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Why Argon’s price won’t stay noble Sat, 17 Oct 2026 13:12:54 GMT
Dude, where's my context? Sat, 17 Oct 2026 06:04:59 GMT
The devil's in the daemons Fri, 16 Oct 2026 06:05:58 GMT
Patch me if you can Thu, 15 Oct 2026 05:59:44 GMT
Workday just gave the UI a day off Wed, 14 Oct 2026 06:03:33 GMT
Karpathy just gave us an AI reality check Tue, 13 Oct 2026 06:06:54 GMT
One-model loyalty is now dead. Sat, 10 Oct 2026 12:59:45 GMT
AI just made up its mind Sat, 10 Oct 2026 06:09:03 GMT
Copilot just went local — sort of Fri, 09 Oct 2026 06:01:27 GMT
AI workshop with Microsoft & Cohere: October 20 Thu, 08 Oct 2026 15:02:36 GMT

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Date: Fri, 16 Oct 2026 06:05:58 GMT
Subject: The devil's in the daemons

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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">Who you gonna call? Daemonbusters.</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>Vercel is giving developers more options for running their backends on its platform.</strong>&nbsp;At its Ship conference in San Francisco on Thursday, the company introduced Daemons, a new service for continuously running background workers, and made its&nbsp;Python support&nbsp;generally available.</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">It also made Drives, its persistent storage for AI agents, generally available.</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">Daemons, which is now in public beta, lets developers deploy a container and specify how many instances should run in each region. Vercel makes sure those processes keep running and restarts them if they exit or crash. At launch, it supports pull-based workloads that allow workers to fetch jobs from a queue or database and then process them as they arrive.</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">Vercel CTO Malte Ubl tells <em>The New Stack</em> about the company’s current push in terms of going further down the stack.</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3lVW7Vr8M57_t0wKW6pySGt3kw0DYW7rnT-S1kRwhkW5S7NFn3xhVgMW8bds388jv0N8N26zJlFTdTyRW69Fpvz65WZ8wW8TVc8M16rK9PW8whd_67HRxgWW38Wt2n2VfCrdN5RZqlFKmCkKW4Y0v7Z8r6XBmW90M11X6jLm5bW8wnlWv18LLN7W75vgCT4Qn3wwW31QmZ71KZNQ1W9jKsG65gs3QPW8D2n7-990l1xW70PMYl8R-JHPVNg81x4sgJh3W5717x_1Mf4c6W6zTlJM7hMgzQVqfh9J6l-MLZW6T7VNb67cMLvN2d3vywh2mwbW2HSMjg7GV-1pf8x7GlC04" 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="hl5P4wul" target="_blank">Vercel adds always-on workers to run more of your backend</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3nYW5lJVB14Hfn_mW93www97gWTsBW38QPw980bL51V5yjnZ3R2KKrW1bTKC84wYfZwVZk_Wc7DvszxW3jb-QH1g25xnN4yL_B5gdm3FN8fJxrs6lQ28W59QHNF4F249JW2FX5Kw9kx3WtW7_LGkj2VLS8-W1j37J_1Cn5KqW1LjdDv8D0z8hW3NsMX02rY58pW22tpYl5HT_3lW7CjPXk1jDwSKW39wlm_84K9hVVylcqk3xmtrpW6vKTn65LkBrLW5JCswf74Ys2WW4krf3R1f1NGGVmQXJ08JDTmCN7ph3ys5-_N6W5Ml0nG6H4yJdW4q2z4s7GN9Lwf5X8DRH04" 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="1EHNOGiX" target="_blank">OpenAI promised developers six months’ notice. GPT-4o users got three.</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3nJW48zsXm15XlzPW6FzdGc8Hbr0ZW24Rz9d6cMrbGW3jPCN03NcsT6N7lcXP8l9Mg2N7q9zVJW8XW4W5fp7y02yZy91W22_hx22fsM2PW5T5-Mz2GYqC2W4Ysywp3NTN31W6z9SkG8f6W9jW5j2Jm51Vcr0SW4M30K17y9z3PW6sZ6cs55D91SV2tN9m2P4XbWVgYNTN6Z73DVW2wW7ZB5fxhNnN1RKCrw6_w1lW48j8GN7tMZLdW979TWN5Q3PcbW24kcZT69-xJZN3BxlWP5ySrBN6hMBv4yrCwMW4vsf2S28gyPFW7DBytv5S5c0fW47kBrH6S8t8Mf7h7j2x04" 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="wk8ZQsQL" target="_blank">Linus Torvalds let Claude Code fix the Linux page cache. Then reviewers found a race.</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3mKW8brH_F1J9CtBW1J86_r3ZqQ53W6Yks0L8SbtDjW3H_Z6m27BMjrW3C5WRV4Rf3xWW63_gqg1jp1NQVLXwjk8cpwL8W2bN_H272TsR_W3thF4F8dxP5kW1pBK7V7H5MB0W5x1dlR4zKQTWW2sC1gS7hpxPLW2b-gcM8w8RMKVV1b_c18s6dXW5R2NfM2cs7W4N8C0dSMCTDv_W1XbkJ-6ndbHJW5mc1Vr7f5vvbW2C2KKY4YVj_4VMs9yw8JFM1CW1MBt0x4C2WHSW3rNH2C316F1NW7B-6915Lv_YFW21s3HQ1dC8S6W7DsDKF6J5xD5W4dBvx05wrhBff93r4BT04" 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="X60vcLfy" target="_blank">Nvidia squeezed a 74B agent model into 24GB so it can run on your laptop</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3mGW2d3NYk1ql1TgW8N3LTk34MWP6W8829Dg98Dg0YV_kXJ51z5nG9W7cFKnx5C5r1CW5LC1xF7JJr1yW4gJ0l56Sb1mYW3cgRhx7p4DCYW2QCn-H7Lh8ZHW275Bt01SzMVkW30Q9c92r7NsFN2yf_ZxZJRhjW6M6mNG30X3pyW4xbXtb2HkpfSW4dxcP53K-_X4N3Rc3MbK8HjmW120q2l3ZLtJpW5z2gzN2r6M7HW5JPz2H2ZkPWVW59sQ572cRKvsW12mrQ88G8xrLW1q24376ZPr8YW5qpTZn45BkhBW2Krg9k4lFDfyVdX8cN52j18JVJsp375HwQSgf3nf9P804" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; 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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">Meta ships Muse Spark Open, its answer to China’s best open-weight models</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3m8W769cSF4hR7DFW1qSjFD8P0G4MN8mJ2FJ9GFf1W77g82f3pqQ4PW8VvL-p7D4sq3W7-lYjz7LJP9_W1qN5pG7hqS9FW5Xzyy23SphfrV_MytV4KjcWCM46NfTYxZg2W8HP08D8DvgqTW6fxGBf5bml0kW25qk8m5P2ss4VDRZx-7KmRzrW2m4L107kBkC9W3_9dkK82ZlB4W407KpX72l39qVYh1RF6ZV430W1Ym6HY7pzmnsW6KS50d5zYpplN6c9Pv0ThPWDW38D2493d9LfgW6yGYZR7tvzpbW1JgRfW9gmFjZW42myL25XdHfxW47l8rm3L2sjMf1dZ_cl04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ" target="_blank">Frederic Lardinois</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3mqW2CgCZK4g6dYwW2JkcFr90J62YW7SttNr1Kj007W4Hf-sT2fLbpzW1SjW3q5Zrb4BW7rfBrG2ZjvqMW7kl7wv49rbrkW1hZLjH4-NXQZW4PG-VG1tnJTMW3DK3s53W_dPJW4WdK8f1ddLwwW3N2TCD6GXzwNW4y38Tf7qK5YmW94DwVc5VfMxsW5Hq8fc5z3YcvVKfh9N4-wLbYW6XGDj63PfgLGW8N7PJT2CxmyDW64ybPz7tdZx5W3mqBsj2cC59WW7Pq8J-2C1B7lW30SvC0508lTdN2dGNKpBSBlJW7Vkfjw26h14fW50XRzV1NJlbQW3wqcSh1Fvp8kf6N-HQT04" 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="MWVr7v8f" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/10/f47a9e53-muse-spark-open-header-animation-1024x576.gif" width="524" alt="Featured image for: Meta ships Muse Spark Open, its answer to China’s best open-weight models" 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"> Meta’s Muse Spark Open is an 816B open-weight model that beats US rivals and matches Chinese models on agentic tasks, but its license isn’t fully open. </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"> Meta on Thursday launched Muse Spark Open, a new 816B open model (with 42B active parameters) that the company argues is the "most capable US open-weight model to date." The new model is available through the APIs of Baseten, Fireworks AI, Groq, Modal,... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3n8W90NcBW1Kcjc9V-g_8R1b2fgYW810Z9T3Mk8vlW2N0zG17LVFCyW13gZqn39St9cW1n4LgC9bQVZDN2Zh-crwqWxjW6H-wvV83kN5GW3-zjWP369XRfW8TpjMn6v41hWW6FYW1Q7KxTHvW7yWGwh8Z0nZZW82L5dt47QjG0W7NMqB97bVZTMW1Xn3zh4r1N_WW93MHgr37DJMkW66zf5d8JhTF7W54SFsH55nVZgN6qxf1NLMjfwW5YvsmB8rr-13W6m1Kyv84Fwt8W29dXTB25FHx9W2C1v-Y5KGVQmW3pKw5q1htSMjW2jvqXQ8Fp85DW7mtYmS48pDj2f1DcGfz04" 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="p0bYgOX6" 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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3lnW5yz_lQ4VmNmhW5Gs8QQ32Zs-VVlH5hz1_7HHrW5pd9SH7PxrfxW8Cdd8H3Wz7gqF56T5qlq2v5VmfZlS28rTj_W8lRdKl4Lh2SvW1ws73k7DXGhHW3BCC7N5JvJXLW2WsJC_2fQ9kGW7X6GYB6gMTldVx_10C9549c0W6CNf-t6ZgDQyW5xgWGc9gjN5hW11TTx_3PCprSW2hWXM38wlR9bW332WmZ3H9z3LW6jDnTD3KsDmqW3vvG0s8Ff9zZW5HDFcd1jKN2PW5dt2J56k83P5VTd5cB3gsyyqW3HVR-l7qwR9zW2NfN5F8Xjrf3W35lrVZ5Pdgtbf2Bjz-C04" 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="fCLhQ5Z8" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/b6c422ed-screenshot-2026-10-15-at-11.25.32-am-1024x660.png" alt="Featured image for: Vercel adds always-on workers to run more of your backend" 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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3mwW1mkj-f37cWT6N3wxm4QkQxtjVhmy8h5fB193W1q5KwC5v83GtW6szgxf6TXZdVW6mNZP05-4V5sW4Lb1f42gYGPvW6tsJjG2Mfrj3T9NsP98xQszW18TdSW6yhcvSVwK7bJ4m9rNTW4xgXBV8wzmbBW2tZjSK2YW-gBW4Wwbvy3HCj2hW2psg0J88m43MW7gZH4y89Whv0W6mLnkq8W1yhMW17zCNT5Jy1LjW36gh4q4l-6JQW99D3bt41fm-2W6J_tjd4qHkb6W7Z8KmW70JCWyW3nG7bK5dChLlW7j_tNG8j2mJ_W3ySS028tDY2jW5YSHmG9gyx-nf3tn73l04" data-hs-link-id="2" data-hs-link-id-v2="zk1OF20z" target="_blank">Vercel adds always-on workers to run more of your backend</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3mXW2-NlRb8KvkvdW80ttG12hT1BVW99q46r1KW8x6Vg-zzl3zpn7qW5V6NGp7_4Z9-W89HsnK6BdsS6N2RVlSTk53PlW7YMqGK6-0gkRW7WnTkq7HTN2pW3WLS_P4HWfqFW9dBWgx6gSDVFW1g9PzH2MH_NJW3fzqwC29K9YYW1_ZF4_2004mKM2Wphrs2z36W1dXlqP6lNl94W3J9sXH7-Zlm5N84GSVTyWs3tW42fNDW2qgtkyW3tSD-m3PwNnwW65y1Rv25pBTkW2pFshj3DFSCTW3kgqnq74Wz9xW90NvsP3ZkFSVW7mCqbR37tJmQW2DzTgM60pZ6mf72zftq04" data-hs-link-id="1" data-hs-link-id-v2="BhaE5+a3" target="_blank"> Frederic Lardinois </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3mxW8nyHGN1J7T1yVpn3Ts1CW9VhW7s1_0b4m9-XSW1L7n8D7snPFHW40BF8N82H1XtW4ccRvR6MX2HNW15Z3wJ7l_N2lW99DZTP4ysbttW8tHfkV5bj31cN4h2QtQfVFX2W5d87Hv5NltSTW7RQ17z2D1CTRW6wjzx_54y6XLW2FnHfy8-wY6mW3mXw5H598L16W5_Y53P2Vkg33W289G7c6RzxQnW2bg2HL6jdLsfW3bjWh434YR2PW5D_JzG97cQ2cN2dHDS79ykvHW6zB1NV6W0b7CW936dN78TKp1_N2LH3YLnMD5nVpGsy88JsJwTW1W2hGT47t0T8f5099wl04" 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="4tr0KpLP" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/fe1b843a-nick-hillier-yd5rv8_wzxa-unsplash-1024x683.jpg" alt="Featured image for: OpenAI promised developers six months’ notice. GPT-4o users got three." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3mVV4wGPc5chS5MW4WsLQ057cmzFW51VX8F79RJf1VkJZXZ2FZjN2W7Qf0MY216k82W5nMQjg1R71L2W4x04kn9ckvb1W5wspgB1B62M9W7pDFsz2fTX2QVM8SDv3KfGMPN5bTBXVv0nxGW22C8zs2mzmSyW1X8y8F55YHTRW643wCF3T0g8RW1W5QKv6DdqKCW4ZrJNT1WL3B7W370JnZ6-xtdcW60V2hR2yky6cN6gmkjWzKW1_W70hdQb6C1fxjW1hNScC3-wYkXW80ybKs6z9GfgW4jb-vc1-JJpKVTt-Nl1p3Ds0N7hn7pWVcc2JW3phpl_8q0ZNzf3MtRJb04" data-hs-link-id="2" data-hs-link-id-v2="E1/lJ5Ii" target="_blank">OpenAI promised developers six months’ notice. GPT-4o users got three.</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3mnW4_Y1j_6-jGP3W4ssCnj1QgbqlW7tk_vG7ljz4pW3YMJYN7bphpFVPkDsR97mg0xW1KLlgM5MTJNlW7hTPX42BthMTN3SMclPjS7X6W7S6brC3kzB1LW3DHJLn8gcFBGW6QDwTD5-jZWpN2qZwbHMN3wVW6cRRnw97bqBvW4DjFQp8JXHzSN7cqcfTTTcptW1BzRWj8_VpFzW2xpZ-V8bzcrkW461k155SMsV3W759DZY1fxpH4W1qDfsk5sR1x2W416Dkr3FkF2QW7xJ6m87DtrxzW5bkzJ42_jwPWW98wBt51FsS3hW1h9h_G5wGyc0W41W48J31NBtJf5CT5fz04" 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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3qgz0W6N1vHY6lZ3pHW6cD62X3K19dfN4btwZ86wGxVW33lgWh6Zjsn4W3xf-TN4tvNJ-N2wBv3Jp1v0GN8_mz8b_Ws5QW8pZSy22k5SCnW87Trjl64bw00W2tzZMS6rmxrJW4LNw113GSG-yN916jDs5jm6hW8hYq8L1s3xF0VS3FMZ5Bn70PW6yjfkD31rl70N301wLD7pD70W50bnld7P-VCTW8f1qjT1M5QYQW3Cd-4D82FqxFV8kGBF3wGfgGW6K0tXz2dsgcCW2m-y9G5LblKBW5Vt_WG7ycgxmdY-tsR04" 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="BIRn4G/z" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/d45980d1-traversal-newstack-light-orca-v2-2-2-1024x512.jpg" alt="Image for: Traversal" 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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3qgz0W6N1vHY6lZ3mfW4PHrND3V1qhNN9663rQYX91kW5kBJfd85JP99VwNkfr8YN9PxVZNDN176l2myVqYqDf7rrcHMW6p6zZN29LHpFW58rZ9b2qm_4dW9k9mMs5tSc5kW7Fb0hb5_GP2TW2jlRWV239ZZNW4hykFf4x9GhPN2061g1myCN1W1YvRrZ4pBQ7wW1QzQlX1400MyVzhX1v1ZN2KsVDfhgR75V5YYW2NSs0P88mSGmW4FlyNb3_7fc8W2TC0ZV5rW1jvW1mtnVj7PThHxW49dyyX4cqLnjf3wR6HC04" data-hs-link-id="1" data-hs-link-id-v2="g638fJR8" target="_blank">Can frontier models handle on-call? New research finds out</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3qgz0W6N1vHY6lZ3kJVPmlyL6cLt0QW23GVPy2x0jb3W1nf3qb7GRDm5N2D6CYm2jh2jW4pkJJj1xXPNhN8W997nrkykXW3GtB3w1nh5RrW62w5565LgGMVW376LRM22Ph42W8GChvV4Sy-Y7W2DMlfD9ccwGVW2WsfbB5VK-XlW8R5lDq4GnySNW3FLslf1p4FZpW47g0WM6QXpG1W5zYY8H7PBFxZW96QB4Z15dfLvMgzZ6PN5rZGW65c-Kb7FgwgZW99Mh-z4gJ-fdW1JBWPC7XqsLHW2SPqdQ4YTl-6f53n3wY04" data-hs-link-id="2" data-hs-link-id-v2="pvPv+MQC" target="_blank"> Traversal </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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3kZW2k7-tk8ykQQlW2TZVq56qtFPxW8hSfdy1ftxf7W3H17FZ8xyDmTW3YSNq29gbhG2W5pLGFC7smgZ1W7K4j766S_5X8N8-PvC_vHPc6W382dYy6TmpZlV5DqnX8QV005VLPdTV3_pMQ8W7gdlSD6LDvJWW7HJkMN48dG5tW8RNPPh7b_cbxV3ccCH3_gt3cN4GRk2FtgRP5W8l0wq62qxV2bW6DB61C5qdwqyN6rgxzNFwlVHMC4bjt-ThZ1W8Cm83M1H69FCVs_z3h51ySJ_W3kynxH2q4HgdW4tfB-f5j0PCvW6KCs855x6KYZW93KcZJ4FrbGPf6KbDMx04" 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="1PYOQnvd" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/e9056735-nemotron-3.5-super-vl-image-1024x576.png" alt="Featured image for: Nvidia squeezed a 74B agent model into 24GB so it can run on your laptop" 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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3pZVGj8Rr1mH-SpW5zxxWq6QSxDhW5QZ84_7PZB-5W89tJT91J561jW8ZyN8h7ndYhrW1GGc7p8RHlC2W2v182f2D-LHDW6ffKqp2w4RxyW2HbHrf2l0zn9W7_7z444_z-lYW40ctK23vTCR4W7Y7wLg9kvd4cW8PKp221SxqWVW2rp-Zq5ScCbxN483D5LbmwQwW5N4bsx87mpcHN3lGdx86gNgMVXLlPx4_n9WwW1CJ_mH4QP2T8W6mM9kT4-0pV0W4PF0Tr9f1_VDW2ZdfJS9h2jPXW3NkPr94x7kjyW1khl505lGTBnW6nB3RN4830MbW4LXkfp5gw53bf6mJnhz04" data-hs-link-id="2" data-hs-link-id-v2="btB8CITU" target="_blank">Nvidia squeezed a 74B agent model into 24GB so it can run on your laptop</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3psW2_vG_67Kt3FkW33V_VM4hbvN_W3CnyfL3dJjFpW4cX9BW5QscGsW99PFW152Dv9pW29dMQk3hbww9W3RpVn44CgWNgW8N8W877JCnSrW7knd4-5QW1SzW5wPKcP7LzmcbW51-w1s2wrvyGW8dcm5M8ky4K_VkzVff3Wxdb2W485R5N2TZfh2W5H67tJ2l28C3VWSCR_2nSbCNW27BLTk829tPLW8Hgfh58_BwsJW5ylrrw8PDvfbW8szp9y9cL0hbW691lxK17Jj2WW5M6v--2TRzXRW40XDnp8_rSL8W31SB6m8xjkmYW6dBKRY78JwZxVYglj41PDHvhf6Bm6dM04" data-hs-link-id="2" data-hs-link-id-v2="MLoEWkA0" target="_blank"> Frederic Lardinois </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3pwW7tRGM-8GpBdyVhqgdM1TchKlW2fXBJX3D1YYyW77QRbv23jNmZVhzpPb8w--6cW3XPmpC4Rs6jpW1TJLVx8QksmKW6hpLCx2M24z6W5Qt_X68_76gTW234jXm7Ct1SRW5d1LBj8_qgVJW7Spb2D6lJP9hVjB9zY8nCM0MW8ykz7J6PVk8_W6lsW588cX1mmW2Qn7VL1skRjWW3rP4jh4GZYZjW6lbF-82w51LWW5hG83L13F09cW2WblWx1cJ2HgW3cHQLP7bBYKMW3dmwqr6tQ0MfW4sFJ7V5nks8hW63rQJL4bBjKzW294jlh9l-bQ9W75Zw_w2pj3Vyf3FPXST04" style="color:#ff3287; 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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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3mxW4w43Cg872D8nW7BGbG82QdjzdW4l1Tvz82C8ySW8BS5c47MKprsW4ZW8gV3f7mGHW2wY3Kp3JV-l1W2D06cl54HcjfW6M5K2B1Spb9zW2p9Hsn3S-qnBW4mzL0P2wLthXW9kFqmh6FcXldW1jXcVd2KPZ4VVFhWD46QWH05W3SRqMg28_Cn9W7XC43R1_FytMW94DpMH85N0M3W1RXZ-056vyGCVkGswL7Xd21KMM47XxST51yW5lpRld6Y6_DtW3HjzpS3ZDd-nW137wvW15TJGsVk8WgN7YMq_fW1RNKHQ80Vws3W7xlBVk1bN3f2W6GNXmS2LpF7Vf68YklC04" 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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3ldW99csY78G_TdzW6T5L4p6dDDmQVZyD1L8hksz0W3Wp-dv4cRh5fW7Gj1MW4crcqwVmj9ch5L_HKdW1y509B4f66WXW7s86pV6yfHr3W1QZ5Tj2v-9VLW5MRhWk3T-YXjMKlzsmxRbQbW30Mtnh77pFw7W6Ntkz23fxv1ZW873ctT7RTmQWW6GsjPt48tnS-W5_NCwM1Pr0yXW301mfl37SRfXVmdQ865qFmblW1gfHwY2sT9WrV9Jm9V83qWhdW52TqQV1cztQpW5S4fQ_8S7zjfVrl3-w2f7Yv6W3bg1M-3nbrrxW3LtdTk4nJRKcW8KRMP950Khbgf3T8wHx04" 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="INWo96z3" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/06ced852-claude-ai-app-1-1024x933.png" alt="Featured image for: Anthropic built its own git replacement for AI-scale coding. But you can’t have it." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3kTW9drR7m6mRZXyW6VJHf-2vzTr7W5mgSqP2zpNWPVJjQQb48g4GcW83TpwN7xJTYJW59ckRk1H7VbwW8HDxPL6ywTJ4W2m5X-45tWrLVVXd2nw5KH6CZW3_yCdX42WlsCW2f-Df554W4VNW6JqvCr3J-sB-W5CtH0k2gzThDW8kP5sX2CZ_1FN5_p_CbWH4qTW65gx535glpRmW4m68rD46rPrrVmtmmc99p1pmW1H7RcT9b5D-kW90Hcc83tNZ07W175wlk8FB8VxW9093nj82ZW8NW4pv6bl8254kMW63YZ3B4YL4p5W5f2vHN3Hf4QTW24192p9cSfXyf8fvVLP04" data-hs-link-id="1" data-hs-link-id-v2="7JeeyhKR" target="_blank">Anthropic built its own git replacement for AI-scale coding. But you can’t have it.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3qgz0W7lCdLW6lZ3mbW4QxXKh2X19B3W1MGLz26P2HHcW50dT6Z8qKKZjW6dBxSD2GzSpTW52VvyT5qrwhHW5x04rG6KWZljW5DntZT8m-bQxW13nG-S3_LtTqW1FxL3J2SCRHVW69rnts5mv-lyW2Zh2tv12PvtHW3lFvmV4B3QD5W8kB3cZ3rPK9_W1m6dnG8kSPm3W14bTYl3xPlZlW5sFjgc2s_5lNW8qd1XH8XKCLFW1NcgHw8f9l7TW3KNJTD2hw33pW2LzFhQ4THhycW5j7Y3h2P3DbZW2Pbkpg3MjvDdW95zqTh6Dd60lW1jb20M8J7s2df4_S_Fs04" data-hs-link-id="1" data-hs-link-id-v2="fkh0PjRw" target="_blank"> Meredith Shubel </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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3llW3DHjp75TWy9dW1K4c_d8FVMM-W8LGl292mfxCyN5YY2RB37M0ZVNlzqw2wpvzqW9fg1yL4jvNRMW1DtkyN3bg-q_W16fVWZ3YZ9ZVW6rKd3S4_D91GW3M9pGJ4T3s-vW83Qg5v81wbVYW4V5DN76pR7b8N27FMF_y75MKW2n70yK63xqP3W7QZWrn2Zh11bW6YL4ZY88Z3XxW7P6XXK2CcdZCW2w_HbW5LJFRHW25Xl3S2BRv_4W7m95K48lgr2TW2PmP8W4W6tTlW814N034b4PGFW4cZWf_49lXqzVzvp8F1fPDlSN8pXjVgXcTf2W7y0gfR7Wgklxf30Zf0404" 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="vdBFqSBK" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/edc7f8c0-alexandros-giannakakis-mmh3k-vzg2s-unsplash-1024x683.jpg" alt="Featured image for: The permission you denied today is your safety net for tomorrow" 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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3l8W513jcr2m34VbW1nSHQx8ktK1KN2lPVyRL1NzMW6gSX822qNsp-W2HZXJT2k_SgLW6tgrlV6vDktzN3nbJPv46mKHW8Ym6Ty4rCNDLVQHWYB54gYk_W24S7TS8VwckmW2WSZ127lg22NW5b2jrL9588_cV8nYpR4KxVnnW70RXmd7hlfkRVChn6t4KkYypW7WKPy75MbL6sW32YGMs7jh9LbW2NhkYg48hyDyW6Z1hl83PwpvDW11yxzd8xnNz_W6K5B4C96-dZZW8ML3kq8Pv3PrVgK12M6R8NmZW3cQD4j46--5VW33b98w5m5Z8JW3G7Nl3779gSsf3C57N604" data-hs-link-id="1" data-hs-link-id-v2="0Hna7nfr" target="_blank">The