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To: [email protected]
Date: Fri, 06 Nov 2026 07:06:17 GMT
Subject: GPT-6 just entered its villain era
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNs5nR3bW69t95C6lZ3kMW3LNl8m7mz4-2W1HpV8-5lLw6KN35VRKVydlKXVjmHH_7dPhDrW6N_4kS8mWXjHW5cnXmB5WmrKbW5SDjzC5jG3kvN1ydBVvtH69yW2Dwml76nxMBpVbWJcR1XQgqcW8MXcH11SC57NW8Wk2KN2kygRnW8Fcs0n3Ky1F4W5qDfSM2cCXbyN7l2w8Vn8xGtW72hN-c24V5h3W744DcB55NpqLW93FGz03TvZrlN1x9pWjr6ZS1W8_G1NB2s4qV6W6qccRd6Dc2D0W7_6L9Q3jF1gmW4xw3sR7pFdZtW2V3BX71w5NSPN5sDxmr_xRX-W7LmVr22LsSTcW36yn4X5-87-HW2fwq_L89wk8DVQ6NjN8mld7bN6PkXQpPh-pYVRV8jX8kdD-mN8QDrZ2brF4fW6sKXj774Cp1xW41JFtf57p4B_W8mTqXy1kfDQYW4920wH2mrCj9dGjRy204" target="_blank" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:12px; text-decoration:underline; color:#1a6fa8" data-hs-link-id="0" data-hs-link-id-v2="1gkUrs7P">View In Browser</a>
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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 6, 2026</span></td>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3qgz0W6N1vHY6lZ3nSW1h1xWj7q_3KQW3HBJ0V5FvfBCVh3s_m3Y_x1YW8PNB7M6kDspvW74tfl98sl28jW2pSFTY11TX1XW32dcs61h9cZXW1zj-XL3_tGRSVNsk-r2gWpQJW3n7kKN716Pw4W1FssKn6VbbkYW3dv6-w1bB9TmN3YJn4hTQzh0W2bJ9QN8gmBnHW7w_t7W4ns51GN6gRvDLzYZdPW63s0wM2Bjt_NW63R9qP7-XGVsW3gNfSY83Y-v5N6RGc_nWbzNVW4_cSg97htKJYW94M53K5cbvgdf9cHcyK04" 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="oylqQhkV">
<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">GPT-6 is a real piece of work(around)</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 on Thursday launched GPT-6 Cyber</strong>, the latest release in its series of cybersecurity-focused models. The company ranks GPT-6 Cyber’s ability to identify vulnerabilities and develop exploits as ‘critical,’ up from ‘high’ for its predecessor. Just like with previous Cyber models, GPT-6 Cyber will not be available to all developers but only to “a select group of approved Daybreak Red customers,” OpenAI says.</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">Daybreak is OpenAI’s program for security teams and researchers, with Daybreak Red being a subsection for authorized red teaming, penetration testing, and exploit validation (as opposed to Daybreak Blue, its defensive counterpart).</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">Over time, OpenAI plans to open the model to all Daybreak Red users.</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3n6N2bTPx168058VMKgm62bBttgW82Z9YQ7ZTMR4W8FsKg_5HVSjJVwNmg7474nSHW7C8ynL46qZcYW3n97fh8k71ZgW1jLFDr9g0B_FW66xSGG81KsFxW5nH2022NlDNBW6117kS1v4zhpW5v4r1r2k5bVXV7pV_94SqFcBW5p_Xw98DqKW8W4g4Nvm6wjgQNW3y96Mn3w9PsBW1phq0L7642r3W8Nj_Hn8X5MZmW2367Py2zv0kfW3-GwT54jx3ZXN5qtHB6P9tcdW818SM34nrPCFW3Cp37r7XXSwWW5ySQMD56hL8HVVFprn8Dk71vW1RDyL15jphx6f4wQFGz04" 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="UT6owcMc" target="_blank">OpenAI’s new GPT-6 Cyber is better at hacking and better at staying in its lane</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3qgz0W8wLKSR6lZ3p0W4n_vwm339DmrW4SV8f785-3NlW4vgrNm1jC2GYW46h-hJ7vYCwYW1N3H1D5MnJW8W7kCv7g5j3Zt8V1NNtR37sw60N2HXrN0LdHstW5sKV7Y8WsDnkW6THtfD7P-NPMW6x21jh5lZHgYMkfhSTvzMZ_W9jj4nq3Bh5grW1gGjYn7QRyrXW2HJc3j2qV193W85__b81NY-6mW4gVBnH5X6GyzW7TPR3D2mGGP1W4Sff3Y1GjGPLW5BNG_07Bf-ZmVkLl9s5QGQWTW6nVpY4298hlVW1xhfj56xcsSdV2Mx3w52VG2xW9fMZlQ7lyzP1W4HdYkj7DYsK2W4Fg1v85cb8tMW95l_3t3jTWlxf3195-d04" 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="ENLaTrXB" target="_blank">Together AI let coding agents rewrite its GPU code. Then it kept humans on the deploy button.</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3qgz0W8wLKSR6lZ3mnVj4wMK2nmq19W4FpXDy6X6nJnW6Z57W05p9z0HN1xfXwlzzhs4W6-GxDm35Wc3pW7QQDSV3Nn-wNW4ZK97P64-fhDW1WK3M458y_8nW5MRfVc4sK2wYN880Zf819gHdW1Npq2l1Bw-_4W4xK3lM3h-9YbW6TRCPf65tbH3W34YZ3K3z0MhTN1XCH60BF6ypW7RZ1b26JsrtxW3d6VXz876sh_W1zVhT75DD_BMW4y9k5X7pT2_5W36p7hN96VPtFW186pJP6Ps3lXW28z2fl84_8-XW72mD0R9jdYjGN6gSW401VPNvW18nvcr2x1B_wW4D23dm8XSKb6W6Rc8Pb78s8BnW2xxDcs4NNtnGf1S03dx04" 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="npGhhHUO" target="_blank">HumanLayer just got acquired by Factory. But it gave users a way out first.</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3qgz0W8wLKSR6lZ3pnW1Dd9154WsS4kTPLw334d29qW79rv_07Ywb0LW6Q9DH28-XrykW9lX0hr6RBD-CW5KjZ8z1yJnTWW5vhMfh2gXJDRW8fzQDL64M4w-W81Fctx2NqgpRW63NKRV6ZTHC4N7bNLMqFZQHfV7rSV32Y2mcsW3vpY0z6tXJcHW5n79xF8xzLpFN56J8L7lLZw0W5n5CjJ1s_q3rW7w1B186pJMW-W1sJ1V95T7KlmW4xP67b5TwxdzV6BZRp9553_MW4KMrtR6b5MqtW7cLgbY5r9LhRW85p_kQ5pz-PqMm26cBf-GH1W94Pd_82QDFn5W6Lf_hs3mNXhRW5rKWjz60yQSzW7plpxk8f8G_7f45dpCx04" 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="TouxR37o" target="_blank">Dropbox ditched AWS S3 for its own in-house system. Now it’s buying Tigris to sell S3-compatible storage to AI developers.</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3m7W76gs5_649hPhW61D4Hp1w9jXPVmVDtL7jvY96W2WHFN13qYT1ZN8mZCrMCh4H4W3tnVRS7pGMwjVc80Kw3NGkqzW4GQdFM6ZmKZ8W442v7t3Vxt2dVRGbkZ3P-1V6N4HrzXVY3WnqN1PQrd0g3H6yW8hjw0987Pt0lW1Rb8pB37z7d9W7yJjrf4lt1zsW5mlRVF4kW7wBW4PpQz19kP6fmW5rDTrf5hq9wbW7yr-hH2Dw0yJW8twG8D1THB4WW3hTp023NZQgqW2QGKQG7txCDQW2kvYKk3PNGlpW5B5G-M31--znM7SKB4GZ4WsW9dVRPf22HV6jf9gtm-404" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3hCZYW8wLKSR6lZ3m7N2P63_83GwYPN2rKlqQSxjnfW1_DJ1D5srWfFW9d2Fmq2DLg1NVgYQF28T9nbNF8HhqlWxqHVW8rvJfl715dhfVZ3dj81jGM-2W7k8p6K858GysW86htT83tWH0tW7zfrqN8vdgTcN6QY4BWpPnV3F3DXp9px8dKW3PBqy85Lvs_kW1MmpbH32qKQBW6N3S6s4P1qJLN7SG6lqwMmDDW8KwP0j3RqCCjW21PSXp3XMTsfN7HLGklHXN4sW3cMnKW7jFQrqW1_8wKv1GmLyfW2bkp_m10KZqFVKqTx024hDYYW2xBSC63GKCWZW72-Tnn1mJvrQW1dQfbL4R5khbW1y2htw94yxv0f5__8T404" 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="dnWWdQ6Z" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/10/28f0d866-fortra_webinar_19nov26_speaker_16x9-scaled.jpg" width="524" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Your file transfer failed at 2 a.m. </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">A file transfer fails at 2 a.m. Somewhere in a pile of logs, configs, and partner connections is the reason, and finding it can take hours. Across a year, MFT admins can lose up to 160 of them. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3hCZYW8wLKSR6lZ3nBW3qNzj91JklF6W4RDW0-3jlNQYW7frrgq18Br25W1Bw9_w2T27XfW660fTZ6dnlT1W5CD8-b64nc6BW2QL5q393-B5sW96bXJk4BGb6bW4RbtXf8vFJBwN53Pln-zT3CXW4gr4HR1hyTs0W3SZB-w46c-0hW2tbfkT7X-xsTW6JS5QT6ggdXHW978d-_6c-vGlW84vf2F5Y9Y-8W1BlSyB2psLXGW8DpJzF8Q9XDfW232SJ_9kQ4hXW6rpDVM60Y5DSW6H_yfF8NS8lhN34v102WQGt7W4kcpq8359VhqN3cV-XvX8xpsW7jVtnB93PP04W78QlQj6mDg8HVPrnh91WkL6mW2z0vQd53lNPcdQv8HM04" 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="la0p6TeT" target="_blank">Join us on November 19</a> and watch AI work through a real failure scenario, live. You’ll learn how to:</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">Pinpoint the likely root cause with AI-guided diagnostics</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">Catch problems early with anomaly detection</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">Keep documentation current without writing it by hand</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3hCZYW8wLKSR6lZ3kGW94M4Bs5Th8RcW8LF87x8YC5hCW6Mp_Q72rPKXMW1bVlGn60358bW4_KkLr32_-2MW3jshPr8Md-cxW1-bTYj2W6zdcN8H5qnCKVgqHVsGMt35N3ZStVYBGJc6WLrvsN927rzDV_lZJN6bfp8dZNpVfW388jcs3c0wmJV_Kv-M2VjCdWW7nnnnh31QXqqW4vZTrY8bzTJTW7QNf-P3M3prTW3BfmXk7QlqN6N1JFXTfYnlQwW18zqx65VzF0MVMvV4z2jDrdvW4qF7mn4gT-FdW25lwsP5clsmyVLc4Tb2TzL5NN6GJWpkgVlF3W8gM5TH7XGDrjN5s_5X1NpPsxN614rDjg58bNf40dLQl04" 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="pyiXaM++" target="_blank">Register now</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">Raindrop simulates your agent’s world to catch what your changes break</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3q2W8xswxj8TfgFGW27-9xL4RzX5dW4L1Ky-1XgL1RVbn7CS1DwbkQW4BS6qX4gqt7-W8ljLDt3gKCS0W7JLb583VmdgtW90rmp26y-6MgW2Hj7Sg91lyx5N20ZQRXGbhjxW2KlHzC74SLJhW1d49hw6WYbXxW8Zz9kJ2lQgkRMr57sZbDn5nW8F69SC2cWVWwW62n-y036SDWWVpBVyb3R4FV5W1xDvkl1tPLr8W3SqfbQ8zMwXkW5GZ7Sg4WHtwGW1JgS9b2m-xvrW2qP0R374Wxd8W7nhG1z5XqcbQW7Z8mkr4l6dy0N6r636FZ0NRzW8hFxsC4svPTgf3mwP8j04" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3q7VLkhKk33mj5_VjLGbw4cLmRXW7vfxmj2GWFq5W3q_G335CNL11N6txQ-hjDbTWVc3tBr1ZHwzNW6JkThS3ttW1SW1BrbFN45QZbTN8_s_LtrGcSDVT94Bg36zsprW6rQMZj2xrZstW9fdqSJ93StT5W9jG61k9lPTg4W66qQSp6Z85Q8W3PVYh85jSsnpVHDZfs73TNWjW8n-_WR4TjkTzW2jZVfh2TS03QW4vx9rz5-XpLsW2VT-H92_B2q2W4n_4dV1HZP86W9dlGM27JXLNPW4xqX2j2Zzbn7W54r8Gj5Kn8jkW2V1_8Y5Cmv8nW104-vz867c1Jf8dqxhq04" 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="QMkK6Htl" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/11/6cf60c36-screenshot-2026-11-05-at-9.00.37-am-1024x568.png" width="524" alt="Featured image for: Raindrop simulates your agent’s world to catch what your changes break" 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"> Raindrop’s Simulations, now in public beta, rebuilds an AI agent’s production environment so developers can test prompt edits, model swaps, and new tools. </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"> Raindrop wants developers to know what else will change when they edit an agent’s prompt, swap its model, or give it a new tool. The company, which started out as a monitoring startup for agents ("Sentry for agents" was its early motto), is making its Simulations platform available in public beta on Thursday. </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3l_N31TzH_YHmkvW3RFrry2St7VlW5LWZLS8FYCqJW29Qtkh2wHrfHW1qWdgC7Vm2CyW1vyxPG4cLGGkW83MPY08ChPvQN3DcdwCPW8Y6W32kVGd15kNZfW68pNmZ89JZCTN4Dsk_QRK_yRW8sJHbw3pMmxtW2Fx9C79hsXQtW3SFS7g1STrLsW8WTDCX6DpT5zW6Yh6_K2PwZFKW33mn4s6SM5fTV9qfnD6_W81NW8ZgYD-8xzwbtVKbYcl4bjGVFW2yqF0q87lPy5W7xm-9428lgbLW25Mt564GnJwLW6X5G353xLJw0W2b_qt44YpcvjW5gq29p1pSN8rf1ygrXT04" 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="Gpv6tQXi" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3qgz0W8wLKSR6lZ3pGW4gzHL799HvhGW6CNsmJ5nzTh8W91H53X2Bszv_W7P_sQw9lTz1xN1MnW2nJF_ppW4DfrPH5G_VkCW1Gjj2m1MrBVwW3hjCc62GVhmmW4VC5nz3-c8nlW2VbGlC6gTgGsV273ky4w30kNN8FdPp_yPCV2W4S4mZr2drjgkW62RcCg1fQGrBW3ygNkF3W-xy7Vtm7S72Gq7gHN6G-PYxGH973W18_KGv7mj2F3N7KSR25krRhkW3PlmLY3fz0x5W88vnfX20Sf93W3vqK0W11n8cKW8q-sT43BV5yFVWkL-f1ZcTkmVcBFXy1LBQjNW7sr-q02kLbFVW4l_drK21Y1KBW5Rz-9G3S9yx8f2thhRH04" 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="Fm26h9T1" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/e3c52d43-barsrsind-i65zoeyj2vm-unsplash-1024x819.jpg" alt="Featured image for: HumanLayer just got acquired by Factory. But it gave users a way out first." 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3qgz0W8wLKSR6lZ3p2W6Hr6xv14LdHDVp2ggH6LxMnHW30x_qg8Qn4ptN4-htH4PTkrWW7HX8Wq7CkJnRW45mHgc1ZvmyRW7dxC-47m3rPGW7rxmrB6Ls8SkW7mlgyj3zCD3jVGPnqz940ql7W6KGV4Y3Qz7FvW2DKLpT5PhqLKW2CtRcr2G3MRXW8yM5hn8SXWW9W5dJkvm8nMWP6W6TG0dN7YpfmbN3RTv6mK4xrCN3tmYqPb7srQW6vyLfV2w4WdcVHYNF12M5p_TW7FgQlK1BJDb-W2wVBdB1VkKZGW3w7KLD9b4hghW7wp8B13pWnVbW6F85Sd2nMXjTW4F5Dxv64RmFpW1hsKjy2YhljrW4Bkpjf6l0QW9f4YMq-j04" data-hs-link-id="2" data-hs-link-id-v2="QUITMABk" target="_blank">HumanLayer just got acquired by Factory. But it gave users a way out first.</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3mxV6SQqr5VF_rqVDpg276wnsl9W93rySn6Wm8TYW7D6k5q8wgWY_W1FVWLy8DJWxHW6PSncW7Kv3rmVG_xBf2ffm9FW6SJSws80FnQ4W8cDsxN2Cv8sxW1cF4wL8r2RB7W5rtWN_7L7VlkVrKTvV4mjqKhTnb8x4pNMKxW2n1psT5g6xKRW8sm1jf2BNM1hW6ccB-D2P6S74W1G8y6g5K8PvkW2_5Nq36vSjRhW5D85dm4l7cdzW5t1gDR57m0xdW5gP3pC6jZjVCW2Lskxb8Wv29lV_CM2S6qYCqkW208Ktb8xDX3rW2HMLb31Kb8d-W6GqltP47xQ2mf8XWB_K04" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3nZN2Ll_jZm3z46W7QGrd56zc98HW6Bgznk3sQFjHVc-fj_4y69HmN7qBHsstNyGqW73H_CK9d9sWRW6QBNhs6QhFs0W1y06dW2lSksrW50y7w41StLftN8WlSCQm1mWgM13S3rslmgVW2SXk0f8PRP4KW75Gc4z3N3mFPW4z-vQ5125pyyW17rw7g2YLsQ3W3PrHYM8kn41DN22KK48rpJrdN6__3ZHBQmZ1W5SZF_y7hH3bKW7DZXpy3DFhKhN1xHY9PXGy1QW4TPGJV1M9H70V8Gr178H_Zg-W10_KSt713D71VMRJ6D7M2T9tW1KHTmf3LHqkyf2sXgqd04" 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="Os/6g37U" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/ecaa359f-gpt-6-cyber-screen-2-1024x518.jpeg" alt="Featured image for: OpenAI’s new GPT-6 Cyber is better at hacking and better at staying in its lane" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3nSW5blv_f1nGbskW5vmGL28wkj03W3fPlHv6ZNZ85N1LdqPk6WZLLW69MhVx6gVbkWW4w33sL1NWXtZW6CLKyk79xtjtW4lJvBn6b_sbYVbD3pN9jPSh4W7pSs7B1nfxqpN2WcK-3qS_RDW1Mj90H92cHKYVfMRxz6DkVzbW6X_bNT3FG5K4W53fhm12SzjdCW1MTVL54Xbd2vW1_1KRP75fv2dW1-90gV502Dq-W7JFh1l6vHDh9W6F9R_86Jy5kBW1WkH-V67ZWSTW6nDYKZ3rVBNqW102prp2GVs88W7mKLp08KPj_yW1rW8xv72L1LTW86qM8_2F_d13f74hkKj04" data-hs-link-id="2" data-hs-link-id-v2="5Xx5syT/" target="_blank">OpenAI’s new GPT-6 Cyber is better at hacking and better at staying in its lane</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3l4W7yHPZV5C9fbhW8q3YSb6h6NKpW4Zvbtj5BkmyfVF5VRf19dsCcW6wPdWG3RxD9vW8qlFD28S8j2xW8Hh1My1G_pXVW5vVCBg1Gd6xGW1LyJqP8l9MJ2N5-khZkBzWbZW4F8HbH5PjLS6V_SSd-7wscVCW8cvb4-1cNbRDW8ycdQw1Wvm71W8fdkjK2W-zhWw5VJ8L0gBhVZp78v4VVcVQW5R35Hr8gNf39N42RVsRHBsf5W26QT2Q5SK_jsVN0QkP6Qwv70W66Yrfy5MHx_MW2F-0dP2S_CKcW3jsW8N2VKtbNW3Z6WsF5bzvqmW8YHLNW2hscD3dx-kYW04" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3qgz0W6N1vHY6lZ3mZW1D99Bp6Zbm6KN1dFDvcqGM70W13QQk37tTbgvW9hGHgy5Lqd3QW529-9d7bFf0DVh5qr452TW4QW4lXClG7HM8nvW8snBLb6R9SQ0W5SJbj-2F48ZrW8hYzLr42Qz5FW6f7jXj8mHjkQW2byRbR5-4yjnW6HHHPv7ScClJW4r2yWK7HYTGvVQQpFf1cjm-2N8Vfxr8bQqCJW2v6TjY2JK2_bW4hfFMC7Zy-8YW7vwlXB1sG6mKW7Dt9vX2qf2WGW17twhX4G7SLCW5yd-R16tn56rf5nDNC404" 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="qzSkHAsX" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/63789c5d-nightshift-tns-600x300px-1024x512.jpg" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3qgz0W6N1vHY6lZ3pZW3GXtBQ4TbMsbN5XM0d6KLRxkW7bgrqv89ZnJ7N2-2M5j-2pVSW17XbJf3PWsYFW7fgWJZ2QmPcFW4f0yjl4CGfVlN7yMVgGQKJ0JW4Vc__G7sGcl0W5Vl3qp2xp9BXW56PMFv5s0B-WW6Zl1tN6PT3qYW2t9dyh7gp-yYW7FtTDL4sCYq_W5jrkYX8808gGW5WzwZQ3bvGk2W2v7qyK32cQS_W897jpr68j1RWW5DWLPM3wkkrzN7T19vvRt_g_W8stqBY4WlcznW2cq2t48R8MP9f8XwkqC04" data-hs-link-id="2" data-hs-link-id-v2="Kf3oREmZ" target="_blank">Elastic® nightshift AI SRE learns from every incident, finds what alerts