJH4Y3JKTW8jz2vq7GK-n5W1KC_8C3hXh4PW1hPkvN1tf-rHN92_lx4Tz0sqN4fL6gRg15KVN1_994ys0zXJW528p8W9h42hbW1qq7B662H9m6W1v6Q2g77FfyRW2s9M2b3k9_HFW3jRC7K2BBD3qN3wvtgXmCP1WW18NMGc5xyfNmN2FmVB21nfkMW3RfyC54M_7JnW9dwptq2KH1l9VZj4Cd7Lz_1QdwNXFM04 )
Featured image for: Open-source security in the AI exploit era: Patch without changing a thing (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3kyW66tJqt3LP9k5W45HV4L90vcFVW8N-9HQ5mRb4KW5PBZq792BqLQN1ccq2CHl2S4W3YhZ946_86nJW62Cpwk6DLSQSW6D-KYz5SnlW8W2dQg0y3q7j8bW2rGvfy5lFMrbW63FdFb4kxHRTW7nHtHC6x3V3XVSXNPV5hYpxKW2s6WXB6D34jmW11y-Y93kqMv9W5g3D9J8rl10cW984DHt8khJgbW8_Z_z483z_gFW5ZSqpG6KcqFkN4HcZTKRMJzJVvBLZs8bYJRqVt62Xn8_5SMVW7XZggF4F2FfSN8GqbjjtQwqpW73zP-p1Rn4Kyw13vGJsqmXd3lSpz04 )
AI
Open-source security in the AI exploit era: Patch without changing a thing (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3kyW66tJqt3LP9k5W45HV4L90vcFVW8N-9HQ5mRb4KW5PBZq792BqLQN1ccq2CHl2S4W3YhZ946_86nJW62Cpwk6DLSQSW6D-KYz5SnlW8W2dQg0y3q7j8bW2rGvfy5lFMrbW63FdFb4kxHRTW7nHtHC6x3V3XVSXNPV5hYpxKW2s6WXB6D34jmW11y-Y93kqMv9W5g3D9J8rl10cW984DHt8khJgbW8_Z_z483z_gFW5ZSqpG6KcqFkN4HcZTKRMJzJVvBLZs8bYJRqVt62Xn8_5SMVW7XZggF4F2FfSN8GqbjjtQwqpW73zP-p1Rn4Kyw13vGJsqmXd3lSpz04 )
by Oren Penso (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3pSW51sknd1lhS36W62wBTf6Xqzx4W11dLL13f8fX7W4y23T41bXW4RW9fV2qn4T3FF_N4YF5pgf54qhW5lLPqK6DHHYWW8YyGxz2h_wTDW3hWZ2555vW0nW18kNTc5zgvWkW7pR5z441lny4W4jWm-g5ff4dKW43FQGf2Tx9H-N6HW5J3r4ZZdW6HczBm1QlZM6N17Zr-rQVmxLW8G_rfF83JRnQW5yCyxk9hk68sN5V-rMwJDDdrW5YLyjj866qHTW9910sP7G07ktW4-BhR98Z-z0SW50HfG515VV9KW7BV5pw83thdnf1nTDsx04 )
Featured image for: A step-by-step guide for how to kill the line-by-line code review (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3pCW6mSnbP1tvvZCW4gV8dK4g0r6lW2byfTL8xDP_vW49vYMw2Lvs8hW83Yt-W7_9L_3MJGsTbF6zYQW3Pjt-P14BJYKW586z4b3MjKsBW49GlcD9dgDNmN7mZnHTVJk0RW8JHFSp2DN0T1W7hWDmj7Cg5DgN2j75vh5LppmW1QQwZb2ZNG37VfmpsW6jrp4zVqMdxQ2vvpKnW8RcCVf2XJ7SBW9fJz4y1YfJCwW6zjRbc1pVTzFW5xSvQd4LqN6bW75rWFk4d6bmCW3njdZm6mjPv6W5r9VFp52hX8RW7H48xx3_CvmbdYSWJv04 )
AI Engineering
