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To: [email protected]
Date: Sat, 07 Nov 2026 14:01:49 GMT
Subject: Your agent pulled the night shift. Who clocks it out?
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<div id="preview_text" style="display:none;font-size:1px;color:#c6def4;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;" lang="en">Plus: Developers are downgrading their AI on purpose ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<div style="font-size:15px;font-weight:800;letter-spacing:.3em;text-transform:uppercase;color:rgba(255,255,255,0.9);">Weekly Update | Issue 545</div>
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<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:20px 18px 15px 20px"><div id="hs_cos_wrapper_module_176781485837711" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_176781485837711_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="font-size:20px; line-height:191%"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><span style="font-size: 20px;"><span style="font-size: 20px;"><span style="font-size: 20px;"><strong>Your agent pulled the night shift. Who clocks it out?</strong></span><strong><br></strong></span></span></span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px 10px"><div id="hs_cos_wrapper_module_174595863153521" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_174595863153521_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%">Your AI agent can spend the sleeping hours rewriting GPU code, but after you wake up and have had your morning chaider, you still have to make the call: Is your AI-written code ready to ship?</p>
<p style="line-height:175%"> </p>
<p style="line-height:175%">So much of the conversation about coding agents glosses over the work they produce in favor of conversations about efficiency, speed, even <em>luxury</em>. But the uncomfortable question remains.</p>
<p style="line-height:175%"> </p>
<p style="line-height:175%">At <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcp43hCZYW7Y8-PT6lZ3mvVmH2_s9gF3tJW3vss4F1hxC2-W2M915t1T_tpvW2Fbwhx2KPn5HW6gBzSF4RpWt4W4scSj482mFF_W56Fh2b6jfVDYN2Q39RhpfpfpW8SMNGt4MhnGZW1C1z0h4K0yBhW7G1SLn8fNwd8W4C4l7v5TZ3B8W5q70w01m8sgqW3xdGk8238Y53W7MRRbR3QpL1kN4bbnbjMRz33W6mRcsj78ybbmN3RxNLKrZ5DWW44f-7g6TpRWdW6tZm4v8P0ysnW1h53kq3C3CrlV1kzLb629Dm3W1CtdNk18wBYhW6jW-H97LpnGpW4Q32BM2VzBBgW5BctbV135zdMf81WfLF04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="jGCUouw4" target="_blank">Together AI</a>, agents run experiments to improve the GPU kernels behind its inference service. The company says its compiler can squeeze weeks of tuning into an overnight run. But a human reviews the changes.</p>
<p style="line-height:175%"> </p>
<p style="line-height:175%"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3hCZYW7lCdLW6lZ3l5V_kPn81KFg4GW4TkRBK3mkP_WN31xRl5PF2J1W2qdlRb3DX3CCW6MQCt68fNCShW1dSdgv4qfNB2N4ZyxhQbQzm3W175Sl93B6mVNW4rCXRV6pPsPMN2PTxfbdFPVSW99Vlfh6V1QjZW3rZ2xz139jYxW63HV6N4LSLRnW7VmmKQ6SZ8rdW5xMjsp3Sj9bYW65rmVC5VM-WGMw37L4Qb5F0W58c00x2YfmJCW33NBGc877fzvW2qtWGp4KMhtFW8F994-49QtdTW8BK9Q23l0V8zW4bFw1l4pR7ZTW6_7M4k5msYGBf5WZs4C04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="Fnn+A3cY" target="_blank">Raindrop is working</a> to refine the answer to a question that comes earlier in the process: How do you know if a change made by your agent is safe to ship?</p>
<p style="line-height:175%"> </p>
<p style="line-height:175%">Then there's <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcp43hCZYW7Y8-PT6lZ3nBVyhHQJ2SQLNMW1flLDz4Zvz-QW762mRk5hpxlqW8f2SQJ8DT_Y4W4ySZV47XY1ZcW5ymHfs7nvcjDW7rLd3l388BmnW157Qzm6_bPPyW2rc3qh8rnFGjW7z7m9-4pXrpcW77rTvv73WWHNN72rJjxMwSBVN8kyZjyv_Mf2W86xcDW1jGz1KW9j_Xgv5Y0Ts6W36Cg5x3y-WKPW42BKxz2chkCmW7CpHzD5-3Jf3W7Z4YRH1K3RnWV6TknH6lgdcnW3Z8vQt3NqscGW7R96Cs272dpLW3q2VNf4XxFy8W7WzbLB1yTrjHW3R0BxJ46Hgn4W3n3FnW2QZC4mf4pNnd004" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="FxhrG9ul" target="_blank">Google's donation of gVisor</a> to the Cloud Native Computing Foundation. Anthropic and OpenAI already use gVisor to isolate code execution. Google hopes neutral governance will encourage broader participation, including from companies that need secure sandboxes … but can't afford to build that expertise themselves.<br><br></p>
<p style="line-height:175%">For developers, these changes create a new type of approval-based work – alongside whatever time the agent saves. </p>
<p style="line-height:175%"> </p>
<p style="line-height:175%">As you catch up this Saturday, consider where your team would draw the line: What can an agent try, and what still needs your own signature as you sip your morning chaider?</p>
<p style="line-height:175%"> </p>
<p style="line-height:175%; text-align:right" align="right">— Nick Lucchesi, editor-in-chief, <em>The New Stack</em></p></div></div></td></tr></tbody></table>
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<h3 style="margin:0 0 12px; font-size:20px; font-weight:700; color:#48607a; font-family:'Merriweather',Georgia,serif; line-height:1.3">160 admin hours a year: how AI-guided diagnostics finds root causes faster</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>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. <span style="color: #00aff4;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcpn3hCZYW8wLKSR6lZ3n_VsKdGY41BD_qW2HJp0z79Rbp_W1JPmq688gGv3W9862DK2SJ9r-W4rP4r65RJTgnW8cVPm98rRHk4W6GsbfD4kN-qxN4NkkZNlqN__W5vKGv668tNdKVy6FZZ53TvkXVMlXK08Fj8nVW1fGy112g7d6CW8llyq_3RcHl6N1tzb7nrxc2tW6smx3q8KM4MSMvh8k4kdmxrW9kQsQk6HlQ4nTq7ZJ6VW-CyW793-1L3gTSLmW6P_s_j2vmlKdW2hLWl25P6w-1W4R_y9W4lTz62W21yzrZ2LWjb2W7bTBLS5pd5KSW6Trxqw3xbdkbMGQY0Tzth2yW908lG92x6F3CN5p_DhF5HyDqf2-vpX604" style="color:#00aff4" rel="noopener" data-hs-link-id="1" data-hs-link-id-v2="la0p6TeT" target="_blank">Join us live on November 19</a></span> and watch AI work through a real failure scenario. You’ll learn how to:</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li>