permission you denied today is your safety net for tomorrow</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3qgz0W7Y8-PT6lZ3lMW5ZXRfD6y-lHBVv6HT94rlLZxW5HLjGM2gb-YcW1Sp69F1q6-7CW510Fs71_cYLjW1dz9vl5mx1xMW1qR1VW5nMwwJW4Qw9ZH5W0GXlW7l5qyb3896QTW6srN8f3QhDLzW6KSSb24zTDD3W3zPz9t3935G5W99qvy64BS5RQW1Rr9zM8hJD34W49bZ3w8wwL4JW8_mhSQ8H8ZMBW2ySqsk8l30r6W1PbJM08dxK5sW216cqV2fnNQlW48c54S2Gk5HxW1P8yrp5kXvkzW7ZybwG5M7bz5W2GMDT41Y1KY2W2myvX77SKQtyV6LyMC9jm0VwW1TNkzC2btb9_f7sT-hq04" data-hs-link-id="0" data-hs-link-id-v2="GB4bxW1D" target="_blank"> Kayode Ojo </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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGvK5g8t6W5BWr2F6lZ3mkW79GqHs433h9VW580rtQ3bxjt4W3H7kjz2QbT0YW6S9TnK5dRpxdW53DBv-8tbbSlW6g_chT2N3F9lW1SgTPX1YrKMVW5W_fg-5x8rQtW5Hq1gy34K9cbW44LdDC43H47qW685Snj1TTgpxW5RJtlB4t0qM2F5Cb3KVw0fDW7_x_sz7hBQYLW7HZx_g3HKgNNN57LhxTnZsQVW4bQrVF6S4PNxW9gl-xc54T_nKVNQrwC52tNGcN5kq8WJBPnhVW45C-7W3xDH1TV9gdz932fNcBW3Zg36w59YFKtW4DtHNb5K5FYgW4_cn4N7wgDYFW3XQhT12LPt9HW8xq0p33TF1BjW83DzHL532BppW39KB6V36-WKzVtxwMH3sWY1xW4DvqR83yYMXcW8TRQpj4ZTpZSW8p__YM2p8msHN5jpPh4DkzQKf49tggR04" 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="0N4HtAJX" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/10/66b255e8-cloudboltwebinar_27oct26_speaker_16x9-1-scaled.jpg" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Provisioned access vs. emergent access: tracing AI agents back to the humans behind them </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">An agent inherits a permission nobody remembers granting, then touches something it shouldn’t, and the audit log has a gap where the answer should be. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGvK5g8t6W5BWr2F6lZ3lFN1128mNlRRqsN4K9FsG4_w1-W6psY4k3LDgPqN63Q5gHpCpr6VB86Dv5rZW5hW3mKLcS8jsvD5W5RxfZt4Jcv6cW9gcclm6w3PwRW7J7R7C71c63kVYlMct6kTkjHW5hxHGP794VqZW27W_Df2nWwsGN19VSPNMxcw0W7gfR371T9-6DN1CJwtMX1LfMN1JvBZQnXksLW4sCcSZ6wTxqLW51S5Fb2lkyR8W83g0kJ1QRvF1W8fNZJG3ZbYGNN5qj1fw798zdW11C43K3B24lqW544VsS4pXwBrW76WRX_593LhvW5m_pYF8QkKWGW5YkRRV7Wcy7CW80Mfgq7LfC4pW2x_VNH6KzCTQW847wSQ8LnsDSV5NVmv8Kgtd-W2p9bJ-5GbsWqW1F5lKJ63Xn8SW2KgP6K6zY789W7YWyK-8RYVSGf7v5vy204" 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="3W1v0RCA" target="_blank">Join this live session on October 27</a> to see that gap closed in real time:</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">Tie agent activity back to a specific human identity</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">A framework for what actions agents can take without sign-off</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">What a real audit trail for agents looks like in practice</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGvK5g8t6W5BWr2F6lZ3l-W9lTh0W22zyb6W5BqStt5hp1hcW6P7Dlj3S0fBHV3QRZs4gkPZ2W5R2Gtp1wjWpHW7MG9YW8f2gFRW3DKdLd4hBb7BW7z16bd3_KyptW1mFPsl6QWhwPW7xXgF72mYsjGW2Cfm6n7RKJs9N2rBWX1Fszl7W7x6GzL1cXvBcW75_B8d3MJnDLW5FVMqm84nQXmW7dfGQB16MCdGW5f3fBY42P4-zV-y9pH84NGLJW4lxQxy4cF8xZW3Zb1jD98LzlfVHHMp77D8gRQVgSymd12D8YSW2M6spg4mmW0FW2X8D1K2DvBlTW52yy2p5XDVhkW3bKssj9bRnvmW8FsZKY3rbX5hW32fjLV1d0-jTW2q63FY35sVr9N7yNqChY3wkfW1G1YLq7j5zYYW48zdCs33fY6MN94hbQhnGqj7W52WkXc3sQj7Yf7v7VHH04" 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="Ky2aABkH" target="_blank">Register to join</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TOOLS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3qgz0W7lCdLW6lZ3lKW7xYpgs3ZQKYLW6MgH1L3vx78ZW35bZG675jbtyW6vx24V55Xm6fW97NMZk29x5FVW5bKX243sb0LHW1-ByX32XQS1pW4rcGJm3Gk1kxW1NKKm54ztRNrW4qfgGL1WhVnFW5mV74K65gFcPW2YSYc94K0y9PW39S_Nk8vTGdVW4LYjcr6DGb5KVDzx--2zWbH1W1sQNSM3cSh92W4XJrLz2S_smrW3MtP_D2jN6ycW58_BSM80tDGXW5sFJC52NXf4CW2ng6x53KSJ-LW82yc2L61Pv_rW1243Vs1QDS4cW5jlbly1xfYbgf1r5bwz04" data-hs-link-id="0" data-hs-link-id-v2="V6W2qQ8w" target="_blank"> Level up with Roadmap Pro </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"> Roadmap.sh has always been a go-to for visualizing career paths, but their pro features take it a step further. Roadmap Pro includes a personal AI coach and the ability to generate specific courses on the fly. If you’re looking for a more structured, hands-on way to master a new stack without digging through endless documentation, this is a solid resource to have in your kit. </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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3qgz0W7lCdLW6lZ3nVW25F8fB2ysLVMW8jZn6b3M-dFnW1p08P_6h-n8fW4m48j77BPY6HW6qf-mX3g6dz7W20dK6V142k7-W6wkf1g1TRGh_W3y3P0H8d3L7dW7PjZlc6P8gMZVt0Fyr4btHf3W2NgpV13bmccmW6w9SS14sblLpW8-8DKt4fxld7W14gSKW9j_MplW52mLmk277YfLW1MgxXy74rRy2W7gCWTq6-xGF-W6-zxZt4-9vKWW7b5xHH3ZnNMsW3HQlcn49z896W9gyt8K5Pl8wHN1s0-4ZFFJPsW5pq9WW3v_wp1W7QCNBl2fHPrCf8lzhF804" data-hs-link-id="1" data-hs-link-id-v2="2ZsjGYEk" target="_blank"> Level up today </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">TAKES</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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3hCZYW7Y8-PT6lZ3n7W98SnMM1pS_n1W2S-3gy57LxPmW7zMpGd31YcCZW1HqtGR8D34VSW1YkV9n8M9Yg1N5hmMyHZGFVDW89d1Q43y62_xW5yypTR3nWH9sW3xC-fr67yH4NW2KfjgR5V3RJgV6fXxg5Ty4CmW6P7lkk2v66H6W6dNd6W5NmkBlW29J5hl5QFr-DW5Mdbjc7SW4tMW7Mg3D884xvTYW1YLtXg7z70ppVQl7mr8tP9-6W1kF8Fg1sSbFLW66nTtv4g6SVKN3vjGcV3_Rl_W8XvCvD2zmd-hW8SgsGZ8gmk2JW98c8Nj8-LlrrW58pNs35gjg_XW5XYQkN80kNycf3ys6RW04" data-hs-link-id="0" data-hs-link-id-v2="JUSiDPvG" target="_blank"> Performance engineering from kernel analysis to AI: Adrian Cockcroft’s take </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"> Adrian Cockcroft discusses performance engineering, the limits of P99 metrics, and building AI-driven custom tools for response times. </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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3hCZYW7Y8-PT6lZ3lWW7whxnp4rPtTXW82xg748lkMQ-V44SmM1vBr1tW8rQ98l20Df11W33XfRs5qtZSJW8H806C1CJShQW6Vfjty6smWgwW12JWB01M5CWyVtRhWN494BD3W3L1K4r1fWnjbW8HFdWf32Bcy8W5xVzb047RlysN9jJ5RFfjPBXW4L_Nyv2LNrVvW7Nn5qj6FX49yN8tKCSL6H2_5W5hKw9x1W5w6_W91Ds0K8by-VXW93jMDS6HD0lzW3tbfbY8YF9MPV3_XfZ85BSfFV2hn3t2pXSF-W7RMS4v25WDy9W4kxQ5724GZyyW4xHln21BVxzkN3rwhG-p9ZRcf71kLjx04" data-hs-link-id="1" data-hs-link-id-v2="bgiWijtD" 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">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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3hCZYW7lCdLW6lZ3p8W30HSqK55dBbdW1my_M66TKh8QW3sK9MN6_21z-VyFjKl46gczpW8Wmd3657kPNMW3JGjtL1cMNczW2jqkQ56b3S5yVGlSBN1FsqJ1VKtgpT2dmFBgN5KJfFqVB0tRW1wSgSz1V1QmbW8CT6wy1t5VjlN8JVQxwq5CdpW6yPgdt3kN_z3N1GJjwGljPFBW1NyXD28HZbGMW88yrJv53122TW2s241L6986RcW2s1PzC1TqnRsVVQZvK8jFhv7W5bJ5xK8MgfjhN57_PVNXB9JsW8TFJnv7GX2-hW2f6rC65TRPNgf57gNhY04" data-hs-link-id="0" data-hs-link-id-v2="zZcmQblL" target="_blank"> Bit Cloud’s next chapter starts after the AI builds your app </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"> Bit Cloud’s Ran Mizrahi explores how reusing reviewed code can give the next AI-built app a head start, with less new code for developers to review. </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/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3hCZYW7lCdLW6lZ3kGW8MhGSV2gp4s8W6NPNQQ25g36xW2Vx8BK62D71kW4cd0VG31c7ZCW746wsB6DLH6PW4WCKJD8GHlRYMF_pfjGz4nwW6F9BW82yYrkbN4QgTmTshYJXW7bQ1kl4lq4GjW3T7TKG3hsK6gVbR9cC9jg_3hW3ph3kJ6T5jRWW7PB_YF8FDtMJW7J6Wls8vbnScN1s62l0zc7QfW2ZxrH-2dV77cW4PBhfp69mvQYW5kz5H48WM89bW4ZYk7H6TyGcFW8PWczY30GGvCVPlHNg92w2KsW6gXqkF7xl76fW3q07Nn2s1QDVf5J_lfl04" data-hs-link-id="1" data-hs-link-id-v2="8pjKlGhE" target="_blank"> Catch the episode </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table id="rating" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff; padding: 28px 0; text-align: center;"> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:18px; margin-bottom:16px; margin-top:0">How did we do today?</p> <div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGvq5nR3bW50kH_H6lZ3lTW6ZXmj26l0H6fW5w0mfr1vcWDyW6F8gWj8YzTZTW5dZjVm7sHscPW2d9FjJ3CJLFLVNm8Bt98p-8pVT-3d85lfpJ_W6YWkcw92mC7cW8Yc9Pg4MfPCSVQw-KP4wc01ZV5024l6dqRLLW6X2lFT2tW22yW1n5Kh69k6T1_W30LywM5jdpGwW7XyVf42ZbpFbN1mYv3YTQVXvN71QMGJMn64bW4HnG_k9f77jpW5-ymn61hWy5nW40Dhzr5YDQ2dW85LtsD125GsqW6jcd9x8_59t8W3Fgtdm8RS0x5W1Y-KrP5gtTJgW32hP4Y6KvxpnW6JmxFX38Tl-xW3BqWQk2Qp93rVX4PFt9lVz9CW5xsHTp1GpMHxW6fR8bB6j4v9hW6gwGzJ31j92yW8cpKYy6WPGC1dLLDVv04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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                                    Plus: Meta ships Muse Spark Open, its answer to China’s best open-weight models