miss, and delivers trustworthy evidence-backed remediation. </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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3qgz0W6N1vHY6lZ3mNVwzQMJ60BPGmW1x2GQv1bQHkDW1YC9445jFrQJW3PZW2X3JQHpPW2CQWtH2jpGXrW5sk2py8vcgccW44M6y766BJZVW5g1LlW3JH4VQW8qc1DQ6gl9_2W3znbg_7dNjW3W2c1qp11z7TXtW98RKGT2Y3mhJW7dNKNN4h9rLlW5wSMLn4g7fBFW8s7Zgc919kyjW3lNC9p5-xZnZW1ksqHX30t-XSTHNTz89pRJbW5VtZ_J332Yj3W4pS7kr63_7v3W3NqgtC77vVG7W7-jtg526-NvbdHyBZP04" data-hs-link-id="3" data-hs-link-id-v2="MeVsREl7" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3qgz0W8wLKSR6lZ3nbW6x10FY53G358W1q3Kvd8x_V84V-5j4J68LgzsW6Bkjr115rrSfW2KKptp1_KlTXW8f0dLC8VWW7NVK1dbz4VTk9tW498kKN5BGbGSN2VD9cflwpJZW8BhZPp1P6-zTW8hBBK85tD0M2W3gvgrG81hH0bW7WVDC11WjmCdW5swT2l2RvKx9W7N4VCw2mNGVQW4_YZnR6t5GHxW43zD9b2XFwpPN6psCqFfwCs8W181qK-6mm5-lW8dkC8w9lW_80W9cTD-R8fgYgcVLpDVZ8-pMcqW1Gl62-7TKYmWW8qTrdt3RTrPVW87xBfb9fYMlmW2fRHQh21Q342W7HkKbN13GLjYW6QjwWl4xw1pFdYbxgd04" 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="QRZiNO4G" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/caaa144a-getty-images-ycmp1okhumk-unsplash-1024x642.jpg" alt="Featured image for: Together AI let coding agents rewrite its GPU code. Then it kept humans on the deploy button." 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3qgz0W8wLKSR6lZ3nDW2NKHJx60zx1JW6Qm5M24j5bj0W12_hc114Xsw8W860dSb347m-8W1wRLZx2RrrhzW4Dy5xh5-6s2bW5NXSDs3VxgnvW7MjWqJ32p6Q_VSMpJ38pHHtXW7LYwbr4HscnJW9fyWL74GSSMVW353ggC94VWvFVSRFDx7q8pCpW4cXrbQ3MYHKGW9lljBz89T6zsW7sBcCN9cP5FMW8WbwjC5MYgmHN5PDJJJfryQYW2j5DBK4kqPT8N8Blxd6c5k4-VMS4SV5PrjVhVf15BR6vZywCW2QmvlS34jlnZVvBTpG6pSks0VfJ9VQ61-fdFW24RXKQ5-BKWQW4bGwyt4XhMCxW2ylpjv8hXGwmf86XxVT04" data-hs-link-id="2" data-hs-link-id-v2="neO8o11l" target="_blank">Together AI let coding agents rewrite its GPU code. Then it kept humans on the deploy button.</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3k_W5XYyzF3r2j3cW4wp8pr5fKYCtW5FQGbH1p23mTW4-GSdw6CSBGxW5ZCJxq7pxNk9W2cQVYt6gCTpWW1gnkrZ8KWrJWVt4qTB8pwvKlW86nf5J2VH6PwN3Gv8sY72G1_W96p2LL17Mb3WW8zs4G-4T4fTSW26Zrv43CMysKW8c4T561QcPYsV_GVcq6ZgL-TW4FLW6T7K6VJlW2QwP6F2cyhtWW2nZjBG2qKFlFW5VF-H07HDT3ZW99xscH6Xr7m0W65BkfR4TPx4kVJJ74L7N2YYNW7L5hBp76br5jW87gw3p8RCT51VX8LSk7XYKPpW9fW9YD328pymdj5jbR04" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3qgz0W8wLKSR6lZ3q6W851w3034C8l7W3BwskX8q-k9cW82b19y74hbwtW5635Sg6j8ZplN3nXjlXg7T24W5mgJvH35l1NxW3vZcQK9fkNVCW3XGnJx2KdmdjW1L-sQc1gKmC1W3RBw564tv9LDW7Rc84v1-5WF3W73mmFQ181yMKVTjWw_8YnXNfW8psSy32tTGf5W7GgcFG6MJxv4W87PqF-8yDNlgW6WMZQV5R4w5VW2yfkj33XkqnHW10DrBF7FTBpsW2th8b43lQC5MN115F7XmhHmxW9frf0L8_1zlhW6499dn4Hm3CCW4PcxDS5xSjvdW6Nwm6L5KZ38dN2qTWL1B6jRqW1j0KWR3JybwVW6mDhtT5YLvt8dqk-dW04" 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="wo68S+R5" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/f135ffba-sebastian-schuster-gszfho-fg6c-unsplash-1-1024x768.jpg" alt="Featured image for: Groundcover automates Kubernetes sizing. Engineers set the bounds." 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">Kubernetes</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3qgz0W8wLKSR6lZ3kPW6fF_3Y6CCg69W6hWCVx1kQhWJW3wmDfZ40gLDjW67nx_g7YcCnfN2rDnw9_7LdvW8WDtZ52h4ymLMGMd4nY6zTcW6kC2wV2MpMfYW2Wk1Tg8vBt4yW8QGbCj4ybv3mW6wTjcf4_mSYHW3zXk533gJ1-vW49_5W37TrZtDW5Sg-Xm23GD0NN2Xljs3F62SCN3RFLHwHPbNsF1D9fm22z9zVgN4k35L-WWYW65Ln063Sy2vGW3lR6G3362SS-W3D68yc35q_gYW12HC_r1rsYhyW1P_P3R5jjDq6W1fS67p17LGT9W6Zv2YZ4fnkNQW32shrN3tR7FFW4JTC8Q4YVrWQW7t4Tz_94ZnQYf97PtMd04" data-hs-link-id="1" data-hs-link-id-v2="dgcTJBhc" target="_blank">Groundcover automates Kubernetes sizing. Engineers set the bounds.</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23qgz0W7lCdLW6lZ3nRVll5Rv8SXt27W51zcKG3vPHTfW7KfntT8pmt4dN1chc0XQ3Zx1W707L2V6mSK6DW9911Mc5ByC9vW4t0rgP8xDw-yW9gvBp62brxL-W8jQXhl8bKL28W1wJhM72JGBVqW2RCw0x6LpvsTW660JqR7tcqjGN4g1s_dsLXF8VtZjmv5NkfWGN1D2pfjSlbSGW5Y4ky_3-qTTzW6X4kdY1RbRhDW94WQcL5dlgwNVdMbcT93vc56W65JhS55bftWHW3pXmff21ysJKW3_LXlw6FL6WDW11gMwz4-JT1NW59qv5D4djtqkf8QGx9Y04" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3n9N31wnpsFDb8vW7PSRdf71pPlTW4QMyzb3Q4QRXW1pvMqF8D2xYGW2DBNQF3x59SyW5HD0-G1PSpgLW11Hq1v16R0VWW88GZJ_1vDm6JW3FndwR88r0T5W5_Vvr85sftZgW4c82dN6NQytGW4v83418cD_KQW4Hs8zY3QcDZnW39QJsK77s1F9W4f_-zf12Rn4vW6Gx-WN2T_fwWW47jNDL2RKWLQW6GlG3X7xrBLFW1NmHNG2nMhYWW22sGhs1D8B7pN70Xd9FSWDLrW52GgM-3y21CvW3zTtyw34j7cpW5NR3w31grv2DW35-rFF4_YdymW5Q9CPG1pSrk9f6vlKvx04" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3l4W2kZ2qx6mCsv6MHdTKLTTq_vVdjFq67MNY6NW5Kjk766NSrpNW7wpPHB8LtfCZW2zCs_W40m7BWVCl9zc7bw3KvW6wXPnq2tgdx2N3HWnHdrFkJGW1JNngD1PK7SHVtGLMh60WhBkW38kRmP2NYpxcW3R1_JM78mz0cW5bC48d2JsTdvW2rLF8h6TCzdGVZFVPP2YqKNcW7rSbX68QdhPTW80vDXj64Bg3LW2FkrCN59DDGMW6fmPqT83q_nSN5m_47lcBdkCW8z_trH58Rt03W8kB8TN7Gp2GSW8LHl1l4HGhN9W4htZMj4tym5tW7kyX0N7712Tgf47w9-d04" data-hs-link-id="0" data-hs-link-id-v2="Upht5jGd" target="_blank"> João Freitas </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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3q1W1sZfK17Fc0pnW8y50B34yflX9W1j10ng6w66sDW3MHNXG36p10fW9b7Jj_3nz-d6W61pjH778CC09W3-lwz172mC9kV8_Pdd1VsYVvW17T7wQ25MbxRW5xPlKj4lws92W5BGl9_5BYXsfW8rBswc1HppkZW7_067G3hnBcMW4q2DjN3bbcqMW9cVDdf3KhfT3W8Vr3CW1WwzvSW6GyLZ73tY7CNW7Ttkyd88FyJcN3RwTv1gwHdmW68HDGB98lGLvW5X7lnL32PNV_W2Pm9dh2pJBs5W6rH5xj7tgs_QW8Fk8hy57j6-9W6l9kCt6HxzHRW8JhV053cZjXtf8ZNWQK04" style="color:#ff3287; 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The metric I was watching caught two of them." 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3pyW53-Yrw7VghjDV2nMlm6pmr3yW3JD3kB4NMQPZW11Mpvg7QX1QYW7gpZ7275rhfxVgnD0d9jdtNyW95L_vm44MjX4N7fPG-VwwC70N5lw4Q7LNj1PW6QH5Xv4TGktnW56R46Y8ZBDSJW21hlFK6V0CFhN1-tcc2fsszBW8tFjbY8SsjzLW4p4vg35_KgS4VKrBBj6GrDmyW4hDRfw3dqNr_W658fCn6W3NG1W51ph8j6DkJStW6vhdFc15VcN3W3c9z4x7L-wc6W59hS_z1FkvsZW6CKKcF8XQj4-W2NQ9yQ49N76KW4_2jdJ2Wf1-lVRF4mY8znqvQf2yH2hz04" data-hs-link-id="1" data-hs-link-id-v2="lBf2M0gd" target="_blank">I broke a working agent seven ways. The metric I was watching caught two of them.</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3mdN3hWPjTgfbyHN7znzCjqNrsHW3f7fr05sS27mW7qJNjw7Mk9ZhV-0wdp9kn5SNW2C_B0k6NfxhkW7WKRTX70yx4zV8wkt98XC7mbW74_34q8HgJr9W22Mfmw8cZhmKW5K6KwN4j8nb9W1NB8Kj8pn72HW90Bb5v3DMhtjW8S5LGB4xPkyVW64x97W1tQDxwW7G7Djw7Xmz-pW74Yxg61Tz4XBW1VltL65y5gnmW26njhk7JhDwkMdMpkJDHd3dW3KR9nX2dPl8-W9cWJWF4rG69JW8YJzSX8YjzdhW1LysML425nYFW4dnGKJ4lggsjW1xWdG85ZnkFBf43Z73P04" data-hs-link-id="0" data-hs-link-id-v2="GB4bxW1D" target="_blank"> Kayode Ojo </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3kJV1V-Y33l5_wnW5ztgKR7SXHZJW2xngKk4qt31RW2qYphW3xCXvpW5_vx--6YbVMxW1qlQ_389nhN6TRkSz3JV5hnN52PylrvhrF5W8lY3K01gNxgnW4yY_Ym4Y-bHXW95hmHj1gZzb9W2kZW_C6dY7gzW6FskdD36d8GMN2nRqPkP370BW3nLnWc5t7b6FM6qGXjRftkrN72dVCYrbgdZW6YbV691nLLMtMMGL7j-rFB6W86wxG29br7qkW7mSpYL1MqdRFw3B0Hq7qlRW1DbRPY8kRBxhW2YtFDz3npwmgW5xLynV7h_d9bW5nR2CC82jzM1f2VHFvR04" 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="tqQkMFgy" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/11/5754f980-veer-mickey-shah-bkc-x5jojw-unsplash-1024x576.jpg" alt="Featured image for: From open beta to global GA: What Docusign learned