<p>Pinpoint the likely root cause with AI-guided diagnostics</p>
</li>
<li>
<p>Catch problems early with anomaly detection</p>
</li>
<li>
<p>Keep documentation current without writing it by hand</p>
</li>
</ul>
<p>For a deeper look, pre-register for our upcoming eBook, <span style="color: #6fa8dc;"><span style="color: #00aff4;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcpn3hCZYW8wLKSR6lZ3lxW118ljH2-ktn2W8yHwX54KdFtPW93LSvk3HtGNRW4HDQSD8_bFpBW6wBX5N7_Q2FZW593gJx7T82S8W9cxv7c6WGzGZW5kJCGX3vPFn0W1h3Fnc5Vy37vW65ycsy6J43tzW7hCvsT47fjmcVrVt4j2mD05gN3Wvz_vtRP2XW4S1Xd11svZvNW1kYxtK819LpFN4pQM0jxWHgwN8V2H694ZnJcW2Vzgvw8_6HDJW6Jt7H527Jqy-VFcy6K5rbt85W2_wJb35cNbm0N3CvMMYzmjMfW54R79y96nmG5W3v3zjr1LRqn7N6kVkDqQKSx3N8BPGwNn4g_gN4Zn5nQsWQNrW7q7msD30nfPWf6fmx5P04" style="color:#00aff4" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="FXCx0mYA" target="_blank"><em>The Next Era of MFT</em></a></span></span>, written by Carly Page and sponsored by Fortra.</p></div>
<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcpn3hCZYW8wLKSR6lZ3kwW4CPkJM95tXkrN7GmbyN6TypdW1jmWMR3YDFFJW6kKTF2686BwQW45Vpr_4vFX_KW5cT_QZ7dhL7CW4X1dr72Yqj_5W98LQjX8M5qKLW3d9dL83Pc4-5W8dztB6287cWFW8YZqHM1CFprDW30mPqG5sg22PW4c4nDg2dZXN6N2LQvK7SgMLtW5YRsCq39mCKKVgfwCY8K0C_cW4bFdMs50yrd4N2PGp_kdPmD8N8DtpD95LX4gV-kB0-7YFDk3W7M9p3M1KjCwRV3ndj61f3zS6W1qy79S6CbGN9N2mRhfXRSWSvW3gkTy76jq006V2-zwf7tCX7TW2N-qfR3dz9LBN2y4NMK5lmj7f5kmpxR04" target="_blank" style="display:inline-block; background:#00AFF4; color:#ffffff; font-size:18px; font-weight:700; padding:14px 32px; border-radius:6px; text-decoration:none; font-family:'Merriweather',Georgia,serif" data-hs-link-id="2" data-hs-link-id-v2="pyiXaM++">Save your spot</a></td></tr></tbody></table>
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<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17782590667751" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17782590667751_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; font-weight:normal"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3hCZYW7lCdLW6lZ3pQVX5zW33j4_z1W21yDw68ftxxGW3k68xL675DXgW3fz3xf7b1gYdW4_8VhH28q1T1W3tcktH2L3pmVN77ysZM8DW37W5wNdtt5-nL04W2bR9fV6CJwY2W8QJ00q69rtrJW4NgRR345GJj4W19HWsF5S8mQ3W6d6q2n54SCF2W4D6GTt1ThM13W2gBC8P18nHRzW2vQl-537flQgW6KT2Mh1Q7Br6W5wqDBN39c-k0W3cj7q-4SPZz8VlMQR-34YlZwW96MCGF4YskQXVgSmtP15GS7-W38kD7n6TWvDsW6GDCYj7vHp8yf53KRmT04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="iyc9+QA9" target="_blank"><span style="font-size: 18px;">Developers are downgrading their AI on purpose — and it's working</span></a></p>
<p style="line-height:175%; font-weight:normal">Anthropic added game-cloning limits to Claude Code, but developers say Opus 5.5 is now refusing reverse-engineering and software work it once handled.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17909632362974" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17909632362974_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; font-weight:normal"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3hCZYW7lCdLW6lZ3lfW26QMDK1N5BrXVlrSc13ZKg7yW20JPQG1XWzMqW2PGM8099FVn0W5xl43Z69hgWPW3wPh3f2JszR8W7Xv4212V35CMW99Qjgq3j8qGlW7ZBRTm1W-xWLW6pnPWf5Lg2wNW6LfD4661K_VqW56zvbZ6S8ZcbN2ZdrQR9rHRyW6NMrCC2NtXDPW6lCXds811CdjW6GWCpT7CVndYW3qgYqg6fzz2VW7wlMXs2GbsKtW1_hGCf3YySCSW58schF2WwlNrW1T-NZB2t5MbMW4mrNYW2LFG7qW24v7_7377GpxVdP6866JDk-9f8SRQFs04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="N/QswroI" target="_blank"><span style="font-size: 18px;">A developer opened Postman. Then two AI coding agents changed without their permission.</span></a><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3hCZYW7lCdLW6lZ3nSW8m7jtf2kWCKtVBqKmB1jxnRYW17XwtM5jFbg4W89mRfw88PPsGW2Fh1Tn4RcH4TVwwwRR4VSdDNW7MKFFV1mVw3nW153sym3-gdVFVN0cVH3v8B9dW3vlJCV3JpQnmW4Nzwyd8S55n3W4BScy26JSjDWW1_X13s64zSfdW70KFP38Z_SZYVpW9H54_mcgzW1_MkS87cgf-zW5Vbhsk3_JTxkW1BcwSf38_qLgW87H3SR5RZM3dW71yhTr4b_QRMW5SXslJ5tlSYhVzzRGQ95-3GwW3d-RjN47PcRdW6_QVT35czx3bf7wGSqW04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="0udNZUMC" target="_blank"><br></a></p>
<p style="line-height:175%; font-weight:normal">A developer found Postman’s desktop app installed plugins into Claude Code and Codex without permission, reviving questions about coding agent control.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17909632351333" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17909632351333_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3hCZYW7lCdLW6lZ3n7VvlrD94qV5JmVR_Pth5XDVjWW248smx2g0Dz_W64ZwST5xVjMfW7VnB0J2xKkzKW1xVzC88NVmZCW99VDPm6JgXT9W7phCfP5Pt6BfVVc2QR2nS9HrW29GpQw5m_r05VtlsS46mckZ0W8vXnjQ6P5cg1W1ST8Mz1zmh3TW5k1WfV1bTM3jW4RLS0M2zqcTzN1jm9b9RHlZFW6JM9Z86RH5QWW4fKrGZ9fGNGVW1wSyr93vHBPgW5jvHLJ4X0rtRW4-yLc48YDV15W7SkXSm82PFjpW509Lvs23N44QW4yys8j94Plt4f259JHd04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="cd8BMyw8" target="_blank">OpenAI built itself a new Git backend, too</a><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcpH3hCZYW95jsWP6lZ3n8N5B6xz2mg_pbW37VmxB7bJFBLW24xHJs4GpMg9W1qCm061HRP2qV3Btcx4Q7z-HW7mMPhk8m05RLW1JjjCq449mf9W9l-MN74hJykdW6M5YJw22zVQzW38j8Fk8WY1KtW3fGbb63qWdj9W54wSQv3PZJfzW4DPQBH1ytr7lW8FkSYN8lX7ByW1VHR3c3Sbmt2VjY4jF3rjKfkN8tZZt4Xkv8HW93BpcW5GX28PW3qzR5Z5QRXb7W4B1QLX3zL9jcW2sVmTg6WxN4qW6-V3LP8ZWtbyW2FWDN7817ltfW2g4zmD87HGSzW6xWHsT4L8DSRMJp-K0PjtSRW38tHmQ1zTJ0FW4RcL2w7yV4DSN2fs5tGhtRHYW8Dgb2744qYwVf8bS-Zq04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="Q+McjbxE" target="_blank"><br></a></span></p>