View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGw05m_5PW69t95C6lZ3nhW5vw0lW3t9SZJN49lqkm9KVG_W68w01d32rkWtN22SvRBT1_CsW15Lbr_5t225fW2890Xj5_DGnZW5RGN-X8HkQPwW6PcTWl6LgYF7W4YQFG-7cMb0ZN5vbC7nhz9SYW4-NnGx1Jk5tpW7VBRyB8FHzQdW7-XVqT6ChbQRW3SmSn72_ZHVvN5mgld-fhzZhW3jDsmd1YylZMW98HN3M4dxxGgW2RypFG8mHZRHW2dx3gs5zvs85W7FS6VW6fmQD2W1msd1W95-0VWW8rW02k2sW8GjW145cmm3K-B8jW6dYLt36wjTv_W2-Mcsg3FP01GW65F1cF2K7HNYW7cZzbw2gK_qvW4TF3_k2xYVDMW3nn8NW8jNKSFW9hMHDh7WpLrkW42C-xm3Xqhv_W5FRFdl61Ck6PW613mhw6F8WzNW22XnJq7TzvW1W49xscp8BBG7mW8xkZK15dbP61f32RmmY04 )

The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3prCCW6N1vHY6lZ3q2W38ThFM8w5B2wW5p98_n8XgLQ-MJvcTF1Y-79W7svT9j2CSMFyW2C1mhM7RWFDyVspBGb6QKr7_W2kBFn34hH9VLW2Yv-Pv4cwQl0W2ChDdn10h4GyW5-4LtD5PcRvGW65H2Rc5--7NzW6GYkcc8PQ28qW1CbSB_4xQNmqW222dTr5ZYSJkW7hMFT27qNkl8N5nzgwgf-Q8JW27l6Wx723bzNW8Bt0td5YN729W6MvmJX63P298W1rNj698RDPRCN7Rzz6prb-PBW97yWPz1ZpcyVf10fnBg04 )

October 16, 2026

Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3prCCW6N1vHY6lZ3pPW3qx6dR74zVFCVy3SbY2N_0-3W60-7bj6cx1dzW2qwPtw3XMx7fW9hHWxY8vFFrSW2tRDxS77RSWkN71gqLSN0Kz1W5QYpTq1KvCG1W1b0mGf2Q9qx_W98007c5N3TLnW953hWM3fC06jW8m7sfx38HVr3W94YwdD3lnXdnW6FCpvt7LW-wQW5Zmfpy9klBw_N4M77T3KPRMFN7qCmVdgp136W6WYzTw4mX6rrW4P0VSB4CMpbyW7LHVHQ5BwFf2VhsX8m7jc6fsW6NgGyh4BhgFlf377Q-404 )

Who you gonna call? Daemonbusters.