A step-by-step guide for how to kill the line-by-line code review (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3pCW6mSnbP1tvvZCW4gV8dK4g0r6lW2byfTL8xDP_vW49vYMw2Lvs8hW83Yt-W7_9L_3MJGsTbF6zYQW3Pjt-P14BJYKW586z4b3MjKsBW49GlcD9dgDNmN7mZnHTVJk0RW8JHFSp2DN0T1W7hWDmj7Cg5DgN2j75vh5LppmW1QQwZb2ZNG37VfmpsW6jrp4zVqMdxQ2vvpKnW8RcCVf2XJ7SBW9fJz4y1YfJCwW6zjRbc1pVTzFW5xSvQd4LqN6bW75rWFk4d6bmCW3njdZm6mjPv6W5r9VFp52hX8RW7H48xx3_CvmbdYSWJv04 )
by Ankit Jain (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3p4W9cx_8f5rFKgJW8GnNv38_152CW6kl0sZ1fdqmrW5fnL-q71SQwlN2XQCJpg4HmmW7Zjb5K8KyrHqW3WTkxp6Qpt2sW7kjw4X123XF-W1qlhcx24nyg8W4MvQ3g2-pnrrW8TbH2X8p_TRsW80yRS98jhDyyW2sQ8SG3FRRPZW6-lwmZ5x2_DqVdQ1Gj5mz1DmW20WGLB2YRm5lVgR4lC3plx2LW7Q99c34W9GQwW3Svtn78FGjKpW13QfrV53QqDwW8tkFzn4Sd8bgN2mDVKhYKvjsW6PymMr8t3QVdVVydyw4RXgW1f8wrbWC04 )
Featured image for: The context problem: How Docusign built agents that understand the business behind contracts (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3mwW3txpyG68WrMrW33jYl73PtswfN8MHMLpvCXHBW2cCfcK8MvdRkW8T97rF6Wrs0nN2H04mCXy6psW20dgby7cw5DrW322LxB5HCHM8N13jfd8Xr-fWW5VbXZg3HqxVtW4W8kbc8tW2tkW3kjQhz6rY7xWW8C75XV6jfF8mW6LpRTB4NZpwPV35dHY5FQTjnW4KSHfw6K3kLBN5y1ftyYR8d4W6PWtjk1SlCyjW5PgHkN3BDQ3MW50VSxZ6r_yR0W183LtB3Z3SLjV3V2bl77nJ9rW3R0mNq7WmPTfW67t1bX76c51mW5PsKtN3B32h0W3jHmrl6rw6RxdjD83K04 )
AI Agents
The context problem: How Docusign built agents that understand the business behind contracts (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3mwW3txpyG68WrMrW33jYl73PtswfN8MHMLpvCXHBW2cCfcK8MvdRkW8T97rF6Wrs0nN2H04mCXy6psW20dgby7cw5DrW322LxB5HCHM8N13jfd8Xr-fWW5VbXZg3HqxVtW4W8kbc8tW2tkW3kjQhz6rY7xWW8C75XV6jfF8mW6LpRTB4NZpwPV35dHY5FQTjnW4KSHfw6K3kLBN5y1ftyYR8d4W6PWtjk1SlCyjW5PgHkN3BDQ3MW50VSxZ6r_yR0W183LtB3Z3SLjV3V2bl77nJ9rW3R0mNq7WmPTfW67t1bX76c51mW5PsKtN3B32h0W3jHmrl6rw6RxdjD83K04 )
by Carly Page (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3p8W5zXVm_2H421tW7B76ZW5m5mQsW8zXcY31hYr59W3lR_YP7F9f4rW1h--4g30CR4TW1GhjYD44RYvvW3rhdqp6Z9clKN3Qfp2cwlxRMW8c-RxT1w-m2zW2CYVDX4m90C5W3WxYqd89SkmcN1CC6Jbmt-lYW9c-L9b8rJGPSW8150bf6VTV6XW1CjWnh3Pz5B-W7C3NvW7PY-_-W4JzPwy15Qp7YW62410n71FhYPW7Gnnf11lG0NlW3vVpM18Ck_1zW41Pk055Dhw46W1D4XvB6mdmzgW3NtXx-83LxPGW4n5yyb5qZC96f4XpdTn04 )
