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25 firms defend open weights – Anthropic, OpenAI abstain
Sat, 25 Jul 2026 13:09:38 GMT
Anthropic just launched Opus 5
Sat, 25 Jul 2026 06:06:20 GMT
Cursor Router cuts coding model costs by 30%
Fri, 24 Jul 2026 06:02:01 GMT
White House accuses Moonshot of Anthropic distillation
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Musk doesn't need Grok to beat Claude
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Kimi K3 just topped Arena's coding leaderboard
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Linus Torvalds just reversed his stance on AI
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Selected Message
From: newsletters@...
To: [email protected]
Date: Fri, 24 Jul 2026 06:02:01 GMT
Subject: Cursor Router cuts coding model costs by 30%
To: [email protected]
Date: Fri, 24 Jul 2026 06:02:01 GMT
Subject: Cursor Router cuts coding model costs by 30%
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<div id="preview_text" style="display:none;font-size:1px;color:#f2f2f2;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;">Plus: Nvidia’s new DNA model learns what token prediction misses ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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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:#48607a">July 24, 2026</span></td>
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<span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a">Together with </span><img height="24" src="https://cdn.thenewstack.io/media/2021/06/a44da204-anynines_landscape_full_colour-1-scaled.png" 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: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .toc-desc a { color: #1a6fa8; 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">Cursor Router cuts coding model costs by 30% to 50%</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">In today’s lead story, TNS contributor Paul Sawers reports on Cursor Router, a new system that automatically sends each coding request to the model best suited to handle it. The pitch is simple: Developers should not need to master model benchmarks — or pay frontier-model prices for routine work — just to get useful results.</span></p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Cursor says early-access customers saved 30% to 50% compared with routing everything through Opus 4.8, without sacrificing output quality. But this launch is bigger than one coding tool.</p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">Sawers maps a fast-growing model-routing landscape that now includes OpenRouter, Sakana AI, Microsoft, Ramp and Meta, all chasing a better balance of cost, speed and capability. The piece also explores a tough question beneath the trend: <em>Should routing logic remain locked inside those vendor products, or become open source and customizable?</em></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">Read the full story to see why model flexibility is quickly becoming a defining battleground in modern AI development for software builders.<b></b></span></p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Go deeper: <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3mpW8Y_7DV1z_8QdN8LpQz_XGgvWW32xMNW3BqgzyW44jXDr7LW7vbW837DQb6ZvjBfW86mDXZ5Q9JstW3zfb-Q8JsQsBW3mr12-3lCm6GW3-CWzc7BXmqfW1zWqHs35SmRcW2LrRj44CvHT_VghGN54ky3zHW3NzH7J3l6rHxW582ngc7D44zHN6qy3bZwwLZGW7vPcNK8hFwmJVGPYwt5SV1y2W6yD4BY31z53gN86CdTvJscjvN5qLvXtV93PDW59b8tn7Y34BGW8RQRBg7FvryZW8svv5k85yG5SW3hVTg64T8dfqN4_Z5FyTK54YW7xL7K73tn1qDf3gll_v04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="jM7LACcl">Cursor, Ramp, and Meta are all building model routers — but two have major model ambitions themselves</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><i>More fresh reads from TNS:</i><i></i></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFv3qgz0W8wLKSR6lZ3mDW6cJj8r8pkG76W2Sbs9g6-FZSBW2nNSg25BqNCPW4QSPN81Rkr8RW3DW-Hk7PC_mzW1S1L0_4drqhnW53mYbk3FSh_BW7_6vsZ94zmQBVCKdhp6S3VjzW8fqrht2BL7xMW3msRcn8gRwhbW41pzjG2RNskLW17NFKh1gC71rW6mfdjS4BM-DdW1WFLyq2cq2hSW2yHGBh2bP8GQN396QB69MdbVW3PNypg1fKK9cW7__73968CV6KVyjw3X298ytQW2ZSmrK7CQdyMN938QbmNnJpjW3f4h-f23dSQ3W4_XPht6FDxg3W2ccG_J395PtkW7wqx9h3WZtPxW1_kY2T19vmpdW4hJSMD1RBNRrf98DxgH04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="g0EeiiZq">Personalization is a ranking problem — architecture makes it work</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3pHW5hbQyd5ZDyZtW28ZMhw3drbg4W5zdqnS69B_2rW4pJjk-7GRXC3W3qr8HT305WkWW672gzZ8h00DdW7tf3qt6C4h_6W1CR7tM74NG2SW8Cf0xC6TMndhW21jcB_34jb-XW7H1BVJ7H6CSXN8x8VMf6kDszW9drTXv2ycB1gW1BhKbp2ML_0nVDPxzV29F5D9VNVC3N6gKQtQN4fngpVSb7BRW5sKvqZ46hH-RW4nHm_J1g5CnwW4Dzn8X67WG9HW8xtDQP39TwMgW45NYSY2f8_K8W89FgH24x_1J1W9c0p7v3s7J36W8TDnLc1F0r1nW7WtHTF69zTPzf1qL_4d04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Cyir824m" target="_blank">“We love the world where we can use both”: How Nvidia thinks about local and frontier models</a></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3njW8sJ8ky4dmVTbW8lbV_678LRCjW1BsHN-1NhsLTW2ndW4w33Y_xSW8cshxf59LNhWW388wgx6p2FPzW4cwm0W2sGK34W3fdc8N7J9xgGW1L4DB276XHylW9kjX0z6hVK-MMqH7js9Xz4LW98RzlH4pgGJtW3FRFSs1HYKWpW4kYvxL1NRhG2W3t7yJj2hL-zyW247c-96rCfy1W9c6DZb4wsRyjN6cDnBLj_vPqVJz66x41YqbmW91jDHQ8tRVFrN5sqn7KpxmMcW3ZLw382_9VcLW2TFGFf8H_QmHW7n0ZkV40Q074W427jbL3rmG43W37SS1L1kRPc3f26zrVP04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="vwBFk1Mi">Nvidia’s new DNA model learns what token prediction misses</a></p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">💡 <strong>Join us on July 28:</strong> Most access strategies weren’t built for AI agents making tool calls across your infrastructure. Our upcoming live session will show what a unified policy model for human and non-human identities actually looks like in practice. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdCK5nR3bW50kH_H6lZ3l5W5WV2FJ9dCRm3W3pLvvY8J3LH6W58Xx2W73fXlvW4rfG-x1Y66rdW7c1ch471l4q1W1HZn8k2Vh-25W3nyP3T1DfwNQW92MJfL9dPv3qVk3pTj7z3myPW4Gw5468lGQYnW8VC6rV8BfdzBW8fw-GH1yn0RWW4Dpnn33gnNlTW6yzyPC29kyfnVF7Gq81fw3sNT48ms5M3WZMW5pnFmJ6l-88WW8LHcr_3Glk5zW2fPglZ6t8MZVW1vqH5T5BGwkWW8qDdhn7HlKQRW7fqYsV2Gx6h9W44W7Hs15st6_W28bX48843mrXW5tR7Vf90MYCmW8zL_MV3MYHwPW8LRKGq39HMJsW3C7v2f8t2gDkN4Y8hSFytfpwW34qvjf28zBXKW96fHVj4V6CSpW80TZS34JGslMf6TNvJl04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="p6vgigok" target="_blank"><strong>Register now to secure your spot.</strong></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/2025/12/b0ce81f3-cropped-5f5868db-nick-luchessi-2-600x600.png" 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:#48607a; 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/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3mnW8h34lK1pCr8wW4r5RLr3SVJ83W2x49-C8f8jNzW1tKqz25tVxMLW3Fr5hY3WrbP-W51fRFT5CYJPcW1WNsXS4ddddwW3XMtYm7dRxMsW8gjBRd9hH8C8W4s0nGp4l41dmW5K7MzF1Y_TGMV4v3kP91Jv_VW58CTHS6G9XZyW2kbfnr845N5DW246Cs67k3sGvW3ZsCMv2DxCltW40dkMH5qhvbrW49FyHN4zpVNrW3sfgpv4TN6n2W1jqPhc2Y75p2W2-R9ZZ4NpHl6W7RShHV5BWcY3W3yB6cN5vhXv8Vgt6jl8gF33wW9dDR5h7ntphJW9bzHHV8dKl25f2BYcW-04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="JrAEXaiN" target="_blank">Nick Lucchesi</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: #48607a; 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;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2021/06/a44da204-anynines_landscape_full_colour-1-scaled.png" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3qgz0W6N1vHY6lZ3lQW11KYYL217XcDW86cclW8P4Y4fW1FzqvZ6Y4fWSW5zkLQb27dHZHW8DcDML83Y1n5W9c64mZ7kZWTkN69GkJMF5DKhW8QN1qK88f_tgVpPSSL1s8ZXtW7twJcD5twSZ5W1g0Nwt7FjrzsW9kJpmn2FVdn7W8WhnCg71fB_sW1jP2Mp2YnFZ_W7WC3Bd4Hq960MYPwBX5y6NHW9lMvPk4b8HMKW3PPMNC6gL_1pW9bTt2W83LKvhW2cwf4C8Yw83HW2KZ-xs19b_8kN1vzvvrrY--ydRF5sd04" style="color:#1a6fa8; 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="1" data-hs-link-id-v2="DM1LTM2F" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/b05d00ad-anynines-newsletter-banner-1200-w-x-600-h.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"> Self-Service Databases, Without Losing Control </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Stop hand-rolling databases across clusters and clouds. a9s Hub provides developers with on-demand databases via self-service, while platform teams maintain central control, compliance, and data ownership. All on your own infrastructure.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3qgz0W6N1vHY6lZ3lxW4bGg4t2XYY4xN3ctGcyq1YzwN3KD1jPxjR1pV6-4dh9gFP39W8cL0Sd3_qQpnW1t1XcT4smvy_W549grQ8DRGcpW8wnPNT1SsrJfW8hlMg19knX0JW5cM3n894Wk50W590ZJ-5Dc8PnN1WZzmVZJgBFW81yJb86lkTb4W1q5q-R83kVxFW42TLL61lrLz7W8CBDYm13zPLFW6K_5X02BMGlsN1T7tk897y61W6j8nmJ1L7VDLW6C5Zv61tL918W3R_t0m1tCGX-W2_07kx2Yj1WKf3kDGxH04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="pXdoYE+L" target="_blank">Discover a9s Hub</a> </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: #48607a; 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:#1a6fa8; 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">"We love the world where we can use both": How Nvidia thinks about local and frontier models</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3nbW6m4pKZ1SJfvVW3N8zG91p03GPW6_J2V16tMbNXW40XfTQ5RT_89W2d3RZP748SXCVbdgFm8PNt77W6Y5LDm4-GFwzW4tkYJ82q8s6tW5WqycF3qbtzdW7dWGRs1YWgmxW6_SbPl7rGPBPN5_9ccxv5GsdW3bCTZ88DqxGnW3qQTDJ4Q0mgQW2V1mm-8Q_JpSW4xN15j5_P7P9W6dXs8D2QDZyTW2bGL8c8q7TKcW1GzjgN7P_VMDW4TrYvG7bwnMyW3fgB0n8qv-_RW6jgYc950T24RW52xKjQ612JV9M2_0WFjZ2pyW7YDQXX1VWWfCW3y4pv-3CgW2Zf55g8nM04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8" 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/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3lhW5p-qHW5bNWTHW83Grh21DmhPlW76NZ-c2tSfVYW56gtPQ1ztQNHW6vdp5c9dyxYgW58KbTp4VT-lHN8F2cFsfSJSSW5mc6x_6s1WMsW8PHsWs6z_j3gW6VrnkW4ChdZnN1VQK8-f5JP_N2L51VjVyqJNW1dP1HS7XlcdMW8TpXXW6PqVMxW5vMMYs1h9PydW1LNJ--7ZKJM6W88sTxs6YppfrW4V51rY5hDqCzN5W7Bdq6gz9ZW7sQ3jQ1tQSfVW4gMYYG1v0T1hW1G5-kz1Qb7SKW31-6kr4yrW6sW5_xZ3B7wp278W8gnQ_y6rNLnVW6BvVlv2TDKf7f57BZ8R04" style="color:#1a6fa8; 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="1" data-hs-link-id-v2="hw58rwID" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/07/45a2a83b-img_0484-1024x768.jpg" width="524" alt="Featured image for: “We love the world where we can use both”: How Nvidia thinks about local and frontier models" style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #48607a;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> NVIDIA's Joey Conway on the rise of a 'system of models,' where small local models and frontier models split the work by cost, speed, and control. </p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> The models small enough to run on the box on your desk are getting good enough that the interesting question is no longer whether you can run them, but what you can do with them, and how organizations can get the most out of them. Joey Conway, Nvidia's... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3mWN4WF7zXXNG_-W4kYkQJ6sltZcW4Wtx2L36mFFbN5Jtd941X6q9W4klvbH3nZsxzW4Crzyr5PRDRxW6f33wm4C-4C7W2HzdzC3Rn9VmN4Xfg0pjf4BRW3r-KKF981Ws4W7V0c-J886DP0W1Sp1jV7g51-BW87QHS-84884yW5jGqQR469Qn4W6zf3kR6-jZwXW5v4nFF4q9gbbVWn3X26nzp_SW4lGJfQ65P_KYW4-nqMs6mPnggW29p7P-8pqMjFW7q5nLX2KTLx3W7kJK672dmN7WW5VhgTM6bfP3CW7cfnQP67J5ymW65fLpF3BMpk8W5hWytk5CL71Jf8flqT-04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="ZItWqhGp" target="_blank">Read more</a> </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:#1a6fa8; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</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">FLASH</span> </td> </tr> </tbody></table> </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/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3p6W93rkcV6K4QF9W4HzSFT84JJLZW9d26v15lVxv9W69B4GJ6zCjsGW2JsjHH6rpWRYW58-n6T4vCrrNW8_q66w2JNDc9V-WVJL401nQwW6c1QmH4v-44XN4W5lQfxVb_7N8PxypDW9zHJW1LMbSK1kZKfrW2rNvnw3t6sMwW89GJZs1K-B63W2m8QLb7lSFbXN2LNCNmB317_N2l1KlqFh1bWW7c5FkZ1Hh9sCW6wKXHg1VGmYxW2Mq_m47mGvPsN1W2TqVKHgf6W6fWlYH8gL_27N1zXSrWB-XQ9N4g3gSPdy7BvN1lLxCC2qmS_W8PKfrv1C_GDZddlD7Y04" data-hs-link-id="0" data-hs-link-id-v2="TqUoRUPb" target="_blank">OpenAI and Anthropic both speak at once with dueling voice updates</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; 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:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3m3W8C4PSC4Lj76pW4bg-T63nqlF0W3KF_461J4_xfVGlTjF2tDD3ZW8zZjnB4-8wxMW4h9fcj5d14Q6W5W2F-c4V9cmdW1mlrZc25dgrbW8hnnJK4vt5JJW6jHslq4C0LWNW8_1B0t4Db_H0W4Sdyjn4v2XGZW16Y6FR7_83G9W8z_Rg65rCCvJN70Mf-HxXvSSW6gBCzG37XHm_W6TktrN1l_P9tVnRs1F3Fhx1LW7P4rCj35h9n4W1MRLVq2QS5nrN7Ly1yJf4Bb-W4qmmT82lqxLPW4R0GBn3F6SYPW7m3gGL4LfPP3V5flHb6vy-djW5Cyylc2gRWFWf4zS22-04" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" 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: 52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3n7W96qG4m4BSF7SW89bfhX5ly42HW6sLtx84QpX19W36-w-p191tbhW8tbYWG41kYMnW1PlmYP7drWBwW4byCkq82WNtpW1y710l8RpJRhW8wtVNY6c8rR5W2p8Vr42KQ3NJW8nQXr_1ntmdfW2f-KB791dtcfW42F_-H1x_Ps4W6StnPk4sxLydW3FklXj5_GKTYW5pFL6l2hwHSMW2jNKdZ2Z5X_-W4H6YWl1FsdZsW7WZqKm6dxSNpVTlMn97VdT_-W6pbbHh6X7mS4W5HfSlh73f6J8W6cGR6Z2Vxl-7N7nhPBmd88g1W5fyTMn61VfMGW7fNzX27sNyggf3tZLLl04" data-hs-link-id="1" data-hs-link-id-v2="EWoJwMXy" target="_blank">Nvidia’s new DNA model learns what token prediction misses</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; 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:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3pnW1JPSTD3V_BPJW8x12_J6pkmqtW1nMJCh6s-BjsMVzM268pFlkW806sl-13DQzQW8hSBqd7XpqC6W3RXsZM3rf8cfW4j3StR6NDMhzN7crfZxpnx_3W8z7Wn99714spW2Vqkzb4vWjCnN6hBdd6szz5TW6wPBWs1SGwhTW8MWl8C3F9vrfW2xyJPq64597dW2CrG_n5qWxWYW3CZzQx1FBsNSW16BZDn4tpkSLW5KJ5741Tz_czW1pJYnZ1rKMm5W3nfcds19c2YpW34c2kn9df3M6W7fxCYD4kS5ZsW99Jn-b5PhqnXN3ySRkhLdY7kW92gpv03MVpj-f7QNrwP04" 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: 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">SHIPS</span> </td> </tr> </tbody></table> </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/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3npW2-zWFB1mPppgW335J823BD5sVW4F5DNB3lpm5RW7PtG3b1FH4N-VPLt4184LQppW7cVGn03t_SdyN5Y3CMDVmN94N7Vdh3kFg7lHW5b_9nT8Xr0kXW5B4sZL6tXmFVW4_MVhT3SdZT3W5qrhB83p5vlbN2vTFMxR33zHW8p13CG7vJpnFW8gX1y-3S54c8W37pf9Y1Mj7v6W38bbLq4KPx6fN7PDrK5H7RhQW1tKX-X7mBsKBW3VxSr11mWJQ-W4nb4yy4sSz3dW9f25Cc8j1sXNW3YGmfT7DGjbFW4vzqGY5sYYXQW3PPchq7byrVtW5rkVNm4xT5Lhf476GCn04" data-hs-link-id="1" data-hs-link-id-v2="o+RoXD+F" target="_blank">Cursor, Ramp, and Meta are all building model routers — but two have major model ambitions themselves</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; 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:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3p4W7DWfFk4v6ZrYW16FtKS3cw1dwW1q9rfZ52QQt6W6BM7FQ2XyJwFW8lVS_L1yHtG1W2xyTPg8Zhh9qW5-kPVZ7FFNc8W5G2DG090XrrYW5fD7bJ5640kqV-FH0d723yT_W85z3n23ZDgLsW2ktwd92NVCglW7v70vK4wYkr6W2VXLDC3S8vdnW375HG08PXbsKW4tLfSH2_Sp8hW66cvJW4Bgk_3W1Y4dm44DL_2DW2lpyJJ4kB4ZkW8ryp6y66gwl7N3k9rwxrqRtwW5N6x2X8-kqSkW7S5Vtb2vS-l7W6_ymbB4J2qY3W31vL-w65LnClW6C36fh6rQlpGf6PBxnj04" data-hs-link-id="0" data-hs-link-id-v2="+oM0MZMP" target="_blank"> Paul Sawers </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--4" 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:#c43aaa; 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">GUIDE</span> </td> </tr> </tbody></table> </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 Engineering</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/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFv3qgz0W8wLKSR6lZ3pCW1d8Y914dC5DtW967wD42f9M-rW8zwTH05L4hhdW10y6tp67tMZhW4Bndr19jC5MKW59PT861HsFYzW7cFqm52lbnrvW86_JgP4Wz7DFN3G2YBJCvJ0dVw9zFm3b_rHFN3NGVh8j8d0nW4nBk7L4h6kwgW4Ks-gz8P4nKxW4TwmsM1sq0CJW1Wl1BS2cVKJJN1BLqlGF3CF6W8y44Kb28TVy-W1v_Vcn8vkxrzN3FLNQLvCgz6W1fsty07yrd0fW3g7tlY53KSzYW7X7g484YQdh2W8mQYK27b3F-wVZcNS46pRRzlW1wKfKJ4x387RW3-tHJh37NfPPV4ltxT2-6CbZW6FF3Cl6B-8Mnf8zvYmK04" data-hs-link-id="1" data-hs-link-id-v2="/lWr+F9f" target="_blank">Personalization is a ranking problem — architecture makes it work</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; 