<p style="line-height:175%; font-weight:normal">Unlike Anthropic, OpenAI kept Git. Its new backend, Pando, cut push latency nearly 5x and serves close to a petabyte of Git data a day.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17855148364602" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17855148364602_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3hCZYW7lCdLW6lZ3pzN8FgD7rkwnjxV-DcWN697kT7W6WCRrl3qkZ83W8dcRjt2HJ2wtM6l_lYDC0P4W29Qd5N1wSW9mN8G77dpGFnvZW28Wylc9dg8MYW6lFL-k7LrQWJW1Plr2v6_4LLVW8nZFc36_lBmQW93PrfG9kXxsBW4D7nn636qfwdW95m6Mb44P8KHW1YXcCX6Wm03FW84lkL31KJZk6W6lKf-X94F-N_W183vFp3mN8JGW7zpsp-4pFgcSW3fMhSN5tHhmfW4Td-rb4GTbngW4zCsGq5bM6xNW3QPmnt78WRl5VM1wLD2jjJ7Bf5ddbX204" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="XoCDi8ZZ" target="_blank">From feral to fiduciary: making AI agents serve your interests </a></span>Vijil argues AI agents should earn autonomy like credit: tested up front, capped by policy, and monitored constantly. Without that, they go feral.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17909622821091" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17909622821091_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcp43hCZYW7Y8-PT6lZ3nzN4395W1Y7tgBVw10bM87LrQVM76sNKw9JJsW4xKyDg294-pTW1pt-NF9f7dWNW2DZQlF1DF7ZBW6dCWQq2STXkHW8H-cYs6_z1CPW2rD78m4Q6RPMN20xk8TvQHx0W3JdW-F2GywsqVzRvBT3WVJq7N4CkLxmhtydnW7vt1Bm8Wf5zHW6N7gJV8DKJrbW6PxlJx7dcqcrVLJf7B82Pg6DW4R6dBm1DQ9fWW3yV3wX6X5MccW6S990M6BVN3FW7PDwgH9cJVFwW4dMvwP3cdjKRW5pbHGp5Y_2WLW3jbtRP4D-BGrN6p08ND8xnVkW105dRQ78PRj_f2969k604" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="XMslkNSR" target="_blank">Nebius cut rollout collection time by 66.9% — here’s what changed</a><br></span>In agentic RL, expensive GPUs often sit idle waiting on slow rollouts and cheap containers. Nebius’ Di Jin explains how to fix the bottleneck nobody owns.</p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:5px 20px 10px"><div id="hs_cos_wrapper_module_17866646790371" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17866646790371_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; font-weight:normal"><span style="font-size: 18px;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcp43hCZYW7Y8-PT6lZ3m5VXlH5p4xJj2yW4lkQr_2ntKbyN5_RDnLv164rW81-7XJ3pMjprW2Jbv8m55GcgdW58Ttkk5821nZW8J_jb58C7FkXW10Vhnf7RjQhPW52s39N2YzmhdW2SbD6r4kj446W2cRYZW75SkwgN4k-07DmdX-MW7bGk-02ZQS4sW2f59Qx93DxqjW8zqMV_3-6bryW2Rwvbm1nqzkhW7rVZNp65PnNtW81FRTB3jJ5b9W8NK23f7tJ_R4W1Nrsv246qg_sW3jPxf_6PxL7XW1bdLty6v191kW3QbfDQ7BKJS0W2g0kzk8-CsX3VbVnQw6zBD59W8Yq7Mw2M8K-3dNmjnW04" rel="noopener" style="color:#00aff4" data-hs-link-id="0" data-hs-link-id-v2="yL5Cxt6Z" target="_blank">Kubernetes just formed a workload conformance group. Here’s why it matters for AI teams.</a></span><br>Kubernetes is drafting a runtime standard for workloads as AI adds more variety. Meanwhile, agent security horror stories show what’s at stake.</p></div></div></td></tr></tbody></table>
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<img alt="TNS Episode - AWS November 2026" src="https://info.thenewstack.io/hs-fs/hubfs/TNS%20Episode%20-%20AWS%20November%202026.png?width=1120&upscale=true&name=TNS%20Episode%20-%20AWS%20November%202026.png" style="outline:none; text-decoration:none; border:none; max-width:100%; font-size:16px" width="560" align="middle">
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<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px"><div id="hs_cos_wrapper_module_17818082872362" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17818082872362_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:200%"><span style="font-size: 20px;"><span style="color: #48607a; font-family: Merriweather, Georgia, sans-serif;"><strong>Why MCP servers should tell agents what to do next<br></strong></span></span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 15px 0px 20px"><div id="hs_cos_wrapper_module_17818082872363" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17818082872363_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height:175%; text-align:left" align="left">Most MCP servers still act like thin APIs: an agent asks for data, and the server hands it back. In this episode, AWS’s James Ward argues they should do more, guiding the agent’s next move with every response. He also shares AWS’s low-tech fix for MCP’s missing trace IDs: a session ID parameter that stitches individual tool calls into one journey, so teams can see where agents go wrong and measure whether their fixes actually help.</p></div></div></td></tr></tbody></table>
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<span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Nov</span>
<span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">10</span>
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<div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Salt Lake City, UT</div>
<div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Nothing but Net[work] | KubeCon Reception with The New Stack and AWS</div>
<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">As the cloud native community comes together for KubeCon, we are celebrating at the biggest party of the week in Salt Lake City... a Utah Jazz basketball game! Join The New Stack and our co-hosts, the AWS Open Source team, in the skyboxes for a night of elevated bites, beverages, banter, and, of course, basketball.</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnb3hCZYW69sMD-6lZ3mwW6n_XWZ8Kdfq8W7K1RF_1T-X6BW7clhbq1XKmckW1vqXWp61bwLwW97L6Ft5L6X9bW7xbtS71GSvhmW7GSH855174N9W6pzj7W5S3fFvW4z9BlR6p-VkCVkyygh1vKZb2W4vbDc561TD0nN4WKVvYpm2xcW72BWpc9lQtX0N3_53j2vP9b5W84yJ5l7DdNcGW1zv4752ztMrqW6C3PBX3QrP4bW3y40lQ4nSj1ZW2Zf_-Z58ySp-VljwMW2YlWngf3sGSMn04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="A3OpUOMS">Request to Join →</a>
