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The junior developer problem ends in 2 years
Sat, 26 Sep 2026 13:02:54 GMT
Microsoft just gave AI agents a place in your org chart
Sat, 26 Sep 2026 05:58:31 GMT
OpenAI’s agent just went off-script
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The 5 biggest AI stories
Sat, 19 Sep 2026 13:07:53 GMT
Oops, Opus did it
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Claude’s new usage trap
Fri, 18 Sep 2026 05:59:56 GMT
We’re building AI backwards
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Selected Message
From: newsletters@...
To: [email protected]
Date: Sat, 19 Sep 2026 06:02:15 GMT
Subject: Oops, Opus did it
To: [email protected]
Date: Sat, 19 Sep 2026 06:02:15 GMT
Subject: Oops, Opus did it
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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: Open-weight models now handle a majority of tokens on Vercel’s AI Gateway. But Anthropic still takes 64% of the spend. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#142640">September 19, 2026</span></td>
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<style data-hse-inline-css="true" data-hse-element-inlined="true"> /* TOC Description WYSIWYG */ .toc-desc p, .toc-desc li, .toc-desc a { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; font-weight: 500; } .toc-desc a { color: #ff3287; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">Claude cracks the code</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><strong>Three security researchers at Hacktron AI found a memory-corruption bug</strong> in a widely used image library. Finding it was the easy part.</p> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">The hard part was turning it into something that works on a real server, so on July 24 they handed that job to Anthropic’s Claude Opus 4.8. The model managed it only with the operating system’s memory randomization switched off. With the protection on — this is the way every production box runs it — nothing it wrote held up.</p> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">That evening, Anthropic released <a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3lFVjXMB-6x8GVnW78JbN-8BmkX6W6WWJ4y7y6nZhVltCdn4Wj9nRVH0HPZ3g609tW6Mt71W2vpcWMW60Rn5c5mzLMBW1zyw-275pvvvN5Hylhtll6h2W1Gdcg78r8HvLMpfQXlHpT10W3W99Wr6hJd-7W5jqNBR3S_lK6W8B4pqF5GWmztN3vJL9gxC_t0W8DWJlX4-HH7-N9g7YF9Q5JmsT8pDn70jHC6W12xhX82CdqYYW4cdmd_8Fbz4NW5lQ5rv5ly1ffW6MnwVK5vk_wsW8tSfFm3N__h8W6DCvVQ6m9T5KW13rlNj3fqSTyW5SWM6848n7T1f16KSb004" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="cJ2s5g8e" target="_blank">Opus 5</a>.</p> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">The researchers came back the next morning with the same bug and the new model. Roughly three hours later, Opus 5 had a working ARM64 exploit running against a Mac on their desk. About four hours after that, they had remote code execution against a test forum.</p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><b>Go deeper: </b><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3pPW6wslVb67hXR5N19RhgnsB4k1W33d0Lf8_3F8pW3d3Y424cbkVMW2b8tRr7tJCLFW3mzHrX6gH3qfW7LNtFt5_HX8vW7kf06S64mbCZVbzZQV2pz5gbW3V_8rW1lxqGlW5qclS06bJLcdW1lyFn25cDzjtW7qnbDQ80cfQ4W6VkJKP5kvxtrW7BvMRc7CGftLN2XB-jWHZ0JjW1tlxv75nKBF7W2zRHSN7bNJTyW5pS9c06dR412W5VqCRR2P3zX8W7_yLCP7GytNpW8VNslg1kqf-ZW780bk245Ht70W3Gn1vq62xv9WW1Y5GPx1rmR_SW6ZfB_J3Df51Nf777fhb04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="H2FgwLvI" target="_blank">Claude couldn’t hack OpenAI. Then Anthropic shipped Opus 5.</a></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><i>More fresh reads from TNS:</i></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">▹<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3llW3MNLSv283sCmV59bCD6V4MFmN1KZr499td4zW3wSZYL4lxkL5N6nwPSj6R8nbW2mFpG_1nlH6zW1QW4YS6ylW7NW1N9Dw-8Qldd7W1BKXXy358V1CVbxhz15PJtqZVj3fRH68Y4F9W2HVTnD2QP_5zW2j1myF1DsjLJW6pFT0H5rV05cVt8ddR527NJPW70Cf1y1z_NbtW5Xq6SQ1JK55MW8CcGwK4rN7RpW2XthcW4tqsz0W7GP7j37Vnr-lW2GHVVR820rmcVyh1SH3HsgrcN5zBWNKHz_XlW7n0_gk1dM9PRV56JFJ4bbP4KN42MCTlwWMLKf5zjNHH04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="2JSzOFFT" target="_blank">Intel squeezed a 1.58-bit LLM down to 1.485 bits without changing a single weight</a></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">▹<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3qgz0W8wLKSR6lZ3p0W5p2Jc96CJYtYVZvHXC4lKYcmW8ZGC2r2NLjD3W2N9jR-8qPH-9W6Ml75g5Q8v72W5KSVz25_ZQJDW3MK0yl5dGwm0W8F8TS_6MMP62W1P_N4F99T-l1W2r97nB2pn9pbVtLk853YTsb-W5l6cC48KmGw5VY2KP71g50btW6sls8L7vvzvwW3Dr-MG2f85hXW8zNJw45f7dxsW3BPqfp28C1H4TdX0-4hhqyzN1qn04k6XPkGN5Nx7bjYmZwvW99xLpW1m1kCCVvTWFS2KrGfTW3JK-6t78JP_kW1c7GvY7n_pjpN7TvLJgcdjv6W128Rbk8RX8BYW8WqZcy1100vVW23m1Qk2Z60NYf2sXqY404" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="J+yibljV" target="_blank">GitHub and Anthropic used their own agents for major Rust rewrites — but with very different playbooks</a></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">▹<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3pXW2Vd7Fv4yLFmmW39mWTN34jC3GW8yG6GS7hTzhlW2ZJBqW7d2F0yVMhwD147jZfDN3K-wmMX3GThW8tv7QW8ycBy2W2DgZbx5w_S-ZW41SSSB3xg9BYW6dkgzs4FHCh1Vv4M4X8ksGmlW899bGD4-92TLW5fXymJ2QSnWFW7pTzSK7jpYJpW3JmVNp8cnpstW7r2hQp5-svnRW7dwnj02gGmWmW1zS3SR24Xm96W1_WxvP7Zb6_rV2BQbD3k6rQ4W1l55bF7lBGF8W7_MZ2N4Mkf_YW4_CL_d8FHfxZW2X7nHj18RL9dW8Z6ZnN9hsxd9W2CBJzV8rcgxkf1cKQSq04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="RIRt6WHm" target="_blank">Anthropic’s new Claude Code feature could drain your plan before lunch</a></p> </div> <div> <table> <tbody><tr> <td class="author-img" valign="middle" style="width: 48px; height: 48px;"> <img src="https://thenewstack.io/wp-content/uploads/2026/06/c176528b-cropped-54a705ce-amandacaswellheadshot_4-600x600.jpeg" width="48" height="48" style="width:48px;height:48px;border-radius:50%;"> </td> <td class="author-name" valign="middle" style="vertical-align: middle; padding-left:12px;"> <span class="font--default" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3nMW861fGG10dML8N36Qhf3fcPs_Vf8NY33f6MwKW62gV3z6h7V3cW6XY-Tb1pJq70W5H3-9090ZpwhW3KTb1g4lV_2KW1dSP-43QTHMbW1ThSR63_95MVW8VGtxf81k2cXW8n7rXl66Fk3_W4DcNJt5HBdgpW5jv4rp4bPqywW8552X164lRwdW7f4cDF7RKfs5W12yxjp1YrcSHW2jmsKv4cd82YW8JNJb51g7vx2W5Mswkm5xm-3SW8fnCvG6LqGvlW4LkjTx12WW7zW3qpZ762PQ-gxN5GfxBXT0fGNW4GNzLD5Jcz82W4S7ghQ58JJNhW7t_Kxw9h6bNmf2x8Ybx04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank">Amanda Caswell</a> </td> </tr> </tbody></table> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .sponsor-desc p, .sponsor-desc li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR505g8t6W50kH_H6lZ3lvW6cMHt42_FBm2VZqJf755LQKwW5GVDzL7fm-v4W7Qsn1y8FWKMTW4XT1kK6bP0C8W7_R-TP6TRgHCW7vBT37245BFKW11DgdR2PvHgHW2mQY3D3JfP-XW5lwJDL7BbBBTW1Lp62G33jZMhW1bt4Vs1hs0JSVJW4WK7p3w8GW5WG4KM5DPdLkW3nh4BH5mBDMXW5LtR3V4TNnwcW4Nxz_r5RCDN7W9hN19c48zhmDW8q1XpL2pn4ngN73tV7GPnjSzW8NPLWF2s5JyYW6VZ9Qt36sc7xW2k7q_l97MtzgW7Rrf91944M2yN8htgL2V99ksW6QNfr45qDwpnVxwCTV7dcCSHV4kZpF1vGS02W1V22p88YxrwJW2rHC7s3pb3cLW6Z0yTf8cXhCBW4VQpYH2dRgMkdxR8Vq04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="BWAT1t97" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/3abca88e-datadog_webinar_7oct26_speaker_16x9-scaled.jpg" width="524" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> From manual to automated: how WHOOP transformed vulnerability response </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">For WHOOP’s security team, a critical vulnerability meant days of manual, all-hands triage. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR505g8t6W50kH_H6lZ3n2W3M57Lh7zvDCyW61jQzw8sLTdpW6V0lHR78HG5JW55LGTw2nxZynW1tsLmW47rvdCW86y1w-31cnHXW3rpR4H5-lymyW1hnRyB6t_znFW1cBKqF6tv4JXW6ksZlG5qBgJ-W4JYflB85jGbvW58zgN81CSgzJW1X2WQt6kJDR4W5bgwQg25FvsmW2KzPcF8T7VVXW2dBxd_4z3pJTW1zwJLL2pLM3xW73YvpH3bT6F1W8ywk1l6V22j4W7FxRWf7c98hlN3Z9bQ0sJXSJW8_jL2r889N7YN3c0BgTDqYDSW8sdmQG8y2MrlW5M37yx58yQK7N4CLCzd3YNK0W1sr11-8qlXjFW1qZn5Y2WfVhfVTWwxr1D_BZSN2K7hsJfC3xgW7H8t9V4t8M6ZVvVR4v671h7Zf7T7n-j04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="LEksSlvJ" target="_blank">Join us live on October 7</a> as we walk through the workflow that changed that and learn:</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">How a 3-day, 4-engineer process became a largely automated afternoon</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">What had to change on the team, not just the tooling, to trust automation with vulnerability response</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Where WHOOP still keeps a person in the loop, and how they made that call</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR505g8t6W50kH_H6lZ3q5W1Wl8w71X4-K5W9g0WGF8lcWgvW1g-NWw6kDR1tW3XGCv97lqyH4W6k_Y6l1yPm6CF6SKRnJDKZfW2gmJXq7yN_-wW1kn7mz8XwSNSVdj27Y2c25d_W5KZWNl6KjpgnW140C8X5DG1v-W5j84Kx8J7cpjW6k_G1832Gb6_W6sfVFP7LfHl9W7dz8mJ5yrBqZW83sy3x5S3R13W86pvNV3z8dyWW2RQjj-7vVLSYN2x3w_g4CTkZW1mQ72m21ns94W6SGpbd1kG7J6W4mDH713SBLyqW5vlPVH44DnZNW5hnxgc6SqymNW5-tsFq1sRGkJW9b6KGG14F6tCW7qs6V06w_LZxVPrxLZ2PfMntW7tSPky4ly0mNW7z0kx28SbL4FW6gg6k77RKRQBW43QZSB97wHzrf1mmm_g04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="vsyhPkIs" target="_blank">Register to join</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">Open-weight models now handle a majority of tokens on Vercel's AI Gateway. But Anthropic still takes 64% of the spend.