by bringing contract AI workflows to agents" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3qgz0W7Y8-PT6lZ3nfW13bnTc6Mjt5yW5L_0WB4JwqnbW5VWnyk8XbcyyW4pR6zm14WKkqW8Jff984Kv9RQW6ZnVHb2k4HW2W6bG_Hp7sH2-RVydnPG6c18HTW33XK1L3fJbHGW8xHNV52xkrhFW7zqWtF7_zPyXW6XnktY3qGJJ7W4fcMm25fppmJW58J1Ks7XjpP6W26wy6Y2yKHX5VVW5Rt5ZsP6yW68LX_J13qsltW1MrJnH3MZXFgW1H9NdS5xbBWCW6RvFb_29Pkx9N94J16Hb-f97N8yY37-Gy2ttW8fJZcn6Q_mz7W1xv71L2B-P-MW5wsCxt4qt9bJW6sQ-sL6-rthQf2MZM_P04" data-hs-link-id="1" data-hs-link-id-v2="LDrPJLBj" target="_blank">From open beta to global GA: What Docusign learned by bringing contract AI workflows to agents</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; 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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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3hCZYW7Y8-PT6lZ3mRW6NgzFW8yb6p3W76T57C87kqcHW66Hhqf8BsPbBW1zyDN94CmWBxW7j-9z17yc2B-W5wqpmB30d9QbVHh_Jc2tzWLlW8_3GRb3d-CWBW3M88c14p6smBN5B3w_JRzz9xW6Sb2Nm1VLMPRW7bltc06Y1CMVW1s4PH52Cz554V37zTS1yjGR2W6pnQg64pDGj0W3-GfZM5qHhcqW1VK6h8858KbkW2BGWhc4qGkwBW5BBKm_2cS52gW4SS-0S2T8l7WN3CRdDBbTwXlW2N8-h09kMG1MW8dNqkT8_HJRKW5nJvB92L_q2CW7RpMlT264ZYgW8WC2h15_-2LjdT4mFM04" 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="2/ef8+I4" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/11/e8486ad0-social_livenow_vs-2_16x9-6-scaled.png" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Kubernetes in 2027: Building platforms for AI, autonomy, and scale </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">Have you downloaded our newest eBook yet? Written by Chris J. Preimesberger and sponsored by HPE, <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3hCZYW7Y8-PT6lZ3kWW3t021K9cbYvRW666vk52MNmN6W5Mhpkj2rkQ6qW3VyS9D16kFtcW2bGdV0981tdtW4yR2vm5T0c9mW3P-d7S5KzvHpW15Mcc4113YNTW8RQZRH3Fxw_KW18nYZ_4Jtqy7W8j6mRn5GwcTfN6HX5Gn7DMg-W8yfyXg8kFzH7N3LcxSTZKrhbN8NQSHgKVk9FW5xm9tS1NWNrvW1dD9-P6VlVt9W6mwRhB6KLBctW1sfKBh3wkPJLW79gQcl7bRqftW3q94-y8t79z-W1d65bR1WSsrPW8K-1Cd54Kc4-W1S7l3Z7VD1-fW49lHHf22G5XsW5drQ7P361c32f4Yyfvs04" 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="93NEXBMU" target="_blank">this new eBook</a> lays out 10 priorities to get your platform ready for AI workloads and autonomous agents. Inside, you’ll find:</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">Self-service speed without losing control over access, policy, and cost</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 benchmark AI inference and connect cluster health to user experience</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">Guardrails AI agents need before they touch production</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 10-point checklist to pressure-test your platform</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3hCZYW7Y8-PT6lZ3phW7lBST54Bf-wpVJh58n4RYRWjW5bZbWs3gZs28W41Gfzw4C_3DzVb21ms476-KGN66l7nY6lrk3W6XQ5fN41qzmWW1P_gCF5Y3gy9W960szB6LBLmKW7KqwJ463qy11W6bmL592qdz50W7v129333p5sqVd_NKD665pPYW6CKz1P6pqB7_W1bzdKz5Pw9hMW733sN38TspQcW1tTfhC80WSddW5HxslG9f672gW1srJCS51x2rFW2QmxWJ5qPGs4N86W9sT9b_y2W4gBJpG2Lc6GwV5rP4G2qVyfvW6n8H3m5js5JvW7WrKWC8568rMW28-zfh7q17gCf79ykGl04" 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="u2UUmNGW" target="_blank">Grab your free copy</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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3hCZYW6N1vHY6lZ3nVW25lQJ68f4JgzW5ZCTyG3FypPrW3z49zw5Wy-qFW4ZspZ-3zFGQ7W2Fl3BT8mjVnjVHNL9K8d8ZccVt9Kck6wlH61N3kZMzWWb2NtW7fk3qY6P0_M_W318J921HKkpfW2tl-gY4p_djTW3qfWlS8MZc7MW8ZxRnB2FB6mTW7qHkN12bN_9CW5HhV8Z1YSbGRW3bXvYl8mHx3yW1lDfsy6mKDHqN65fNXM_KlJ9VvQHYw4jyJ3PW717DCH91hDqzW7q9H6h22gJltW4n0PLj7KHwLQf2Hl6D204" data-hs-link-id="0" data-hs-link-id-v2="Daxm0IpW" target="_blank"> Learning to code shouldn't feel like reading a manual </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 recently launched Lesson Packs: bite-sized, visual lessons paired with real hands-on projects and an AI tutor that's there when you get stuck. No fluff, no filler. Pick up JavaScript from scratch with hands-on projects, finally make sense of the CSS cascade, and learn how the internet actually works under the hood. </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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3hCZYW6N1vHY6lZ3lYN8ld4Y6NHzHvW3pzDpF3kR4FSW1BvqfV6kMNjYW2lVM6b6dNF3FW9gz_Dw2_DngzW4Zd9jw7pzd25W2b7DXL5KNTBMW67yhvW2bY9xQW3qzC6f2c4902W2w5Y5g7-ng4nW33jTx36XQ5x0W9c4-bY4V6kNnW90R8B43V3hThVkZj2m78jzQfW6RMnV66h07KDN5m561pfcyV8W2yKBVx86vYrzW5tR2hx3LvgdcVsrfrg41JFLhW9ff-WH6T_9G1W6Mvpc-3HGqZFVxSrvn1clPTdf2fFS3b04" data-hs-link-id="1" data-hs-link-id-v2="Cie/+Q9Y" target="_blank"> Browse all the packs </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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23hCZYW7lCdLW6lZ3pxW3mXdR94fq8f6V36ghb6mfs-qN7PG9VMQZ_NfW88TctV7dzQvPW8_Nn9-4-twWLW1R_gkg7PwQ42W8NZkVM74_82QW75lZb32mY998W29SbLg829lWlVb8Rxp30W2mRW7lPpK01X5MflW50Px4J7BztdvW5C8_Tt1QQb1JV4H5cs1PsbBdW8Wmx6Y47XCL_W4yHptH1lXxk0W44-LZy3x6vh8W3M7sFT6h8lL9N2WmHJ8Y5NlRW3SvJZc7k7z2WW4VZKt07LjmQyW34FNLk7dQM6XN7gxl3_Z2hzpW5CxR1S4W1_DKf3Bv_qM04" data-hs-link-id="0" data-hs-link-id-v2="oJAKMRqY" target="_blank"> The sandbox wasn’t enough: Why AI agent governance requires runtime observability </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"> Static sandboxes cannot contain dynamic AI agents. Discover why effective governance demands runtime observability and rapid containment. </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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23hCZYW7lCdLW6lZ3n5W4n-G1_6y8QqfW6JzNlH6bXdhmW4xnrNT2dkFyJW7Y33-W5HyfdLW92fqkw2nK7gQW1NnqVN2HJWglW2vRtyS80xMdNW3Bd34Y6_KDQQW4XfMBZ8hG8ddW6g1dBS7mRwQlW4_Y5B86v_s3pW5l6NgQ40Ll7JW7N--xL7KhZnJW8Hp3ZJ44__zsW36RV0Q7JVx_sW6YFKz-7y_4GYW5tHkqz1brlzLMy34yWxbDJ9W76pBxw614ssBVc0c_C3sGXcWW4zr-JP3TzPGZW7-6pQt889kvQW5pSg908w8WNrW4wtYnm19SnW5f546lFx04" data-hs-link-id="1" data-hs-link-id-v2="gKGz9SRr" 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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23hCZYW7lCdLW6lZ3nJW4_j7sZ8qhLK-W2XMcT45ZGcFRVyQqX2731TzrW6bQP1X4m-r1dW3ZdKYr7PmchPW8CtZDG62xVKKW3NGpWQ3Jlr5HW9hpsgS7yZkM7W2jgtnY2d--SSVgxvyv1c28CGW85nW133RZJ0kW8_8shb3nlTH1W2_8n1N6f25jkN3J5rkT5HnrJW752GCn4LstPkW344qJd44tsJ7VSsfVT7CY1VNW8Mzfp61wy_rPW33YV1Z8r3pylW3M-sWV6q8xV5W6Ysh7112C20nW7ZQgMl2HwzDqW5Yrn_F8cT4BcN5mjn6XlQXc4f3hMWp204" data-hs-link-id="0" data-hs-link-id-v2="cZsRqFP1" target="_blank"> AWS’s Hydro team wants the compiler to catch coding agents’ mistakes </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"> Agents now drive most development of Hydro, an open-source Rust framework for distributed systems, producing larger pull requests at a faster pace. </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/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23hCZYW7lCdLW6lZ3lzW4gc0qx6HX63TW3PqDtq4596nbW5Jxx_l4_YDRqVp-f9C4FbQVPVKtkYK1DfnfTV32hKm2KdZ2fW76wKVG3THdJWN3Qm5jW3RMc7W1SXwhB5RXx4_W8zHWvm93Q2g7W2pmKW54hzCcFN67cSDwFfPdKW836V2G3471HtN3SWsfSKvsFCW24435X83GPv6W2HbyQY7mV3mRW3_Jdwt84J43YN7Y_hmPvlh6gVltChB8D59wxW62qBsj8T814VN32rZ3PtlL-yW8bmKRk6Hgn8pW4v7p6c7CWgYyW4d8Fm865kMzGf4J3kyK04" data-hs-link-id="1" data-hs-link-id-v2="jPm9Qzxq" 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%; 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Plus, Raindrop simulates your agent’s world to catch what your changes break