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<span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Nov</span>
<span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">11</span>
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<div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Salt Lake City, UT</div>
<div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Night at the Museum of Illusions with The New Stack and Dynatrace</div>
<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Bend your brain and expand your network by joining us at the Museum of Illusions to celebrate Kubernetes and the cloud native community. The brightest minds at the conference will mingle with VIPs and The New Stack's Editorial team, so don't miss this chance to connect.</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnb5g8nnW69t95C6lZ3lBVJ2_6Q7nyt8tW1B668p484KgNW2s9PWS6JnP8FVQFKvV8htg5ZW8LhLkn7c0twTW918-Vs1zt9YLW4KG1fQ538R3qVGYL4T8bQ7KzN7VVhHBDx_rSV6dmk98qF-6kW2jV8b62vjSBsW3R_VT05qg2TqW1FWHSV196XR9W2ryBbf7rvzf-Vx34Ss4Hgv5cW7vy1HN8bWRyMW2pDcnY6HDDGWW5LyJhX1QxZ9fW2WCTCS51tqKVW7ndNrK5sFH__W9kkGFC4hNSrcW9fz0M_3PZBtvW68bG0c739s5-W4CgHWF4cwG3sW6bMdSp787DK6W1NC_0D2DF0nTW3ntGL88kS0rSW6tL_jK1Wy7whW5XpWbh93f0cLN43s4DHnvwZgW90fc7D7fw_6JW2HBGPf22h55vW5vn_pS8SF2-8W5K_L7B5LDGQMW88GrZC40H4XsVJjp463XFlsKf9gx0DP04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="OYubLFs7">RSVP now →</a>
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<span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Nov</span>
<span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">30</span>
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<div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Las Vegas, NV</div>
<div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">re:Invent Reception with The New Stack & Hydrolix</div>
<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">Join Hydrolix and The New Stack at AWS re:Invent for an evening of great conversations, meaningful connections, and signature cocktails at Delmonico Steakhouse, located inside The Venetian Resort in Las Vegas. Enjoy specially branded cocktails, catch up with familiar faces, and make new connections at one of Las Vegas’ premier steakhouses.</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcpH3hCZYW95jsWP6lZ3pVW3gg_0l3GVl2yW4Yj0mw2fkQpRW3hJdnC6yrqSpW4TZ1y03gwzN-W4l9NcJ6MCGCyW4CNks21vKpLMW8lMNNZ6L8ZDVN35WFqJ3_xwMW7dGrTG452nFVW6YbDqL4FLwHmW2JLJl499P9kkW87KFfd4K9l-yW45Gfqb7T1nG-W4j_4Rf96XJ9yW7h5mJY55X22MW8-1Rjy7QNJQnW8mN0vV6K2kBFN7yDscTBb7cVVG0b2q3vbbS_W2hDMvD1p0brCW84QJ2X4m_SJyW99LR-r3wC-XzW86sVWH4xkGK3W21T-nb86qz2rW1DlnXV3StF43W8fKcc73kzKpFW8t7_hJ41JJJ4W3_vr1p8fXj8cW1TLlCW6qN7FCW8pqZ8Z2vnkjmf5H9l9v04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="NIeWZL7L">Put your name on the list →</a>
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<span style="display:block;font-size:10px;font-weight:700;text-transform:uppercase;letter-spacing:1px;color:rgba(255,255,255,0.85);line-height:1;margin-bottom:3px;">Dec</span>
<span style="display:block;font-size:24px;font-weight:700;color:#fff;line-height:1;">2</span>
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<div style="font-size:11px;font-weight:700;color:#00AFF4;text-transform:uppercase;letter-spacing:1px;margin-bottom:4px;">Virtual</div>
<div style="font-size:15px;font-weight:600;color:#1a1a2e;line-height:1.4;margin-bottom:4px;">Teaching AI agents to search like experts</div>
<div style="font-size:13px;color:#6b7280;line-height:1.5;margin-bottom:10px;">AI agents are only as good as what they retrieve. On the BrowseComp-Plus benchmark, GPT-4.1 answered 93% of questions correctly when handed the right documents, but just 15% when it had to find them with keyword search. Join us live on December 2 to see what agents need from search, and how to give it to them.</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcpn3hCZYW8wLKSR6lZ3n9W5WxsNm4Fb3fGW23Mpn13QZYkRN8VLPl4qVCBkW3lHx2l2PWgPhW6VhX9k5TMK7NV1G-JR4MpmJcW46wF6T655z5sV3kJ581qsFZ5W7GH26N7yQhQZW8dGzyQ69mf8KW8nXk4s9cNz6_W6wnCZq1pbWQrW2J5GPc7BmtVJW2S_l_74k412FVnVfzW8j8Fb1W1yHQNq5yJ8l6VJTyfP1FVph4N5247-Q79wBhW7f2PZC2jTmHvW4Z3fjB1FSV9qW5s-3jZ4kn70yW7xgTv7712bX0VMQwrr2-z4RMW6_s1lS6wSG7CW2KM77Z1hB8DwN8W8pFWgqQ18VswN526hrqfhW8DwqnM61-PY_f5SDBVY04" target="_blank" style="font-size:13px; font-weight:600; color:#00AFF4; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="zLbwc5ue">Register now →</a>
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<div id="hs_cos_wrapper_module_17824261942421" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><!-- TNS Sponsor Ad Unit -->
<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; background:#fff; padding:28px 28px 24px">
<p style="margin:0 0 16px;font-size:13px;font-weight:700;letter-spacing:2.5px;color:#9ca3af;text-transform:uppercase;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;">From our sister site, Towards Data Science</p>
<table width="100%" cellpadding="0" cellspacing="0" border="0" style="margin-bottom:20px;"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnv3hCZYW6N1vHY6lZ3q2W1W5PB97NGhbWW2sLNHM7_C94SN5j3cNMCs9SnW5Tg6t17_wyFfW94rr-87XTLCGN17hvCfqz1p5W7kmdWG3NPdrSW1Q66GB3hQhVRN8pVtDctmKjfW11Q-bK1RfYBgW4qyq5k4wJskCW4thQjw1xF1-FW6YRF_68J2r8hV2W9ck7BFSmvW4w_yf299cJD9Vqy_DX5sRxHxN7CKFlJm9FjzW4k6TK62VdVPWW8sVH2S8zZ1DGMV-dHgmn1Z4W8W3tJx5JT6m4W8Ljbj_2qQ_Y3f3c9bjj04" target="_blank" style="color:#00a4bd; display:inline-block; line-height:0" data-hs-link-id="0" data-hs-link-id-v2="LEtvPQoQ"><img src="https://info.thenewstack.io/hs-fs/hubfs/ShipAI.png?width=1168&upscale=true&name=ShipAI.png" alt="" width="584" style="outline:none; text-decoration:none; border:none; display:block; border-radius:8px; max-width:100%"></a></td></tr></tbody></table>