</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3mWW6mQj6B1dBkkTW1M4pk015f_MFW5FQ7z11_KjYkN6hmPCXDNpCSW1scLPL2VjgkvW14K_LM3Tvt-KN8pJTbJG2fwNW3q7wfx1lgxT5W7JvTfq445KY4W3slnDM3J7sCLW95fSdC4PKYx7W1FTzyh6DpmbYW2X1MCG7pd3qSW3mqXZC63N7f0W8wJRhK7ZN3QyW8Fn0yV35wXcFW7sxG3Z7jrYNlW5VWg1g4mw-zDW3Hpjcf2kWmbYW7kF8dx67z_1KW29X9qN5xJ914W2JPl2t2lzwdPW9492Xm3dTH3NW4Gb4h28nclp2W7CRkWs4DkRZBW29Fswg4nZ3hZds3f0H04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="+oM0MZMP" target="_blank">Paul Sawers</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3pRVmH7Jj5y03RVW7QvLXS6352vWW8s1qbD1M6-M6W6p88Sc6gctD_W8lBmWt2thx_4W8lVkPy5Z9FndN8Vympwlv4WkW2HF5Qp8HWkp3W3q0jjt5c4Sl1W3MgVCf59k5rTW8M_V8g3QWNjSW8sv9bh1fmQv1W7zP3Xs1Q6RN0W6V7lY76xKHPhW66zQbH92Wc1wW43pwct5Jz5TwW1V697_5YtkMNN6qdlfs-zRwfW4VBrdT2nvs8lW2KrlZ_4-SkFDW4k7C2D58gMx-W6H66L181B7Z4W709xvv3ZRrgWW4kLhHc4Dc40CW3lKkBB3t37LFW6_jXlB6hwk7Cf3PBrX604" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="riwqM80v" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/09/ddde30d1-tri-wiranto-zm8g3xrrrd4-unsplash-1024x764.jpg" width="524" alt="Featured image for: Open-weight models now handle a majority of tokens on Vercel’s AI Gateway. But Anthropic still takes 64% of the spend." style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #142640;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Open-weight models grew from 7% of token volume in December to 56% in August. The money tells a very different story. </p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> The trend is clear: open-weight models are taking an increasingly large bite out of production AI usage. On Monday, The New Stack reported that open-weight models accounted for 60% of OpenRouter’s US token consumption in August, with Chinese-developed... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3lNW2BnLpP8K2ZDYN6T_60M-lyW4W5wnVdt2J_md1W3kr1nT4RvdkSW5Y1zCv6HnhCDW91dSpn7b-l7QVSHFxr3RgrfkW52wrkQ65V8MyW9dB_KW6WJ4c7N1DhB9d6rz8lW6tYZ2x2pp-tzW5MpjtT8d7FmzW4-zR0G3bmm7rW927gyN3QXNDqW7b83Mb6xPNgVW9dX0h75Db16-W5Vr6Dm4WXw4vW7MZBf-6qY45cW9ly3pn7vB-JWW2bmG1R41Wz4KW4s801Q1NXqK2W6lnJ0J5vgLbKW5FV9mM61fq5DW6VDTB92_8SqrW42zZV_6tzFpVW2Kb7-78WP2GWf3gGMKn04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="f2u7PWXI" target="_blank">Read more</a> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3m5W2T5vLg88C0nnW7VDffX6WJyWRW34KbvG3Ks_xBW55jp5f879dpXW4ldN6v42HBhlW1DLzVx48hDyXW15QvwT7WsccdW81KZ802ZZZq8MZLQQqFZ0ryW3p059G3Z5NfCW5YpVk56M_8p-W3yjccy7bwJW-W8nx7qm2RPnt_W3GqcpR3T6WKLW4CBmRY9dBXNnW89R_lj7vM3NPW4Qr1N93d2hSbW5kgV6w9h3QhNW9lljg68s8F-NW4Xp85t260XmgW3qS1m14VfmXdW7KSPTr95gfyQW4YKdwy4rs9J_VghRH84XdGpRW75WQCZ6Lc2FkW1ry52w5BQgJLdqLqLK04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="K+gR9I1p" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/62433673-behnam-mohsenzadeh-n6gc9ebg7v4-unsplash-1024x576.jpg" alt="Featured image for: Claude couldn’t hack OpenAI. Then Anthropic shipped Opus 5." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3lbW3DwKwy908PV3W8BRxd33NQxgpW8hN_D238Nkg-W3rwmQZ2nvVhGW2BVny_5QfFhxW1CZ4tG6YXKCKW6kb8G27YqTbzW1M0zsH7wcW0cW2pTv3V8VHkVbN3CJ5GHQgFL9W6cg7Q_4ShDzNW6f9T-C8skN2XW4LqxDg49zfN5N19msCjF81pyW6sWdvb5_K_1sW5qNRSy7qD5kgW5SZ_4H6c0sfzW48d-Gh40SNwtW5ptn2f1lR2cmW1bCt5t2sszryW3Wyw5V8tKNYPW3VzMD06SzNVsW80VRC32rv-P3W5z_qsz14NZ92W1B3PWs5Ljn4tW84F-M51TmSmbf8ndJ5z04" data-hs-link-id="2" data-hs-link-id-v2="lshDy393" target="_blank">Claude couldn't hack OpenAI. Then Anthropic shipped Opus 5.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3nrW4s6kHN2LvLmWW6c_Fd_1B6LJsW1h8TzR3X76ZDW6TXNBv8P1dgqV2g8tj7zk4TrN5RdP6YXW7WcW93h0lc1ShyN9VVJy-G3dBrnQW2yBw317XwZH7W8dyPQV4j5N6NW7_BCvj1dwv0TW97Nkbw26Dk8SW5mdKFN5GWDMhW27Z6cb1pPHBqW6zPx9Z7C8dWKW7V6BnW2XrJqZW3rTYQG1KQG-qN91KBNkSgTzzW4d-85l9hgxxsW8454wD13ZQSWW976sTX25nXf4W7cGflQ8C_GdPW775pd86k28GpW6p-r_v4FZf20W3tLR2c1WvDksW2j5__N3K_79vdDdwWH04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3pDW3n4B214Q0Bq4W7wbNFL1hy8-5W8BTDJb4wT8T5W6kmWcJ7Dv56cW7QgH4H8v5FrtW8tW3S56pKZzZW6l2g293ZXMgyW3wF6p88--L2HW7nRx3M4Lvf2pVCkKyX9cS-fZW2YHz3S4SNq-GW6fwFMt7973kxW3bP-ND1VwDjYW8NXVVn1zTzbJW21-Vvx2Q7hssW2VcRkM7SmlzVW7f1s0b8pNpX-W5Z9Lxs6Vp23LW37Y-fS8b6B6dW9fvhw52ZX8hnW17XBVN54xzKZW3nJTRF4j54QFW2z00fF7MHpPJW5XWggr8K3ssVW888SjZ8JYkP4N1BCZC95D2FKf3XXjJP04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="YPRhr77Z" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/c45b50fa-growtika-uyvnmrovrw4-unsplash-1024x576.jpg" alt="Featured image for: Kubernetes can run AI inference. But can it count the real cost?" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Road to KubeCon</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/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3p_W2tmb8K8PLs7HW35mBg11psbbNW6Zb1mf3LKXh9W5rpB-X1zWRrZW1RS-tY32XW-4W5DzlHM4HqrBjW3R5bxF7yfngrW2jW_275lbdMsW7TSJBT1yd7QVW86Yztj5BtmY5W4nTyK14VT0M_W12MQzj4kWcwJW5_4Z5W1WMWbnN1lZxV2Xk-M1W2tr7LM26GzYqW8pZrty6HkFrPW7sn54h6hbYDwW4VRR_w8Tkj2bW3V4JdV1JYHbjW6-8NnT5D6tWyW14P2vV4DjwRWW4kyrwS6PwT_PW2Ssyjm86WZzfW4HRDmc7drFDBW5fPXzC3KMpVCW6y4fNp94BMZDf3D601b04" data-hs-link-id="1" data-hs-link-id-v2="cXIkS+/a" target="_blank">Kubernetes can run AI inference. But can it count the real cost?</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3npW7d5v8S79QR4jW6ww2NT997Vw_W3JYcy17lwrbjW52PT9l4QMCtXW6Bd7xB10xMQQV7Xyhd8T_x_sW6-tdSC1Zx_c4W4bhz1Z8C7-mMW8QDS4J3g2-3KW26Dl3T5NsBHPW8-yBvp1h79RzW5tybSZ3hmrv0N51xz7hkBSgsW8Gp0ZW7QGl-ZVHmhj11kR6XNW6q10K-7xCn1fW5Ll_7s7D5G8dW346QZH1LgL_2W4cH4kV1Zpp0kW4xH2s-5bnLSfW9djzG0703fMMW8lHcFd2V5b7mW2pCgKg25Fkm5W1Gl_cT6v8-YgW3fkgLn2xpC20W4PVqwD7VrfNlf1hP2g404" data-hs-link-id="0" data-hs-link-id-v2="cKCNQDl1" target="_blank"> Bill Doerrfeld </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3qgz0W8wLKSR6lZ3nSN8zDBH28d-c4W863JVM2RYJ-sVq5-_L45D_BsW7H1DmP7gZynSVk6Tfh4tbSjcW36Tz8L6PGRLdW84bJnz32PnnVW8-_R347xC4jMW6xRfF01wGSp4V_zRdn2DCrXSW1B4C-K4NlN4DM2wVs2GyRsjW2r4_8L5j6VWVW7kcyC01Y_8gKW9jw5Bd4mdx2hW3GBR4L5w2jxtW5b2WWg2SlMWkW4J6QQQ3VMV72W49tlKB6GJ7GvM-PPgHlMgq0VszVTW7H1DYQV-prPF3xHg3DW1xlfSn5dKT0DW5HZyvy5KqYdVW861kFX8vQqqzVrGtJW2cCQKbW7sx89b8XmPb_W47YJG05sGCZtf64yhrl04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="keNUZ25Z" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/2229fca7-jefferson-sees-xyw_cx0jjbw-unsplash-1024x576.jpg" alt="Featured image for: How buildpacks help enterprises finally operate container security controls at scale" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Containers</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/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3qgz0W8wLKSR6lZ3kJW7BlfRg3mrggNW6HF2Yv9dLrbtVrF1VJ7nQQ0mW5mzRRk67Hx61W2nyMH21qgC92VZSGYw1Kwq-kW2QWnbS4TdWVvW77WC_-4mjd6SW60s_F63W2Mh9W6Dy3Vw91nHbJW103ZzQ79KpshW20FhxF9bm4W5W1w2HLX1cBNfVW2csHwh8DKc_2W4lYb9q4kcF84W3QbhrG9hRG0sW76Ypx52mNmQMW2pYs308WmzYqW1sD3gw6mLvMZN32TMX9tFRNdW8spQ8l1ldM95VkvzbX1Y_SZKW6r6KLN81stpwW62qNH_3PhKzPW5NN5pP26FD28W1fY3qK36JFPYN5WB8bWRTJ23W3tmgjj94Tf2sf4ldgC804" data-hs-link-id="1" data-hs-link-id-v2="OxOhFCbN" target="_blank">How buildpacks help enterprises finally operate container security controls at scale</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3pwW3g9CFR1qV8YdW6FzbhS774JLpW3HXlG53F24KNW3fl_gq3707jZW14DKxZ7YY8B6W1w6nKm4XM8RPW8mzvKC2RxdCQW6wF76K7Lk2tGW7bkfqG6LxSktW4h2W3l4-9PGdW7sDgTx7Cvd8VW1n34_J8Rk2hcW8290T41N5tqRW4m7lhY2FXhbjW1znxtb2htBVZW5FRW4M7NqLHgW6P7zKw61LtWwW2wdzn_7SGNFRW2ctM481_QG9gW30s0xF350KwxW2NR8ZM3pgTnbW2g5ntr5kGkqJW16D7bJ7Jjb_QW6nGBBt8K0XHBW2XLw-N33FGKtW6b33Lv2VVBsyf3NrkXT04" data-hs-link-id="0" data-hs-link-id-v2="VPUAOh29" target="_blank"> Catherine Edelveis </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3qgz0W8wLKSR6lZ3lNW2RN-2y3B-88VW4WQsS85hyQjkW1R-dsc1_0cqzW4yw0P74FyjwmVXYBVd2qcz-gW18xZ159lX7WwN472bjz-vSF4V8_m381ntzf8VPCnYF4gy6RlVCpxDr5jrrwjW4P0VX12ZzQj1W4nkNMl5PX9wJW2N4sDD807pj_VJQ-wC5qr-MvN45L5QggX0d4W1MClrZ1Gz0mqW2X7cNh78-sfhW8cQZcr3GbFjjW7thJh52Xp0qtW79jdy43x5pTBW6sJssb3Wy13zW2lmwC97Z9xm9W6zvHkn8nFBshW1nXPSK4TJdFNW4c4GqW5SL6yqMk4_0w2VSRDW7zjnCh2Vx426W8LqWlQ2VV3XCf4bpKKd04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="JWQYA2Dd" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/f10a1568-aakash-dhage-a7ekcpuw4qm-unsplash-1024x576.jpg" alt="Featured image for: Your agent is only as good as your