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:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3pNW1vb3Xk4Mn8GdW7mffZm1YP63VW5FMJgH6YqpsFW8cG6hK7D2-4XW5QqkWh8c5kRNW5K68sP4tDkBKW1xgZNl7h878kW1hs7b43tjSjGW5ZR9S68sPfnDW3RCpXf3r8KCrW314kZ116s5PyW37jRv62F0m_lW87n12M1T4lh5V8p3xz6LZBSQW7rvZZZ7yM3D0W5R9Zxt8dsq2HW3nhHm62Qg_nqW8kjMCg884zL-W1-QW7m1jKY6HW17-tXs85Hn8DW7rRdrh7DmRbCW85ln365nb41nW3GR_Hn5LChD8W1Ckd5l3rM8TKW7x7WtN4W795-W1zJY2z41CZsgf68_4w604" data-hs-link-id="0" data-hs-link-id-v2="W9EUjaWr" target="_blank"> Jenny Morris </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--5" 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:#ff3287; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div 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 Engineering</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/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFv3qgz0W8wLKSR6lZ3mQVQF69443RmZrVN3xhW8zq9CgW3w6Jtt1R-BHtW1SkTtG46lSsyW1RH0mF3zgKTrW4y6XNf3gprhqW1P7XH93Gp4SwN57Q1NzrX_16W51Q0343--6LMW6M9hjN1yxzqsW7d4HgK4N8mcMW1kfHjL5D1ZywW1-8vV85kfQCRW5hcnDN1fkjlLW7rwkpZ3x-CPkW6SVmgN8qFpdjVTCpg68_M8KFW5ZKWSP1FjVpxW7FpdDM4qxjvFW3h5xHF5t0bKvW7ZChrR55D6BPW7n-m5l1rZM_PVh7myr8sdSYLW57xrhq42C0N-W6X26k1356vppW47HWct1bYn2fW1tDk4J4Jg7rsW24z_vf6RrnJnf73_Bsd04" data-hs-link-id="0" data-hs-link-id-v2="scSB6a8R" target="_blank">How regulated organizations can increase AI code velocity safely</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; 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:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3qgz0W7Y8-PT6lZ3mCW5CjvMs4Kl12wW1p6VLW6Dm16cW1QW7Lq8mqJfCW5RdfGR7xZCbbW1p6tH11BpxRxW1XT8XG9grnWsW2lVppS1cm88lW3Lvx_V4C9kLpW2x76947_q52vW64xqN_7K7ZdbW3wPf1S6t1FmBN6Nqq2kWCtY0W4HRQGc2qlKZXW1l7SK599KM2vW9k7W5p2wV6nLW7MSddr1n-YWGN5GM6t5ppjlRW932m2_88LjtHVSDf5Y4nCkyzW237Lwr9frK3XW6G3_xy6pGglcW2pr82Y5sdDrvW2tKKK62QPrFDW92ql5w5vBwrnW7bCY3b41yTy4W3rZGC73T8yp7f4nbKM804" data-hs-link-id="0" data-hs-link-id-v2="K0W0GVTO" target="_blank"> Ekaterina Okuneva </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2022/04/[email protected]" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3qgz0W6N1vHY6lZ3ncW5pxTtM110gt5N7sL5Q4hVdHFN1dLPmsT8pqCW1Ccgpq1QCw2TW65-4DB4J7Dk9Vd6gQ74lqbmxW6Z-LZQ4qF9j1W2nPYRf4HjzrmVs1vtX8dXgbMW2y8Vr93s0xzYN2dCNFzt2zMgW5kHv8f5f7KtyW4-HC5Q2Z3dVxW2qr0c_2kMK_TN2v2hwxRPw5hW5xddgV95mqm7N5Bz5tQ3KCzNW7zWZpX4gygvZW5kt8NV3ZnZVFW2QmyqL47lthhW8PSYmQ4sTG_KN3S5RLQwrvRYf2r-wnR04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; 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Share your experience for early access to the findings, benchmark your team, and enter for a chance to win prizes.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3qgz0W6N1vHY6lZ3lKW2NySdV4B91rpW4gxvJD5Qg53RN1H_-3-N7Gb2N7T0ff0V-bXrW7-j4Ml8VKgQ9W4B7rJ-7VdR76VqyLGf8V5CbqW70txbH7pxsTvVZC9gb2KzqzjW3HX_Gf3sC8FQW7G7hSH7g0QdwW13CXjt4b39qvW8xJwKh82FsmWN4YJD6y2bkfPW7qjf4C6bm5F_W5F614c244HSJW1npdZc4TCfb6W14bPDq8jkf7bW23BszP25ZR7_W3mLn6f23_zXrW8vDG6h5pLfvdN220MD5rCcHFdDVdNY04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="3Eiwr5CB" target="_blank">Take the survey</a> </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:#1a6fa8; 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/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3hCZYW6N1vHY6lZ3kXW2Cq1yl8tXQ5WW4D70qh7SnFfrN9c7y67pdGZ-W7rcsnG8MfVZRW8C5lK-6hzpVqW5kskw45T7dnWN1dxKSkZtnjhW3_kV1p7hQ6vbW1dvs9z234s7kW2Bnc3p2S-mtxW599gr47NJcHVVCGs8V1fYgBRW5X7vHn1YNzv4W7HT7ws5MPzt5N3PCZR5KwR5YW86LLtW6yf5jPW7hBbnP2JJ2glW6p3lhY35WTWcW2QbhCF7t-8bKW3pcW1c1LZsXHW5Vdv6T2-rZBJW4h29R02tBS9lf5Kz2Qq04" 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:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> roadmap.sh just 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:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3hCZYW6N1vHY6lZ3pTN26kYBKdvBG0W4_qHWj1H0MJqN5XWts32xl0bW3jltkh1tdZMtW4z2yM97N8BrVW2fynhF6R85Q4W6THpPR9hK7pyW1tR8bK3J_wn6W3gsxdf8M5SZtW2C7MTy5L8v-cVPX-2s7h2Pm3VD5HhK7QVK86N6dwt3bgP_5hW4SMPNr8z1_SyVGJlKM56zGZtW1KVCSS93-5-RVYDYg44DbTQHVJJgVK5R6hZbW8KQZMJ6fDhhkW7lYDCW72f2WVW4Yz8x55gQqKzN1CFl83qXlCZf5c_QHn04" 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">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/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC5g8t6W6N1X8z6lZ3lBW1BMzw_52qLrVW1FcqWh8g8X_tW1J1W486H35qNW8xk-Cz1Ycr_DW3ygLqZ3H1b_GW1VXW0M4Kr39fVBtxb-6pLkXtVJf5zh7kcLj3W3lD1gj7Y2HfbW69nZvD8tcmkZW3wWCHj6XX8YMW7XSzqp6LYFQfW4hSrHL2YK-ygW8ww9s78cYz87N4VthSWLQybgW6Gm_tr6sTpphW3z5JdW59JLwzW1GPlyT6BQ4KhW6fWkGf7NZf53W7JXByk26RcTkW5mwfVZ6mVzLXW6Zz_l74VRhqmW1SYbkz41_bMDW6VTQjQ5W4gpnW1ZbvKB17BRd2W42lnj87PWwgxW7lswFt4Z7F-xW6tpHSw4_5GqpW8TmrSP8998NDW6H6xW-2qFD_NW1kWGmC8Cn-gZW4n9S2h3LtZ1VW5HfKPH8CXKssW3_TGml6n5ZfYVp_p0P40ccg7W37D_7428Q3lNW5R712b1YLsPpVcjDgj3RQRHVf1NHKCs04" data-hs-link-id="0" data-hs-link-id-v2="RFPCHj78" target="_blank"> Your agents are hallucinating. Learn how to fix that. </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Logs, metrics, and traces work great until an AI agent starts hallucinating or overconsuming. In this session, Dotan Horovits (CNCF Ambassador) and Rekha Thottan (AWS) walk through how to monitor traditional services and evaluate AI agent behavior in production, using a single open-source stack built on OpenSearch and OpenTelemetry. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC5g8t6W6N1X8z6lZ3kPW71NBSC2ltxFBW14nrQY4kCKL5W6Fhv8k9jgRLsVKyJrX6DW82fW9dS05s2xDpdFW3ZdRlz1P-4L9Vd0PJL82ZQpLW2jgszq81cVThW2GmvCr5ZJzH8W5Bzzv59794sSW6FkP6Z35-nP9W6KQG_111CC08W4TnlwP14GfLjW6VM_RB8CBT8XW1w-DMz4LXWfCW8HsMW13dz5TBW7qyxjM3cr7VXW8MGPzK95YWrwW5_jvxD8Dwz5xW4dJD5h4s3HFfVfxZDX3gmDZMW7wnWn493psYVW5YYnfv2zqf8LW7wrXNX4VyvZ4W1qXWCV2T6R4zV8sx0N3XYs0GW5whYMd4d_lz9W2tBWhm8X7QyqW404Z344GzVBBW77Y9xV4XSHdLW3RCXLm8wq4LGN96G3S0VTr1dW31fLgR89sG-CW2zgXGc5w2_rzW5sKqKM4YQvsGW4Qjgpt6TQXKhW63MVtc8ssPXPW3Cpm6j7rS3G4f1YlKlR04" data-hs-link-id="1" data-hs-link-id-v2="3WzMfC8J" target="_blank"> Watch on-demand </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">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/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3hCZYW6N1vHY6lZ3ntW8DPGJt2621cMW3Cpk467BZ9d5W3syJ8H6wVhdfV6Y8xs48G6tHW8GYBjQ3P_PFRW3CwvPW8qDTMNVSyvZz3zG3y3W8RZp9L4wgHm4W7F4Bwj2CCD_tW3wpXD31rX50TVB8KtL4pTwlPW7Vl49y5YNX3JN2PhW-6KPXXXW8bpBWP7C382zW8p_BQp5fqrJrW2P0LdK2kfCFVW6yQVXC33tLhKVDgClt71kL1FN3QDH2bQb_GWN651s2P1s7DpVyrZND21WQ8PW95PkyG3hFXDJf4gWjfF04" data-hs-link-id="0" data-hs-link-id-v2="1/cFJoyM" target="_blank"> “There are no laws, only suggestions”: What AI agents do with your instructions </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Why AI agents delete production databases despite direct commands, and how to build the structural safeguards needed to stop them. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3hCZYW6N1vHY6lZ3pJW6XTBHq8yJmFwVrm1ZH1kdcnMW7c99Fd35zS08W6QYr4M5dBM2LVJxgM753F5t2VbPlKN8hySrTW2Xnpgt7Np5cHW3F3zwh6nHmxsVh3ypd58bBGkW1KqqT66fy3VCW8tdDnt16y2NgW2LXH-T3XX09yVqWW4_8QYsYVW4MRkys3PHBGyW3rZhc56nn-0HW54FjYY7zgt6bW4tcs7L5F98XjW942mJq2Q-N3bW2hdSKz8Xdk4cW4jxGv64CcrVLW525KBH3n5hK7W1m7y5H5YjXskdbZkxd04" data-hs-link-id="1" data-hs-link-id-v2="uUUB3BiH" target="_blank"> Read more </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table id="rating" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff; padding: 28px 0; text-align: center;"> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:18px; margin-bottom:16px; margin-top:0">How did we do today?</p> <div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdCK5nR3bW50kH_H6lZ3nZW7yQpB64WTFzQW8sDyRl5LB533W6g0wzC1yN0wYW1frjTY7b-8TNW3S9j-Z2wDg1DW1lWDNX5Z301TW5Fwh-k1Kv1zwW2kLjVp578-KNVjNtMw8kjp1tW7_q41Z3k14T7N4jYnd1Z30FQN2WYCGZDCh9SN5cc8HgPy3zCV6Vs1T3_ZhTmW6Hglsv2FTVpnW673N7h9d59J_W14Q6C3297rhcW8ZTWWw75Y_mFW3lw_T854s0TxW5RL9CQ3-s6GHVd_54_1M6F29W7G62C11LLmrQVsC67L56LkYhW1TLmPH5t8B2XW4436yv6X4936W1gDqWg94rwz6W8r7CFb6TrB_tW6bgX-98jhppsW1VyGW3702vx0W8n6kPy1kWjQ3W4jZSqM5fB1gTW7lD0B186ngX_f8l-42404" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="vlMlS7rH"> <img height="30" style="height:30px;width:auto;display:inline-block;margin:0 8px;border:0;" src="https://cdn.thenewstack.io/media/2024/05/6b6abc92-tns-daily-rate-bad.png"> </a> </div> </td> </tr> </tbody></table> <table id="img-family" 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; text-align: center;"> <p class="family-sup" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; font-size:13px; font-weight:700; letter-spacing:2px; color:#1a6fa8; margin-bottom:6px; margin-top:0">ALSO FROM THE IMG FAMILY</p> <p class="family-title" style="margin-bottom: 1em; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:22px; 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Plus: Nvidia’s new DNA model learns what token prediction misses
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDj5m_5PW69t95C6lZ3lzW1hVZHW31q5-_Vw8lbv6HyclwN5NW531d4HZ5W26s0PD1kvsHqW218ZDR1XLK8mW5bL6634l1MMMW5C6nGg2VJrGWW7K5dWl2MHT0XW3m42b44wYC5vW60qK276VpYj_W4X4Fdj32YmlrW4j0BZD2ydcxfW2xBFnZ76JllwW8FTB0Y6BzKXhW6Q13Jz7r3k-8W51YM6p1kfF24W4KrhdZ3YX89nW1tV2pG4JGZQpW3tLyqp60DMVJW7fs0Ll78K_3BW47bhj31cgVTQW46ZLqk5p-hf2N2WtF_wPkPljW5KCfYc89WgwZW4XhNNR7S94NkVFZ-8y3m-0DtW2fd5523ltwfMW1FYb-16NyTNyVw3J9x7wJ08SW50VK7n1jJd08W1v4hVV6QTgZ-N76FmdPt614jW5gpn_n2W-qz4W4xmPPq13gXd1W5dcw-d41X0DQW3KbnHy3t-J9wf2PLyvM04 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3prCCW6N1vHY6lZ3nPW89m49W7N2vq8W7CZkRZ44Z_SyVVFRGV4Jkjm9V5Z4qd40PnjkW60jCth6fTgg9W3q7n-58mrddnW41bWVb5SfqcXW5kXrkj3P-bvdW2WwC917_9CxxW4RYGBc6GK03ZW1WYz9C3q1_0XW3VL7DW1LQfxgW2h8bFB8TP4kjW6xD45j3SZMzvW27bWW76S2tjFN5nKvvRNj5ZJN25wv28fr6N4W7NTPXz5bnv1mW6xV6FD2pWb3QW23yQdw8qKCcHM1Ss9r9VqJFW791QSG1RjB13dt1hv004 )
July 24, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3prCCW6N1vHY6lZ3l_W8WVctH2FGZbJW2nX2gq1WW0SDW2BSYvP6qXSLxVTT9QK3MlcBnW2Q8Ctz1W3WvXW1YDDdm5LMqYzW2q0_Sc840KB3N5-HQ1jVx5HFW3jT_3j1x_bpxN4gdRZmsZWwGVKZvMR9f10KtW8sWhLx6WQtLZN8fN_6GyHsvXW2ZxzcH3F--TBW7L95h799VkdlN8xwBQtFj0hBW4pRRZD2Jwml_W3xPjJv6Lcg1mVX2lq37Lf2FkW3gPfv02XhDW0W6JQXw58k3gCqVnh8My68lN5mf2jD5F804 )
Cursor Router cuts coding model costs by 30% to 50%
In today’s lead story, TNS contributor Paul Sawers reports on Cursor Router, a new system that automatically sends each coding request to the model best suited to handle it. The pitch is simple: Developers should not need to master model benchmarks — or pay frontier-model prices for routine work — just to get useful results.
Cursor says early-access customers saved 30% to 50% compared with routing everything through Opus 4.8, without sacrificing output quality. But this launch is bigger than one coding tool.
Sawers maps a fast-growing model-routing landscape that now includes OpenRouter, Sakana AI, Microsoft, Ramp and Meta, all chasing a better balance of cost, speed and capability. The piece also explores a tough question beneath the trend: Should routing logic remain locked inside those vendor products, or become open source and customizable?
Read the full story to see why model flexibility is quickly becoming a defining battleground in modern AI development for software builders.