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNs5m_5PW69t95C6lZ3mrN4mdvN-Z5pYhW4fJYpf8GxppJW51sZvS903GJYW7B_D_64L7SD2W8TC_PH8Bcl_PW6KPG6w3d02wLW6GllG_2r8xTyW3xWYg116_v6tW5PHvzR5cXyYLW6fWBwj89tPFJW7KXzFL1gD7H5W3ZryMn1LlQDNW4nDkB86Wd8S4W66QwWt5s6hzyW7zbT-d77dy4-W86RtZ89cvMTrW59SKbS3s_M7NN3rBvgwgzjGcW6GWc0q5dGfMfW6gKxby15Y8kkN1Mk7-2KPFvfW6grznW6Q0DhjW2B2ylm22-QtZW3s6H-53_vw6pW8lx4QJ5wn3qQW40VR2D8bFGFrW6C2GWy3BCRC7W1tYHYX1zPRbRW93M5qc1XBLmZW2d8jCb9kZW9DW16yM2P76ff3FW7gTyHd7MGqR0VHWpZw7Rv9vfN2qM7g990QshN1ZWXNSrpw4hW5vK0My3Dt6-Gf2Qnfk604 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3prCCW6N1vHY6lZ3pzW667NSn4RcrvSW5JLB_93DJNw_W29WD253MYPFqW7zQpYd6jj5S3W5xM9P_8_dH6kW4G14KY6WH_NJW6CvBPS92MshsW3dL52c7wKrc3W5qlgVP8nbKHmW6KbQfx475RWhW7KT_Sf5d96vRVnhWLy30bBdlW22pcNl4j0nMKW3vHBJ973Dj0WW3cJbnQ6qcJvBVjjKp-83TspWF6RLCC4DN8jVxbprZ5YGqMvW1gHVJf8Pc2-NW6Cp6HJ7BZdvWN2cp0pGyp12ZN6gZZmXghd77f32GR1l04 )
November 6, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3prCCW6N1vHY6lZ3kHW3ZrSt44ybRRcW9hWmWc3LRs8kW8-G9gf6HFfVsW9fsDzq1s7VDfN8HrhVHDCdvCW7XzcZL7HfH-PW82pKW23M_pwKW7BJffn7pbpTvTwwqy6m7f3PW7gQK8q8l1VcrW41cV785NJJJ7W5nNQyb7LFVjtVb8FnD7vCsFxW3Gb9sC3nVYxGW1mk8bs1qnqCcW1HrdVH4YVLQhMJv0Mgv7ytYW5Ckc4q43QpxBN5PqZY-5r-fKW3Tj0zY6B22jnW1Xs4LV6RvLfhW8fGfC_38K2CLf3k9l4s04 )
GPT-6 is a real piece of work(around)
OpenAI on Thursday launched GPT-6 Cyber, the latest release in its series of cybersecurity-focused models. The company ranks GPT-6 Cyber’s ability to identify vulnerabilities and develop exploits as ‘critical,’ up from ‘high’ for its predecessor. Just like with previous Cyber models, GPT-6 Cyber will not be available to all developers but only to “a select group of approved Daybreak Red customers,” OpenAI says.
Daybreak is OpenAI’s program for security teams and researchers, with Daybreak Red being a subsection for authorized red teaming, penetration testing, and exploit validation (as opposed to Daybreak Blue, its defensive counterpart).
Over time, OpenAI plans to open the model to all Daybreak Red users.
Go deeper: OpenAI’s new GPT-6 Cyber is better at hacking and better at staying in its lane (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3p9W2Clv7p7s6H9QW8q19jn3s6-42W2nL1Hz8yJX7LW4VwXwp8wq_H9W55RQPg72C-f7W2nTwWW4j82Y6N3nm2x6CJCn-VjWVbt301PG2VPK7Tj3lG2PKW4YkxfP2MdfmPVJ0N5M8ycf7jVCw_XX2thhTXW41dQbV12tqNmW8TTlfg13zBV_W5nwssg77lDkvW2PZLvh3bRSX9W6RBbhf3Sx2ZGW3tWk0r6nmv-wW3_tzXN26nPplW7y1nzd51x1RgN6wnkvzLFd4sVgNXj47jHS-2W59R-fB3l5SB5N80SV77M3DYhf2C7MPx04 )
More fresh reads from TNS:
▹Together AI let coding agents rewrite its GPU code. Then it kept humans on the deploy button. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3nFW3WgNH26gkRzpW47RKvV99M9K4W51ngp22WbWpTW8SnmdX4zYh_mW780tv07H5kq9N1yqfsGfZY6vW7ckVg87Y7PFyW309FnM6DtbC6N6m8sZml0XMYW1SkPfF8Ry-c8W7Fm9s461Mn5YW6TQhhX1Cw76PW4Dsr684nv2xmW4mNtRM4FWJHMW6qzPGc2PGRycN7fSSRnlT97bW7-ts4M3-STSFW3Nx21l2SXY1LW7dBkMc1mK85mV8pqWB4QqQCyW245Tr36X0L60W3qYMYx56BQrTW8CfYQF12WVbqW81cFkd14k-MbW6t6YwV2q6_x4VyLKbb3JmT-Vf9gp8Yx04 )
▹HumanLayer just got acquired by Factory. But it gave users a way out first. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3pGW4yz11k21p_DjW7SdST06VQNjqW58YtSP7sMwmwW690JlK9fGfjPW6X-t_p2HbkDnW2vN4XC6QcQppW2b98bd8sF1gCW80QPtv7Gsc8HVq9md04qmnv6W9kg8Cf20cSCGVr87_y7t5VVpW7RLJDP2jGdTXN3NMLFfQ1TZyW2w01h24KZCg_W32zJ9c1S9pxdW4c7Pqp39qNVFW7kf41b5_SSnSW7rYKwp5HtQxLW46JmR68nDLtHW2Vd2v_7P6RbxW8X4GPW1V0Qj7W4hSqRT5n9CmqN6ndDsK1H2QHW4fKvvF8LHlCWVHTJxD1fKDk7N1228ZTBZJZkf3-gj-s04 )
▹Dropbox ditched AWS S3 for its own in-house system. Now it’s buying Tigris to sell S3-compatible storage to AI developers. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3llW1nsCff6rhMVQW2y3pd61H8gWBW5y0zQv8Nq53TW2V4DFw20ntvvW3YvHtw1S6JzmN32SKyqgM5nCW40wfd57dzvZVW26fFhz7hV5TmW6TBZty9h71tsW2QyGYZ2PyQ7zW24kGZ63Jpv7rMhXqpmTqk7qW7T0Yqy5XsCxJW6JP7qj4WRXgbW4X1XhR59NfBJN5g1ps83rs5GW6fy5dM3tnTJbVRj_N34sVnJhW51G3n55Fqn6mW5VH_Z22hYz4HN4w7X6GzVQJ-W4wRsDb8wZNNfW8j51pV5pgNMPW4xvMPJ5BWfYqW4ZvrZD8Sg6GtW6kpk5p2zkL95f45wNvM04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3q7W3t4lyF1j9yTpW3ZZZ8C28YshQW5fVMKN8jWpnRW6ZNwqT3STSq0W51wMhF1tnzVkW3n6BXl4lQ3JcW1HL__n2JSltTW6yTChg8DsNSbW3wmwGT82Hj2zW5mpKWt4ZW49bVxG-LS4fKZMyW88PHyX8jqvS3W1FlWXN31RPlmW5cNy4N7123CbVx3TgC6yQcpnW5GTWry672CY0W10tjG77Lb1GTW7Pdyb15XWfgjVlHssv4JgQPBW5RS0Wv4X1Qh8W5F4Ztc9kvv3qW7RHtmc8gZVGxN5f5s_FjSvWHVQq3PN17CLV0f6pm9mF04 )
Your file transfer failed at 2 a.m.
A file transfer fails at 2 a.m. Somewhere in a pile of logs, configs, and partner connections is the reason, and finding it can take hours. Across a year, MFT admins can lose up to 160 of them. Join us on November 19 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3gP0xW7Y8-PT6lZ3lRW1zWp8510HtGKW92FRSL8-3Yn6W42Lgmv8RMp6FW3QShFK1h0ttTV3jQsn39sJYzW34gB05123fd_W1xpGRr6C39NDW6_Nx7H1kt54JW1TJHYN2jkzbgW8VVWDh2jtLY9W3Yq9Yh3vczsNW8nxRw69d4QNQW8wKbMC7GnYKrW5z5NnS6v-fHXVC7fj64wtnMvW1kNBcl4cp9TnW4-t2yw1Tcjx5N5xttdBd607LW3Y09qq22gmQvN5qf64G_dlXqW8dMnpR2Yr1XWN1QYZ6vywQJkW53fGzf2_zs59W5r7Pjl5GWKK5W75s07P27hm2-W35gjSb67Tlr9f1SpLMR04 ) and watch AI work through a real failure scenario, live. You’ll learn how to:
- Pinpoint the likely root cause with AI-guided diagnostics - Catch problems early with anomaly detection - Keep documentation current without writing it by hand
Register now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3gP0xW7Y8-PT6lZ3lRW1zWp8510HtGKW92FRSL8-3Yn6W42Lgmv8RMp6FW3QShFK1h0ttTV3jQsn39sJYzW34gB05123fd_W1xpGRr6C39NDW6_Nx7H1kt54JW1TJHYN2jkzbgW8VVWDh2jtLY9W3Yq9Yh3vczsNW8nxRw69d4QNQW8wKbMC7GnYKrW5z5NnS6v-fHXVC7fj64wtnMvW1kNBcl4cp9TnW4-t2yw1Tcjx5N5xttdBd607LW3Y09qq22gmQvN5qf64G_dlXqW8dMnpR2Yr1XWN1QYZ6vywQJkW53fGzf2_zs59W5r7Pjl5GWKK5W75s07P27hm2-W35gjSb67Tlr9f1SpLMR04 )
TOP OF THE STACK
Raindrop simulates your agent’s world to catch what your changes break
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3lHW7qxhRB2z5QdhW4MBtRC2QJt9kW37B7nk3gPt_bW6xFJZf3FhqnnW3dpBK72x_zrjW40x8sn6hnmNCN15_yqpWf1lnW3wJRY07JTs67W9cXmFh6cv_HmN4ZQtQ_2Rh_6W349_yv3wG7B2W96dVl797qZXsW8KTwry6Cny9WW4Thjhr26l6ZcN6KpzQY1DPvjN1dp3CCXpc5dW2pVP8Y6SkH-RW7KjDp55Bj4P6W3rMzrh23LljLW4bqbSZ1xvnX3W6LGnT-7XjGN0W97SlCY75mbMGW4jQjVJ8cFCYJW4WJ7LG2T_qpPf3yL0tF04 )
Featured image for: Raindrop simulates your agent’s world to catch what your changes break (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3krW7HkXP83ZVF-nN89NFgMcBDltW7B8k3v5m6zGkN5p47F7l3cB-W27wNMT1tcX4NVSnBNh6ZFrDwW5pYLb76v62LpW3sB63438GykHW2b3PDt6zqdRJN7wXklcVGBmfW13-lP3447G1dW7PVrn54xBP1QW7BZd2t5LZvzyW50jWtf59r3l1W1tBVXT6SpN4mW7133d94x1zXHN99mM_r33mVKW2cQykN6vnC06W3FGxcY757W8hW63vB_N1RDBjsW7Gy1zW2DShgyW2Sxcnn1WsnWpW2-fmh03gZf2BW1JJKD92RXc84W2zmfXt7rRyzWW2ByVJ98vdw8Xf3tbDXK04 )
Raindrop’s Simulations, now in public beta, rebuilds an AI agent’s production environment so developers can test prompt edits, model swaps, and new tools.