infrastructure" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Infrastructure</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/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3qgz0W8wLKSR6lZ3nWN6Jt43Y6H3CGW1_ytQL8fp7KXW1nY3Lc7hZrqzW772hbV67y0ZhVyYKj22__DZ0W2dTgSC1BhQ2QW2h2Znm27m7JpW5pflTM67YQqcW6PT1NY5-N9GzVFbzTk7x26fVW6MQF9T5vGtz9W5VLNsm20hPKnW1GkyfZ61SCw1W8wYt0q8nVkyNW34Vgwn2Byyt_N7RJ177cH8FRW6qhFp56Dw2nLW17Y6Gw3758NLW1Rc5bd2RfYCXW7yCGQC3ljRGqW7pG6Y01pRGZ3W4Q_cgH5XDTpGW6LQyFx5LpZ3yW5fBBVv4RK-syW7L6Yhy56cJgNW527yDW57K6j3VbDnqw7DXyHNW1CPBFP88VBgLdp2J4-04" data-hs-link-id="1" data-hs-link-id-v2="xOOsiVwQ" target="_blank">Your agent is only as good as your infrastructure</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3n8W3wbBLQ5BDJccVCnKDx6Z_jHZW7314Kg7QGvW5W7f7mzx1CLhSCW6h2pqD2md589W1WNy3v2V020QW3W0FYS1DWQMjVxB2qn6K73WLW1rc9V32wDgs8VD0kln7F6F5FW71Fqr71SlxYXW1NGygY71gQltW8GpPB_1pwFklVC0PRM6tqxwPW2b-nqT1t_-0HW4cK5Zf707p0LW7hCkJy8pR0Y2W135dRj7wJPx9W1BqW3j2HtsTQW5tg4tC1TCVLJW1GDSff7HVKywW1rbm2k2ldbs-W99kTyh5hFNKCW5RXzjQ4tWNWTW9bYgSH93H0JsW2BlPnq1zvVW7f5--1H404" data-hs-link-id="0" data-hs-link-id-v2="ysCWPRt5" target="_blank"> Selene Cecchinel </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3nfW3Jxry28NNfJjMx0kxNKxkPxW8wvkNs7PcD5QN83S_xBNyTWfW5MKbpj2wgNtXN7SkgmHy_KHGW8knzCC52NSlnW6tF8Dj1XX_QBVZmKzG7vhC69Vhb66x7FKtWKW6HJ7dG6MP41NW3fl7n84pjYglV5Q9rR9bTV9ZW98wyXm73SKM6W8xmF682zS1mFW5-bz7G9hQsQlW7xTNyl62f8VqW3g7Yt_4SVgJKW3WvYlY6pYlBSW8_BPdp7rW4YMW3l19Hc4DmvGlW4RQ9887cNm6JW4JSldZ8ZK57vN69xpz1h-qJXW1Wz7V33m1DRQW8jJrrS54zSGvdKnlNl04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="XWOclbQc" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/04b2c425-martin-sanchez-21m9ltgr-wm-unsplash-1024x768.jpg" alt="Featured image for: Code review is burning out your best engineers" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3m7W1swRtQ7nbvNQW1Pd2YZ6bbQmWVKwPPJ55jKsZVXd0JH74-0Q6W7_70B18xGypZVxQ8D01Ghfd8N3XlZ7gPCZ0NW87X8mP3B2MP2W3kD1ks9gzsTwW2TnLsz4_kNy3W8gkspZ3rGsQTW2yn6Z88V-FFkW7qhCJd8dfYpTV2tF8-6xGHlHW3fhNxS3wWCRcW1LGRDR2rZLKCVflgYf5XcWQkW7v2pqQ7-ZpVxW5hFFwq2dd9K6W6S3-K37RBwRKW6nWPXy6djsNmW1RqZ6L1RYf6GV9LKZH3hRNtNW3hkcn74TmCJcW16d2YC2JDBBgN1LjGSVlG9FWf375KgR04" data-hs-link-id="1" data-hs-link-id-v2="pQSTeOLF" target="_blank">Code review is burning out your best engineers</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3qgz0W7lCdLW6lZ3lsW1YJJRv1Czch9W3L46W_9gGz4qW7WTNvF40q5lCW4v6S7h4L5l4gW6s03xz24FXtKW44B_kH1X4W48W7wXj_34zbWwzW5Cc9-K97dRxlW44YhCP8vB4bMW97mKDq8SPnC2W7-s5mP407-HGW6YB08428pm9dW1b8jfn1G6XGCW6ZcLdR7lwfB8W2ywM85671MFcW1_K68f8dKrmCW8XQ1Rr6NZ4_WW8-RQSr1kw7lRW4bRSly1QtQjqN6Dsg0h3s08mW2lgyR68M8HfCN8XK-2FVhtQ1N6NsL9Wdkcx6VljzV02m93jVf19LnBg04" data-hs-link-id="0" data-hs-link-id-v2="u1A1vmIM" target="_blank"> Ankit Jain </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3msW63VFfN32LMK3W8ZsbjB4pwW4vW4fPRD28ccwP3W5n67HG7_ffwGW1wvHlr97h3x2W16gGJJ2Nc65BW4xRrfy5Bpd35W3hgvf745BBr2W7QPwds8-bT6pN543HWs5lkg2W6vj8kS7bqJx9MlvLKkBWRDhW4J5kwL12Tg5kW7qNwmc6VzTpjW5PVwN33v9QwkN2TB0Bb-sCxfW1JTs5l4RjvHdV9XGbj3CnjL8VHxFD-76ZlKHVhFv5w6jDNxWW7Fmt6h61kHkbW7B8P5p6hk30lW3Kgx4G8tmV33VzKVhY5LGdHDW4-0PHL8qJ2ndW1GHGB44gCchGdZXTQT04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="YgPbRNeQ" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/110b435f-mohsen-samimi-jlomy2njzxe-unsplash-1024x576.jpg" alt="Featured image for: Intel squeezed a 1.58-bit LLM down to 1.485 bits without changing a single weight" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Infrastructure</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/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3lvW1gVnsZ6SqzTWW89KPk93g50-DW12HLvp7n5pxCW6tWHzr52lqKLN1tt8dYYySz0W4_Zk6K6GP0F4N1mCC_pDB5pFN42HVpCqW8PKW738f456WRVDhW4Zg9hC1tTTklVDzjJx3wfdZVN2RcHH6hv53jW6tZzkk2J_tKqW5bCcrs3jvt4tN20jz3fhw2GGW3n5Lvy8gv50yW6V-DWw8PSLF0W1YtyB31G5cT8W5Tdr6p6FyLGGW3mtqbb11v2pxW8lCDNy4tJhY6W3-pCTc4rLc0NW3RT2d95P-X4yW6fQ2CR46_dsZW7SG6Zg24QbS7W4BGwpj6sKcQbf7MBX8H04" data-hs-link-id="2" data-hs-link-id-v2="YjINJaZa" target="_blank">Intel squeezed a 1.58-bit LLM down to 1.485 bits without changing a single weight</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3ktW68DwX23kBhLFMqsKz4qmqhSW2JxJdF5CQM4lW28KTWx3QCd_DN4kkqVW18VcBW5MkzNw7p_gzxW5gBQwN5JvLbcW5QqWmd4HqmDHW7hp3tg5w_5vwVmdB4t3m2T2GN47KcDSw-Y4fW6TmWdw4Rb5sfVzMLkH6Tw8rxV6jsn61dz8lMW3w43jY3fRqFpN457BFm674r0W3gBrdy8RfxPBW3YYp9g8Z4JrBW3BQP6V5DtDBbW9b3bPx7kV0byW36NpGM4wSZ1zW97jjQt5NCspDW15LdQB6Wm5rcW114ZVy2t7mJrVS43682dCD6yW5k82ZK8Jjd-Nf1brYFH04" data-hs-link-id="2" data-hs-link-id-v2="8DYaPFb+" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3qgz0W8wLKSR6lZ3kXW3Pk-pB4SJLw4W22ykR81rmXK9W8hPnLj7vtr6fW8nm_cR2pKm14W548qVP5JGzczW4T49cc31V0QtM-Vtch_9nZqVsMy4L1_tMmyW8c2FV96stSlvW7TkPlx4C0S52W4Mv9gw35SFRtW4s6BnG1QFT36W6YzJ4V7GLtkwW5QGpPS64FJgJN1jydx2h95xsW6gsWvC15VMVmW445CNt76QSXcW3Wb1yW3dGkpPW7zZfhN6K_g1QW1Qs-Ks7jFjB4W7Yz-hx1FR41YW3Fjfk02c5DYWW6_lx8t7rQVN9N6gvV6m6f5-zW4ZD9YR5XHg-9W93xMw_5vNGkMW7C5tdP7WRvPsW35lBqp8_Ljhnf5mM2cq04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="3dRDLawD" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/03/f7a6563d-screenshot-2026-03-04-at-14.29.48-1024x585.png" alt="Featured image for: “Be transparent only if asked”: OpenAI’s models learned to leave notes for their future selves" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3qgz0W8wLKSR6lZ3lzMC7s7T7v4SDN51PqTcwDH8VW62LbW17Z_8LQVPjT-h1TXrgDW3kpnXF1ZZ8r7W7JncBh3_q5rQW2ZptHY7kdrH5W2W8wWT6VGf5YW8K_RJj2M5X92W4ffB_g3tlWmPW3t1X3k4MyrBSW8WWqXB5n0tF3W1t2fPG4zF21mW1Cwp_S2fLW1lW3n92wM1glBZ5N2g6S7gB4rHNW6pjQkj6VKZW9W808d477m_x16W4LKH0x3qvqMbW8RcPPx1mr7nbW3D7ZC85KjG3pW33PkyG7PCxDvW3TpLps4xw-PjW6bXQ0g1Qd6dJW27BkWb1CdGN7W8H2KQK2dwy-gW3vWRQM7F1xSLW6mgdf-9hPdZlf4nqYvR04" data-hs-link-id="1" data-hs-link-id-v2="uf9GGO6s" target="_blank">"Be transparent only if asked": OpenAI's models learned to leave notes for their future selves</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3qgz0W7lCdLW6lZ3kKVNCgpX3GlRJkW93lBxL7KFhxXW4D-b4k3mxYN4W64Jnlk3F_b8cW92tdsf1-SXCSW34-Xqn7sMQGbW3_sk__9gK5J-V21_h065rs0VN2NYlttTqYDGW28ZfQm1FD_PQW3tmXRb3sSBQsW56NMQ25s0PJ9W79nxC570FLhkW4bpV9k1Zg7Q_W93pjYW7p6bTHF7XXT0S7cJbW18vQRw7zX78PW8zjZgH560vtpW3r46mW40bfQFW2Zqq688R7H4yW2ZYKYr4tfq4_W3hKDpR49vTfJW8tlmn_5hyKDXN9kSfgnH2Fwhf7c0tlC04" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni" target="_blank"> Meredith Shubel </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3qgz0W8wLKSR6lZ3pWW2TYG_c1J8r64W12KbJg2XpD0nW40QmJK7FzvhqW5RHCRF3hXRkCW6272wk53Tl3SW3fKYHc4Yy0SPN4GLqFc46rvmW4XmJ4k35yYp6W6cC5Qj1J8nqFW4BtYRK9dWYwRW4rq0bg4wB5XTW8pYQy_40slyFW6F4Tj22jFzj6W2qfcXf960nsHVwZxzb2XkF26VGKkwZ6tJMnWW4GtDTm6z3DrqW1QXqcs7WRtn3Vxwcs34rxW6FW8Wn9HK3rsdndW4LLQXS5QHvyrW4-kzp05MBHkzVP_MZc92YtKhW7gtrgl8-9Y9YW8M329l1szC0sW6ljfbW6zlL8tW5CNMzF3QvdcSW6-SQZM38348Mf1S6_d404" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="LQg4RxcQ" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/d12121e8-ekaterina-bogdan-awl6ao7puu0-unsplash-1024x731.jpg" alt="Featured image for: GitHub and Anthropic used their own agents for major Rust rewrites — but with very different playbooks" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Rust</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/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3qgz0W8wLKSR6lZ3p4W7yfGLD3PCZ9JW2lWyW82YmzGNW5C5tMx7lZh8GW1sQ3hX6L1DdcW5PWVTd88YXV4W49dRNT8fVF1xW7tZp697nhVBhW8g4rs445SwQwW4D0Msj2852SKW6Kd20p4RwFP6W1YHtKg77ZX1xW5590FV7B1WdLVK7wY48t876dW7V0Xn55chDX4W7Jxvxb3q2vpxW7rb_BJ7b08mBW5VxpsF7gcwHfW6wb84p7GF5-fW1JcL-57RffQTW6LHRj42rMmmzVqYQlD1XZmzqW7H6Nkr4zYCM-W44nNQR1-MvXJW2XR-FH6hlhpBN2Kk4t8Yq6svN1P-SnmYTdlfW2NYjmt2vMLf2W31mG1r6Fh8yJf3WkdpP04" data-hs-link-id="2" data-hs-link-id-v2="XH1lmU/W" target="_blank">GitHub and Anthropic used their own agents for major Rust rewrites -- but with very different playbooks</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3m2W1-p8yb63-lQpW6WdyXL523l8QW6BTdgp7DK5CpW8kg89w5Xr2wCW43QNJD7Sfy65W7c5nX_5dsGlFW9h2yY78c0mq9W1SHd4f3D63tyW8JTwxv179jm2W5yKdyx96-mpZW4Y3nR46v3y_VW8WcqDd3zYHGyW985SF77N_hDPW5BVL8M34ytqCW7XgDF-3T2KgRW128NPs5B1nHSW6cBH672v7L12W58cGzW6myybqW4pllzn2RB3BqN3xGQ1DPHHn7W2KK3H51CkngXW3k03zP27KVBjW8YnbYG5FmlWvW2LTq7j4BbfK-W70dz9j5lrL4mW8D_nGq2HrDQRf7xjTW804" data-hs-link-id="1" data-hs-link-id-v2="S/ywSdqM" target="_blank"> Paul Sawers </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3nNW707wGz9hdhZcW3SpZv86y5D5TW6Klk5v4L6dLZW84MGz0106lYtW3fmyK661hgZ7W2Dg9X06Mkq7xN63gt5WFSFhKW6WyB6g3RPZwNW23Vtzj471sJVW7zlQ7g1fq93lN7P1qsCxGncKW9cBc2F73nZTfN7_CLBWznBsXVfHQ4_8_KDVdW2GyLFz1sV06SW5xhYzW76Nbd9VRjqHV8kmdKtW5_xv9Z39gQdNW79qKhC77fTWsW984skG8zPwgzN3fMlGwBHxr9W76p_vG5Cj6MLW5_GkM66JBBKCW5CPnss7qcD_GW3P6cMj1l7gxlW2wcpbH8yV9Ktf72dBxx04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="9oIsp8Ug" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/c8aa7919-logan-voss-_iiaxf2h1eu-unsplash-1024x576.jpg" alt="Featured image for: Anthropic’s new Claude Code feature could drain your plan before