Go deeper: Cursor, Ramp, and Meta are all building model routers — but two have major model ambitions themselves (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3prCCW7Y8-PT6lZ3q0W6p9C0J30DcNbVhsCcC4z1GlCW1XsCnf4cFT-5W4nkX_261pvY6W3dzRRB4PJHWPW3DFx0Q3yR7NYW2nX1Bm9cHskQW3FPRF88864vlW3LyBM257JGdQW725sp32Lr4TrW2f2P8J4n2p2BM5DlCjdJMxtN54YsVNHqthxW6rTJYY1Vcp1hN4y2SWWcQmTHW1Hqdvt7chvZ3W94-l1G7JZXZnW8y4qTP5sn9n8W5Lqt1B3TM9wyW2J27VM1QxDv3W6Snpts9cSCHnW405YrP4CChNjW4dZTrK6KmV85MmrW0PZ-vpvW2JcP7N1YZ4GJW6vv2t21C7tM6f8vR35604 )
More fresh reads from TNS:
▹ Personalization is a ranking problem — architecture makes it work (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3prCCW7Y8-PT6lZ3nVW7m_gwf40DVH1W1dRq6p2347LGVp3fY843pRKnW6N0GKH97q85NVG8nsf1Sy9bkTPkdW7bRZZ5W1XljRR1fDqrDW1pgYJG3ZB1FrW7FwC5y4x6NbxVcyqTh4ThqnvW1ks2tM7QF0_hW8P2Rrg1SRy5JN348tjX5c8GjW2fnvQZ3Q87TLW75B--Z2f9n3FW8rzsv57BHN8jW67XC8V6h2QkJW3Z_0R57qWX0RW1jjql08xld7fW7NVG7l2szFx7W2M6tnd5FGdc1W4WBjRk3tv8PTW3vBMSw5LTLwkW7Gb5m08TVRZpW1pFpjR4Whq9HW3dHK5y8CdZvSf1qQJwl04 )
▹ “We love the world where we can use both”: How Nvidia thinks about local and frontier models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3prCCW7Y8-PT6lZ3lpW6d8-Tp6ZYHCgW7ndqhc2LykBfN7ybGK7fsmsPW9562WV5wfBp-W3nxzb82Ql-tGW8x5XLg1Xm8xzW1vmhtQ7ClbysW1FWRpN3jhgY_V5VgHN64G9NdVNXbrp81VL4xW3Xdh_W8z6fVvW1WmfDd36N84PW9fNJkC6yzkxVW89Wn1g8WQzL3W39tfVY3mXb09W3HdBDM8VKDBcV2bxcS8F_fjQW8F1lQm8RpdnGW91mrHt6K-2m6W1sFW8P2shHN6W4QDf_Q1K4qzxW1m4hl-1sRm2wW5FyCkg4KFDfnW10tg606FwCM9W50174n1hlxlWW4y1TG04pp89Rf5pF-_F04 )
▹ Nvidia’s new DNA model learns what token prediction misses (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDW3prCCW7lCdLW6lZ3psW3X72Yd8m2RtHW6JRyfG6sDK4QW7Yf4c14N43KpW3VkL371rpRH2W3BnkV_6tgZBRVc17mH5R5ypPW91jRWx8_0yG2W32n92_2C6lnnW9hNSsZ3SYwpxW8p8-n98t6NkJW3lN2vn7Xd4fNW4lcDwb1Cc6YzW1N8l0B24ZMDfW35qZtz6KwKvjW5d-d-P2y7QmcW3QLh-X8zZ7RyW7CPXsy5kTRb_W8B-W9_1vvCn_N7MhX9Q2R2dPW6vWPL890GvFSW1RPR7R39HnFKN1VQxnX5SNL8W9bSNM5746cXFW8F4R141HXH5Qf1Kr1kz04 )
💡 Join us on July 28: Most access strategies weren’t built for AI agents making tool calls across your infrastructure. Our upcoming live session will show what a unified policy model for human and non-human identities actually looks like in practice. Register now to secure your spot. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdCK5m_5PW50kH_H6lZ3p3V_vxlN7fQ3ySW5C7M9w3Lv6T4W96j9Tv3lH-3_W3HSK8D76ZMm1W1v5Fz551CPLsMRlnKn527GNW8SPBBD11x-9tW4zYZ5j7zBpzQW9l2YBJ8xvpN7N7DZhWG4MF1kW4KDS2Y3jCsLGVVbxvv94VQCTW1PgkHC7ss_NpW3QS5Fw3jDvZKW9cvt7J8b7WW-W4S5Bq-6LbsGPW90nxKN3lrC_KV-fD1x22TrY9W78lPlX6N73MQVXjJr970CcMPW4qm2Mx8QB72-F1SRqzHpj2QW8Yy6sK1MVtWwW5mh6QM2w7gTkW90hd2B1QHkS7W7W0rq53LqqjJVj3RtH23DfF_W6S0gYj5lc_rpN2pJPGCX4Sw_V6rqLl27NQccW5yK_2h8GF2mYW2YyMCW1W4yPxf4tJ3t604 )
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDW3prCCW7lCdLW6lZ3nxW2BG8Yq6lVDt4W42pdML2Q6h1BW1y6yVs8pr-C8W17Gnvt8XDYktVpnvWW4pV1LmW8jYwtQ2DPms8W3hFg847t3GgBW3T7G1z59htTDVFLV6d3j294_W6HYw9497WJFgW25v8q584fZXkW4dzq2G3PktK0N4zRSgX6p6dlW5G66dL1tkXsZW1kDwvv1bprT4W9937dp5yHXlNN260bzd78-5jW8-qGx51Qy83VW74_02s1YxHLGW11WwQ15DzbMkW45bC412HghB3W35ttvr2h9hJkW4ZdnCL2hzqqZW6Wx58H3rmhYHdR-d8004 )
FROM OUR PARTNER
Self-Service Databases, Without Losing Control
Stop hand-rolling databases across clusters and clouds. a9s Hub provides developers with on-demand databases via self-service, while platform teams maintain central control, compliance, and data ownership. All on your own infrastructure.
Discover a9s Hub (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3prCCW6N1vHY6lZ3l_W8WVctH2FGZbJW2nX2gq1WW0SDW2BSYvP6qXSLxVTT9QK3MlcBnW2Q8Ctz1W3WvXW1YDDdm5LMqYzW2q0_Sc840KB3N5-HQ1jVx5HFW3jT_3j1x_bpxN4gdRZmsZWwGVKZvMR9f10KtW8sWhLx6WQtLZN8fN_6GyHsvXW2ZxzcH3F--TBW7L95h799VkdlN8xwBQtFj0hBW4pRRZD2Jwml_W3xPjJv6Lcg1mVX2lq37Lf2FkW3gPfv02XhDW0W6JQXw58k3gCqVnh8My68lN5mf2jD5F804 )
TOP OF THE STACK
"We love the world where we can use both": How Nvidia thinks about local and frontier models
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDW3prCCW7lCdLW6lZ3pDM6W6ygFQwWhW6MNzs95cgvJzN8hb12fDRzxcW5j38jP6gywCYW4KPTbG1SpCCsW4hJ92m2LdTg4W2hFQk65bDJQ9W3s6fww6FSfQDW1X-rz12hRXtpW6gBMsW3DLpVJW6ry_q17Nf5h5W6h7qls8RyBRcW72-PCM9dg7s7W4kHxgd4F_rS-W7ntMry4C6Gd2V_9kV_1X3RDHW17F7461zzmQPW47L7lH6n0XlJMZ_FpNGydw5W1-hNW06RsFKMW5Fjpj03x553lVl7KSG1dpbwcW4Fgn_v8wtycxW4RPKC94b44xsf89KlZq04 )
Featured image for: “We love the world where we can use both”: How Nvidia thinks about local and frontier models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3prCCW7Y8-PT6lZ3lpW6d8-Tp6ZYHCgW7ndqhc2LykBfN7ybGK7fsmsPW9562WV5wfBp-W3nxzb82Ql-tGW8x5XLg1Xm8xzW1vmhtQ7ClbysW1FWRpN3jhgY_V5VgHN64G9NdVNXbrp81VL4xW3Xdh_W8z6fVvW1WmfDd36N84PW9fNJkC6yzkxVW89Wn1g8WQzL3W39tfVY3mXb09W3HdBDM8VKDBcV2bxcS8F_fjQW8F1lQm8RpdnGW91mrHt6K-2m6W1sFW8P2shHN6W4QDf_Q1K4qzxW1m4hl-1sRm2wW5FyCkg4KFDfnW10tg606FwCM9W50174n1hlxlWW4y1TG04pp89Rf5pF-_F04 )
NVIDIA's Joey Conway on the rise of a 'system of models,' where small local models and frontier models split the work by cost, speed, and control.
The models small enough to run on the box on your desk are getting good enough that the interesting question is no longer whether you can run them, but what you can do with them, and how organizations can get the most out of them. Joey Conway, Nvidia's...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3prCCW7Y8-PT6lZ3lpW6d8-Tp6ZYHCgW7ndqhc2LykBfN7ybGK7fsmsPW9562WV5wfBp-W3nxzb82Ql-tGW8x5XLg1Xm8xzW1vmhtQ7ClbysW1FWRpN3jhgY_V5VgHN64G9NdVNXbrp81VL4xW3Xdh_W8z6fVvW1WmfDd36N84PW9fNJkC6yzkxVW89Wn1g8WQzL3W39tfVY3mXb09W3HdBDM8VKDBcV2bxcS8F_fjQW8F1lQm8RpdnGW91mrHt6K-2m6W1sFW8P2shHN6W4QDf_Q1K4qzxW1m4hl-1sRm2wW5FyCkg4KFDfnW10tg606FwCM9W50174n1hlxlWW4y1TG04pp89Rf5pF-_F04 )
WHAT ELSE IS NEW?