Raindrop wants developers to know what else will change when they edit an agent’s prompt, swap its model, or give it a new tool. The company, which started out as a monitoring startup for agents ("Sentry for agents" was its early motto), is making its Simulations platform available in public beta on Thursday.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3krW7HkXP83ZVF-nN89NFgMcBDltW7B8k3v5m6zGkN5p47F7l3cB-W27wNMT1tcX4NVSnBNh6ZFrDwW5pYLb76v62LpW3sB63438GykHW2b3PDt6zqdRJN7wXklcVGBmfW13-lP3447G1dW7PVrn54xBP1QW7BZd2t5LZvzyW50jWtf59r3l1W1tBVXT6SpN4mW7133d94x1zXHN99mM_r33mVKW2cQykN6vnC06W3FGxcY757W8hW63vB_N1RDBjsW7Gy1zW2DShgyW2Sxcnn1WsnWpW2-fmh03gZf2BW1JJKD92RXc84W2zmfXt7rRyzWW2ByVJ98vdw8Xf3tbDXK04 )
WHAT ELSE IS NEW?
Featured image for: HumanLayer just got acquired by Factory. But it gave users a way out first. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3pGW4yz11k21p_DjW7SdST06VQNjqW58YtSP7sMwmwW690JlK9fGfjPW6X-t_p2HbkDnW2vN4XC6QcQppW2b98bd8sF1gCW80QPtv7Gsc8HVq9md04qmnv6W9kg8Cf20cSCGVr87_y7t5VVpW7RLJDP2jGdTXN3NMLFfQ1TZyW2w01h24KZCg_W32zJ9c1S9pxdW4c7Pqp39qNVFW7kf41b5_SSnSW7rYKwp5HtQxLW46JmR68nDLtHW2Vd2v_7P6RbxW8X4GPW1V0Qj7W4hSqRT5n9CmqN6ndDsK1H2QHW4fKvvF8LHlCWVHTJxD1fKDk7N1228ZTBZJZkf3-gj-s04 )
AI Agents
HumanLayer just got acquired by Factory. But it gave users a way out first. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3pGW4yz11k21p_DjW7SdST06VQNjqW58YtSP7sMwmwW690JlK9fGfjPW6X-t_p2HbkDnW2vN4XC6QcQppW2b98bd8sF1gCW80QPtv7Gsc8HVq9md04qmnv6W9kg8Cf20cSCGVr87_y7t5VVpW7RLJDP2jGdTXN3NMLFfQ1TZyW2w01h24KZCg_W32zJ9c1S9pxdW4c7Pqp39qNVFW7kf41b5_SSnSW7rYKwp5HtQxLW46JmR68nDLtHW2Vd2v_7P6RbxW8X4GPW1V0Qj7W4hSqRT5n9CmqN6ndDsK1H2QHW4fKvvF8LHlCWVHTJxD1fKDk7N1228ZTBZJZkf3-gj-s04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3q7W3t4lyF1j9yTpW3ZZZ8C28YshQW5fVMKN8jWpnRW6ZNwqT3STSq0W51wMhF1tnzVkW3n6BXl4lQ3JcW1HL__n2JSltTW6yTChg8DsNSbW3wmwGT82Hj2zW5mpKWt4ZW49bVxG-LS4fKZMyW88PHyX8jqvS3W1FlWXN31RPlmW5cNy4N7123CbVx3TgC6yQcpnW5GTWry672CY0W10tjG77Lb1GTW7Pdyb15XWfgjVlHssv4JgQPBW5RS0Wv4X1Qh8W5F4Ztc9kvv3qW7RHtmc8gZVGxN5f5s_FjSvWHVQq3PN17CLV0f6pm9mF04 )
Featured image for: OpenAI’s new GPT-6 Cyber is better at hacking and better at staying in its lane (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3p9W2Clv7p7s6H9QW8q19jn3s6-42W2nL1Hz8yJX7LW4VwXwp8wq_H9W55RQPg72C-f7W2nTwWW4j82Y6N3nm2x6CJCn-VjWVbt301PG2VPK7Tj3lG2PKW4YkxfP2MdfmPVJ0N5M8ycf7jVCw_XX2thhTXW41dQbV12tqNmW8TTlfg13zBV_W5nwssg77lDkvW2PZLvh3bRSX9W6RBbhf3Sx2ZGW3tWk0r6nmv-wW3_tzXN26nPplW7y1nzd51x1RgN6wnkvzLFd4sVgNXj47jHS-2W59R-fB3l5SB5N80SV77M3DYhf2C7MPx04 )
AI
OpenAI’s new GPT-6 Cyber is better at hacking and better at staying in its lane (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3p9W2Clv7p7s6H9QW8q19jn3s6-42W2nL1Hz8yJX7LW4VwXwp8wq_H9W55RQPg72C-f7W2nTwWW4j82Y6N3nm2x6CJCn-VjWVbt301PG2VPK7Tj3lG2PKW4YkxfP2MdfmPVJ0N5M8ycf7jVCw_XX2thhTXW41dQbV12tqNmW8TTlfg13zBV_W5nwssg77lDkvW2PZLvh3bRSX9W6RBbhf3Sx2ZGW3tWk0r6nmv-wW3_tzXN26nPplW7y1nzd51x1RgN6wnkvzLFd4sVgNXj47jHS-2W59R-fB3l5SB5N80SV77M3DYhf2C7MPx04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3lHW7qxhRB2z5QdhW4MBtRC2QJt9kW37B7nk3gPt_bW6xFJZf3FhqnnW3dpBK72x_zrjW40x8sn6hnmNCN15_yqpWf1lnW3wJRY07JTs67W9cXmFh6cv_HmN4ZQtQ_2Rh_6W349_yv3wG7B2W96dVl797qZXsW8KTwry6Cny9WW4Thjhr26l6ZcN6KpzQY1DPvjN1dp3CCXpc5dW2pVP8Y6SkH-RW7KjDp55Bj4P6W3rMzrh23LljLW4bqbSZ1xvnX3W6LGnT-7XjGN0W97SlCY75mbMGW4jQjVJ8cFCYJW4WJ7LG2T_qpPf3yL0tF04 )
Image for: Elastic (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3prCCW6N1vHY6lZ3kHW3ZrSt44ybRRcW9hWmWc3LRs8kW8-G9gf6HFfVsW9fsDzq1s7VDfN8HrhVHDCdvCW7XzcZL7HfH-PW82pKW23M_pwKW7BJffn7pbpTvTwwqy6m7f3PW7gQK8q8l1VcrW41cV785NJJJ7W5nNQyb7LFVjtVb8FnD7vCsFxW3Gb9sC3nVYxGW1mk8bs1qnqCcW1HrdVH4YVLQhMJv0Mgv7ytYW5Ckc4q43QpxBN5PqZY-5r-fKW3Tj0zY6B22jnW1Xs4LV6RvLfhW8fGfC_38K2CLf3k9l4s04 )
From Our Partner
Elastic® nightshift AI SRE learns from every incident, finds what alerts miss, and delivers trustworthy evidence-backed remediation. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3prCCW6N1vHY6lZ3kHW3ZrSt44ybRRcW9hWmWc3LRs8kW8-G9gf6HFfVsW9fsDzq1s7VDfN8HrhVHDCdvCW7XzcZL7HfH-PW82pKW23M_pwKW7BJffn7pbpTvTwwqy6m7f3PW7gQK8q8l1VcrW41cV785NJJJ7W5nNQyb7LFVjtVb8FnD7vCsFxW3Gb9sC3nVYxGW1mk8bs1qnqCcW1HrdVH4YVLQhMJv0Mgv7ytYW5Ckc4q43QpxBN5PqZY-5r-fKW3Tj0zY6B22jnW1Xs4LV6RvLfhW8fGfC_38K2CLf3k9l4s04 )
by Elastic (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNM3prCCW6N1vHY6lZ3kHW3ZrSt44ybRRcW9hWmWc3LRs8kW8-G9gf6HFfVsW9fsDzq1s7VDfN8HrhVHDCdvCW7XzcZL7HfH-PW82pKW23M_pwKW7BJffn7pbpTvTwwqy6m7f3PW7gQK8q8l1VcrW41cV785NJJJ7W5nNQyb7LFVjtVb8FnD7vCsFxW3Gb9sC3nVYxGW1mk8bs1qnqCcW1HrdVH4YVLQhMJv0Mgv7ytYW5Ckc4q43QpxBN5PqZY-5r-fKW3Tj0zY6B22jnW1Xs4LV6RvLfhW8fGfC_38K2CLf3k9l4s04 )
Featured image for: Together AI let coding agents rewrite its GPU code. Then it kept humans on the deploy button. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3nFW3WgNH26gkRzpW47RKvV99M9K4W51ngp22WbWpTW8SnmdX4zYh_mW780tv07H5kq9N1yqfsGfZY6vW7ckVg87Y7PFyW309FnM6DtbC6N6m8sZml0XMYW1SkPfF8Ry-c8W7Fm9s461Mn5YW6TQhhX1Cw76PW4Dsr684nv2xmW4mNtRM4FWJHMW6qzPGc2PGRycN7fSSRnlT97bW7-ts4M3-STSFW3Nx21l2SXY1LW7dBkMc1mK85mV8pqWB4QqQCyW245Tr36X0L60W3qYMYx56BQrTW8CfYQF12WVbqW81cFkd14k-MbW6t6YwV2q6_x4VyLKbb3JmT-Vf9gp8Yx04 )
AI Agents
Together AI let coding agents rewrite its GPU code. Then it kept humans on the deploy button. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3nFW3WgNH26gkRzpW47RKvV99M9K4W51ngp22WbWpTW8SnmdX4zYh_mW780tv07H5kq9N1yqfsGfZY6vW7ckVg87Y7PFyW309FnM6DtbC6N6m8sZml0XMYW1SkPfF8Ry-c8W7Fm9s461Mn5YW6TQhhX1Cw76PW4Dsr684nv2xmW4mNtRM4FWJHMW6qzPGc2PGRycN7fSSRnlT97bW7-ts4M3-STSFW3Nx21l2SXY1LW7dBkMc1mK85mV8pqWB4QqQCyW245Tr36X0L60W3qYMYx56BQrTW8CfYQF12WVbqW81cFkd14k-MbW6t6YwV2q6_x4VyLKbb3JmT-Vf9gp8Yx04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3q7W3t4lyF1j9yTpW3ZZZ8C28YshQW5fVMKN8jWpnRW6ZNwqT3STSq0W51wMhF1tnzVkW3n6BXl4lQ3JcW1HL__n2JSltTW6yTChg8DsNSbW3wmwGT82Hj2zW5mpKWt4ZW49bVxG-LS4fKZMyW88PHyX8jqvS3W1FlWXN31RPlmW5cNy4N7123CbVx3TgC6yQcpnW5GTWry672CY0W10tjG77Lb1GTW7Pdyb15XWfgjVlHssv4JgQPBW5RS0Wv4X1Qh8W5F4Ztc9kvv3qW7RHtmc8gZVGxN5f5s_FjSvWHVQq3PN17CLV0f6pm9mF04 )