lunch" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3n1W92n1HP5PqhY5W2p8Qqw8hbhSJW1mY_HK5tqySJW57g1td1jp22bW8G01d-7D3KS0W810gV46DBxN1W1jP0GM6Fb68BW1vP_gq8PVlbFW2qS5y17s4LpPW65T-dc83ZvtWN110MnnY0FqSW2yZcdg8KwLJfW6DzTt85gTVRYN1p-bvblQlRkW4Bcnnw5jvGV1W2h3Fvy75jtW0W4Z3Sdg6ntMjjW5s1RQR3yHV4kW5Mfrq58wRm18W6Zc1Sj2k9pFjW8BBJxZ2XR7QPW326FQj1s-H61V90bMP7l9CS1VlFKhx3BxrKPW5bbdjf2QTJFyVMCtNB3WBplkdPf76M04" data-hs-link-id="2" data-hs-link-id-v2="74dKEbHG" target="_blank">Anthropic's new Claude Code feature could drain your plan before lunch</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3qgz0W7Y8-PT6lZ3pwW1hJcqV53PZ-6V9hgSK184vxSN4-hzX-GXRlPW2RTsr84mGtyTW6bqnKy727-pZW3Yg4Gz28bLrtW3G0bvN3mzN9tW3MGNFp7VWThqN79v0VGhvCbyW1gl9HW8VXB-yW2wHV3J1Kb7wCW6lH40G7bRVYDW8hG_zX9hxby6N45-htSQdpbQW5cCksy3r81LlW1rfk_k4FfQKTN5dn8fbxHpYGW6z0h8B8whVGrVMhyLn5p0BhPW6hDCYW7WJL_BVHNb8c1v1x4pW79gR6z42MpB6W4Cl-mf7X3RlSN3tbcML6_hFkW74KwtC92_0G6W6BTNx64czJ8wf6rHXfg04" data-hs-link-id="3" data-hs-link-id-v2="GVObPKwH" target="_blank"> Amanda Caswell </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5W3hCZYW6N1vHY6lZ3ptW7jwqMr7YvFZqVqJg4q27CYFLW4fKYJY6pP4rBV6VpDG76cqTVW8GhtWk164wrqW2fF9h-5NkdTGW5H7ltk2FqB3rW8QBfXN61M1D3W3grPhL4r9FL9W8YpJ2V5Jr9mvW8hxldV7j9w6jVj_N264tp_dDW2xxkp98zJRzTW6vmH-s3Rj9PJW5-YFkj2prT8FVHcV-p4VcHY4N7tlmzXSvgRMV9b8fL1R_hLFW4c9rJq7M1cGdW1MjtWG5QRfGXW1-JHKQ2knZn2W5skHK62bGPs8f36tWLT04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="ccvM6jBX" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/87a1f652-shipai.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"> TDS just launched ShipAI: real builds, not slide decks </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Our sister site, Towards Data Science, <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5W3hCZYW6N1vHY6lZ3m9Vp-_Gk2zzFLbW2DwJX67Kd0jLW4gJzKK56PQ2HW43bc527pvLCzN8WZl9hv67XjVYY6CN3l7bKMW69mSR11PGfPVW2_ybbL5nJKZrV23J_T91nTYbW3xJDWT5LkzZgW2WTtNS20HZpzW9hPRz72vChCxVnHsYf5W3b4HW8cQ5h32qqPK1W3V1Q2D1NGJmNW3RwXkz48Z70GV8Sy3n77BtdVW5Yy2LX32C2l3W2_fVy41b6VwrW8RnhLx2DzCN2W2s7wgD8Hvy34W5rtPJW135-gPf4X_kqW04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="vxbqAfF7" target="_blank">just launched ShipAI</a>, a curated archive of real AI projects: screen-recorded, editor-reviewed, and indexed as a record worth keeping rather than a feed to scroll.</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">See real, working AI builds instead of just written case studies</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Every entry is vetted by an editor before it joins the index</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Featured builds are surfaced monthly as must-watch picks</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5W3hCZYW6N1vHY6lZ3mBW45ynht3KTgQNW8g_V4V4dvNqrW1bV8w98ZV9sPN7NWcc7M38HDW83WfQj744bFPW2tf4w25lvyQjN4gcwd0zrCMBN7F0QbHz2tL4W1nBPwC9l5W3mW1Dtsyf28tmLZW37p4jn57pRQRW4XVsvT7TVr2LVXl9Gz1Q1pwrW8gxJ863NwFvXW6PzxKV4SVxRzN3fvqk86lk4sW4D5vbB4-YsQFW6XFs0W1WGjscW7Pyqwl7V1cm6N3L4S7DQDKy2W1bz7M58smTkNW37CLdj5mTmrYf7M7Lg804" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="07syd8db" target="_blank">Submit your project</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">EVENT</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/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5j5bRH4W5BWr2F6lZ3lpW5VnRcv6br6TCW1B8Tcm1ZpCpWV1YwgY6vbKNJW4fqh685z73GhW18BXB688zD7vN3xjzS0vCX9yW7jf9FN2CGshrW2c1_hm7DKrcfW57CRZF4bWLTmW1sKDYx28Nwt4N4NGGjf4C-rTF20TxtRVXm-W882g0D4mm_QlW5fqb2n5_rBqXW8hMjSm6jGmh0W3QCL8l4dRvnKW2lFXT51vdKPdW2JdCkM75krHtW4yh2XC6YXwnMW6XF1np49CSThW1NFqT05Sc0MyW952jsF1Tg3rsW4qCD1-9k6ythW3dcr732LK_FKW5zG6-r8TvXWvW5k_hYc22zRL_W64g2yv6dYqQmW59ZBL13jQ1xwW7tPwCd41gSyZW7cJGKh5_s9WZW4n68Fm1y1rYnW67cZj016kSW2W9g705q2_4J8rW1wLlRn1Fbw3ldV7Qdn04" data-hs-link-id="0" data-hs-link-id-v2="Kgwf/Mqv" target="_blank"> WeAreDevelopers welcome reception with The New Stack and Dynatrace </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Join us at The Tech Interactive in San Jose as we celebrate the first North American WAD World Congress. You're invited for elevated bites, beverages, and banter from 6–8 PM on September 23 while exploring one of the Bay Area's best tech museums. Mingle with the brightest minds, VIPs, and The New Stack's Editorial team. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5j5bRH4W5BWr2F6lZ3ljW1-W4Rx6R9pcsW6phLQn5hmQGtW3ykzDN68YQmZW77TnF0446hpdN4ZNHtgKRqm_W1JWNdP4KtRFlW7Z9-Nl7x2L3CVPWGr5386v70W4S6L2J4dpRR0W36-2SP6Q5PFZW1M0Gpr59Kb-kW2LhstW5kS35VW5K976k7n5k8dW4F8S6J2Q391pW4CBSXN5W4_S3W4B83Z52dV1LMVdC8pT2dlfzBW84th4k7YTVY-W7L27gT347y8zN7b9ZmQZydYyW83BlHg3xgC-WW52127f62zw5WW2MVpJT7fBsYLW5z7mYJ3JJ1RpW5nr--t7J5_85W2H-g1q7skvzzW8v2WMh2y93z-VyMCjv8dd3c2N1TbDwSM9CGPN4-b1hVCYxqtW6H1qR13m5MzRW47PzcX4fmpq2W8x2F2f8DJDTvW5t_dq51tqXVlf1v9BVF04" data-hs-link-id="1" data-hs-link-id-v2="YPnGBB4/" target="_blank"> RSVP for the reception </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3hCZYW8wLKSR6lZ3l8N5YP-6c980QlW8x-GRz7Jj1nfW5C0hCD5ZWVwVW7Gg9b43n5W51W2DygJf3z01BDW6fCcHM2vz3tqVdVxb37gpGFYW5wzfTT3d22NzN8p-bGhL2_DGW1G29DF5bClD9W90T_JP6VtBQgW3wXxtJ62twxGW6FKmp247rqrrW5RR0kr3rJ_jtW8FnKLW58pj-LW3WkFdY35mrx8W3Shj3m1K9jwRN8BMkRllRFDKW1pkShC62ZKTCW6Ppqk85rBlv-W4M6kWZ5T966mW8ZBq2q3ZP2FFN7qT07ngD_90N2vclZkM5x0XW8Q1gKt6fQ8NXW4TC_1N5sBSfPW7_td992718rfW1DRXdq3SLZ8kf3GC6nC04" data-hs-link-id="0" data-hs-link-id-v2="Rb29A4I0" target="_blank"> American AI isn’t losing the price war </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Chinese labs are testing higher prices just as their American rivals offer more intelligence for less. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6P3hCZYW8wLKSR6lZ3nwW7mQts24vQccfW3CFGy01pCMpYW6v58T77KLqf-W9hBnM83LMD74W7HGsT756_j99W6ZmLxl7vWpQNW7_tY023RCLszW6b2jdz4V0fT5W3VGgBH51slpMW9gxg1P3qdVRDW8zTHGB57fvywN233XZ91ynt1W8_gNHG8x1M4KN70gdrxD7vDvW2k88fP5yWSkfW8pdXM_68B5YhN2LbKxPpzkf1N6Nyn5vtYr3wW2jNmVg52dC-TW36dQX41cb_jSW8dLyVx4bkp-3W3rwXf08_ZMcVW5_s38b7WQ-kVW1tqVM_4ndZDGW4rG29F7c8M-5W5HT_0P8jzkBxVrDJgX8zhTy9W5Wh5Hf3cNJMtf4F16rq04" data-hs-link-id="1" data-hs-link-id-v2="mnbFtnJD" target="_blank"> Read on Cautious Optimism </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/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3hCZYW7lCdLW6lZ3kBW78Hhwp13vZ-XW7YH7Vd8X-Y1rW3yJGvz8ZWBzwW22WrBW2hHX4pW3yT9SV4ZPySxW4VHsST4xLlZKW6ZzSbM5QGFlSW79MP4g2C886NW863pRj2NBgdbW1n-q6B1Ppx_gW9dyFXZ4F8BHBW227MCy1-RLKjW4SDGmd1rgSXyW5Zlm5N8mLSR0W3nvpmB5PnPgTW8hCBwf5hlPLHN2xT7q4s6sNMW3XQPHx769VyWN3d2Zd25yMYWN81fy9w8-ck1W21bMfZ4qwQSpW96L2b063P7wcW4xlT8r2S7wPRW2ZkJXR79HWHNf5Z-VdR04" data-hs-link-id="0" data-hs-link-id-v2="2tzvufd3" target="_blank"> Securing sandboxes: What happens when AI agents escape containment? </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> AI agents escaped test sandboxes using basic exploits. Learn why instruction-based containment fails and how to build hard boundaries. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3hCZYW7lCdLW6lZ3prW4YF4pd2bx8J0Vyl0Mq7HCLCwW1ZYJSQ7gkV14W6WG3jW2CHT1wVQ930-1lRFRSW3wcF9N60HsYKW8bWn-T5lDhCnW9hdLXn6lPt62W5vwpwR4bzNVXW8llNrB56_hwNW3kvYdf8fj-4tW4D4xHT9jlQBwW2tD_WK3XLJYDW85yyBc7LmmFlVyhHND1N5-b9W1RVTDs57GvH_VPq6lc3FtMvfW4DBSW34k17RXW6zNtSn5-d2Q-W3s9P0H7x4LKlVL1ySJ8tZ19zW1wndFJ3P9t5FW6N2fGM95s_BlW5T72WP7gSYLwdDyd7g04" data-hs-link-id="1" data-hs-link-id-v2="CMKjeUkI" target="_blank"> Learn 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/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR505nR3bW50kH_H6lZ3mnW5gTWJb1TqjFzW4fszcq6c5f5-W9jDMMn5CK85TVjTC-q4KgzYdW3Skvqq8kGhBsW7lNZW_8MhpHsW7TBk5S14J30wW2n8vT21C0fmKW6_j6ly5bQMtxW2wyJTq35qpWsW8hLq6j6TTpfGW6ngRyW6hCsHRW6cXqgM44snGKW7Zb5Gf1kNQXBW3237SF8G2mw4VbnYty54v6WSW9lfkPY4rlL8jW654_Cb6Tfcv3W1JNPsy5YTNGBW1kQsnc19LwdcW5jn7z42QKHpqW3ZDDDW6SJ59kW9bmhC32_FP3GW30rL3S8fn6yHW3YMY6R2hQRvgW1B7y2F24jsHyW1pZZG33PL38RW8h27sZ6zHRrQW8hNNCk59dB1MW59RW8t8x4bzHW1tcLmy2fhWYMW584ZSX4_FhqBf40b-hq04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="wplz4Gf6"> <img height="30" style="height:30px;width:auto;display:inline-block;margin:0 8px;border:0;" src="https://cdn.thenewstack.io/media/2024/05/fae341c5-tns-daily-rate-great.png"> </a> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR505nR3bW50kH_H6lZ3lhW62KW0Z3sx7yjW7z1n0N2WhH49W5Rv-Kf5LyjJXW8PNwjH4m0nKHW3bhX1h889-p_W1Y1-Kb8bk1wbW8l8C2R8QQ75gW3sn5lG7WlshLW1d3sj01_vDMnW8DZJxr1dnzQlW6FkHMT4HrsM4N2Lys40ZCjgJW3TcXkg7qGZQgW1QL24v9bmQgMW3Cyc6Z3VXVYfW2mC8jd2BtJLdW9hblw872nRNFW6sSKQ814WcW5W83cz3g16lFkQVh41xR4bmw2hW3vKfy32c0rzzW7PGDzK85V3K3N2DGqrshDL_VW325wWG5WBy-RW4JTpQ337dh79W2Z_pJk1DFvk8W1C2lNK91mx6yW3x_7L636BXXmW7Tsbbm72-NV4W74Ckw41bm3jZW2Ft8Sz1-FJ57W69jqnQ2TScVkf8l-3fq04" target="_blank" style="color:#ff3287; 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Plus: Open-weight models now handle a majority of tokens on Vercel’s AI Gateway. But Anthropic still takes 64% of the spend.