FLASH
AI
OpenAI and Anthropic both speak at once with dueling voice updates (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDW3prCCW7lCdLW6lZ3pcW2YSzqS5kKQchW7N7j0G8VnSYqW6mVHVf7mBlrWW33Ft2z6qhyLcW4WsFGK4QtBQLW78SHfv55SjKLN39Dn4yZ82PbW7xlyYq1vjZ39W4sw8br3_y54DW2nRD-N4GVXFTVqjfrq6pygQwW3KYZrt8bS4D7W9j7VQ58qwJM3W6zMP9g653v8NW4TF54m6M-j8PW3lbgJZ6KBbDDW1J-grd5mqCFbMh2RfkQTRZFN87Y7YQsB1BTW3g_VkJ74Q4GXW48-B0C1JdvPfN4HTRs8wt3JDW4P4wHl1yQKB-V99bWp2WPpcDf3LR5cb04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDW3prCCW7lCdLW6lZ3nBW6qg6bc4JKNG8W261xq-5T9vnTLmTfgBJ3kFW19CXKG3B8_rnW3W59254n4KYBW6J1Fz57WklvkW1CvKbH2QkhSLW29jWJj6FnRcRW8FlXP93L1MzjW7_SZDK24c59KW3H9y-B5b-s_cN9lZQk-5mKn3W2n42Lg6BNTPDW1zRXlP3ptdcFW6PxqgS3MxQWPW4PzsJ273gWtpW6vWnj24RDnckW8g66TK9hV0mDW1hPqVw6V8XwQN4zxCNqYrLGrW1wLPDc5nfNktW3cXCxt7g4wHnW6shgGr8BPsNjW5Xy7Z-4wr-p4dMKZrP04 )
TAKES
AI Models
Nvidia’s new DNA model learns what token prediction misses (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDW3prCCW7lCdLW6lZ3psW3X72Yd8m2RtHW6JRyfG6sDK4QW7Yf4c14N43KpW3VkL371rpRH2W3BnkV_6tgZBRVc17mH5R5ypPW91jRWx8_0yG2W32n92_2C6lnnW9hNSsZ3SYwpxW8p8-n98t6NkJW3lN2vn7Xd4fNW4lcDwb1Cc6YzW1N8l0B24ZMDfW35qZtz6KwKvjW5d-d-P2y7QmcW3QLh-X8zZ7RyW7CPXsy5kTRb_W8B-W9_1vvCn_N7MhX9Q2R2dPW6vWPL890GvFSW1RPR7R39HnFKN1VQxnX5SNL8W9bSNM5746cXFW8F4R141HXH5Qf1Kr1kz04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDW3prCCW7lCdLW6lZ3nBW6qg6bc4JKNG8W261xq-5T9vnTLmTfgBJ3kFW19CXKG3B8_rnW3W59254n4KYBW6J1Fz57WklvkW1CvKbH2QkhSLW29jWJj6FnRcRW8FlXP93L1MzjW7_SZDK24c59KW3H9y-B5b-s_cN9lZQk-5mKn3W2n42Lg6BNTPDW1zRXlP3ptdcFW6PxqgS3MxQWPW4PzsJ273gWtpW6vWnj24RDnckW8g66TK9hV0mDW1hPqVw6V8XwQN4zxCNqYrLGrW1wLPDc5nfNktW3cXCxt7g4wHnW6shgGr8BPsNjW5Xy7Z-4wr-p4dMKZrP04 )
SHIPS
AI
Cursor, Ramp, and Meta are all building model routers — but two have major model ambitions themselves (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3prCCW7Y8-PT6lZ3q0W6p9C0J30DcNbVhsCcC4z1GlCW1XsCnf4cFT-5W4nkX_261pvY6W3dzRRB4PJHWPW3DFx0Q3yR7NYW2nX1Bm9cHskQW3FPRF88864vlW3LyBM257JGdQW725sp32Lr4TrW2f2P8J4n2p2BM5DlCjdJMxtN54YsVNHqthxW6rTJYY1Vcp1hN4y2SWWcQmTHW1Hqdvt7chvZ3W94-l1G7JZXZnW8y4qTP5sn9n8W5Lqt1B3TM9wyW2J27VM1QxDv3W6Snpts9cSCHnW405YrP4CChNjW4dZTrK6KmV85MmrW0PZ-vpvW2JcP7N1YZ4GJW6vv2t21C7tM6f8vR35604 )
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDW3prCCW7lCdLW6lZ3mSW8vk6hr4YBf47W5-169f3V5kGdW3nRhv_6RFRHlW8XL4Fq8rPkV_W4mfFhl491PNVW6M0SZr5y41bkW7lv-sF4sx26RW4mhcz959LfjNW8MP2Z24PK4zkN3Kt49lGyTGBW6_C-Q77KyslnV1-cfs1tNW6XVlQVnc5217M4W860MpD1pD_wnV326PQ1F1k2bW2L4vt96KfC3SW2crFln4HKsspW8vB8m32PPCjTW1l8KB265GHcvW76DYsq1QwFZjW3kgGyF5dlr2dW4CB3-Q1M4mzvW6dGCl_3fn2wDVvPCZ521Rd6jf8cjLBb04 )
GUIDE
AI Engineering
Personalization is a ranking problem — architecture makes it work (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3prCCW7Y8-PT6lZ3nVW7m_gwf40DVH1W1dRq6p2347LGVp3fY843pRKnW6N0GKH97q85NVG8nsf1Sy9bkTPkdW7bRZZ5W1XljRR1fDqrDW1pgYJG3ZB1FrW7FwC5y4x6NbxVcyqTh4ThqnvW1ks2tM7QF0_hW8P2Rrg1SRy5JN348tjX5c8GjW2fnvQZ3Q87TLW75B--Z2f9n3FW8rzsv57BHN8jW67XC8V6h2QkJW3Z_0R57qWX0RW1jjql08xld7fW7NVG7l2szFx7W2M6tnd5FGdc1W4WBjRk3tv8PTW3vBMSw5LTLwkW7Gb5m08TVRZpW1pFpjR4Whq9HW3dHK5y8CdZvSf1qQJwl04 )
by Jenny Morris (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDW3prCCW7lCdLW6lZ3m0W3rDpKX3FfFPrW3GLY--6md1BzW3HctZN8mH8b9W5dwglJ3l3jfjW1DGvZJ6XgSdWW5p7vX28JgLR0W3BkRFP495trgW4QmQPN3GvPJCW3tvVCV497DpzMprpLL3SsQsW5tqB2S3rfvRzN6kmgvrbxXQYW7LwqFD2GZyfKW2VQnxT63M98_W4QbMvP92QwrpN79gw0fnKQrCW94ZMXS2h9ZY_W4bqXK02__w4lW6wzMHJ3Vl0tRW7G-kHw6hkXtYW2hhk127W297dW1V6Lt88SffyXW808lPS2zH3mZW3m5jDT4rknQ2dqfcKs04 )
TAKES
AI Engineering
How regulated organizations can increase AI code velocity safely (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdFb3prCCW7Y8-PT6lZ3pmW8xlFjj3tGrnTW7T-BW772lTsrW2fvbfm9h8XjvN6M_HGNqZw7jW2gJ4JH6V1cDSW6kCLkK8nqk_CW7K55kh2HZ9R4W8-3FjZ82rQ8QW1-nvrW7kRbcTW7G18cX8VZny4W3LXM7Z2Q-HPzW8znCbY8vf-YtW39qx7Z6sLTtqN2tCGcqF55-fW72YL391Y9g8cW7JkPPV3qVQRPW129yz623yd-fW8xCHdQ4zWhrzW5fdlYm4pL421W1nMHlT6mjTgcW1ZWW9s43kSVWW7LM8dk3c-mZMW1wBPS63QXlqkW3_nzGd5WWW4QW93VV353w606MW6dB1TM3JzzBWf6sqXrY04 )
by Ekaterina Okuneva (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDW3prCCW7lCdLW6lZ3nBW5Mxr6F33PMYhW8Fsy3r4-x3zDN83vwhRQkd7-W3C3Z3N8SbN_4N1sQjR8lrCG1W44tn6V7PWhH2W22DLwG18DmppV2Dk_n2mpxxyW4GKhZQ5q2Y-DW1rCxLR2dXj20W9c88gJ5nQP5vW1Msrm22fzJQYW4VjYyB4rt-Q-W5fw2yr2rvfv8W5FwVfQ3sGmTJW46mYmx5l3zggVc0GkV7PlZD6W2fR5Tc87CQ1WW7B3hMg2KCmkMW1H7YDN4gkl5JW1tyM993Jz-ZgW6h33WL7jyslyW5sBN7y42YhBpVGHvR34DDpNDf71S2b-04 )
FROM OUR PARTNER
How is your team shipping software today?