Vercel is giving developers more options for running their backends on its platform. At its Ship conference in San Francisco on Thursday, the company introduced Daemons, a new service for continuously running background workers, and made its Python support generally available.

It also made Drives, its persistent storage for AI agents, generally available.

Daemons, which is now in public beta, lets developers deploy a container and specify how many instances should run in each region. Vercel makes sure those processes keep running and restarts them if they exit or crash. At launch, it supports pull-based workloads that allow workers to fetch jobs from a queue or database and then process them as they arrive.

Vercel CTO Malte Ubl tells The New Stack about the company’s current push in terms of going further down the stack.

Go deeper: Vercel adds always-on workers to run more of your backend (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3mZW4T2_Cx2jHPsZW8shHNf6nlH9GW4pjgSf8RVdSkW4HrkFy5qT5PXN858Sv0LFnCnW4BD0Z67glLSgW6S98xN5G04T8N51bjY94S6ZrW1V6WR52MLTpHW8q6rMq39w5LPVS78kH26-_rsW40GfKp7Mkm53W7SYyR14rj1YJW51YvJD5g4xyTW2cQbGl576jd9Vlx-vL7Y-bjhW7lvDsH8jkbb5W6vMC7B95nBt7Vm6lV35JPtl_W57fKqV7v0Yv8W6gDgJm2bQZRJW5Zx4Wq9jbrJpW55tfbP2f7DQ0MbsVC6S3Y3BdxH6Ms04 )

More fresh reads from TNS:

▹OpenAI promised developers six months’ notice. GPT-4o users got three. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3lyW80hdNN8Bfl7-W8PtJtc4FfcSTW1TMN4C58D5qrW7sdf5Q1zVG9NW3CSGqx7W2jt2V3q1cX749X2tW7KKNx91Jwvm8W1KClk-2Fcj3vW5r3k808jXH6lN2mP4sPTg47bW7NtZQ35m0l0yW8jSbJN1ZlLfRW4d00674jRdvdVjDV4Y2c381qW7bg6vq2BbTx-W7YmSKk5zljYhW7NSB5_2nS5CHW4LFTc721dxcNW4FSDml50SzL-W8-_xNM7FKqvpW8GLsvF48qYH5W1654yx7Q_c9KW4djx1h54Ps9rW2PRwXq4x4M21f8RYN2C04 )

▹Linus Torvalds let Claude Code fix the Linux page cache. Then reviewers found a race. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3prCCW7Y8-PT6lZ3mKW7KBcnc7TDT7fW8jNPTg7gPhxfW6F1b2F78P_XFW2Sp-LY3cj7qtV7MSSH1VWFCQW5HYn6Y7ybfRjW1h0wZt5v3fGdW2kCfYJ4q0SfwW7Yf1Wz88ZksdW66p2nL4C3YNlVq9FwT1lxQKYW8T9bvQ7RFvQtW7MC5Rc970sJRW565h5z3b3ZkPW2QF2Tf1fNYycVDNMcl8vlml6W5lNnq55S5sW0W12gNQS2z9rlcW2PXQP-7WjJ-pW8hrN7t6YT_PbW5h2vdG8RDfG9W1rnvsR9cRPhWW6vdLRg8lkb-MW6W00f94yqhQVW73l2gX5QYp2hW8_6Tll4_xlZ9f5474N204 )

▹Nvidia squeezed a 74B agent model into 24GB so it can run on your laptop (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3prCCW7Y8-PT6lZ3lmW3WrjC73G7-BpW4my8h21hwLc1W4yXCNN88t5gNVs1S9G8PQSDmW4Fm9rp2NZ_thW4nT42p595SqhN5jkFgV3TKJgW1lqHG21gykC1W8YCmFl1gD2nbW5skdFS3R3565N4pZL2NsfqqzW4DxVFR44f6MMW8s6sRQ1RtSS_W711tFt2KFGVMW7tNP0S95zb2zW90KxmF31DXjSW9dytts2--X9SN9fj__js_FgWW22KvRm9kfB7-W3cgCBJ4b00JWW87ZqB18-F72DW5RRtR72Lk052W88mTnG216qvWF7SW-Nc6BTwW4y3G608P1SpwW4wgGk688ZhL0f2gtYGz04 )

by  Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3pSN8dKp773pP35W1qVvDp758l2rW5RF8-K88tr4mW8VJLxY3k-t_CW5J71L2329v01W8LtVKZ1DKcPrN2D93_bTwLX7N5qmJzl2XbzHN5CMbMHHN3ZjW3TWGRj607BP9W29rwzq3bfS3vW72VNdy9dWSyNW5Zw2-P2N1GjzW4ZM3xW8MWndFVg5wKQ8w8qtDW3rMZbl5nPPZBW37F2v749QhQFW56w9hw3cyMZkW5tf-pX91vV1sW1DZLQ68mcjqBW5Bhtfk7srSq_N3Fdzbmq4Vw-W1jH74m4b6D_BN8H3JXf3JSTJf4w8CGT04 )

FROM OUR PARTNER

AI Services Span Models, Kubernetes, GPUs, Networks, Storage, APIs, and Data

See how HPE Software simplifies troubleshooting across AI services and infrastructure.

- Visibility across AI service dependencies - Application-to-infrastructure context - Faster root-cause analysis - Governed operational response

Learn More (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3prCCW6N1vHY6lZ3pPW3qx6dR74zVFCVy3SbY2N_0-3W60-7bj6cx1dzW2qwPtw3XMx7fW9hHWxY8vFFrSW2tRDxS77RSWkN71gqLSN0Kz1W5QYpTq1KvCG1W1b0mGf2Q9qx_W98007c5N3TLnW953hWM3fC06jW8m7sfx38HVr3W94YwdD3lnXdnW6FCpvt7LW-wQW5Zmfpy9klBw_N4M77T3KPRMFN7qCmVdgp136W6WYzTw4mX6rrW4P0VSB4CMpbyW7LHVHQ5BwFf2VhsX8m7jc6fsW6NgGyh4BhgFlf377Q-404 )

TOP OF THE STACK

Meta ships Muse Spark Open, its answer to China’s best open-weight models

by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3nzVQdfbK3ffGP8VJ-Nrh8r-sjWW1Gw3pm3mhY1TW7MH7H88PR5QrW5zcWnQ1QyZVFW1tV-6w508wWvW2yhrsG2DCHNrW6nnRLF4pQcZRW1kW2XS559J79W223rcZ2JPwzKW8vgVtj4RWDxyW8n0DPj2B4Y9fW7bMJbF6T89BHW3Cx4VT7DVHnnW6pWNX92CTrhdW8qfWN14pJDpGW2K0Tss5XkrDKW4mvgYk2Z8QPnW6GhSw_5V3FP2W1KVfCp6hLXXCW1-N0988PkKhcVzgcsQ9jCxj_W5Q8pvs4Rm4hpW93tgpV3s-KM7f45_Mvx04 )
Featured image for: Meta ships Muse Spark Open, its answer to China’s best open-weight models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3nQW42vJhT2QqHdBVwhy6V8gXlBGN6ZyBXJl9y4dW1NgzTn4QFQspW5Xw4JS93yykvW30fvft78x4KxW45CW1h16rHv4W88DX1L7kqn2lN8TJvSyL6QdXW4-Nvqc6P-yzTW6RW0VX7BnRmrW7hn0C57HB8h3N6Rh9sDY53kBW5wSLBt6xQbN2W2KgxdW3fMk48N9fpRvsn986HW3FGVtc1lj-txW7Pl_9g3Sycx1N2jCVV6MkwXBW3GRt0q8KgQPPW5XK5lx9lM2WZW1Rl1ZJ79_sYyW6PmXsL4vbq2XN6HFtCpR_z2qf46vPR004 )

Meta’s Muse Spark Open is an 816B open-weight model that beats US rivals and matches Chinese models on agentic tasks, but its license isn’t fully open.

Meta on Thursday launched Muse Spark Open, a new 816B open model (with 42B active parameters) that the company argues is the "most capable US open-weight model to date." The new model is available through the APIs of Baseten, Fireworks AI, Groq, Modal,...

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3nQW42vJhT2QqHdBVwhy6V8gXlBGN6ZyBXJl9y4dW1NgzTn4QFQspW5Xw4JS93yykvW30fvft78x4KxW45CW1h16rHv4W88DX1L7kqn2lN8TJvSyL6QdXW4-Nvqc6P-yzTW6RW0VX7BnRmrW7hn0C57HB8h3N6Rh9sDY53kBW5wSLBt6xQbN2W2KgxdW3fMk48N9fpRvsn986HW3FGVtc1lj-txW7Pl_9g3Sycx1N2jCVV6MkwXBW3GRt0q8KgQPPW5XK5lx9lM2WZW1Rl1ZJ79_sYyW6PmXsL4vbq2XN6HFtCpR_z2qf46vPR004 )

WHAT ELSE IS NEW?