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5C5m_5PW69t95C6lZ3mmW1vk04y4bn5sBW2NTjkp174R76W4Cr2-K7ZvbGDW1br1Zz3_44T4W174bfK67WQtbN8-1X54vDlbbN6LqnxPs8MwGW6tDG9j5WvKZxW6SFFJH3lkYzrW93Vdgf7Mtfv0W3ytjFH8SgQt3V4QnHZ4FKPqsVrBhYP6yTsSHW8Q9CLl5kJXv8W86DwMb2tsPgVW7Sl1Nn5Lvx2gW7PcH5s1ddf5-W64kQMN6wCcktW6zhRmd7syGjyW4kKzQY5-ScbJW1RNF4H4dYzn4W2KVjBC6XYx5gW5fWgKJ4CblJlW2LYJ6Q6-82hYW6fmKG79kfkdHW8N1wyf9k7W8XW5wXMmq4YbBnnW6mjsB64WhghhW3cZqZJ96bSNnW4FvnpC4p-p88W4xQYbT6qlXp3W54wlwW8kgSD1W20s6_d1X1H5MW7lPpKb8yzy6dW79Hf0Z8dKYN_W1DdkZB3T1xCCf8p1JKC04 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5W3prCCW6N1vHY6lZ3pRW1YQDl24h2QPsW8Rk94D3Mwbb6W9gqxmG1LSWyrW3ZrtXn7kv756W8-Tx7C8CdLstW4K_7NH8dMZ38W76J31f8YfdkvW3mJPrb4zbHfnW8gddqG7yx7tLW3zMXzk6-LJ6pW44ZSgc5wt1sXW7-sBdv5jHjtpN5hbkfGQpSXHW5t_1Jl54QYk6W46jMwP7xVmWJVjLvqL1HXlh0VDcm4n4S-BFfW3LbZHh1Y7kRDW7RvXqt7hQr50W4W72Yt1W7f38W327lvK740DnxW5px-nS653pF7f1Lrrmb04 )
September 19, 2026
Claude cracks the code
Three security researchers at Hacktron AI found a memory-corruption bug in a widely used image library. Finding it was the easy part.
The hard part was turning it into something that works on a real server, so on July 24 they handed that job to Anthropic’s Claude Opus 4.8. The model managed it only with the operating system’s memory randomization switched off. With the protection on — this is the way every production box runs it — nothing it wrote held up.
That evening, Anthropic released Opus 5 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3ldW6Jcdqq9cPycZW8Sz4-16k97T-W1BC3Kv58zQRvW8ZjRR16HmTzNW7z5Pn826n7XBVpRGVZ7xCcSdW85Vtdw6yJX1vW7dPTGF3cBDnjTKB9b6QtfC7W40zXtY1GXkq5W3S--ZY3GRKmFVGZkHp54YMqTW7KFdLT7C3MG_W94HVsG1bYMlLW46ZJ9D3CzwvQW6tpvr_1-XPzSN1wNTsQmB2msW2RnM994197m5W4hy6ZM7qz1zNW6Mqk-n58gV52W2jx2NC59RGTXW8bq2jj25FmhYW5Jp9666q0r-gW5gst8T2dvmXyf7W662d04 ) .
The researchers came back the next morning with the same bug and the new model. Roughly three hours later, Opus 5 had a working ARM64 exploit running against a Mac on their desk. About four hours after that, they had remote code execution against a test forum.
Go deeper: Claude couldn’t hack OpenAI. Then Anthropic shipped Opus 5. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3njW7L0Hnh8VDF2TW4hFWd93fzDp3W3WsXd129t6jwW4WQWcp7BRB7NVVstG86r6v54VSryn48TvcptW1Rt8TH4vcJV2W8ZFR-y5nb9FRW18w-TL99Zf6kW97FyDT24M0CrW6PbMc24PG-ZmW7K9Dc825DK57W6x01974rkgpDW3CZYqC1JMGHTW1gDCZl7-ScppN191f8Pw7Q9_W3Kxyms6n3c_VW64Fdwm8nPrTgW2xPbV948wW4fW2Jx08D7L7-v0W7FySNn3xyP2DMZt_gCGDdnrW5f5FHZ8Zj5JRW2c8YnJ3bypfZW9bQptP68ByBVMVLV7-3QRptf5XmS8404 )
More fresh reads from TNS:
▹Intel squeezed a 1.58-bit LLM down to 1.485 bits without changing a single weight (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3nWW6t9XQN4t60qGW5gXZbd37PKcMW3bJzx88PdXn3W39YHrQ3wWhwqW2z94g95S78prW45dXbv91cylNW2pKwQM6qlFlnVBJbW42NlJ_zW4F5ssq3zcX1WW6mJL5C3XM9klW2Ck7mf3vgB7BW6X1m3h6fLxKJW6GXyJq7wKs89W89YMrC80MDycW7DvX_q3DZ5xhW8Vtp5D7nLJsPW8c_YQZ3snFWcW2ZT22T4X1n84Vj7KBX7mM0XhW3T3P9w10YmW7W3JbvsD3PmYrLMHHkQDcK2FVN6vJv8vC99Q0W5VT4Kf8FKdm2W3w8nV74skSwyW7Cbn2l8NYX1ff7g7xPd04 )
▹GitHub and Anthropic used their own agents for major Rust rewrites — but with very different playbooks (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3lYW2zf4Jy3dm_mYW6V2P737Ny8tkW7tBMQZ8sKFmNW3MB0Nf6dgY57W5qTSfX7K0bR6W6wypt61xYK05W2X_PJ05SpxJQVVxRZw1RGr43W3Pqpj255JsrDW6n2NhY3zgynkVcnjFh1LcLVsW8WzdsD7Nw7FkW2pf13Z4XrWF1W8YdYSn3sPLDZW1JHpDn61bSy5W3-CMnJ8Sx98YW37c_283Rdv6-W1fwZ4543wYMjVx4TDD2Xz0p8W2GkX0H1xnDFcVQGG1_6PVQkZW28hQyp2XpgD5W55J60C3ZJywQW8NLmW85thrl5W5-Jj7S6CcjjvW4J7nsN89YY49f754xTd04 )
▹Anthropic’s new Claude Code feature could drain your plan before lunch (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3pbW6VvRsj2ymb3nW5svBX84chXkZW4w9hw07R--j8V3YQrf2ZPCdyW1qjN-D4-w9ysW6RR2FH17ygrLW1dM9fS1Vlg3yW1kCV7y7hhFW_W8sfRv18ktnn9W7_TnMY5BlW6TW3XPTwT3bgc0QV7xTkL6hlQScW1ZpR2W7KGbJgW94f-vN7Jp3YQW4GDQR-86tLJ3W5clRVW8cTD1wW3vJFZ72rwwTBW4FX7768Sx-RWVK1NcP2fkkLTW31Jw6m44Pp8xW8yWPM-2XMTYRW415lPs6kgst5W2776MB543ZP-W8lK4jh7Kp5MSW7Vgr-w5rWjvkVp_HNf75xqXXf2m-J3v04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3lWM6vXqGwqkhgW66zjQM604wm2W19BzhG5wnnMLW6q3N2p1F-5wWW36qGQP4PRWHLW84p71d64kkkRW5dx6tt8f-QPvW4VkDV64vL4rgW78fbTd56MM7KN6nxhtpLmw5jW3FYj1P48H5Z6W4Y1l1H2vz3j3W8G4Pbr895ZMlW9lZl892x7JqqN54pP7fgBtLkW1f0pby8zHN3wW9gswKY7CYN3WW402sL19hDqNXW7YbzRQ2RbqkDW3PJsb12vMyLSW57p1vP412ZqQW2DRH_w4MbjQpW70mDsz65JTN9VxybZ549grB5f8sbwVv04 )
From manual to automated: how WHOOP transformed vulnerability response
For WHOOP’s security team, a critical vulnerability meant days of manual, all-hands triage. Join us live on October 7 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR743gP0xW95jsWP6lZ3m0W1xZFm16W9s8TW7RrJjj704W8rW54LLdF3kWXLTW97RH-16XF3r9N8tT4vJd2MTbW7_Q3Rt2f-0kzW6Bg44M7_Bl7hVkx6BV1pvkrDV8h9_m94xswpW2_nzkR3TW__wW54vXDm4bTM7rW3y7MbY89W1TMW2xx4Dz6yHC30W5wlPV78D0XMDN3V3R--KR35lW8Dc6SN5NNFJyW7qzKgk5H81tmW1lnTzf2QSx6wW1G9sf51w0dTWW1KLt8C51TxGDVrSlWd4bgTX9W4Z9QVm9k9mChW7kgWgr36Gk_gW3LtHvC7mZPG-W8vvxp517NP6mMNs8Kg4dZTrW1RvMrL3BnbjsMSjc8xnD-lDW5b9FQ44B_b32W7_CYZR2jQhcCdD8H-M04 ) as we walk through the workflow that changed that and learn:
- How a 3-day, 4-engineer process became a largely automated afternoon - What had to change on the team, not just the tooling, to trust automation with vulnerability response - Where WHOOP still keeps a person in the loop, and how they made that call
Register to join (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR743gP0xW95jsWP6lZ3m0W1xZFm16W9s8TW7RrJjj704W8rW54LLdF3kWXLTW97RH-16XF3r9N8tT4vJd2MTbW7_Q3Rt2f-0kzW6Bg44M7_Bl7hVkx6BV1pvkrDV8h9_m94xswpW2_nzkR3TW__wW54vXDm4bTM7rW3y7MbY89W1TMW2xx4Dz6yHC30W5wlPV78D0XMDN3V3R--KR35lW8Dc6SN5NNFJyW7qzKgk5H81tmW1lnTzf2QSx6wW1G9sf51w0dTWW1KLt8C51TxGDVrSlWd4bgTX9W4Z9QVm9k9mChW7kgWgr36Gk_gW3LtHvC7mZPG-W8vvxp517NP6mMNs8Kg4dZTrW1RvMrL3BnbjsMSjc8xnD-lDW5b9FQ44B_b32W7_CYZR2jQhcCdD8H-M04 )
TOP OF THE STACK
Open-weight models now handle a majority of tokens on Vercel's AI Gateway. But Anthropic still takes 64% of the spend.