Octopus Deploy is surveying developers, DevOps, platform engineers, SREs, and engineering leaders for its State of Continuous Delivery report. Share your experience for early access to the findings, benchmark your team, and enter for a chance to win prizes.
Take the survey (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3prCCW6N1vHY6lZ3lCVHvpvB3zxDsyW87qf704_44ZXW1-FpNx27K289W7klR5Z5GCfGfV8c3GX1X2sW9W7VDMD64gLzYFW2lVHJx2B4b4DW2MQg886sHqWnW2-9Bsg49Yf-DW22L8P91qLx47W5FsQ-n2cHMb5W57XxYn7zCzmlV_mKGw7YcyzYW3K60TP8Xcr_SW2Z3T0p2t1PYjW6Xpqfz28Lx_XW2HkJWh7lZmNtW1v89rg4XFCnfW2skVMY8bZqz4W6C06vG2tZ15jW2-8xrN4LTS0zV3bRmD8mGNJ6f5KVfs-04 )
FLOW STATE
TOOLS
Learning to code shouldn't feel like reading a manual (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDj3gP0xW69sMD-6lZ3pJVrwbfQ8nSNqFW2pZ-zb8gxlbDW3qhfJ125n_sTW3YcN0_1G5C9hVzxgkq92_jb6W3Kqm_63xz79pW46Cg8-32djh_W5zsn2M3FxWZvW3ymBvV3dbNhGW5WQXHc4sMq26W5GyD3B4VhTZzW7x1-8n3twJ1KN22-P0J3Hn2yW95Yhcr7-g09_W87QPCj73vp2GW1fnR2N4pGpRMW5q1n923Bd93NW5z1MM3150xh0N8RHyTmYkJRHW3CVkCR4rBhJjf8R5cR-04 )
roadmap.sh just 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/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDj3gP0xW69sMD-6lZ3pJVrwbfQ8nSNqFW2pZ-zb8gxlbDW3qhfJ125n_sTW3YcN0_1G5C9hVzxgkq92_jb6W3Kqm_63xz79pW46Cg8-32djh_W5zsn2M3FxWZvW3ymBvV3dbNhGW5WQXHc4sMq26W5GyD3B4VhTZzW7x1-8n3twJ1KN22-P0J3Hn2yW95Yhcr7-g09_W87QPCj73vp2GW1fnR2N4pGpRMW5q1n923Bd93NW5z1MM3150xh0N8RHyTmYkJRHW3CVkCR4rBhJjf8R5cR-04 )
WATCH
Your agents are hallucinating. Learn how to fix that. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDj5fkwKW69t95C6lZ3kxW1NnBxj3w5GPJW5J0wPz7P-K2hW1DHGms7v6mX8W93tNK03WMkp-MhQPxHdmcjvW28qy307_cvJwV3XfTc75m6kbW3zPVL95t2cYgW5_2ZQc85PjF1W5YZw2t8zTwJSW1VCR6t2X6VnBV57BLT4lPD3YW7DrpLs5n0T56W51hJD7736MwsN2tmVF2sNqlcN2fkh-gFqyHNW8qvyS-35-3s9VXs4h53Fww0DW3x0ypc176HwhW8p2DS035vjL5W3MpzVL50v8W4W2nDkYs6nwN_kW44_xKM6pSDZQW8dnsfx44Hc_qW8rZ-y35ZlVyVW1x2q3n3BCFR5W2GWKt22YlmfFF3JCGX4hpQyW3RyMzW6mpDNvW3p9dt17-9n9gW5n5HNd78ZbcTW4D-QZy70BdZwV6Vvzh7QT5_HW5rw-GK3Zv2NTW1fbnMw3M6CdYW8QPx1V5KHPfXf78cWVT04 )
Logs, metrics, and traces work great until an AI agent starts hallucinating or overconsuming. In this session, Dotan Horovits (CNCF Ambassador) and Rekha Thottan (AWS) walk through how to monitor traditional services and evaluate AI agent behavior in production, using a single open-source stack built on OpenSearch and OpenTelemetry.
Watch on-demand (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDj5fkwKW69t95C6lZ3kxW1NnBxj3w5GPJW5J0wPz7P-K2hW1DHGms7v6mX8W93tNK03WMkp-MhQPxHdmcjvW28qy307_cvJwV3XfTc75m6kbW3zPVL95t2cYgW5_2ZQc85PjF1W5YZw2t8zTwJSW1VCR6t2X6VnBV57BLT4lPD3YW7DrpLs5n0T56W51hJD7736MwsN2tmVF2sNqlcN2fkh-gFqyHNW8qvyS-35-3s9VXs4h53Fww0DW3x0ypc176HwhW8p2DS035vjL5W3MpzVL50v8W4W2nDkYs6nwN_kW44_xKM6pSDZQW8dnsfx44Hc_qW8rZ-y35ZlVyVW1x2q3n3BCFR5W2GWKt22YlmfFF3JCGX4hpQyW3RyMzW6mpDNvW3p9dt17-9n9gW5n5HNd78ZbcTW4D-QZy70BdZwV6Vvzh7QT5_HW5rw-GK3Zv2NTW1fbnMw3M6CdYW8QPx1V5KHPfXf78cWVT04 )
AGENT
“There are no laws, only suggestions”: What AI agents do with your instructions (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3gP0xW6N1vHY6lZ3prW8b_vw89c6L58N53sWTVT_wCFW48ZTW84zwlJqW1jHgy56F3hn_W4J9gDb29JKtRW3TqlTs5SwDgFW2CL7Km4jxqrpW5ds4cV7LR_bmW1V07nw6gFvvMW3HS-6S1g4pMmW4DF_2R92l509VYjf7f5hXmXKW3pBzmq6HwnkvVks5WR5DH0hVW4LRCN6300qPFW7n76w69kN1BHW3WS7My2C17XlW5YSrP25yT-ylW4k8Hss1mq26BW2lrCG_3ss0nbN3ypFz2yr5Q2W7tFhZG39M3BVf68N7ST04 )
Why AI agents delete production databases despite direct commands, and how to build the structural safeguards needed to stop them.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVsqvK4Zqmb3W68X2R71FhpX_W7Y8zfc5RSYpSN3pwdDC3gP0xW6N1vHY6lZ3prW8b_vw89c6L58N53sWTVT_wCFW48ZTW84zwlJqW1jHgy56F3hn_W4J9gDb29JKtRW3TqlTs5SwDgFW2CL7Km4jxqrpW5ds4cV7LR_bmW1V07nw6gFvvMW3HS-6S1g4pMmW4DF_2R92l509VYjf7f5hXmXKW3pBzmq6HwnkvVks5WR5DH0hVW4LRCN6300qPFW7n76w69kN1BHW3WS7My2C17XlW5YSrP25yT-ylW4k8Hss1mq26BW2lrCG_3ss0nbN3ypFz2yr5Q2W7tFhZG39M3BVf68N7ST04 )
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!