Featured image for: Five years after the fork, OpenSearch is slowly stepping out of AWS’s shadow (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3lLN7z5T7NTyygTW3Gp7d155DCYMN9344tH2Mj2yW2dS-541sNfpmW1n5q-t6NM00LW1yz3TR8jNPqwW8wQSNh8qFhthW7WkPwB6SvswVW5X6H0S9gY0nWW89JS2d6PmndtW4XBnjs4F8YVnW3lZq9p81Lz28VggZ_74xYyFWW2G627N5RDwvZVSrZH237c_ZSN8mM0p3KVNkhW4r6DJF7nd5k6W7rZfGh1Fg9xRW3s5sk_4Zf5BNW21_cZN4TgVmHW57SG2F8Fdg0vN2Z56FgtLRN1W31jp5S3XFCMqVpbbk17WSTQ6W8Z5lBc8X4Wy7W74F6d759T-JFdFdLv804 )
AI
Five years after the fork, OpenSearch is slowly stepping out of AWS’s shadow (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3lLN7z5T7NTyygTW3Gp7d155DCYMN9344tH2Mj2yW2dS-541sNfpmW1n5q-t6NM00LW1yz3TR8jNPqwW8wQSNh8qFhthW7WkPwB6SvswVW5X6H0S9gY0nWW89JS2d6PmndtW4XBnjs4F8YVnW3lZq9p81Lz28VggZ_74xYyFWW2G627N5RDwvZVSrZH237c_ZSN8mM0p3KVNkhW4r6DJF7nd5k6W7rZfGh1Fg9xRW3s5sk_4Zf5BNW21_cZN4TgVmHW57SG2F8Fdg0vN2Z56FgtLRN1W31jp5S3XFCMqVpbbk17WSTQ6W8Z5lBc8X4Wy7W74F6d759T-JFdFdLv804 )
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3mTW623LXK2N1CFmN25nZ9-fvjXbW1cYDrL3RQ9NtW715z2R4DKjMZW95syFq6HpND8W8dkvh75gqv07W3BQxJH4Y3JKTW8jz2vq7GK-n5W1KC_8C3hXh4PW1hPkvN1tf-rHN92_lx4Tz0sqN4fL6gRg15KVN1_994ys0zXJW528p8W9h42hbW1qq7B662H9m6W1v6Q2g77FfyRW2s9M2b3k9_HFW3jRC7K2BBD3qN3wvtgXmCP1WW18NMGc5xyfNmN2FmVB21nfkMW3RfyC54M_7JnW9dwptq2KH1l9VZj4Cd7Lz_1QdwNXFM04 )
Featured image for: Developers ask AI which tool to use. Here’s how we track the answer. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3p3W48YnBC50JYHHN4CRJV_P_yrCW1sKhnr6WfQLjV-t0B92RtBwlW8NcJS_5x17R2W1fC2Kw8P8k_cW6Lqjyz8P2R9PW8SxMrb61sg5HW4DtwzX62xC7wN2-mQz9RJbLFW6bLCyL3nPlcjW7zDyK23fZNQnW7zWbK44vMQlDW8lbWMR4SfqHxW7DR4Zy8vYK1BVGNYCh95wRMwW9hzPKW6cgTmYW1lgzqd9d3PrBW8Z_DHj5WdRmWW838z2393T8cZW3XmCwC5KDGxrW5J0f0P97n4BpW190gtL5_LqplVLtv1w41Cl24W2slY2L52SVxBW2kvtLF6w--_Yf7Q9QxH04 )
Model Context Protocol (MCP)
Developers ask AI which tool to use. Here's how we track the answer. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3prCCW7Y8-PT6lZ3p3W48YnBC50JYHHN4CRJV_P_yrCW1sKhnr6WfQLjV-t0B92RtBwlW8NcJS_5x17R2W1fC2Kw8P8k_cW6Lqjyz8P2R9PW8SxMrb61sg5HW4DtwzX62xC7wN2-mQz9RJbLFW6bLCyL3nPlcjW7zDyK23fZNQnW7zWbK44vMQlDW8lbWMR4SfqHxW7DR4Zy8vYK1BVGNYCh95wRMwW9hzPKW6cgTmYW1lgzqd9d3PrBW8Z_DHj5WdRmWW838z2393T8cZW3XmCwC5KDGxrW5J0f0P97n4BpW190gtL5_LqplVLtv1w41Cl24W2slY2L52SVxBW2kvtLF6w--_Yf7Q9QxH04 )