<h3 style="margin:0 0 12px; font-size:20px; font-weight:700; color:#48607a; font-family:'Merriweather',Georgia,serif; line-height:1.3">ShipAI: TDS's Video Showcase for Real AI Work</h3>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:8px;"><p>Reading about AI is one thing — watching someone actually build with it is another. ShipAI is TDS's new archive of real AI projects: not a feed to scroll, but a record to keep, curated one entry at a time.</p></div>
<div style="font-size:15px;color:#48607a;line-height:1.7;font-family:'Merriweather',Georgia,serif;margin-bottom:20px;"><ul>
<li>See real, working AI builds instead of just written case studies</li>
<li>Every entry is reviewed by an editor before it joins the index.</li>
<li>Featured builds get pulled out each month as must-watch picks.</li>
</ul></div>
<table width="100%" cellpadding="0" cellspacing="0" border="0"><tbody><tr><td align="center" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnv3hCZYW6N1vHY6lZ3m2W5_kJ-p2nn4_hW7SJGJ-3SpYNJN7Vtx7sKrknkW5BYqmq36qVXVW8MbG4064CPDRW1CRcw23C9cTPW5VQwYj8wsj5cVKnL5g1mjxrTW7j-KYB2kQ-w5W3g4t7R4K8Zt9W2PlnFg6W8S9NN8LMTPJ3k-QWW1Yktmk4HSgK-N1N08rJkXhg8W86b8pG3WGw5qW6gpW8-8tDZRbN3Th-DCJkXRyW99_WLC5R0b3SW5mldcx901lmnN43FqQnvnTq_W8VmQF69fL5cSW25R0pL5cw0kjdk5gDb04" target="_blank" style="display:inline-block; background:#00AFF4; color:#ffffff; font-size:18px; font-weight:700; padding:14px 32px; border-radius:6px; text-decoration:none; font-family:'Merriweather',Georgia,serif" data-hs-link-id="1" data-hs-link-id-v2="rmHzJlk9">Browse all projects</a></td></tr></tbody></table>
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<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:10px 20px 20px"><div id="hs_cos_wrapper_module-2-0-0" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module-2-0-0_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"><span style="font-family: Merriweather, Georgia, sans-serif; color: #ff3287;">“Most of what we build starts with our forward deployed engineers (FDEs), who work on-site with customers.”</span></p></div></div></td></tr></tbody></table>
<table role="presentation" cellpadding="0" cellspacing="0" width="100%" class="" style=""><tbody><tr><td class="hs_padded" style="font-family:Merriweather, Georgia, sans-serif; font-size:15px; color:#48607a; word-break:break-word; padding:0px 20px"><div id="hs_cos_wrapper_module_17460542166404" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div id="hs_cos_wrapper_module_17460542166404_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="color: inherit; font-size: inherit; line-height: inherit;" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left">— Lukas Burger, who works across go-to-market and engineering at Cognition</p>
<p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"> </p>
<p style="text-align:left; font-weight:normal; font-size:16px; line-height:150%" align="left"><span style="font-family: Merriweather, Georgia, sans-serif; color: #ff3287;"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcp43hCZYW7Y8-PT6lZ3pNW7S9WJV513FhHVcc6mm6SWqx6N1bFWk5zm427W4zR37n6RBCjHW8fdzYr2Rzy83W3LsfB5703zpBW9l-Vm8367k6vW4L0kQ533D4spW2fw8D-3HPlb3VqGLfT9lrfG7W3HJf-12Qj2xyVf78sn3y7m0tW9hYjls4GqZ9SW1TwVkB5Nk5t1W90whzZ2x8s2rW1Tsnxd8RzwKPW6Zc17s4VNFJNW8xSD3_4VLvMbW4L9jJH3blwv3V7Bvkj7jBJs7W9lTfbq8d8_shN5dSGHxktLqLW3cW7fB2gB9HZW5VV56z2XWztwVMzRPD8CqQ8pV1WsBx3-DG6cf8D3Ln-04" style="color:#00aff4; font-weight:bold" rel="noopener" data-hs-link-id="0" data-hs-link-id-v2="O6EDrdaQ" target="_blank"><span style="color: #00aff4;">Get the context →</span></a><br></span></p></div></div></td></tr></tbody></table>
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Plus: Developers are downgrading their AI on purpose
View in browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnb5m_5PW69t95C6lZ3kDV_RSj64nTzm_Vnrpqr6XHWsHW7fRC4f7Fr330W7-wF3s2-xgJpW1Tycdk2qLzSTVmnYr-7fymqbW8nxWnR4HGgLqN8PMKgKHsRx7W8bBsV21Sq0QhW8TJVcl4B9D0yW60lBWw3tHWmrVw1svh5pDvR8W3tJ62h14lYR1W5rCLqY2HNrRgN9g46pPtZdwWW5nP0mS5sc1DzW4LtXsm5QTq_bW6xbX6d1c9TBjW3Vyk2_1gWSkVW11rk505XNnjrF5md_qTFyqLVrCz7P3BSG-FVW0dxj86ZMYBW6ZSt3T1d_YrJW8wb_Z08TwGP1W7MsHMc6fYlrkW3f54D070381fN5WtlD9mNzwCW20bBcX6MJRq5W31005B8vd0HfW7RwV5f8gSjNFW5XDMSV86smjjW2Mzt5Q369nyCW2cWY3Q5CN-lZW3qm7--3Wl9zlW6qfBnW56l916f8F0Nr204 )
The New Stack (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnb3gP0xW69sMD-6lZ3nfW2Sc6Vs2RVZnsW3vQgzP59Mf04W2f8ByB3DTr8dW7FGVdd1lxrmhW5gzg5w474dDMW69fy2S4bDC6sW3QwCJg7_ygQXW27-k_m84XJ8xV2vKhX43pjL-W9b0nX27P1MQqW4NPg-74qJhnQVySc3X7cmkfYW10d6k412SK1zW9hXqgr5ndcmYW22622P8RJPQ1W40llxB56BS-cW78dmq18qlpk3W7DRgjD3m3PfBVJLYgl5RYJy-Vtp-Wb2mdkc8f2VJ20j04 )
Weekly Update | Issue 545
Your agent pulled the night shift. Who clocks it out?
Your AI agent can spend the sleeping hours rewriting GPU code, but after you wake up and have had your morning chaider, you still have to make the call: Is your AI-written code ready to ship?
So much of the conversation about coding agents glosses over the work they produce in favor of conversations about efficiency, speed, even luxury. But the uncomfortable question remains.
At Together AI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3gP0xW7lCdLW6lZ3nrW8b24H963pDdyW63qGKK5xCkYPW1FpFP-54GfNYN851Z4Sn3lNvW11KG3W7Xhy6TW3LXpQT2KYK3cW102LZb1wqcz2V5m7TS4xvrvjW7y1xCc3zmvt2W8F67Fm4l532HW5pypw31ynJn4W1grJwR6jTXb1W8h1phd8w_mtMW2CsRjX7VpgRgVF0N3-8HclblW5CLNLn8s4XqQW7tswJp6mk1HbW112zdW3v90vLW5cxkbm31Ksc_W5N-tVk4Fs_dwW4dhqz_3ltYHLW2rHXMf4fYnS6Vz7sRn7WdvLZW4Pj6Xs8Mh6zYf7MD87T04 ) , agents run experiments to improve the GPU kernels behind its inference service. The company says its compiler can squeeze weeks of tuning into an overnight run. But a human reviews the changes.