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3lTN5G66Np-txckN2Z6m20S2YGNW7mj9PY8kNdLZW2JpLY-5WQ_l9N3GrLWL--V-GW5CgxC77gCbVGN5gn1ZDjLVlZW3034mS3PvWBkW3rcZxP4BnBhkVrYSrt31pnqTW8nPzTL1tcJN6W4yzFgR2sMp7xW3mkFlM9bYFMbW2fqMY26DPnL5W3Q45jC51L8VVW7p1l2n53z-HqN8F4ZR6FK8kYW3Wbk_633bmRdW7WfWn_3_jKj9W2hzr9v7WZczXW8ZwB4Z9kjXPrW6fr2N46rVSVfW5_blpD5xhVYqW76wcQ_55r1mpf1ZvCXP04 )
Featured image for: Open-weight models now handle a majority of tokens on Vercel’s AI Gateway. But Anthropic still takes 64% of the spend. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3lxW37pMyP6skPxlW6QlYq12dTZJSW7XCvdb2VC_qSW4LTYDz2xDnwnW7Tn0ST7mwNXCW4KGgxw16qpZ2W3Tdy4T3k8lkbW71rsfG7K96L6MyYW6H3GCfrW5FPQNr2s0_ZWW1N8H7v48Yg5CW3zKsR03XKdXQW7ql56j17FysFW2Y3LJW1s7nFdN7zsRt75_N9xW6-Vrw_8FjsCpW6JvPMg6XwJmVVNZBb6699CHFW69DMWT99jDj1W7wlyQB1dd8dFN4bZjGldtk8HV9LKRR75Q5b7W5VLjZB7nyMMgW3M67yP1cqj68VqYz-R6TC_crW1gH5Qk4CK9rhf2LNSzj04 )
Open-weight models grew from 7% of token volume in December to 56% in August. The money tells a very different story.
The trend is clear: open-weight models are taking an increasingly large bite out of production AI usage. On Monday, The New Stack reported that open-weight models accounted for 60% of OpenRouter’s US token consumption in August, with Chinese-developed...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3lxW37pMyP6skPxlW6QlYq12dTZJSW7XCvdb2VC_qSW4LTYDz2xDnwnW7Tn0ST7mwNXCW4KGgxw16qpZ2W3Tdy4T3k8lkbW71rsfG7K96L6MyYW6H3GCfrW5FPQNr2s0_ZWW1N8H7v48Yg5CW3zKsR03XKdXQW7ql56j17FysFW2Y3LJW1s7nFdN7zsRt75_N9xW6-Vrw_8FjsCpW6JvPMg6XwJmVVNZBb6699CHFW69DMWT99jDj1W7wlyQB1dd8dFN4bZjGldtk8HV9LKRR75Q5b7W5VLjZB7nyMMgW3M67yP1cqj68VqYz-R6TC_crW1gH5Qk4CK9rhf2LNSzj04 )
WHAT ELSE IS NEW?
Featured image for: Claude couldn’t hack OpenAI. Then Anthropic shipped Opus 5. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3njW7L0Hnh8VDF2TW4hFWd93fzDp3W3WsXd129t6jwW4WQWcp7BRB7NVVstG86r6v54VSryn48TvcptW1Rt8TH4vcJV2W8ZFR-y5nb9FRW18w-TL99Zf6kW97FyDT24M0CrW6PbMc24PG-ZmW7K9Dc825DK57W6x01974rkgpDW3CZYqC1JMGHTW1gDCZl7-ScppN191f8Pw7Q9_W3Kxyms6n3c_VW64Fdwm8nPrTgW2xPbV948wW4fW2Jx08D7L7-v0W7FySNn3xyP2DMZt_gCGDdnrW5f5FHZ8Zj5JRW2c8YnJ3bypfZW9bQptP68ByBVMVLV7-3QRptf5XmS8404 )
AI
Claude couldn't hack OpenAI. Then Anthropic shipped Opus 5. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3njW7L0Hnh8VDF2TW4hFWd93fzDp3W3WsXd129t6jwW4WQWcp7BRB7NVVstG86r6v54VSryn48TvcptW1Rt8TH4vcJV2W8ZFR-y5nb9FRW18w-TL99Zf6kW97FyDT24M0CrW6PbMc24PG-ZmW7K9Dc825DK57W6x01974rkgpDW3CZYqC1JMGHTW1gDCZl7-ScppN191f8Pw7Q9_W3Kxyms6n3c_VW64Fdwm8nPrTgW2xPbV948wW4fW2Jx08D7L7-v0W7FySNn3xyP2DMZt_gCGDdnrW5f5FHZ8Zj5JRW2c8YnJ3bypfZW9bQptP68ByBVMVLV7-3QRptf5XmS8404 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3lWM6vXqGwqkhgW66zjQM604wm2W19BzhG5wnnMLW6q3N2p1F-5wWW36qGQP4PRWHLW84p71d64kkkRW5dx6tt8f-QPvW4VkDV64vL4rgW78fbTd56MM7KN6nxhtpLmw5jW3FYj1P48H5Z6W4Y1l1H2vz3j3W8G4Pbr895ZMlW9lZl892x7JqqN54pP7fgBtLkW1f0pby8zHN3wW9gswKY7CYN3WW402sL19hDqNXW7YbzRQ2RbqkDW3PJsb12vMyLSW57p1vP412ZqQW2DRH_w4MbjQpW70mDsz65JTN9VxybZ549grB5f8sbwVv04 )
Featured image for: Kubernetes can run AI inference. But can it count the real cost? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3n6W2xJXtd8_3sbmW2GNFTp6-4p0kW4gPBtQ8ppks2W53rmvx73Z3k9W8hqTPN2LrtLjN6BCMb-qQjCLW8-pmBT5rSxpZW1GTKJ_4_HMJDW4-lLQw8nDQGfW8g1N-C9cvSYLW4mRXGQ6KkGtPW22bbz-2wqBDkW66B08N7HTvSMW8LfpvH8p7lQlW6XZjZy1qWL0ZW8jTf1B3f0Y4TW44_5538sfKdhW19d_PM8MqcdzN3N1TzdT9QYDN8xkrbbsrBHDW8cZBBb2thKxcW5KZdZ_3l8lWmW1RRZsl8yH5j7TksyF1NDM_rN5ptDGZWj4bWW3NDWbw61t7g2f81TzT-04 )
Road to KubeCon
Kubernetes can run AI inference. But can it count the real cost? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3n6W2xJXtd8_3sbmW2GNFTp6-4p0kW4gPBtQ8ppks2W53rmvx73Z3k9W8hqTPN2LrtLjN6BCMb-qQjCLW8-pmBT5rSxpZW1GTKJ_4_HMJDW4-lLQw8nDQGfW8g1N-C9cvSYLW4mRXGQ6KkGtPW22bbz-2wqBDkW66B08N7HTvSMW8LfpvH8p7lQlW6XZjZy1qWL0ZW8jTf1B3f0Y4TW44_5538sfKdhW19d_PM8MqcdzN3N1TzdT9QYDN8xkrbbsrBHDW8cZBBb2thKxcW5KZdZ_3l8lWmW1RRZsl8yH5j7TksyF1NDM_rN5ptDGZWj4bWW3NDWbw61t7g2f81TzT-04 )
by Bill Doerrfeld (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3pgW4K1Bjz8NLR8qW4LnBls2-Mz2hW9f36YM6BhtQmW5tGnVp7Wm_CmW1bfG504V6k_kW1x9VbN5QQkTxW3g3_7D88FpbSW2pPWW97DkddLW6BNNBb5sp4RqN3gM2v-hpbnjN71zKpNnp9drW3mdZfC1Kj5s0W934hD1547kybW28GSB15Lx68pW6vYgHx6bvhL-W5jf26q8BLkjGW4hY6_S3LcmWDN8NRQb71NyhyW4Vs41g8QrxpJW8Dh0dw1j7wP0W5Wzrvy3GdtX9W4pxfZ-3zl1RTN3mRRtGb39C6W5YjJ8n2VJj0bf6jcRGK04 )
Featured image for: How buildpacks help enterprises finally operate container security controls at scale (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3mcVnYMJg8cTtg7W1nXqLC4Z00f1W7fMqvw1Vzs1vW5-3NDk9bJ1CcW5LbC057ngnrSW1Y4XwT8b_g7lW8kWqV72Pm8Q4W1HcvdM2KMTBtW95Kg07652KySW7JKz9192tz4DW8W5NW72lBGqsW1hK7P32cd6ZTW3cpxXP8hRcyZW18ty_B2-6wpqW2Sdx0R26WHkxW7Wpl-W4qZWdMW3X1s-z22j8SNW26kjyc5NmW53N4nPYBs6K7rYW462X2Q77bnm1W328mW824F3jJN33RYXRmVWX2W2ZnlKW6XKqt_W8wDGPS3Yy7pwW4-2K2-2RBR7dN40P1k1kqk7Rf2sSxYd04 )
Containers
How buildpacks help enterprises finally operate container security controls at scale (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3mcVnYMJg8cTtg7W1nXqLC4Z00f1W7fMqvw1Vzs1vW5-3NDk9bJ1CcW5LbC057ngnrSW1Y4XwT8b_g7lW8kWqV72Pm8Q4W1HcvdM2KMTBtW95Kg07652KySW7JKz9192tz4DW8W5NW72lBGqsW1hK7P32cd6ZTW3cpxXP8hRcyZW18ty_B2-6wpqW2Sdx0R26WHkxW7Wpl-W4qZWdMW3X1s-z22j8SNW26kjyc5NmW53N4nPYBs6K7rYW462X2Q77bnm1W328mW824F3jJN33RYXRmVWX2W2ZnlKW6XKqt_W8wDGPS3Yy7pwW4-2K2-2RBR7dN40P1k1kqk7Rf2sSxYd04 )
by Catherine Edelveis (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3pfW5sS1zR7kqsxcW4ZVqXX5g2060N6DZjFTjK0zzW5KkMwl3dZTmsW8QvG3t7pDgYSN8mK6FJS-ynnW5WZ99p9ctwZMVGn9sR93ghgcV93_QG2vNCR2W6Q631d8Xy7g0W9lJXFt2yMyF6W78hlSB1mxM5ZV30RZ59cSwhJW2jXtrJ7wmky7W78fSH958G2_4VhR6q89f0j6nW6WSrVf47YkjzW1ZcxmN37KKC1W4KVSXL1rZ1sSW7Znz1T6fVJSCW3lwFs_1MxQcMW8xBP7C5VbSbDVw7zql73jB7LVBbXkx7j_cx5f4hN3Mx04 )
Featured image for: Your agent is only as good as your infrastructure (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3mgW5H3l3h3fBcm3W2HqTgN22lW57N8GqQXY58Lq8VSY31w8DMdT3N8M1qBpsq6k0W58WMMg5LVk-yW2Dbm-f77F5WlW2YdHGy5p1_WDW4mcl2f7JT915W2LZGGJ1nZ8dnW7QRSRL4d6Y15W3TNzTV2lpq5dVS6Hr03twdv0W8rMF6D2MZ1NtW533ZZP5h35_pW64YczD7ND24CN4B-DhjbnQNGW4pjxW76ttmKpW10fxCz1xTT1vW1K6Ql84BYPJNW6cpv7558RQ4tW1Sxskh44qpmTW5BB2pc6bRvwNVtRYHl2_Cm_QW6gyzwW3dr1VVW6dPKJ57RDKxTf7L_kW-04 )
AI Infrastructure
Your agent is only as good as your infrastructure (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3mgW5H3l3h3fBcm3W2HqTgN22lW57N8GqQXY58Lq8VSY31w8DMdT3N8M1qBpsq6k0W58WMMg5LVk-yW2Dbm-f77F5WlW2YdHGy5p1_WDW4mcl2f7JT915W2LZGGJ1nZ8dnW7QRSRL4d6Y15W3TNzTV2lpq5dVS6Hr03twdv0W8rMF6D2MZ1NtW533ZZP5h35_pW64YczD7ND24CN4B-DhjbnQNGW4pjxW76ttmKpW10fxCz1xTT1vW1K6Ql84BYPJNW6cpv7558RQ4tW1Sxskh44qpmTW5BB2pc6bRvwNVtRYHl2_Cm_QW6gyzwW3dr1VVW6dPKJ57RDKxTf7L_kW-04 )
by Selene Cecchinel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3mWW8Wd_mx5byqSdW2WMNhp6Tf8NSW6sRn963HpdqQW6752N62BNXhZW1f-f9k6Z_S4_W5_D1b_6lggX-W6L-MRd8HzBRZVzXVYx4cXm8gW5WprG32HRTHhW3Fj5SB3BbPWMW4-jdSl1fkMztW3d465-5KV3gKW7mGmX67PcPJjW8J8J9f6x82RHW2zMWf17w7cq0W1dddd88-Rb2-W8W-5jY3QK_tvW7L7tZ58g-TKYW436-9W18yqCqW5Mby6V11Z0gLW4V4VxY2MQ7GWW2HQG4b8x5pXYW729-2W5zSWkhW9fvjm04_47B9f3n0gyb04 )