Featured image for: Groundcover automates Kubernetes sizing. Engineers set the bounds. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3prCCW8wLKSR6lZ3nCW2kh-xH5GH3l5V2GXdr4pnDLmW4k2XQy85MN4jVWnx0X2rlKD_W6TyGdJ7MNMySW8d8hzB7dz-GWVNXjdj6B6CL9W6JWm8247GptbN8ZLWsvJgvx8W8JsT3s33wL38W1rl9ZJ90r19gW839m2544pz_DW1-4pbl8JM-tlW4MmVNK4j-BPRW5qZ1YW78dVrcVpxclG6T2zb5W8qwbnn1G-J_XW148fc23KjmK1W6VYPt_5t7RL3W3xZN4x301kYlW92-b0P3GqQccW4YSRDV2LmG0kVr3mkt4v_FJzW19_Cfs6L8V3LW4BKtFC6_kyb8N8vC59Q6SQLRW8sdYxJ77rMgyW4zZgFj3zx2hzf32W5Ll04 )
Kubernetes
Groundcover automates Kubernetes sizing. Engineers set the bounds. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPF3prCCW8wLKSR6lZ3nCW2kh-xH5GH3l5V2GXdr4pnDLmW4k2XQy85MN4jVWnx0X2rlKD_W6TyGdJ7MNMySW8d8hzB7dz-GWVNXjdj6B6CL9W6JWm8247GptbN8ZLWsvJgvx8W8JsT3s33wL38W1rl9ZJ90r19gW839m2544pz_DW1-4pbl8JM-tlW4MmVNK4j-BPRW5qZ1YW78dVrcVpxclG6T2zb5W8qwbnn1G-J_XW148fc23KjmK1W6VYPt_5t7RL3W3xZN4x301kYlW92-b0P3GqQccW4YSRDV2LmG0kVr3mkt4v_FJzW19_Cfs6L8V3LW4BKtFC6_kyb8N8vC59Q6SQLRW8sdYxJ77rMgyW4zZgFj3zx2hzf32W5Ll04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3nYN8h9Lm-YJ9mnW8m33Rx1gm39vN29QWMYtb9f1W48qf6F2FMS9sN72Wl9Dt9qxMW6Q3Jdk7GjBj2W6T7f0l2BmJVXW20xgP-6-JnKjW5BRzjq79JS3VW4Cs0wP8Rj8r5N36hzFtYSrdKW6KQvD43gPlmCW1zxShG2sZ__jW83TWZH3NK31KW5LB0pB5kZYd6W924P7_4Ggz75N4fb7DBRQ3qMW47BwK061VV5XW8QSKbW7S9gRpW1PXSrG37QVxNW945mBq5ygSL0W50lJ6c5DnN5YW2wbLF_2dnDMsW1FT_9p2MDQ6gf45TKxC04 )
Featured image for: AI failures threaten incident management: Here are 4 ways to avoid them. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3pzW4KzYvq8SfsT2W4f-tJj5wBHMNW1ZyMTN5v4hKDW7_WK-Q7C9ZhQW6H37MB80CP7bW6R82DS6kBGqMW7gCx1X9kqjk0W8pW63H6b0-v4W8f_xgR98dhgYW76yTld4NKxdmMh87RNJMPfdN29tk3HjLS67W6gm-5p1JZnDdW6tG63w8-TB-nW4NWK8m4SG5nGW5HjWQC8H33TFW73x8Tk9lxSpsW99h71_20YvNbN93nsZKPvLLhW6HznnN1JnjFlW1f1JMB3cgWdFW7ndllF7h1Dl3W6nXNKw90dcfNVXQg1B5sZk3rW1Nz0Ft3SZbYRW56HqF_5Df9DWf5mxS8d04 )
AI Operations
AI failures threaten incident management: Here are 4 ways to avoid them. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3pzW4KzYvq8SfsT2W4f-tJj5wBHMNW1ZyMTN5v4hKDW7_WK-Q7C9ZhQW6H37MB80CP7bW6R82DS6kBGqMW7gCx1X9kqjk0W8pW63H6b0-v4W8f_xgR98dhgYW76yTld4NKxdmMh87RNJMPfdN29tk3HjLS67W6gm-5p1JZnDdW6tG63w8-TB-nW4NWK8m4SG5nGW5HjWQC8H33TFW73x8Tk9lxSpsW99h71_20YvNbN93nsZKPvLLhW6HznnN1JnjFlW1f1JMB3cgWdFW7ndllF7h1Dl3W6nXNKw90dcfNVXQg1B5sZk3rW1Nz0Ft3SZbYRW56HqF_5Df9DWf5mxS8d04 )
by João Freitas (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3pyW8Bg02m95RQvtW1q6VmQ2k_9LsW1Lstpv2rSCDHW138Zmh4HhF65W4_kbr57wb28YW43Cnvf4fGJdWW8f_tKT91K_xGW1dR4Bk39KlFCN1gDsWs2N0FPW6bF69N3Xbln3W7LljfV8gwHRxN4HlX2y15GHgN6RdTW56ZNqpW4zSvdD7P-_-SW79tJLM5GGLx3V9qFMX47N9xWN3MDdRvsry1VW10TZj42QMPDTW5s6-1j2j6V9pW4Fb98W8sRJxxW67BrrF7Rv5bWW1Cvt2Y3cfnWNW5NrrnK2jLZnBW63fN7v1bsSqyf5gn7vM04 )
Featured image for: Postcards from tomorrow: Powering the agentic era through open source (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3myW7zCNY_2x59ycW3wBVHY5RtZsdW2NP7FK2z5FlTW7zKkHP7C7ZZmW7dC8F76lrnYdW4hlsvg9gbdPKW1hrjbK4R1HY_W1DSML-6k0HCbW3-lyrG1brgZbW7tYM8x7_y8Y0W3w1RkS5SqwMmW3MTtsq1vV78JW21-8g88QNKDQW8776284mdcmHVvDY8-6b8DTCW8L-YP15gS__MW8mQy0F64HvvYW3C98_P8fWXRJW1Kc_Vn2H6DW5W60FMtC7qCVbxW4S97GM2_NZJPW96t9hv8yg7b7N85jdhfnNdfjN84p4bJBD5kbW5t_6R33Gp61rW7gprvW4HKVBvdCMZLv04 )
AI Agents
Postcards from tomorrow: Powering the agentic era through open source (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3myW7zCNY_2x59ycW3wBVHY5RtZsdW2NP7FK2z5FlTW7zKkHP7C7ZZmW7dC8F76lrnYdW4hlsvg9gbdPKW1hrjbK4R1HY_W1DSML-6k0HCbW3-lyrG1brgZbW7tYM8x7_y8Y0W3w1RkS5SqwMmW3MTtsq1vV78JW21-8g88QNKDQW8776284mdcmHVvDY8-6b8DTCW8L-YP15gS__MW8mQy0F64HvvYW3C98_P8fWXRJW1Kc_Vn2H6DW5W60FMtC7qCVbxW4S97GM2_NZJPW96t9hv8yg7b7N85jdhfnNdfjN84p4bJBD5kbW5t_6R33Gp61rW7gprvW4HKVBvdCMZLv04 )
by Lachlan Evenson (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3nCW1LJ3Nx7lsLZSW6bhsv05h1Zm8W6vGBlV4qjrsXW2C5bPb4KLxLtW8cMD5q3JX_mMW64rG_Q3FMGzZW4s7R7v4K3QcBW2CQ-h639VNjzW1TpX8320sK5qW58Bbd24RRfq_W2cQDrD3S-czvW6kZNjL5FlBSnW3tHhq84lvDZdN9jhNghKRPFYW9cxJPT1V6fJ0N7qrZkVzBB8jVCkWDH1_SWn_W92VPFM4r1_5TVRNr-35WR93yW5nt-5W88JdLyW5k2SZC8XJBm6W3Bv3lr63YC_QV45ccK1-5qWtW6mXWL44J7fvKf7gMPnC04 )
Featured image for: I broke a working agent seven ways. The metric I was watching caught two of them. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3mTW2PBvVc6LRpGLW8dMDMG1Pw1qGW9d5b0s3qJvxqW3yrLPH7Nl2BvW8KMMZC2VwdHPW7nlm2m2q-HVJW230rNL4mpmRpW6Jg9848n868XW2D3jqs623qxbW90_DLx4RJVlVW4_jDd69dDK1mW2VWLdX2h7wshW34lDfB9bWRpKW2d2Qwx5-GjDdW2g5J2F47vf8sW5Y-wG345vZ2FVscqh54gnD83W8bGfYt7KFXnxDNsVfj313JW6TSS-p7s_g5fW2W-5Wv94bkk-W6QNGP35pRMqPW2Ck8j81PfqzjW3xkVM81cb6JHW36vBFB1CwlyqW812pYW6nKy6xf6FXtbM04 )
AI Agents
I broke a working agent seven ways. The metric I was watching caught two of them. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgPl3prCCW7Y8-PT6lZ3mTW2PBvVc6LRpGLW8dMDMG1Pw1qGW9d5b0s3qJvxqW3yrLPH7Nl2BvW8KMMZC2VwdHPW7nlm2m2q-HVJW230rNL4mpmRpW6Jg9848n868XW2D3jqs623qxbW90_DLx4RJVlVW4_jDd69dDK1mW2VWLdX2h7wshW34lDfB9bWRpKW2d2Qwx5-GjDdW2g5J2F47vf8sW5Y-wG345vZ2FVscqh54gnD83W8bGfYt7KFXnxDNsVfj313JW6TSS-p7s_g5fW2W-5Wv94bkk-W6QNGP35pRMqPW2Ck8j81PfqzjW3xkVM81cb6JHW36vBFB1CwlyqW812pYW6nKy6xf6FXtbM04 )
by Kayode Ojo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3mFW96C7fh7CJfbQW84y3Bm4CJNssN4FHc9-8TDmKW4B309g3nVm69W85LSd258TBvKW4YjGlC4vyjR3N55fps7zqXhnW7s2PS93CL8-2W7-L8gF4yGZbFW8zL5Sq4gS2NxW4nrWH27b3TRRW4HMzw898FYtcVdqvsC1dnstCW7VshBL3Q6YHqW6Cmpnh2-YVZHW8VS2cn5zx3Z5W12LrRR4kzLdpW2v5y8r4R_QXTW1_5hN91mMRl_W8RZ4hc8sGndYVk3TYb13GgyjW20jbL95Kmw-sW5F9x5n3_6Z53N7cmCrHk63b2f7p--ln04 )