Raindrop is working (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3gP0xW7lCdLW6lZ3m0W22QbsK35GdjRW7Qpjvj48JQGTW8rv7q076HwxmW1y3g-k7lKRG8W66k08Q6nsSq5W2b0mqz1XfybvW4QlY276r4kwlVpV6JR5BB8c7N6Nk3BM6Lq4cVylhLJ637WW-W2QlS2l4m9GcpW7vxY4r7MmDNfW48_j2b3107lmW1v7xR137Q4KKW4SSDrX6Fw256W97_jcW8w_c0MW187LMr7_KQq9W7_Njq-5PlVTrW3PFCV56TRrshN8xPHtQLmvRdW8N7FYx1Rsb_-W2_mxdl47K1XyW8P37tK1LMWfTW36Lyjy1CX7Hrf60LqjC04 ) to refine the answer to a question that comes earlier in the process: How do you know if a change made by your agent is safe to ship?
Then there's Google's donation of gVisor (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3gP0xW7lCdLW6lZ3mTW3GjcC92xwTFvW2M5KHt5D0QxgW669hGj1wlspVW2z1jwj7tkrtWW5t7Qlk754c_NW2yMTzV68jnZnN3HBR0D59249W4lwMlR3wZhvhW6wYrXL5qKwK4N8bvbp-js1y0VzynT67zCrY5W3xkC383JddYDW8Nk7Zr36C7_8W2cJQsc8PB2wSVVQ34L4bX5zhW4t2_3y8Fhv4SVWJ47p43hXxPW3xm9T94lZ6bFW3-m7MH6BRtKwW40FBDG7X-ZV9W1D-HrF90XV-5W6G1kML19yr13W9jNFqb8s33vmW1-cfc146-xvxf3fJptz04 ) to the Cloud Native Computing Foundation. Anthropic and OpenAI already use gVisor to isolate code execution. Google hopes neutral governance will encourage broader participation, including from companies that need secure sandboxes … but can't afford to build that expertise themselves.
For developers, these changes create a new type of approval-based work – alongside whatever time the agent saves.
As you catch up this Saturday, consider where your team would draw the line: What can an agent try, and what still needs your own signature as you sip your morning chaider?
— Nick Lucchesi, editor-in-chief, The New Stack
160 admin hours a year: how AI-guided diagnostics finds root causes faster
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 live on November 19 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcp43gP0xW7Y8-PT6lZ3lYW5F4j_Q78KDM8W7Rz9bY19XnH6VJvQYx30VMyPW3mnM1H3n0Cq6W5b-cX47KdJKcW4_SCKN8--Y5cW2cdJh86h-GDNW5NBZWM6QRfGyW63WHZ33_WZvPW63rC1M1JVvZmVrXVpc3Dkd4ZW4m3ShY4zx35mW5QFB5z7p3w60N5hh14RsXFKYW9g7xKV8T_DzbW3VsxhT4hGnrLW96qhjN6cgGHdW6C8zV28RH_T9W7WktL32y-01RW130Gkx2QPymPW4XrTrT7ytDXTW211nWX1DBgJZW22bVf03R5MMzW20GZtJ62GlGcVYdVQr8bhLFVW5z2RhF2RpVrVf61Fk4404 ) and watch AI work through a real failure scenario. 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
For a deeper look, pre-register for our upcoming eBook, The Next Era of MFT (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcpn3gP0xW8wLKSR6lZ3p8W9dgq0c4S0pCLW37x95z2tzZlNTJmwk3QTn0FW7CKkDn7v4xQxW4tldgd8txCQsW2crwLQ3zclcdW9gdxcZ8kz7CFN7_sbt3FhY3qW5Mnqpm2CnfThW9c0KNf8MCP6mN9h3mxQXdbD5W4XnCxg65GNvTV8VrRb2wTgdgW21p_k46kS2KsW2g8njV9d1QvSW3vknwB4_smlnW14RFGQ1F75d2W23wBqd2CmNfkW7L2y9q5_K4DpW7WlVy03Sh4S1W8QDpb91pbrR2W6J1LSM2Qj1KQW8VL8x_8zw1D4N1scnyrqy7yLW5Ht3BN6jQ7l8N8b2zkbp77sNW1TCM4f1CyrWnN4-lJvybr4ssf1mBLnn04 ) , written by Carly Page and sponsored by Fortra.
Save your spot (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcp43gP0xW7Y8-PT6lZ3lYW5F4j_Q78KDM8W7Rz9bY19XnH6VJvQYx30VMyPW3mnM1H3n0Cq6W5b-cX47KdJKcW4_SCKN8--Y5cW2cdJh86h-GDNW5NBZWM6QRfGyW63WHZ33_WZvPW63rC1M1JVvZmVrXVpc3Dkd4ZW4m3ShY4zx35mW5QFB5z7p3w60N5hh14RsXFKYW9g7xKV8T_DzbW3VsxhT4hGnrLW96qhjN6cgGHdW6C8zV28RH_T9W7WktL32y-01RW130Gkx2QPymPW4XrTrT7ytDXTW211nWX1DBgJZW22bVf03R5MMzW20GZtJ62GlGcVYdVQr8bhLFVW5z2RhF2RpVrVf61Fk4404 )
TNS essential reads
Developers are downgrading their AI on purpose — and it's working (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3gP0xW7lCdLW6lZ3lqW9jZqgW1lSNfxW2DLwC-4YkDb9W5LvlFd4Mkz-PW1VxP0R4YP_6xW2YvxTz5Cxk9YW7Mgqp82t8QzxW6VT69d44PMM5W17c3g99dnnZdW1rYZqP7_TcR8W8PqB7S6tL6K-W3BgplT4yFRkTW3kpkKM6skhdqMWQ0w8R7RMgW534z6_4s8rC0VqjhB_956wNKW8Y_nN21z9t9xW5tLf8y87VWJYW18N1-F2WV37_W3sWFjG2_r8lpW4Lws335V-086VNbg6C288xtdN38MDfDfDMYbW1f0pfF5GQjPpW8zGNjp1FLP0_f228Qvs04 )
Anthropic added game-cloning limits to Claude Code, but developers say Opus 5.5 is now refusing reverse-engineering and software work it once handled.
A developer opened Postman. Then two AI coding agents changed without their permission. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3gP0xW7lCdLW6lZ3l9W26kvzq2j7Cp5W8klQ6T4dLKdCW1-M5bK4LgdlcW90Gm3R1pjcnxW68Yjl05M6KtTW3R-k8J2CMKF7W4lJt3_90nssBW8gSbgx7QLPRxW3-WllM8wd899W3Tzp6-1sZDC0Vq0Prg3f60QyW21H_-t7LVMJ0W2SZ5ts758jXLN8lg8ct45fnmW533DsF2d9dLrW57mQGd4kYLkSW67mJD14-9NjTW7v4s-r5KHRhFW6mR6gq3zzTd_W2g5WWW4BSjYBW29FjHw5PHCtqW8K5C4D3MNp-NW5p92F85k18QDW2_T6GM1WRxHHf4y5_7b04 )
A developer found Postman’s desktop app installed plugins into Claude Code and Codex without permission, reviving questions about coding agent control.