Featured image for: Code review is burning out your best engineers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3psW8SMGqL4wvyLzW2H_Wk66B3pkFN8bmFXltj-KYW3FdJ_m4t4tn_W65n0k37vYq_FW8vF61-8JTrF4N5qCd6NlPv21W7JpjgC85mnLGW9fcGr93N60jTW8p911y1kGxRYW6cHblW8374L3W3LdmLx8Hd4dwW7L0R0g1-Z6KtW6BcPRh5CQ2jyN6yRwKBlykqFW5xgVCX7qDsJ0W5xMdL259l1R4W4h8LvB29SRqfW7Ytjt85pz6XdW6ZZlCx15w29xW1qxVjc9lZ-CDW8wT3n47gPgCQW4NTw5J3QkHGdVjMLKM2rLyBKf61FDMR04 )
AI Engineering
Code review is burning out your best engineers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3psW8SMGqL4wvyLzW2H_Wk66B3pkFN8bmFXltj-KYW3FdJ_m4t4tn_W65n0k37vYq_FW8vF61-8JTrF4N5qCd6NlPv21W7JpjgC85mnLGW9fcGr93N60jTW8p911y1kGxRYW6cHblW8374L3W3LdmLx8Hd4dwW7L0R0g1-Z6KtW6BcPRh5CQ2jyN6yRwKBlykqFW5xgVCX7qDsJ0W5xMdL259l1R4W4h8LvB29SRqfW7Ytjt85pz6XdW6ZZlCx15w29xW1qxVjc9lZ-CDW8wT3n47gPgCQW4NTw5J3QkHGdVjMLKM2rLyBKf61FDMR04 )
by Ankit Jain (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3lgW8R9FdR4CP048W2cpV4v53p1B0W8QjbkF8DkfmZW4R5Q8d31JpJ5W68nNX48KDPY3W46DrDR2_qPMYW7485KB3Vm9XPVkBjnN5Mq3mSW4KGCYK3GgLrFW3-sH1w6sRfz-W5wDvtC6C129fW9lMY1J28QB8YVLq6G27Dgw5cW1FKgjx8hhMKdV7S3VL88djsbW8ZR63326FGp9W8gD5Jz4P3Dl5W54W6fm42n0DSW4J0v521p2R2gVHZmWc2gg0G0W8VmSLG8wXSRQW9f74xc8qDCx2N7Cb-V68KR0-W4QWs414l-Qxsf3Fzn5l04 )
Featured image for: Intel squeezed a 1.58-bit LLM down to 1.485 bits without changing a single weight (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3nWW6t9XQN4t60qGW5gXZbd37PKcMW3bJzx88PdXn3W39YHrQ3wWhwqW2z94g95S78prW45dXbv91cylNW2pKwQM6qlFlnVBJbW42NlJ_zW4F5ssq3zcX1WW6mJL5C3XM9klW2Ck7mf3vgB7BW6X1m3h6fLxKJW6GXyJq7wKs89W89YMrC80MDycW7DvX_q3DZ5xhW8Vtp5D7nLJsPW8c_YQZ3snFWcW2ZT22T4X1n84Vj7KBX7mM0XhW3T3P9w10YmW7W3JbvsD3PmYrLMHHkQDcK2FVN6vJv8vC99Q0W5VT4Kf8FKdm2W3w8nV74skSwyW7Cbn2l8NYX1ff7g7xPd04 )
AI Infrastructure
Intel squeezed a 1.58-bit LLM down to 1.485 bits without changing a single weight (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3nWW6t9XQN4t60qGW5gXZbd37PKcMW3bJzx88PdXn3W39YHrQ3wWhwqW2z94g95S78prW45dXbv91cylNW2pKwQM6qlFlnVBJbW42NlJ_zW4F5ssq3zcX1WW6mJL5C3XM9klW2Ck7mf3vgB7BW6X1m3h6fLxKJW6GXyJq7wKs89W89YMrC80MDycW7DvX_q3DZ5xhW8Vtp5D7nLJsPW8c_YQZ3snFWcW2ZT22T4X1n84Vj7KBX7mM0XhW3T3P9w10YmW7W3JbvsD3PmYrLMHHkQDcK2FVN6vJv8vC99Q0W5VT4Kf8FKdm2W3w8nV74skSwyW7Cbn2l8NYX1ff7g7xPd04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3lWM6vXqGwqkhgW66zjQM604wm2W19BzhG5wnnMLW6q3N2p1F-5wWW36qGQP4PRWHLW84p71d64kkkRW5dx6tt8f-QPvW4VkDV64vL4rgW78fbTd56MM7KN6nxhtpLmw5jW3FYj1P48H5Z6W4Y1l1H2vz3j3W8G4Pbr895ZMlW9lZl892x7JqqN54pP7fgBtLkW1f0pby8zHN3wW9gswKY7CYN3WW402sL19hDqNXW7YbzRQ2RbqkDW3PJsb12vMyLSW57p1vP412ZqQW2DRH_w4MbjQpW70mDsz65JTN9VxybZ549grB5f8sbwVv04 )
Featured image for: “Be transparent only if asked”: OpenAI’s models learned to leave notes for their future selves (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3lvW5k6jLl3shyY8W61BRlM8PGkQ7W7hBjym7ScSfsW6v3D2v813dvtW4Y1Nd47y1zV2W6jwBhd6PngMkVzz97m8c-yTVW5tFlPs8fQbRVW2sZrks1b6ZM7N8GsVvRR4b8fW1N9smP5qCRTpW71YX2d4ZQD7pVfdxL618Sv0MW39j1_j6l2zVPW8gfrvw827tHDW5yFgxP11p98TW7zy5011xkzxGW42S09Y6vdF1VW4nwf9z1yCQ1NW3G64dL4TNN3cW8mfQ6X8c19hYW483Nw355B4nZW8ktJX87FBnYvN6DKqPws6x47W1hs3Z26WdJH1W58L8Pk6ZXrZbf8245Mx04 )
AI Models
"Be transparent only if asked": OpenAI's models learned to leave notes for their future selves (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3lvW5k6jLl3shyY8W61BRlM8PGkQ7W7hBjym7ScSfsW6v3D2v813dvtW4Y1Nd47y1zV2W6jwBhd6PngMkVzz97m8c-yTVW5tFlPs8fQbRVW2sZrks1b6ZM7N8GsVvRR4b8fW1N9smP5qCRTpW71YX2d4ZQD7pVfdxL618Sv0MW39j1_j6l2zVPW8gfrvw827tHDW5yFgxP11p98TW7zy5011xkzxGW42S09Y6vdF1VW4nwf9z1yCQ1NW3G64dL4TNN3cW8mfQ6X8c19hYW483Nw355B4nZW8ktJX87FBnYvN6DKqPws6x47W1hs3Z26WdJH1W58L8Pk6ZXrZbf8245Mx04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3n7W2kbrBy3V94-5W1hGvyf274rQgV95vvn8Q5d8xW8NrNgD8Q3sb-W43153k3J_G6PW6MSp_P5JG0YYW3tq8SM826qPVW27SdHg8gmmZkW5Wdjr054pf-wW1DtZvF6NJg6VVN4XMq1y7Wz_W7gL0dZ2SrFH6W4FYQYG5ypTzxW2d7vLm5QD-TsW7HjhJt19fVxSW7v583B1KCsH8W6KsgGv3ndrJxVxVXTX70XSmFW5cHBg27SmR2-W5W7n-D7z__MhW9djbq95_mQzJN97J2m5nj48LW84Kqws7hwwnQW33Kc5R3yq_Gxd68-B604 )
Featured image for: GitHub and Anthropic used their own agents for major Rust rewrites — but with very different playbooks (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3lYW2zf4Jy3dm_mYW6V2P737Ny8tkW7tBMQZ8sKFmNW3MB0Nf6dgY57W5qTSfX7K0bR6W6wypt61xYK05W2X_PJ05SpxJQVVxRZw1RGr43W3Pqpj255JsrDW6n2NhY3zgynkVcnjFh1LcLVsW8WzdsD7Nw7FkW2pf13Z4XrWF1W8YdYSn3sPLDZW1JHpDn61bSy5W3-CMnJ8Sx98YW37c_283Rdv6-W1fwZ4543wYMjVx4TDD2Xz0p8W2GkX0H1xnDFcVQGG1_6PVQkZW28hQyp2XpgD5W55J60C3ZJywQW8NLmW85thrl5W5-Jj7S6CcjjvW4J7nsN89YY49f754xTd04 )
Rust
GitHub and Anthropic used their own agents for major Rust rewrites -- but with very different playbooks (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3lYW2zf4Jy3dm_mYW6V2P737Ny8tkW7tBMQZ8sKFmNW3MB0Nf6dgY57W5qTSfX7K0bR6W6wypt61xYK05W2X_PJ05SpxJQVVxRZw1RGr43W3Pqpj255JsrDW6n2NhY3zgynkVcnjFh1LcLVsW8WzdsD7Nw7FkW2pf13Z4XrWF1W8YdYSn3sPLDZW1JHpDn61bSy5W3-CMnJ8Sx98YW37c_283Rdv6-W1fwZ4543wYMjVx4TDD2Xz0p8W2GkX0H1xnDFcVQGG1_6PVQkZW28hQyp2XpgD5W55J60C3ZJywQW8NLmW85thrl5W5-Jj7S6CcjjvW4J7nsN89YY49f754xTd04 )
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3lTN5G66Np-txckN2Z6m20S2YGNW7mj9PY8kNdLZW2JpLY-5WQ_l9N3GrLWL--V-GW5CgxC77gCbVGN5gn1ZDjLVlZW3034mS3PvWBkW3rcZxP4BnBhkVrYSrt31pnqTW8nPzTL1tcJN6W4yzFgR2sMp7xW3mkFlM9bYFMbW2fqMY26DPnL5W3Q45jC51L8VVW7p1l2n53z-HqN8F4ZR6FK8kYW3Wbk_633bmRdW7WfWn_3_jKj9W2hzr9v7WZczXW8ZwB4Z9kjXPrW6fr2N46rVSVfW5_blpD5xhVYqW76wcQ_55r1mpf1ZvCXP04 )
Featured image for: Anthropic’s new Claude Code feature could drain your plan before lunch (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3pbW6VvRsj2ymb3nW5svBX84chXkZW4w9hw07R--j8V3YQrf2ZPCdyW1qjN-D4-w9ysW6RR2FH17ygrLW1dM9fS1Vlg3yW1kCV7y7hhFW_W8sfRv18ktnn9W7_TnMY5BlW6TW3XPTwT3bgc0QV7xTkL6hlQScW1ZpR2W7KGbJgW94f-vN7Jp3YQW4GDQR-86tLJ3W5clRVW8cTD1wW3vJFZ72rwwTBW4FX7768Sx-RWVK1NcP2fkkLTW31Jw6m44Pp8xW8yWPM-2XMTYRW415lPs6kgst5W2776MB543ZP-W8lK4jh7Kp5MSW7Vgr-w5rWjvkVp_HNf75xqXXf2m-J3v04 )
AI Engineering
Anthropic's new Claude Code feature could drain your plan before lunch (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3prCCW7Y8-PT6lZ3pbW6VvRsj2ymb3nW5svBX84chXkZW4w9hw07R--j8V3YQrf2ZPCdyW1qjN-D4-w9ysW6RR2FH17ygrLW1dM9fS1Vlg3yW1kCV7y7hhFW_W8sfRv18ktnn9W7_TnMY5BlW6TW3XPTwT3bgc0QV7xTkL6hlQScW1ZpR2W7KGbJgW94f-vN7Jp3YQW4GDQR-86tLJ3W5clRVW8cTD1wW3vJFZ72rwwTBW4FX7768Sx-RWVK1NcP2fkkLTW31Jw6m44Pp8xW8yWPM-2XMTYRW415lPs6kgst5W2776MB543ZP-W8lK4jh7Kp5MSW7Vgr-w5rWjvkVp_HNf75xqXXf2m-J3v04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6b3prCCW7lCdLW6lZ3lWM6vXqGwqkhgW66zjQM604wm2W19BzhG5wnnMLW6q3N2p1F-5wWW36qGQP4PRWHLW84p71d64kkkRW5dx6tt8f-QPvW4VkDV64vL4rgW78fbTd56MM7KN6nxhtpLmw5jW3FYj1P48H5Z6W4Y1l1H2vz3j3W8G4Pbr895ZMlW9lZl892x7JqqN54pP7fgBtLkW1f0pby8zHN3wW9gswKY7CYN3WW402sL19hDqNXW7YbzRQ2RbqkDW3PJsb12vMyLSW57p1vP412ZqQW2DRH_w4MbjQpW70mDsz65JTN9VxybZ549grB5f8sbwVv04 )
TDS just launched ShipAI: real builds, not slide decks
Our sister site, Towards Data Science, just launched ShipAI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5W3gP0xW6N1vHY6lZ3kvW66FW_B5P-C6mW59Q3nF4q9NW7W3_Nj0f8k7CwFW721Yjw3BcbYQW9lr16X7XZ19kW6r85s47MdQlcW6RzdbG2ZLjfwW95kkk_6r0SHzN4fQ6wjkrmknW2VsHH23flqJMW5_5HRn8RlzNZW1h-1C38HfJrjVcZP0R5HrjlWW4HDb2Y5ZDlCPW9kkCQ68gM7wMW25hBFt7QVslcW3jWpwD3kNqMPVLNx3R2KSr5SW8G492V3hQr5DW8mVW4V10PSfxW15twfn1bk4y1N36zY7pCvnQsf19rXTj04 ) , a curated archive of real AI projects: screen-recorded, editor-reviewed, and indexed as a record worth keeping rather than a feed to scroll.