Featured image for: From open beta to global GA: What Docusign learned by bringing contract AI workflows to agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3mGW7Rnwcv50YmvsW3FT1LK2M29fGW6wXvbr4sgvqnW7NpXkc5kRhpFVhTtDt1wPSD4W8DMNrl1vdLd_W2j57DD7Rk0BHW2GWV6y4NJzYrW6tZ0Wb6kLDZhW2xgCVm8KYxTgW4myqkP9gX-XCW6DgpGm7cQnqxW7XgTF01gQt4cW66HTPH35lpWjW50--tr4_ZTgkN5gQbJ0T3TwcN74D7xNrbsCcW2bQvwd3BzL2MW12LfN868GHrQW8YCQxq12PMzmN7wB4YFGR5MMW84j_D93L4HJXW4v9p9l8Lggg6V_RFxS6c0Vhbf8BwXj404 )
Model Context Protocol (MCP)
From open beta to global GA: What Docusign learned by bringing contract AI workflows to agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3mGW7Rnwcv50YmvsW3FT1LK2M29fGW6wXvbr4sgvqnW7NpXkc5kRhpFVhTtDt1wPSD4W8DMNrl1vdLd_W2j57DD7Rk0BHW2GWV6y4NJzYrW6tZ0Wb6kLDZhW2xgCVm8KYxTgW4myqkP9gX-XCW6DgpGm7cQnqxW7XgTF01gQt4cW66HTPH35lpWjW50--tr4_ZTgkN5gQbJ0T3TwcN74D7xNrbsCcW2bQvwd3BzL2MW12LfN868GHrQW8YCQxq12PMzmN7wB4YFGR5MMW84j_D93L4HJXW4v9p9l8Lggg6V_RFxS6c0Vhbf8BwXj404 )
by Carly Page (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23prCCW7lCdLW6lZ3pMVlkRgH88Qp4rW94rV_m4Q_GK2W6NbMl-4xsSy1W4whJzr1g8gqSW2jkKTW6XHyTGW5hzFWM56v9BvN5JYJfsWxMV4W82KZK38Bk_DcW8v7vJd3sy0vBW1L5ZXc3sn_rRW81hZq98wCDNyW57gRSl4FZfslW3lh-xG1YNGCQW6Hbngd5YLmqWW8lCXrN2-H_-MW5gm2qv7QVcfQW2Lwt092X-Zw-N2F542w8Tzr_W7-1Knh1LtpfYW7pY2pR4K6RVkW504nLm6ndhn_W6wZ-Wp2JkQzcW403Hxh2R7bg2W3FBJnZ2PF7fqf607hFj04 )
Kubernetes in 2027: Building platforms for AI, autonomy, and scale
Have you downloaded our newest eBook yet? Written by Chris J. Preimesberger and sponsored by HPE, this new eBook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23gP0xW7lCdLW6lZ3q5W563RdV7dJqn1W8ysyfK7Z8jt_Vny4dB3cWhFtW51x6Xg7JL4R-W4hfX-L4lsZdgW56vV2g2syRTLW2lCkVr9l0tvgVl7FMd1NrLhbW2v0_VR7Hw2NcW8R7Z2-3QQXLDW1hrMt17plD6hN3cXKrSg99xKW683-pM533fNfW5zcj2b3g7rPgW8h94Rh3-CtBSW1mXZ4j85bMkMW3yN_gm3CZRYYW3vk4YX4YxstTN5Kt13Y-c6h4N4Md8yXxfTkfW3mfmR04_fVLDW71WVxB4rWtHJW4K5rg_7FbzZFW5Qnqhw6psnQSf2YGbCW04 ) lays out 10 priorities to get your platform ready for AI workloads and autonomous agents. Inside, you’ll find:
- Self-service speed without losing control over access, policy, and cost - How to benchmark AI inference and connect cluster health to user experience - Guardrails AI agents need before they touch production - A 10-point checklist to pressure-test your platform
Grab your free copy (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23gP0xW7lCdLW6lZ3q5W563RdV7dJqn1W8ysyfK7Z8jt_Vny4dB3cWhFtW51x6Xg7JL4R-W4hfX-L4lsZdgW56vV2g2syRTLW2lCkVr9l0tvgVl7FMd1NrLhbW2v0_VR7Hw2NcW8R7Z2-3QQXLDW1hrMt17plD6hN3cXKrSg99xKW683-pM533fNfW5zcj2b3g7rPgW8h94Rh3-CtBSW1mXZ4j85bMkMW3yN_gm3CZRYYW3vk4YX4YxstTN5Kt13Y-c6h4N4Md8yXxfTkfW3mfmR04_fVLDW71WVxB4rWtHJW4K5rg_7FbzZFW5Qnqhw6psnQSf2YGbCW04 )
FLOW STATE
TOOLS
Learning to code shouldn't feel like reading a manual (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNs3gP0xW69sMD-6lZ3n4W5RVmq08tr54lW4w_GVT5NXTtmW7wB3KC5lJGf5VW9l-z4fl-9XW47n33F5Bm1GZMj_6VB-9hW4W4fC_bx6CpzWFW2y9V_y9fcP7dW5tVGSt5rr0z6W5mSG4v6rFd3BW4zG9fS2lyR_rW5bJ8bF3kQ4n4W6P7tBF54z7f2W140ysk79Frc1W6dHFHN9cqhYqN6VZ_YwL80f8W6hfD0w7gqNQgW8MNpRk7dtNy2W5hj8qG22Q6MPW5VYJkl3kmZJPdmyN-x04 )
roadmap.sh recently launched Lesson Packs: bite-sized, visual lessons paired with real hands-on projects and an AI tutor that's there when you get stuck. No fluff, no filler. Pick up JavaScript from scratch with hands-on projects, finally make sense of the CSS cascade, and learn how the internet actually works under the hood.
Browse all the packs (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgNs3gP0xW69sMD-6lZ3n4W5RVmq08tr54lW4w_GVT5NXTtmW7wB3KC5lJGf5VW9l-z4fl-9XW47n33F5Bm1GZMj_6VB-9hW4W4fC_bx6CpzWFW2y9V_y9fcP7dW5tVGSt5rr0z6W5mSG4v6rFd3BW4zG9fS2lyR_rW5bJ8bF3kQ4n4W6P7tBF54z7f2W140ysk79Frc1W6dHFHN9cqhYqN6VZ_YwL80f8W6hfD0w7gqNQgW8MNpRk7dtNy2W5hj8qG22Q6MPW5VYJkl3kmZJPdmyN-x04 )
AGENT
The sandbox wasn’t enough: Why AI agent governance requires runtime observability (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23gP0xW7lCdLW6lZ3plW11Jqg-76tbTpW23ydpP7Kcbz8N9hlnt-NDX9QW8KDt2S4LnzTNV_ZyDC6h0Z3kW1kBdnc3r9KD8W5g16hq7V_zL6W7Zvlrp2vRcsYW3nVHr_43VYgZN3prHkNxtqpQW2rd7sN5BmYbjW657jpR2Km-_nN2JrwjVcmZMLW3_gR-s59g0WxW40HVk42MwH09N2HJkF2cyK6qW4zcnNt3tkmlxW7TQMnz8xBnbPN3k160KlTXLgW8pd8tT3Nbb_zW3FYqmM6mRfFGW8RBN0Y3N_szMW4vyHq01Mr9B_N2F1JmYkYqsVf218YPd04 )
Static sandboxes cannot contain dynamic AI agents. Discover why effective governance demands runtime observability and rapid containment.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23gP0xW7lCdLW6lZ3plW11Jqg-76tbTpW23ydpP7Kcbz8N9hlnt-NDX9QW8KDt2S4LnzTNV_ZyDC6h0Z3kW1kBdnc3r9KD8W5g16hq7V_zL6W7Zvlrp2vRcsYW3nVHr_43VYgZN3prHkNxtqpQW2rd7sN5BmYbjW657jpR2Km-_nN2JrwjVcmZMLW3_gR-s59g0WxW40HVk42MwH09N2HJkF2cyK6qW4zcnNt3tkmlxW7TQMnz8xBnbPN3k160KlTXLgW8pd8tT3Nbb_zW3FYqmM6mRfFGW8RBN0Y3N_szMW4vyHq01Mr9B_N2F1JmYkYqsVf218YPd04 )
WATCH
AWS’s Hydro team wants the compiler to catch coding agents’ mistakes (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23gP0xW7lCdLW6lZ3pzW7lTdt17DdvNSW1_RhMQ8CfnscW6pYdsq3lMMRbW722_NX5Kv4GSW2l9mG41Jg5qyW297pv426gdrCW3YMbbS6LZ0zqW91m1wG6f1_P6W4lPrcS212-HGW269SQ-9gjgRhW79jqdc70mK2fW1M--W51MxMQQW1jQknP4_C1wnW62Nk_Q7jjFnVN4lYlGPYnqCmW21krSm71T6DKW5VqyfT7-9x5mW4Z4JJC3TVwj4W2DNj-072dCCLVs7NSg1XZJ3xW8hvG_38T_FW3W4VWDyX8ShF2qW5-kB3Y8fTcmxW7MD4B890S_DVf2KBKy204 )
Agents now drive most development of Hydro, an open-source Rust framework for distributed systems, producing larger pull requests at a faster pace.
Catch the episode (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWDVJc5rk7H5W6vhtvv4yc1nzW13cSCp5X14mVN50kgP23gP0xW7lCdLW6lZ3pzW7lTdt17DdvNSW1_RhMQ8CfnscW6pYdsq3lMMRbW722_NX5Kv4GSW2l9mG41Jg5qyW297pv426gdrCW3YMbbS6LZ0zqW91m1wG6f1_P6W4lPrcS212-HGW269SQ-9gjgRhW79jqdc70mK2fW1M--W51MxMQQW1jQknP4_C1wnW62Nk_Q7jjFnVN4lYlGPYnqCmW21krSm71T6DKW5VqyfT7-9x5mW4Z4JJC3TVwj4W2DNj-072dCCLVs7NSg1XZJ3xW8hvG_38T_FW3W4VWDyX8ShF2qW5-kB3Y8fTcmxW7MD4B890S_DVf2KBKy204 )
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!