OpenAI built itself a new Git backend, too (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnv3gP0xW6N1vHY6lZ3mKW3fKft73B9bQ4W1hGQLd25XstNW8RBLMC24N0PxW15BfMc5ky0lbW2y5mXW3KyP2tW7vrfZ71CWcj5Vc8sD48bQ_72W35DC_Y6HQRT0N5jsKLWvQTqxVH_Sdg7TXt6wW2_zCsW5CzY3YN4Sx8qv5Qf16W3tnf2p1jBLKnV2pMMg4SCJLbW12Pv8W3d0LHsW2QzgBc2qTfqHVbBgc41G2byBW2ZJqzv2K0L-rW27P4ML89LpTqW81Gq5p4Pj_F5W7rD6Px6k6fvYW2PyzYr4P6FR3dTk6h604 )
Unlike Anthropic, OpenAI kept Git. Its new backend, Pando, cut push latency nearly 5x and serves close to a petabyte of Git data a day.
From feral to fiduciary: making AI agents serve your interests (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnv3gP0xW6N1vHY6lZ3n0N1bjWyh3JNK8VdWXLX7bLSxkW7G0g7N4BTgcRN1qPRvnfCGPmVd7rXf3Y80yyW2sgbbw2Gsrr4W5Vg4S439bvxTW8pYzVg210qYrW1kpYlG5Vpz7_W8Ch0Kx5_Hq70VBVpGK8jscDgW5gKk484Mvt41VfRbxQ5h1_JcVGW24v3f3J78W4GjL9z1C8Z57W8MGbtH6jN2wtW7PdlDJ128grQW6TmpVl9lN-XMW7Fl0c23wdRdmVLNjts8s23PCW3cYbbk7KBnTmW7Y-2Tf8Rd31wf6bZcDq04 ) Vijil argues AI agents should earn autonomy like credit: tested up front, capped by policy, and monitored constantly. Without that, they go feral.
Nebius cut rollout collection time by 66.9% — here’s what changed (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3gP0xW7lCdLW6lZ3k-W7w7X2Q7M7T-zW2RRzcs5fPXxxW9m5kBH28MqsBW8hvp1j1jSxJDW4HjjV62kb3nkW4zLmDh6v2_DrW92WVcj3ZHQySW1z7c-Y55P0n3W7F3y_z4v9C20W5js9Q331vwhpN7r5L80d9Cr1W7Wh3k22GHVzZW81XBc_4TdstLW2_h0py2ywhpsW3hrNzC56PxgJW4YM7TX4cgwfMMGyvlJl-V8kW753Rw25N7q_YW7dwCyp8T-11zVTS1nl9cCBL8W36_rfm1Vppt7W4PgkDg6L44pwW4hrtrM38C6H7Vw8f8N5k6XJVf7k5WDF04 )
In agentic RL, expensive GPUs often sit idle waiting on slow rollouts and cheap containers. Nebius’ Di Jin explains how to fix the bottleneck nobody owns.
Kubernetes just formed a workload conformance group. Here’s why it matters for AI teams. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnP3gP0xW7lCdLW6lZ3lZW25WqdD8fVk42Vk2qcf3qrZQKW5-G54X4MxYGmW4BqFsd6FLbvrVCs4Rg3g0z46W851WrV6qsmWGW182B7V7V-gS3W2ZLxp87vVYWFW98Skbt1vMn0yN7kVfm3_7TFGN43g9z13W3Q9W31PGYd2ds6VzW4L5J0-2hPtMGW1ZnlW47SC_klW6kxzSN9c_mFlW5--b7Q2F7yQ0W2Mgkn-2ZqWdYN1Js0YT91t1NW6mSm9-2kG0D6W2SdT-P4DwB4fW7Q-FWZ47rjTCW60Z6-844-1w_VRNZVc76VqbHW7BKH8v1R7Khwf42tJMH04 )
Kubernetes is drafting a runtime standard for workloads as AI adds more variety. Meanwhile, agent security horror stories show what’s at stake.
TNS Episode - AWS November 2026 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnv3gP0xW6N1vHY6lZ3mYW7YjdHf4dLTtzW8T68xr1YF3crW4yg-_M7KWGJJW4jVYq961ZFkXW5l0MqN4Fc-XGW8rb9G_57VG7VW1wqSqC97j-4HVyqvPk7yQtD_W1fB7Th1Ytc2hN2z198MGfSrGVBvN7g3VZ35SW6JG-6G2_SvGHW4RsZJ0168JcyW2Lfcx-3w_vYDW1XZLfD6JkDvKW6R892w3PzVnKW2drZyK8c3PtvVcLksP1cGTNzW4j4_cM5G3V0LW5ZzkTT6mqD42VQWJhh6YhsQxW1csZfp7lxwQPf2cJPkv04 )
Why MCP servers should tell agents what to do next
Most MCP servers still act like thin APIs: an agent asks for data, and the server hands it back. In this episode, AWS’s James Ward argues they should do more, guiding the agent’s next move with every response. He also shares AWS’s low-tech fix for MCP’s missing trace IDs: a session ID parameter that stitches individual tool calls into one journey, so teams can see where agents go wrong and measure whether their fixes actually help.
Catch the episode
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnv3gP0xW6N1vHY6lZ3mYW7YjdHf4dLTtzW8T68xr1YF3crW4yg-_M7KWGJJW4jVYq961ZFkXW5l0MqN4Fc-XGW8rb9G_57VG7VW1wqSqC97j-4HVyqvPk7yQtD_W1fB7Th1Ytc2hN2z198MGfSrGVBvN7g3VZ35SW6JG-6G2_SvGHW4RsZJ0168JcyW2Lfcx-3w_vYDW1XZLfD6JkDvKW6R892w3PzVnKW2drZyK8c3PtvVcLksP1cGTNzW4j4_cM5G3V0LW5ZzkTT6mqD42VQWJhh6YhsQxW1csZfp7lxwQPf2cJPkv04 )
Upcoming events & webinars
Nov
10
Salt Lake City, UT
Nothing but Net[work] | KubeCon Reception with The New Stack and AWS
As the cloud native community comes together for KubeCon, we are celebrating at the biggest party of the week in Salt Lake City... a Utah Jazz basketball game! Join The New Stack and our co-hosts, the AWS Open Source team, in the skyboxes for a night of elevated bites, beverages, banter, and, of course, basketball.