by Luke Stahl (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yr83prCCW7lCdLW6lZ3nmW6bPS8G8-C0PKW44l0cV2zQk81W5bGP1F5bq066W7m_FT_7qkd8RW745s3z6CC_TxW4MMfXt71cJKqW4FMPFP2q61bQW4JhTkJ5H0BhGW6jcywQ4LDzD_W6dh_ML1LY8z_VDDh7r5jHH3cW3nQKDt8Xd76MW1pV9MV8GLNtXW56JzRn29LM4pW4bJL6-3VtsMQW7r4Vbd3sNpZKW9bYLLb8yMz0RW8JGPkS4S57ttN46QcZYq_zg1W2jrcQt8g9Rc-W6DV4qW1t79K3N6RT_fnTfnW-W4T-_BG3NQ-SKW3S-Ffx1rwGP2f7gZS-R04 )
Master SQL, the backbone of modern data
SQL remains the essential backbone of the modern tech stack, whether you’re optimizing databases or scaling data-driven apps. Our sister site, roadmap.sh, offers a comprehensive SQL course built for hands-on, practical learning.
- Go from foundational queries to advanced database management. - Learn through hands-on, practical exercises, not just theory. - Build skills that apply directly to real-world data work.
Get started with SQL (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqz3gP0xW69sMD-6lZ3pJW7Rjzg05MZMrDW31dT0-6ljdndW8vhknT6r7fnQW38W17_6hb40mN8Scc70LG3w0W5ktcDD8jynmJW8cSJ2p6kHKNVW3HdcV64vsM4DW5sbb6D4qw0s7N9hmJVWgdmFLW21HN188pW4L_W3yYr5q35brCjN4cgSJfH7wdGW45dHNq12l-QVW7wJ2Sy6XXTRNW1RwM1w1KtKQ1W8nPYSv4n1vcMW21d8nZ4qF2wlVMB5s084bT94N7B-NNPGQb9Hf5NqSCR04 )
FLOW STATE
EBOOK
Get early access to our new MFT eBook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3gP0xW8wLKSR6lZ3pKW2_x6LH22jsXhW8B2QS34N7jxNW6q69NK5nnqPXW55hT5f4V2ZvMN6zG_SkdcgczW24nz343ckf01W6SPf3-85XWylW6MXKXT4t_322W2Mt5fz8Dqb1pW4_z-1V2_q2R4W3f0Tw43jF8mBW3wqdH45bVr0ZW2CW2K63NTXsKW42gzDv8sLNdJW3qVWj6342lyLW3h--zW80BP49VsjcLV8GRQbxW3w6qXs7ndWQnVrJ1tf53X4XLW8fFRkb3snTLRW95cVCY1JB4jNN299b6g5d9KmW7-jCj12ML2F-W6ccF4B3fb_lJN5dNJ7V7CN3LN84Ql45h9BWtW1qmg2H5yztxSW3_dl537ypTxVf4tSKJl04 )
Your file transfers may be automated, but investigating failures, interpreting logs, and modifying workflows still take significant manual effort. The Next Era of MFT: How AI Transforms Managed File Transfer, written by Carly Page and sponsored by Fortra, shows how purpose-built AI is changing that. Preregister now to get your copy first.