Featured image for: Vercel adds always-on workers to run more of your backend (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3mZW4T2_Cx2jHPsZW8shHNf6nlH9GW4pjgSf8RVdSkW4HrkFy5qT5PXN858Sv0LFnCnW4BD0Z67glLSgW6S98xN5G04T8N51bjY94S6ZrW1V6WR52MLTpHW8q6rMq39w5LPVS78kH26-_rsW40GfKp7Mkm53W7SYyR14rj1YJW51YvJD5g4xyTW2cQbGl576jd9Vlx-vL7Y-bjhW7lvDsH8jkbb5W6vMC7B95nBt7Vm6lV35JPtl_W57fKqV7v0Yv8W6gDgJm2bQZRJW5Zx4Wq9jbrJpW55tfbP2f7DQ0MbsVC6S3Y3BdxH6Ms04 )
AI

Vercel adds always-on workers to run more of your backend (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3mZW4T2_Cx2jHPsZW8shHNf6nlH9GW4pjgSf8RVdSkW4HrkFy5qT5PXN858Sv0LFnCnW4BD0Z67glLSgW6S98xN5G04T8N51bjY94S6ZrW1V6WR52MLTpHW8q6rMq39w5LPVS78kH26-_rsW40GfKp7Mkm53W7SYyR14rj1YJW51YvJD5g4xyTW2cQbGl576jd9Vlx-vL7Y-bjhW7lvDsH8jkbb5W6vMC7B95nBt7Vm6lV35JPtl_W57fKqV7v0Yv8W6gDgJm2bQZRJW5Zx4Wq9jbrJpW55tfbP2f7DQ0MbsVC6S3Y3BdxH6Ms04 )

by  Frederic Lardinois  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3nzVQdfbK3ffGP8VJ-Nrh8r-sjWW1Gw3pm3mhY1TW7MH7H88PR5QrW5zcWnQ1QyZVFW1tV-6w508wWvW2yhrsG2DCHNrW6nnRLF4pQcZRW1kW2XS559J79W223rcZ2JPwzKW8vgVtj4RWDxyW8n0DPj2B4Y9fW7bMJbF6T89BHW3Cx4VT7DVHnnW6pWNX92CTrhdW8qfWN14pJDpGW2K0Tss5XkrDKW4mvgYk2Z8QPnW6GhSw_5V3FP2W1KVfCp6hLXXCW1-N0988PkKhcVzgcsQ9jCxj_W5Q8pvs4Rm4hpW93tgpV3s-KM7f45_Mvx04 )

Featured image for: OpenAI promised developers six months’ notice. GPT-4o users got three. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3lyW80hdNN8Bfl7-W8PtJtc4FfcSTW1TMN4C58D5qrW7sdf5Q1zVG9NW3CSGqx7W2jt2V3q1cX749X2tW7KKNx91Jwvm8W1KClk-2Fcj3vW5r3k808jXH6lN2mP4sPTg47bW7NtZQ35m0l0yW8jSbJN1ZlLfRW4d00674jRdvdVjDV4Y2c381qW7bg6vq2BbTx-W7YmSKk5zljYhW7NSB5_2nS5CHW4LFTc721dxcNW4FSDml50SzL-W8-_xNM7FKqvpW8GLsvF48qYH5W1654yx7Q_c9KW4djx1h54Ps9rW2PRwXq4x4M21f8RYN2C04 )
AI Models

OpenAI promised developers six months’ notice. GPT-4o users got three. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3lyW80hdNN8Bfl7-W8PtJtc4FfcSTW1TMN4C58D5qrW7sdf5Q1zVG9NW3CSGqx7W2jt2V3q1cX749X2tW7KKNx91Jwvm8W1KClk-2Fcj3vW5r3k808jXH6lN2mP4sPTg47bW7NtZQ35m0l0yW8jSbJN1ZlLfRW4d00674jRdvdVjDV4Y2c381qW7bg6vq2BbTx-W7YmSKk5zljYhW7NSB5_2nS5CHW4LFTc721dxcNW4FSDml50SzL-W8-_xNM7FKqvpW8GLsvF48qYH5W1654yx7Q_c9KW4djx1h54Ps9rW2PRwXq4x4M21f8RYN2C04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3pSN8dKp773pP35W1qVvDp758l2rW5RF8-K88tr4mW8VJLxY3k-t_CW5J71L2329v01W8LtVKZ1DKcPrN2D93_bTwLX7N5qmJzl2XbzHN5CMbMHHN3ZjW3TWGRj607BP9W29rwzq3bfS3vW72VNdy9dWSyNW5Zw2-P2N1GjzW4ZM3xW8MWndFVg5wKQ8w8qtDW3rMZbl5nPPZBW37F2v749QhQFW56w9hw3cyMZkW5tf-pX91vV1sW1DZLQ68mcjqBW5Bhtfk7srSq_N3Fdzbmq4Vw-W1jH74m4b6D_BN8H3JXf3JSTJf4w8CGT04 )

Image for: Traversal (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3prCCW6N1vHY6lZ3ksN2yS0zMHYslXW9kV3BK5Sf5fCW6Br4G150K4hhW6x82m36Hn3cyW3Jv2Nb8Qw1FVVgNWs994sbYPW7ZWhr04t0CKNW4_DwPz3_m-dKW8CVQ561RpRrxN2bybjmCLttTW7ZQfbT4mGnndW5WJ_bK4pMGgHMjxgj4nJ9p8W5lHjCy2Yz6t9N1r1Tnr2tgYsN6rtDfvwdTJtW83TQnm8HlX3VW47Nzfm1mJVq1W310BqJ4BQfxvW68Z9Y37ck3dYW3sv53F5NXv_MW4l4RVn9cKCYLf5ml_Mx04 )
From Our Partner

Can frontier models handle on-call? New research finds out (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3prCCW6N1vHY6lZ3ksN2yS0zMHYslXW9kV3BK5Sf5fCW6Br4G150K4hhW6x82m36Hn3cyW3Jv2Nb8Qw1FVVgNWs994sbYPW7ZWhr04t0CKNW4_DwPz3_m-dKW8CVQ561RpRrxN2bybjmCLttTW7ZQfbT4mGnndW5WJ_bK4pMGgHMjxgj4nJ9p8W5lHjCy2Yz6t9N1r1Tnr2tgYsN6rtDfvwdTJtW83TQnm8HlX3VW47Nzfm1mJVq1W310BqJ4BQfxvW68Z9Y37ck3dYW3sv53F5NXv_MW4l4RVn9cKCYLf5ml_Mx04 )

by  Traversal  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3prCCW6N1vHY6lZ3ksN2yS0zMHYslXW9kV3BK5Sf5fCW6Br4G150K4hhW6x82m36Hn3cyW3Jv2Nb8Qw1FVVgNWs994sbYPW7ZWhr04t0CKNW4_DwPz3_m-dKW8CVQ561RpRrxN2bybjmCLttTW7ZQfbT4mGnndW5WJ_bK4pMGgHMjxgj4nJ9p8W5lHjCy2Yz6t9N1r1Tnr2tgYsN6rtDfvwdTJtW83TQnm8HlX3VW47Nzfm1mJVq1W310BqJ4BQfxvW68Z9Y37ck3dYW3sv53F5NXv_MW4l4RVn9cKCYLf5ml_Mx04 )

Featured image for: Nvidia squeezed a 74B agent model into 24GB so it can run on your laptop (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3prCCW7Y8-PT6lZ3lmW3WrjC73G7-BpW4my8h21hwLc1W4yXCNN88t5gNVs1S9G8PQSDmW4Fm9rp2NZ_thW4nT42p595SqhN5jkFgV3TKJgW1lqHG21gykC1W8YCmFl1gD2nbW5skdFS3R3565N4pZL2NsfqqzW4DxVFR44f6MMW8s6sRQ1RtSS_W711tFt2KFGVMW7tNP0S95zb2zW90KxmF31DXjSW9dytts2--X9SN9fj__js_FgWW22KvRm9kfB7-W3cgCBJ4b00JWW87ZqB18-F72DW5RRtR72Lk052W88mTnG216qvWF7SW-Nc6BTwW4y3G608P1SpwW4wgGk688ZhL0f2gtYGz04 )
AI

Nvidia squeezed a 74B agent model into 24GB so it can run on your laptop (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3prCCW7Y8-PT6lZ3lmW3WrjC73G7-BpW4my8h21hwLc1W4yXCNN88t5gNVs1S9G8PQSDmW4Fm9rp2NZ_thW4nT42p595SqhN5jkFgV3TKJgW1lqHG21gykC1W8YCmFl1gD2nbW5skdFS3R3565N4pZL2NsfqqzW4DxVFR44f6MMW8s6sRQ1RtSS_W711tFt2KFGVMW7tNP0S95zb2zW90KxmF31DXjSW9dytts2--X9SN9fj__js_FgWW22KvRm9kfB7-W3cgCBJ4b00JWW87ZqB18-F72DW5RRtR72Lk052W88mTnG216qvWF7SW-Nc6BTwW4y3G608P1SpwW4wgGk688ZhL0f2gtYGz04 )

by  Frederic Lardinois  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3nzVQdfbK3ffGP8VJ-Nrh8r-sjWW1Gw3pm3mhY1TW7MH7H88PR5QrW5zcWnQ1QyZVFW1tV-6w508wWvW2yhrsG2DCHNrW6nnRLF4pQcZRW1kW2XS559J79W223rcZ2JPwzKW8vgVtj4RWDxyW8n0DPj2B4Y9fW7bMJbF6T89BHW3Cx4VT7DVHnnW6pWNX92CTrhdW8qfWN14pJDpGW2K0Tss5XkrDKW4mvgYk2Z8QPnW6GhSw_5V3FP2W1KVfCp6hLXXCW1-N0988PkKhcVzgcsQ9jCxj_W5Q8pvs4Rm4hpW93tgpV3s-KM7f45_Mvx04 )

Featured image for: What it takes to become an AI company: Four lessons from the top (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3msW1mwh0P38dFshW6ms_3x2ZkK_8V31gJf9bMzF0W1NpmRY8HTJN6N3xk3lxR7yVNW1Q9fyN81HGKCW8n9mMM9d0VvfW7Nl_cs5Z9P9hW14MgqV6gVcwGW24YTtF8MY46kW3F29Qn4Cnkh7W60dJ4S23SXW-W61QY5B6g64xHVlsSRg3c76z4W76-RXX1lkcvnW6W8pvB4KbYzMW2PxpNr29MBR2W5W-sRV1j9ln7W7t79vs2VZHXBW5GKFsm7jDF83W8kTB2j8tmM3wW2NJlGc23lYHfW85y3d0476MwFN1_WXNbSbZY-f7Y7TBq04 )
AI Strategy