- See real, working AI builds instead of just written case studies - Every entry is vetted by an editor before it joins the index - Featured builds are surfaced monthly as must-watch picks
Submit your project (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5W3gP0xW6N1vHY6lZ3kvW66FW_B5P-C6mW59Q3nF4q9NW7W3_Nj0f8k7CwFW721Yjw3BcbYQW9lr16X7XZ19kW6r85s47MdQlcW6RzdbG2ZLjfwW95kkk_6r0SHzN4fQ6wjkrmknW2VsHH23flqJMW5_5HRn8RlzNZW1h-1C38HfJrjVcZP0R5HrjlWW4HDb2Y5ZDlCPW9kkCQ68gM7wMW25hBFt7QVslcW3jWpwD3kNqMPVLNx3R2KSr5SW8G492V3hQr5DW8mVW4V10PSfxW15twfn1bk4y1N36zY7pCvnQsf19rXTj04 )
FLOW STATE
EVENT
WeAreDevelopers welcome reception with The New Stack and Dynatrace (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5059_KHW50kH_H6lZ3pLW6Dz-6B4Q1tX3W1S318m4513PyW62MTVs7mKNQWW6q0-BW26C5XvW11q7W-5DhTW0W4twvLk1Y12d3W8m0qt41NTh_3W49FwgP7YTTy7V-0-yb1H3_jBW3Jj79v8GFwn3W35Rcbn21Psj7W49Nb_91CfN-cW4nrZDq56b9W0W573RNt6G3sRtW8HrRSr4v1-LZW2Llh_h5vDnkWW2P-Rsl4h44cPW7CCbzR3DP5JrW1TcjfN4lZxX4W3NStY81c7M_tW2S0lLw1gZZL9W892--c8njsrlW2Qy0Fz992QjlW4D49RJ4BVkY5W77tNNz81qvCFW2TSWw27XDSBdW2VRXV54pCBxrW5yDH7p3-F7DpN5FmkkfPzRPxVs6jJb1KHCClW40DC2t95GklrW3dqMml24FbNgctsFx04 )
Join us at The Tech Interactive in San Jose as we celebrate the first North American WAD World Congress. You're invited for elevated bites, beverages, and banter from 6–8 PM on September 23 while exploring one of the Bay Area's best tech museums. Mingle with the brightest minds, VIPs, and The New Stack's Editorial team.
RSVP for the reception (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5059_KHW50kH_H6lZ3pLW6Dz-6B4Q1tX3W1S318m4513PyW62MTVs7mKNQWW6q0-BW26C5XvW11q7W-5DhTW0W4twvLk1Y12d3W8m0qt41NTh_3W49FwgP7YTTy7V-0-yb1H3_jBW3Jj79v8GFwn3W35Rcbn21Psj7W49Nb_91CfN-cW4nrZDq56b9W0W573RNt6G3sRtW8HrRSr4v1-LZW2Llh_h5vDnkWW2P-Rsl4h44cPW7CCbzR3DP5JrW1TcjfN4lZxX4W3NStY81c7M_tW2S0lLw1gZZL9W892--c8njsrlW2Qy0Fz992QjlW4D49RJ4BVkY5W77tNNz81qvCFW2TSWw27XDSBdW2VRXV54pCBxrW5yDH7p3-F7DpN5FmkkfPzRPxVs6jJb1KHCClW40DC2t95GklrW3dqMml24FbNgctsFx04 )
TAKES
American AI isn’t losing the price war (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3gP0xW7Y8-PT6lZ3kKW8lydKM7c0tHLW8S4P5139YK2tW802Xsm8GDlzYW1QwrjS3n0b0GW9lv9322Wb13cN67R_hj5nL8nW31LD915fC3GyW32gBFt2dGHHXW4LTg925v0NyFN299vZrQm_5qW1vQg3L6lTQn4W8F5mPl28Bl4mW8nsPsF5dRnJtVR0NRs5rjHrJW4h9P-L2yPP-7W8LX-282hrlyBW8-BQJZ8SyfF0W1J14955C7QQHW3sds4k7bn6HmW8Q9l5f1gCnqmW2GMB8h35bTfDW6JyzYQ3VNsFGW2tMtkd3z5f30W89NL_L4h77YCW59QrPZ7mXw2QW4WHSGL85XTk5dmyvJF04 )
Chinese labs are testing higher prices just as their American rivals offer more intelligence for less.
Read on Cautious Optimism (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR6v3gP0xW7Y8-PT6lZ3kKW8lydKM7c0tHLW8S4P5139YK2tW802Xsm8GDlzYW1QwrjS3n0b0GW9lv9322Wb13cN67R_hj5nL8nW31LD915fC3GyW32gBFt2dGHHXW4LTg925v0NyFN299vZrQm_5qW1vQg3L6lTQn4W8F5mPl28Bl4mW8nsPsF5dRnJtVR0NRs5rjHrJW4h9P-L2yPP-7W8LX-282hrlyBW8-BQJZ8SyfF0W1J14955C7QQHW3sds4k7bn6HmW8Q9l5f1gCnqmW2GMB8h35bTfDW6JyzYQ3VNsFGW2tMtkd3z5f30W89NL_L4h77YCW59QrPZ7mXw2QW4WHSGL85XTk5dmyvJF04 )
AGENT
Securing sandboxes: What happens when AI agents escape containment? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5W3gP0xW6N1vHY6lZ3mTW2PG6yX2m8-spW5V4GT89bHLCsW2S1gVM5pX0b0VrL8Hc6HkMCwN7ZMZyrV_WJTW2MKyzR2x3vRbW6jRh4R5vDl9vW5znQBB70pRwtW49mVr75NmCcKMJ3_ZXBzlsdW7B_Lmj7NYqqgW4b7Q-l6rjkzcW35hjv57r8vp9W6L_C776PYr3jN6vbQyyvWC9qW8w5Pkf3yGVlbN2M0mPDqFywMV1lny82024TGW4FSQN43Qb1XbW2rRMWL1c2PfFW1vqnX74z839MW30b4J93rGCqQdFVJ0404 )
AI agents escaped test sandboxes using basic exploits. Learn why instruction-based containment fails and how to build hard boundaries.
Learn more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWfYWXCgZxPW6zr2rk1w0TR7W5NMkyh5V65F1N8BHR5W3gP0xW6N1vHY6lZ3mTW2PG6yX2m8-spW5V4GT89bHLCsW2S1gVM5pX0b0VrL8Hc6HkMCwN7ZMZyrV_WJTW2MKyzR2x3vRbW6jRh4R5vDl9vW5znQBB70pRwtW49mVr75NmCcKMJ3_ZXBzlsdW7B_Lmj7NYqqgW4b7Q-l6rjkzcW35hjv57r8vp9W6L_C776PYr3jN6vbQyyvWC9qW8w5Pkf3yGVlbN2M0mPDqFywMV1lny82024TGW4FSQN43Qb1XbW2rRMWL1c2PfFW1vqnX74z839MW30b4J93rGCqQdFVJ0404 )
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Not loving everything we send? You can update your preferences (https://info.thenewstack.io/hs/preferences-center/en/page?data=W2nXS-N30h-SdW1Zt10x2-lMgmW2-HBwG3R4t24W2PsMxM30n9PtW4mzmj04kKr1mW2YDXWk3JH8t3W2-sVYx2WqSZLW1NgKQC2-s8KjW47FskV1LB_gtW1QldVB2-BdBNW2KWq0P2F-cFzW38f66536v9wYW24__d-30n7BNW1Xh6Ft3W4s6JW3b3ml12qMv6BW25k2qG3XVk_3W4fvpp334HQlfW3NDJ0T2FBN33W2vJynp1NdFmtW36FYyh1Zs_wRW3R4SYm3bbRLyW2TKqX-2PPb15W4pynsd2WQ9x0W3Zr0J434r6XSW2xMGzq3R0J8_W2zHlhM4krWkKW3g8J_022WNffW4kK1Zl2RN7hgW3Z-6kN1Lj_5DW1Lfhns3QM_5pW1LgYpS2PvnSqW4h9W-Z1XsLt4W3GTkCQ2MNbhLW3dxy__1_8_WNW49PGSK4ffYRDW3GZH_n2TjlDtW4clfWw24WBSQW2zZJXs49RkH2W2zZJpS4hMM2cW2KwDqx3D_djbW1X1vXV2PxYdHW3gwvdl3_N717W2HZ4y22PJ-PYW2YrTyl2MzmBWW1XwbnB3P3Ry1W3LRdxv2TkdcbW2nSlrV2KVbltW3ZJ_Nl2Wq2SzW1Qv9R32MxCglW2-njsY4cBCq-W43Crvz4crfD3W1Bm_dw30lY0mW4cJst42KP-DmW45z4t22CKBwmW4cv_mm3BP9CjW3GXdHG2RjyPxW3DT6Bp3C9rv0W36DFk33LP8MLW2WyZwp4pzD3QW1V26c524-hXQ0&_hsenc=p2ANqtz-8bZBDPHBOMv6OgrGJ6yCzedyxOm4JPRmAlhAJXaNWLqOICVoT58ggcf4e3tGN_J0S7DebCJ7UeAzJJYydls2_HPD9vCA&_hsmi=439699065 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-SdW1Zt10x2-lMgmW2-HBwG3R4t24W2PsMxM30n9PtW4mzmj04kKr1mW2YDXWk3JH8t3W2-sVYx2WqSZLW1NgKQC2-s8KjW47FskV1LB_gtW1QldVB2-BdBNW2KWq0P2F-cFzW38f66536v9wYW24__d-30n7BNW1Xh6Ft3W4s6JW3b3ml12qMv6BW25k2qG3XVk_3W4fvpp334HQlfW3NDJ0T2FBN33W2vJynp1NdFmtW36FYyh1Zs_wRW3R4SYm3bbRLyW2TKqX-2PPb15W4pynsd2WQ9x0W3Zr0J434r6XSW2xMGzq3R0J8_W2zHlhM4krWkKW3g8J_022WNffW4kK1Zl2RN7hgW3Z-6kN1Lj_5DW1Lfhns3QM_5pW1LgYpS2PvnSqW4h9W-Z1XsLt4W3GTkCQ2MNbhLW3dxy__1_8_WNW49PGSK4ffYRDW3GZH_n2TjlDtW4clfWw24WBSQW2zZJXs49RkH2W2zZJpS4hMM2cW2KwDqx3D_djbW1X1vXV2PxYdHW3gwvdl3_N717W2HZ4y22PJ-PYW2YrTyl2MzmBWW1XwbnB3P3Ry1W3LRdxv2TkdcbW2nSlrV2KVbltW3ZJ_Nl2Wq2SzW1Qv9R32MxCglW2-njsY4cBCq-W43Crvz4crfD3W1Bm_dw30lY0mW4cJst42KP-DmW45z4t22CKBwmW4cv_mm3BP9CjW3GXdHG2RjyPxW3DT6Bp3C9rv0W36DFk33LP8MLW2WyZwp4pzD3QW1V26c524-hXQ0&_hsenc=p2ANqtz-8bZBDPHBOMv6OgrGJ6yCzedyxOm4JPRmAlhAJXaNWLqOICVoT58ggcf4e3tGN_J0S7DebCJ7UeAzJJYydls2_HPD9vCA&_hsmi=439699065 ) from all email communications.
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!