Preregister now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrM3gP0xW8wLKSR6lZ3pKW2_x6LH22jsXhW8B2QS34N7jxNW6q69NK5nnqPXW55hT5f4V2ZvMN6zG_SkdcgczW24nz343ckf01W6SPf3-85XWylW6MXKXT4t_322W2Mt5fz8Dqb1pW4_z-1V2_q2R4W3f0Tw43jF8mBW3wqdH45bVr0ZW2CW2K63NTXsKW42gzDv8sLNdJW3qVWj6342lyLW3h--zW80BP49VsjcLV8GRQbxW3w6qXs7ndWQnVrJ1tf53X4XLW8fFRkb3snTLRW95cVCY1JB4jNN299b6g5d9KmW7-jCj12ML2F-W6ccF4B3fb_lJN5dNJ7V7CN3LN84Ql45h9BWtW1qmg2H5yztxSW3_dl537ypTxVf4tSKJl04 )
AGENT
Your AI agent just provisioned a resource. Who owns it? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3gP0xW6N1vHY6lZ3nwW3zbCKj3XX5wWW4bgX3l6g7DZjW5hZwWj4pG-z8W6VrLQJ4sZkvcW2w0bqd8f-wK1W3hZ3pC6cvllqW2yPC832w8Wd7W8JF8DB26Xg6rW23sJJ86CCXLzW8350Fl5h19bZV883tT5g1k02N6lt57gHjYxMN9k9H_JzSjYPW8mq50z7MqvGgW2jdD8K2SZzWhW2Hm1fD6tkytSW91pxkc1TjxJVW8fGKTH6-0sYbW4Ns82H5SJKTHW2Xd_Lf6F9RDyW1r0hYN3Dq9fPW2cQNkv5w43LSd1Q_KW04 )
Stop runaway cloud costs from AI agents. Use queries, policies, and TTLs to enforce human ownership on all provisioned cloud resources.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yqT3gP0xW6N1vHY6lZ3nwW3zbCKj3XX5wWW4bgX3l6g7DZjW5hZwWj4pG-z8W6VrLQJ4sZkvcW2w0bqd8f-wK1W3hZ3pC6cvllqW2yPC832w8Wd7W8JF8DB26Xg6rW23sJJ86CCXLzW8350Fl5h19bZV883tT5g1k02N6lt57gHjYxMN9k9H_JzSjYPW8mq50z7MqvGgW2jdD8K2SZzWhW2Hm1fD6tkytSW91pxkc1TjxJVW8fGKTH6-0sYbW4Ns82H5SJKTHW2Xd_Lf6F9RDyW1r0hYN3Dq9fPW2cQNkv5w43LSd1Q_KW04 )
WEBINAR
Teaching AI agents to search like experts (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3gP0xW7Y8-PT6lZ3mlW1JyCSZ1qVmCnW1rwxbg4xktkYW96PFrc3PTG51W1b-gq520WcyMW813ngC3yGDJBW2WdgRh14V2BpW5mSyJv6VjXlPW6PBgxW88gMnmW8nTBdT1qJTmcW2-Wm3_5LTf-sW4wwydq5P-rYfW6THHMZ60QyGpN5n3Cl1WL6RpN1dsGVjwm0sBVMSY2H6cVbWWW704-_d1rKqZHV33-Fz2CX_L8N3DV8lChw1SlW7_3rFW8vqMnqW1YjpV82XLcQrW3nfXCd1n1L2KW1sl6rY4j7tGXW6NQ3m63cPmL4W8C54CW1tHXJZW5WspGf8yX4gSVJGTzj4HJZPRf3Y202H04 )
AI agents are only as good as what they retrieve. On the BrowseComp-Plus benchmark, GPT-4.1 answered 93% of questions correctly when handed the right documents, but just 15% when it had to find them with keyword search. Join us live on December 2 to see what agents need from search, and how to give it to them.
Register to join (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWp8lx2ds57tW8f5PF884WKPsW2VV8NG5WWFLcN1h3yrs3gP0xW7Y8-PT6lZ3mlW1JyCSZ1qVmCnW1rwxbg4xktkYW96PFrc3PTG51W1b-gq520WcyMW813ngC3yGDJBW2WdgRh14V2BpW5mSyJv6VjXlPW6PBgxW88gMnmW8nTBdT1qJTmcW2-Wm3_5LTf-sW4wwydq5P-rYfW6THHMZ60QyGpN5n3Cl1WL6RpN1dsGVjwm0sBVMSY2H6cVbWWW704-_d1rKqZHV33-Fz2CX_L8N3DV8lChw1SlW7_3rFW8vqMnqW1YjpV82XLcQrW3nfXCd1n1L2KW1sl6rY4j7tGXW6NQ3m63cPmL4W8C54CW1tHXJZW5WspGf8yX4gSVJGTzj4HJZPRf3Y202H04 )
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!