What it takes to become an AI company: Four lessons from the top (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3msW1mwh0P38dFshW6ms_3x2ZkK_8V31gJf9bMzF0W1NpmRY8HTJN6N3xk3lxR7yVNW1Q9fyN81HGKCW8n9mMM9d0VvfW7Nl_cs5Z9P9hW14MgqV6gVcwGW24YTtF8MY46kW3F29Qn4Cnkh7W60dJ4S23SXW-W61QY5B6g64xHVlsSRg3c76z4W76-RXX1lkcvnW6W8pvB4KbYzMW2PxpNr29MBR2W5W-sRV1j9ln7W7t79vs2VZHXBW5GKFsm7jDF83W8kTB2j8tmM3wW2NJlGc23lYHfW85y3d0476MwFN1_WXNbSbZY-f7Y7TBq04 )

by  Walid Abu-Hadba  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3kPW8qJVhT6vXjDPW5mX0X03Ch_TrW7klq_Z8NYzzwW4tBwQ19gK8sNW6VS4Vt2LZB5vW8N5pml4F1BznVL7T3p3LsqhwW6M5JTF202KsyW6gR3ZF6dsrWzW1K3XpH3FJF1XW5GV56G7tNRSgW3jm46p112XTcW7sQKbS1TLsFWW6ycpry6swHdZW7b-nPS1_YXsQW45cRkN2lR8YtW7RWn678ZFwqWW6DDbNh7f7qqNW1Vfrn94Mz-D6W9m0hGm8-r7jnW5Fc3SC7XG9DkW2F30mt2j-8GCW50YBW116Zxf9W6mWxMj64HHYkf2nKQvM04 )

Featured image for: Anthropic’s been eyeing confidential AI. It just made its move with another acquihire. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3prCCW7Y8-PT6lZ3mSW1s_JGL8xMSdtW3kwMJt5XLpdWW6BQKMp2h30ZWW5rwhcN4qy35DW2QW3rL79l4kVW4-C5QN43txRsW3PX7vS3vyn_wW32X1pS3Dp7HzW3rVLfJ7zg389W2r-lg72k8Z_fW5_x88G3ktwXgN5RttFLz6RX1W2H3jcf5G98gCW4g336M8Qpr0BW3wQ_JF2FWTh7VmKh0698HvqJW3J_l0N5tMl8RW6TMy-J8b7_wxW1qCv8932MdhrW7JQykH8ZqfdJN3DZFPSw6dhWW39gDrp88flk6W1HKKFv7m2R6fW3lCwH87vYsftW7jhVVl4fTZgVW6KWc481fYbZVf4QH7T004 )
Security

Anthropic’s been eyeing confidential AI. It just made its move with another acquihire. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3prCCW7Y8-PT6lZ3mSW1s_JGL8xMSdtW3kwMJt5XLpdWW6BQKMp2h30ZWW5rwhcN4qy35DW2QW3rL79l4kVW4-C5QN43txRsW3PX7vS3vyn_wW32X1pS3Dp7HzW3rVLfJ7zg389W2r-lg72k8Z_fW5_x88G3ktwXgN5RttFLz6RX1W2H3jcf5G98gCW4g336M8Qpr0BW3wQ_JF2FWTh7VmKh0698HvqJW3J_l0N5tMl8RW6TMy-J8b7_wxW1qCv8932MdhrW7JQykH8ZqfdJN3DZFPSw6dhWW39gDrp88flk6W1HKKFv7m2R6fW3lCwH87vYsftW7jhVVl4fTZgVW6KWc481fYbZVf4QH7T004 )

by  Meredith Shubel  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3ltW7Mkyt86kft4bW1QhtYC8QT_zVW8RLt6C6Jwzn2W5zqD3Q3J_lhzW6wg2C_50hb2dMxNjBTT3nxcW1Cb4CP7_XSFzN58hrSCbf_3ZW5y2Tsb2_TFmXW2Dn4Vm373hcYW8sLbM46qqBZwW1pLNcz4Dq757W7g1czm2CYpR4W4tQN4y33nVyYW1K0vwt2y4S7xW3nry628FNpfyW3_PX5L3zlGPBW8x95qf213VdVW2dV53g7Kk_z0W4XKh3l5FVSGJW6qmMln52RNW7W84V7gd8StnllN1QGT2qRSjd3W8VwCK224s64gf7fL_KW04 )

Featured image for: “Everybody with a $20 account is now a researcher”: How Akrites is tackling the flood of AI bug reports (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3prCCW7Y8-PT6lZ3lkW33Wl1T7BmR0FW7Jlg7t1fRMCvW4X08R63RpNKzW4qBdsb778g00W3thV3T89nF_rW4g6lxj139V9sW3ljt7s4j75M9W6D6kZs59RnvyW4Sshh18wGRV2W6kzcNl7NwJtjW851g2k4Pq_BNW8c20Zw4qL-rcW6ShYqC6LR-xFW4tjFH33M5DKxW3PQCxx47CSKrW8l-rFj59WGpNVfzzPg5YFR1mW3hKFqR3fwrlWW7CF3Xr8Hcn47W7gb5ZZ1wjFYwW8SqKZY8XlhsYW6D8TWl38my3_W67639Y8bjCdBN47Z-Lh8cbtcN6njqvRd0_mMW5CmSpJ46zxlCf7hFM7K04 )
Security

“Everybody with a $20 account is now a researcher”: How Akrites is tackling the flood of AI bug reports (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3prCCW7Y8-PT6lZ3lkW33Wl1T7BmR0FW7Jlg7t1fRMCvW4X08R63RpNKzW4qBdsb778g00W3thV3T89nF_rW4g6lxj139V9sW3ljt7s4j75M9W6D6kZs59RnvyW4Sshh18wGRV2W6kzcNl7NwJtjW851g2k4Pq_BNW8c20Zw4qL-rcW6ShYqC6LR-xFW4tjFH33M5DKxW3PQCxx47CSKrW8l-rFj59WGpNVfzzPg5YFR1mW3hKFqR3fwrlWW7CF3Xr8Hcn47W7gb5ZZ1wjFYwW8SqKZY8XlhsYW6D8TWl38my3_W67639Y8bjCdBN47Z-Lh8cbtcN6njqvRd0_mMW5CmSpJ46zxlCf7hFM7K04 )

by  Paul Sawers  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3nFN91hsPMzbSdDW9bQpJB5dwQ6CW7rQfHl8L_LzwW3PkSmq68GqXLN7N0yrG6P7ZGW83mW3T1Yfv6wN3hvxbCCDXHMW61X6lV2_jzSPW85jvmZ3nPYB2W7MR5875LF1VFW7fpZDG20k98nV3fGgM1NCcqGW3Yc6zp2YHPj-N2Y8KtMMVPT7W6bdz_W9m29-lW5kp9Dh5-MWbwN6p-43PB86MDN594cQ_Fw-24W4HjLpl8fzVVTVb_g546vmdjHVJkqDd1v_Ls-W82TFYd2-x1VLW1VF8bL2082MpW7FdKnZ23173qf69x5dn04 )

Featured image for: Anthropic built its own git replacement for AI-scale coding. But you can’t have it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3prCCW7Y8-PT6lZ3lXW8N812s7wstQcW3Sb0Fv5r1sTnN2fKMC-9mkM9N4fDd57jc0k7W6-FHbQ9kWLXCN235F1Px9VhrN4NDTGJHWhDMN77sxCf9Gx8MW15QTJG42JB3-N2nLL1C-2fCzW7kyqyZ12pF2vW5qQkxz4dhklhW7QqT8-5cmJ6ZW6y6xj68_-gMGW85MYpX3_JmdPW7yV7Ds4xyvyrW5WfjS54tZXQ8W9395cy3bntp7W3x1ynW2mhK1yW7R_Z2z6ZWWS1N32-cHrbmGDNTP7gz85hfTdW4Nf2M-4-MNKbV2Zx3K67FtftW56DFWX17_ZpSW2cQ8DY6Lpjb4f4DZMgn04 )
Developer tools

Anthropic built its own git replacement for AI-scale coding. But you can’t have it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwW3prCCW7Y8-PT6lZ3lXW8N812s7wstQcW3Sb0Fv5r1sTnN2fKMC-9mkM9N4fDd57jc0k7W6-FHbQ9kWLXCN235F1Px9VhrN4NDTGJHWhDMN77sxCf9Gx8MW15QTJG42JB3-N2nLL1C-2fCzW7kyqyZ12pF2vW5qQkxz4dhklhW7QqT8-5cmJ6ZW6y6xj68_-gMGW85MYpX3_JmdPW7yV7Ds4xyvyrW5WfjS54tZXQ8W9395cy3bntp7W3x1ynW2mhK1yW7R_Z2z6ZWWS1N32-cHrbmGDNTP7gz85hfTdW4Nf2M-4-MNKbV2Zx3K67FtftW56DFWX17_ZpSW2cQ8DY6Lpjb4f4DZMgn04 )

by  Meredith Shubel  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3ltW7Mkyt86kft4bW1QhtYC8QT_zVW8RLt6C6Jwzn2W5zqD3Q3J_lhzW6wg2C_50hb2dMxNjBTT3nxcW1Cb4CP7_XSFzN58hrSCbf_3ZW5y2Tsb2_TFmXW2Dn4Vm373hcYW8sLbM46qqBZwW1pLNcz4Dq757W7g1czm2CYpR4W4tQN4y33nVyYW1K0vwt2y4S7xW3nry628FNpfyW3_PX5L3zlGPBW8x95qf213VdVW2dV53g7Kk_z0W4XKh3l5FVSGJW6qmMln52RNW7W84V7gd8StnllN1QGT2qRSjd3W8VwCK224s64gf7fL_KW04 )