Request to Join → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnb3gP0xW69sMD-6lZ3psV9rBNr1t3vv0VfSWYb68fhKfW7WzMBZ55LfYVW2rl1Hn4M5NyXW7rQS_x4xV2RXW3hMHRR2xcgzPF270CpC-WZjW5nmCWW8211-dW92N1TS24bVCqW3cp2H67nfrnpW4PjcdZ1YTTxQVyN6D49br7hJW5WyVWN2XbMCmW4qs6Rh34-ZDHW8mKcr-3M2P_7W2lXg1t3vL7k-W2smWtC3j6zFLW2LNtWF31YQ_qN4pRtLW5QKw3W1jm3yn7Nsh1wf4HdgSP04 )
Nov
11
Salt Lake City, UT
Night at the Museum of Illusions with The New Stack and Dynatrace
Bend your brain and expand your network by joining us at the Museum of Illusions to celebrate Kubernetes and the cloud native community. The brightest minds at the conference will mingle with VIPs and The New Stack's Editorial team, so don't miss this chance to connect.
RSVP now → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnb5fkq-W69t95C6lZ3nZW8Yr0cl4dNjwtW1Fmd305TTVY0W4dJ1Rq8Zd7vDW8HMv-t3P8PQ3VqwnRh61ws9PVqXtNM5VqwbVW5fLh1y2kPmGdVJMqtZ85PSzNW5YbLQN8qfZ-CW4wJl5s6d89hkW5KBj_C8Gv6TWW8RvLHt1TpymrVTPlMs2k8QpnW1szP9W55xc8xW7nlm1T8qlw5wW8G98wl2TBKw3W5QKKx35n9vKmW3_jbv45V3gg6W8fHBFP7QC_gfW8dYll519XYyGMv9KJ-C5s05W7bsZtx36lYQ6N8GQLCBVM2YzW4QLgZj56YLTnW2N2Fsf73m8NhW7xzrKJ3r2Mb5W33v26l64wyctW7NDNyb7Rxtb9W5kcQjl6ZwpqSW3BjFCq2LpRBCW5yXDdK7x8vdlW8wMN-g4qLXFjW8NBCXB7lyP7NW27kNkY8XXlthW7_R14Z4Bv2JNW5jZwXV9962ZBd1jDpz04 )
Nov
30
Las Vegas, NV
re:Invent Reception with The New Stack & Hydrolix
Join Hydrolix and The New Stack at AWS re:Invent for an evening of great conversations, meaningful connections, and signature cocktails at Delmonico Steakhouse, located inside The Venetian Resort in Las Vegas. Enjoy specially branded cocktails, catch up with familiar faces, and make new connections at one of Las Vegas’ premier steakhouses.
Put your name on the list → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcpn3gP0xW8wLKSR6lZ3lmW1qykh-8nRkVlW5CkH936V8P0jVln2H77ZNxsnW1lCTsw3zFkZpW8JjD5q8CyZkhW7jth3h1z6BQpW3fcrd42ybx0GW50mbWT7klZNZN5W2rrw_N13HW2XLSSF2f6hvhW3mC3cQ9hXqWMW1ymCLK4K7Gx1W81S4321DNzHlW8m3gsL71VCy0V65Dyw4DN-33W5dNhSz1kjvxPW5d2wd_9kZTlLW7STrfx47qRM7N4zRhDk4QmQsW1lbcrW2q_jf0W1TpQwr83v2x8W60Pn1n3JRGbQW1H9kgN7DGMpKW2DKFp-4hZB2HW6sx3sy7NlDJ8W6d4v5C5jB-nvVMmZ2m3hV1c9W6_sGFh33T-Ngf1TbNfg04 )
Dec
2
Virtual
Teaching AI agents to search like experts
AI agents are only as good as what they retrieve. On the BrowseComp-Plus benchmark, GPT-4.1 answered 93% of questions correctly when handed the right documents, but just 15% when it had to find them with keyword search. Join us live on December 2 to see what agents need from search, and how to give it to them.
Register now → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcp43gP0xW7Y8-PT6lZ3p5MpqgBJynCCzW6vqh4G5-4tnhW2JHDL41x_1V8W5bYNdF5ffS10W2ZZ55283dhPWN6wjGX5sCSRvW3NLBzh8ljd0kW3GK_w47fVCtZW86YTR884B-LFW4pk_wz5CkWTkW39z5lg8fX-f-W4fvrd22zKLH3W1KMVM12vV62yW7Y7bGF7kqV9DW8RjVMc4CMd8VW2dByYk7bsMNvMDcT9FTh9nRW7N1Ktr7-GSk8W2KbWll90kVncV83KmH1bJK6zW7XSMBD5c8BtrW7kGGsp4gsGfpW75r0wv2rRK2BN3h1D2jG6zxgVhNvp07Y25c_W416S778ggsjxf5pBL7Y04 )
From our sister site, Towards Data Science
ShipAI: TDS's Video Showcase for Real AI Work
Reading about AI is one thing — watching someone actually build with it is another. ShipAI is TDS's new archive of real AI projects: not a feed to scroll, but a record to keep, curated one entry at a time.
- See real, working AI builds instead of just written case studies
- Every entry is reviewed by an editor before it joins the index.
- Featured builds get pulled out each month as must-watch picks.
Browse all projects (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcnv3gP0xW6N1vHY6lZ3n3W7hlSld1mLqZsN6RsCXl3N-P1MPjcbMGcd-2W1tsSN88bBJ19W7lCwdP2TJfXRW8jLl6J3RZc3jW41Z1jg7y8GFLN3Vvq4fHk1NWW6PtCRt3mYPNXW1q9D4854cNhfW3lz8dH3ZxtJ7VjxwN-7mqx1SW7yJSk943HlF9N3g-pzcMM5QSW65jCLS3G0y89N13XKC2h65SqW6HhhVG1p94nVW1C-hq17JSm0GW2pdnHZ2JsTK2W5Q5Tcz34gMw0W7W-SFx70Gt8GW2ly1qp4XhG3Rf3zT-nM04 )
TNS quote of the week
“Most of what we build starts with our forward deployed engineers (FDEs), who work on-site with customers.”
— Lukas Burger, who works across go-to-market and engineering at Cognition
Get the context → (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MW-YM1pPsYqW36_dC_5VHvvbW1CR2895X3SwkN67vcp43gP0xW7Y8-PT6lZ3kPW2fsZHd4xpF-mW70-z6H524zKvW4_LWf99718p_Vmjpd86jz7gtW1Dh4Ld3pjRLgW22tMXV4D3s5WN4jKVZdgMYqjW4YbyXh4WHz1lW6VDTXc27s-NlW3gkhP84M7zLQW7l06jr5Yb0ZLW3WtvhS7bK939W2kjksY1X0ty9N731r8pHfxhPW5TztnK7z92hxW2-KK715Dh9-2Vr1NL740s64JMzhf_sYS-jYW8fsmgK1ShPvfW6J23vK2d7y7BW1B7j4-1Jk5xSN2mFdxrMwnRTW5hdpBV8W866GW5t-5R54RTlh6W7p9ftH1lX5nxN83xjMV9bjfYf677MK404 )
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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!