Featured image for: The permission you denied today is your safety net for tomorrow (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3mtW2-MXkS6-WTCQVZd3VZ26cZHQN2BXr1nHrXWMW579DDH3ZpRHdW2BT4Tm4596lfW14cp0p6p3rpRW5yDbQM228mgxW4PG_KF5K62nmW83c9dK28mYbkW6nfNd24rnl_9W5JzhfX2SL_v2W314xt72wdKC4W6r8JFz3p9J32W3lP9Lx94wt96W3gmt0k81N4V-W6BD1CB6sKhLjW99wZmX47VHBCW1WtMT73wSWqXW8PTjyV5GRMFhMcXj9khsgTrVXN6gn6_4b2QW7ZxGx_4bFKjdW6XHT2v1B0h0pW9dkdNC6y8gThf8dKBY804 )
AI Agents

The permission you denied today is your safety net for tomorrow (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3mtW2-MXkS6-WTCQVZd3VZ26cZHQN2BXr1nHrXWMW579DDH3ZpRHdW2BT4Tm4596lfW14cp0p6p3rpRW5yDbQM228mgxW4PG_KF5K62nmW83c9dK28mYbkW6nfNd24rnl_9W5JzhfX2SL_v2W314xt72wdKC4W6r8JFz3p9J32W3lP9Lx94wt96W3gmt0k81N4V-W6BD1CB6sKhLjW99wZmX47VHBCW1WtMT73wSWqXW8PTjyV5GRMFhMcXj9khsgTrVXN6gn6_4b2QW7ZxGx_4bFKjdW6XHT2v1B0h0pW9dkdNC6y8gThf8dKBY804 )

by  Kayode Ojo  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3prCCW7lCdLW6lZ3n4W8BC5Tg6ZkjTpW5g3g1q304B3GW5vbRF52_D8NdW7LVlr38bZ_D2W65Ffz94_BzwQW4CNrR23jXsC6W8KkPJK7Ls41RW4JYb7S74RhG8W541kmz1N54wyW1PStxX4BN5NXW12ndhh45cpC3W3dPWgd4V1P_VW61n3cm3NK7TfW1vhbxf6HCYL7N92PH-lQLkvqW1xtNPf60V9J3W93pTcm8XKfSwW3Cbvpp4W7-S9N1m-4_7mbkgNW6TScJj6df3mNW3R90sR6rm7l4W3bxX5W7kDxLTVp2t9687lmZwW7hglHw23mgRSf8Q2X4H04 )

Provisioned access vs. emergent access: tracing AI agents back to the humans behind them

An agent inherits a permission nobody remembers granting, then touches something it shouldn’t, and the audit log has a gap where the answer should be. Join this live session on October 27 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGvq5fkwKW50kH_H6lZ3l7W940pF38QxN4_W23cFS554DxbMW2ZcGNx5ZBdtHW1hxFzc3GP6YjW3L2D-k5XBMPQW3vQNnD95nyJHW7mh3YJ1y5mv9W5CBZdD7nVyrtW2LJlFv3sTJg-W7RmBRX8QH9H8W49CR6t6fQ9_rW4WKpjH1b4QDvVJ3rbb59vRYsW7RbhWj16zN03N7ZK1Wh2wwNQW878PwC9hBpqxW5Md2vk6wthFtW5gkYLx22122_W3MrNXT2GdYHdW3yVLMc3CT_BZW2pmgwR2FHNpqW4XR5jH90WTr7W67b2D-3jn9kVW506N1f8pdSqHW4vxbdS2vv4SdW6nJ7zm3ZHcrzW6fTQm07-qQCFN17GRSRP4NNgW2GjyLZ4tTKhnW5xBP_c5wg_FGW2PCc_H8Hz8hZW9bnK6d66dr2Df400BnR04 ) to see that gap closed in real time:
- Tie agent activity back to a specific human identity - A framework for what actions agents can take without sign-off - What a real audit trail for agents looks like in practice

Register to join (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGvq5fkwKW50kH_H6lZ3l7W940pF38QxN4_W23cFS554DxbMW2ZcGNx5ZBdtHW1hxFzc3GP6YjW3L2D-k5XBMPQW3vQNnD95nyJHW7mh3YJ1y5mv9W5CBZdD7nVyrtW2LJlFv3sTJg-W7RmBRX8QH9H8W49CR6t6fQ9_rW4WKpjH1b4QDvVJ3rbb59vRYsW7RbhWj16zN03N7ZK1Wh2wwNQW878PwC9hBpqxW5Md2vk6wthFtW5gkYLx22122_W3MrNXT2GdYHdW3yVLMc3CT_BZW2pmgwR2FHNpqW4XR5jH90WTr7W67b2D-3jn9kVW506N1f8pdSqHW4vxbdS2vv4SdW6nJ7zm3ZHcrzW6fTQm07-qQCFN17GRSRP4NNgW2GjyLZ4tTKhnW5xBP_c5wg_FGW2PCc_H8Hz8hZW9bnK6d66dr2Df400BnR04 )

FLOW STATE

TOOLS

Level up with Roadmap Pro  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3prCCW6N1vHY6lZ3n0W6XPjYg6RDvp3W40jdPT6-tC2xW2tF3191z0mj5W85RMdz2FsDMDW16yt7H2Wz0MlW64vWhf7jy_4KW41FRWy4k0JBHW8qk02J1dfX-8W66BZ_z2WHGn0W5np3ft3Hg2VHVymzZd4QLdHKW8D0mZg3NLt-YV8QFTL2d6xLqW83HWkN2LdhG5N6wwLf8_nJ2sW2XRcpK7my6SmW3qJF6D3YpKc7W21_-SD1TYtKGW8zTSWs5BMb-YVJlk6s19dDm0W1GVKRS24MxLqW2y64MM3dFGhZf1t0FkY04 )

Roadmap.sh has always been a go-to for visualizing career paths, but their pro features take it a step further. Roadmap Pro includes a personal AI coach and the ability to generate specific courses on the fly. If you’re looking for a more structured, hands-on way to master a new stack without digging through endless documentation, this is a solid resource to have in your kit.

Level up today  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3prCCW6N1vHY6lZ3n0W6XPjYg6RDvp3W40jdPT6-tC2xW2tF3191z0mj5W85RMdz2FsDMDW16yt7H2Wz0MlW64vWhf7jy_4KW41FRWy4k0JBHW8qk02J1dfX-8W66BZ_z2WHGn0W5np3ft3Hg2VHVymzZd4QLdHKW8D0mZg3NLt-YV8QFTL2d6xLqW83HWkN2LdhG5N6wwLf8_nJ2sW2XRcpK7my6SmW3qJF6D3YpKc7W21_-SD1TYtKGW8zTSWs5BMb-YVJlk6s19dDm0W1GVKRS24MxLqW2y64MM3dFGhZf1t0FkY04 )

TAKES

Performance engineering from kernel analysis to AI: Adrian Cockcroft’s take  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3gP0xW7lCdLW6lZ3mXW1vpdYL3bv30TW46RYvV62d0gVW3crvG12BFslFW8w3l4g6k9CcNW5j8QPB7yjj0zW3Hnxkc4-0wpYW88dCSk56DfCWW67V6T72XM3sJW7hVLcm93SNR4W4N_tJ68mxyYZW22NR1v3P6fnTVWl_5215MP4bW1hpQ5n6J41xGW6sn7Dv8Hr6t4W64N2L13Lm3cdW5bx-_f85GmKMW6Vrx2G803zLQVyP8gC4NV_HDW6rLXXl1Fb74JW7vQsDn33xQRZW7MZgN97PmdKSW5pTy2c1J1KMfW90NF1W8jM8MjW4JNqk82cJBTYdnSgKd04 )

Adrian Cockcroft discusses performance engineering, the limits of P99 metrics, and building AI-driven custom tools for response times.

Read the article  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwC3gP0xW7lCdLW6lZ3mXW1vpdYL3bv30TW46RYvV62d0gVW3crvG12BFslFW8w3l4g6k9CcNW5j8QPB7yjj0zW3Hnxkc4-0wpYW88dCSk56DfCWW67V6T72XM3sJW7hVLcm93SNR4W4N_tJ68mxyYZW22NR1v3P6fnTVWl_5215MP4bW1hpQ5n6J41xGW6sn7Dv8Hr6t4W64N2L13Lm3cdW5bx-_f85GmKMW6Vrx2G803zLQVyP8gC4NV_HDW6rLXXl1Fb74JW7vQsDn33xQRZW7MZgN97PmdKSW5pTy2c1J1KMfW90NF1W8jM8MjW4JNqk82cJBTYdnSgKd04 )

WATCH

Bit Cloud’s next chapter starts after the AI builds your app  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3gP0xW6N1vHY6lZ3kPW5-kxN05V1gfrN5KR4JxVGctdW4k1Wws6x66ntW2KW42K8DWFRGW2y-zDW1rp6qtW1fdlrB4Q7KfTW7MzTbV8tkFB8W3GqVw-2K30dKW8SMl6c965BXrW6_wvCB1y0txtVGDpjh5-HKSFVnV39Q28TQVxW4Vrh4D1d2ygfW7wZt2w8s8_TqVZPdWk3BwQ0_W2W2XWd6j4W-4W1DkgGx8XxnYLW5BllTV3hxXkfN4NNvW9TtgbWW99rjR15GPCSfW1qLyLQ4ys0K5W258T6W1XhKnFf6P2Vvs04 )

Bit Cloud’s Ran Mizrahi explores how reusing reviewed code can give the next AI-built app a head start, with less new code for developers to review.

Catch the episode  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX15BY62JZpyW5fq4kj4r0S90W4PtzZh5W9-YxN28qGwj3gP0xW6N1vHY6lZ3kPW5-kxN05V1gfrN5KR4JxVGctdW4k1Wws6x66ntW2KW42K8DWFRGW2y-zDW1rp6qtW1fdlrB4Q7KfTW7MzTbV8tkFB8W3GqVw-2K30dKW8SMl6c965BXrW6_wvCB1y0txtVGDpjh5-HKSFVnV39Q28TQVxW4Vrh4D1d2ygfW7wZt2w8s8_TqVZPdWk3BwQ0_W2W2XWd6j4W-4W1DkgGx8XxnYLW5BllTV3hxXkfN4NNvW9TtgbWW99rjR15GPCSfW1qLyLQ4ys0K5W258T6W1XhKnFf6P2Vvs04 )

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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!