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The following is a list of recent messages for thenewstack. Select one to see the content. Messages are removed frequently. Check early. Check often.
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Received
OpenAI says, “Welcome to the AGI era.”
Fri, 04 Sep 2026 06:04:42 GMT
Google's new Flash model can match Opus 5
Thu, 03 Sep 2026 05:59:50 GMT
Anthropic just shipped Fable 5.1
Wed, 02 Sep 2026 06:07:41 GMT
Positive outcomes only
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Why Nvidia spent $12.9B on Hugging Face
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License to bill
Sat, 29 Aug 2026 06:05:28 GMT
Anthropic just gave Claude its own browser
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Proxy makes perfect
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Perplexity launches Portable Computer
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Junie in the bottle
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Selected Message
From: newsletters@...
To: [email protected]
Date: Sat, 29 Aug 2026 06:05:28 GMT
Subject: License to bill
To: [email protected]
Date: Sat, 29 Aug 2026 06:05:28 GMT
Subject: License to bill
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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: Same model, 70× tokens. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#48607a">August 29, 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: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .toc-desc a { color: #1a6fa8; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">License to bill</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><strong>On Friday, Z.ai released the weights for GLM-5.3</strong>, two weeks after launching the model through its API.</p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">The open release comes with a less-open wrinkle: Any company with <em>more</em> than $10 billion in aggregate revenue over 12 consecutive months must pass Z.ai’s security review before commercially hosting the model or its derivatives.</p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Z.ai says it used those two weeks for safety evaluation and hardening. It reports an 84.5% score on CyberGym and says the model found 2,436 vulnerabilities across 269 open-source projects, including the Linux kernel. As TNS Senior Editor for AI Frederic Lardinois observes, those claims remain largely unverified, while the license contains no acceptable-use rules or cyber restrictions.</p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">That mismatch lands just as GLM-5.3’s performance makes Chinese open-weight models credible alternatives to U.S. frontier offerings — and as Z.ai pitches its own low-cost inference. The question is now whether this security review is a genuine safeguard — or the first tollbooth on Z.ai’s open-weight distribution channel.</p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Go deeper: <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3l9N4q22mlwhGy6W8k6ZzB1h_SmpW80v_KB7HwqHGN5hDBgZT-Rd5W4STPLx7QWrQrW7w_8jM3gHMlzN8t7YFN_XBTLW5nvQqn7hMJnYW4rhMlp6HP684W2MC4KT6vxBmgW71KDxh6VtF0CN2XKGyQmW1WjN587S1zFCL9vW8FpZBS5-b8x4N4d0xs9BG64QN3Lj8mM-j8K3W6FZYdS7YtLTDW3pb0BJ9fqnMxVjCRYC4X6-8tW57FzK44sBWqDW2W1-cg7lMFw3W3Km4gD32KCS5W5rjC7K4Fzm4vW5nQTfQ8x6ft5W5DmV1B4VFXv1VC7VPp8gSw0Xdh-nXb04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="4s+EjT+V" target="_blank">Z.ai’s GLM-5.3 goes open-weight, but its new license aims at hyperscalers</a></b></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><i>More fresh reads from TNS:</i><i></i></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3pCW66Lb396xM5t2W8qLlsc3cgP15W73gSY48wdGGqW4fXSGc3Nx2WjW3r0nFG3cr76PW7sL68z3ZpdB6VhXrL846FBb_W8v3jR888Myh7W6q7LY84D1Z-fW2gryCq83pvcxW5P11dj6Hs5nJW4Xbkc34fRmL1W44S-5N6cP1HGW8CgBTm8bjPXDW52x2zd23h2HGW5NwXLV222tQbW1_m-wv6GrG3MW9dZ5yP861CLgW511MRh4SVrgRW27_V1L3sbsrpW5bFWPW4FBBq2W14QMDj1mtb6LW3xHv4s7Dk5C3W2y9czY230t8yV3yvx97f9wmHW5TSTHK8FRy-5f3FCd9P04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="NZOwZcCA">Aider, Claude Code, and OpenClaw ran an identical model. Token use varied by 70-fold.</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3mtW62JTfM3JC0h5W81fY9r3Rz5GZVmDG2R2GZJ0tW5vv_n570cfNwVx6X1t43JmsnVHy4ym2gKnM7W8t93KF2YGFP3W66zhWk1266jMW6nMwC65YbGfnW7F7VS91pBW3gVt7Z-Y2CDb2FW1DDfZD8GtZczW13VB4d8lyNXcW5vQ4b27_cLTLW3qJN5R6Y0LQTN3XrtSLhckP3V-2CWT2gjxsxW2-ls-32bJ8lwW972SpT6dTL17W5DySQG6Jls_yW36wvLm8WbZk2W8Nw08L3S2dypW9kmBvC31tp5qW8TLZKn11rqscW1SByQ243V14kW7j7NV86_CZhJf3c-RQg04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="G2VMxrz1">LM Studio built a judge for AI commands. Then the judge began to agree with the defendant.</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3lzW8NyXkz7k8kkzW1nYbR04VFhzdW8QTtfM596c88W1R66vy6Xtd3gVFxlvM3L_V86VV55xB7HpS1-W4MZBjF6gnk92N6hgqh56Nhl5W3F5Y9T9hXBS8W538H5V9lfG0HW1qKVFC92TDGBN4TjYMZf_qJqW1FNvSw1wFqxhW3MwPf83DPdwJW6g0RJ-60n8tZW6ps8355vst1BW4v9ZJr4P4yWHW6kQPqS4163mQW7tXVTr7YqGnpW5p2kxj3rChWrW6s8qh_6RxnCdW8WTyPk3bPbWrVkm1Hb1rkM6rVfFp7m83WxR3Vcp7gv7gGghKW3Dxqr02p5sgRdg23wl04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="teWV+g5m">Alibaba just released Qwen3.8-Flash: “An early preview of the architecture in Qwen4”</a></p> <p class="p2" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><i>We’re looking for hosts for our Sponsored Podcasts and Webinars. Can you lead engaging conversations, put guests at ease, and bring stories about technology to life? </i><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlP3qgz0W8wLKSR6lZ3nWW5f1PPG7T2p2cN3ZZfg0bb2C3W5K4kQw49N8sbMBVYPlJv1jVW2th3MK2CcjT0W46CDp18XcM2-W7jBY-R22HlkVW8msykB94Nz7dW4zbBbz1cMP56W8F7KFc8PHsp1W37s0LY62ww3hW2Xxmnl8K6xJzW3LVrbV2J1lG8W5K3kFM1_JMJ0N1n7kjwMzZsSW2hWmdj855NnQW4gWgvb1lzG1MW75kyhH6sPCK0W4pPc8W2KQ3mPW7QZtML5rzvFxW712c002SwfVZW5n2Q7r5q1XqhW1_401D2QPt98W5fdc4b3ky91vW4w6cRS1F95cDW3z78X5869jlRW5vYgSY6lK0rMW6FL7LK4L1FT0f2Qy4R004" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="G7MW3kcb" target="_blank"><span class="s2" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b><i>Apply here</i></b></span></a><b><i>.</i></b></span></p> </div> <div> <table> <tbody><tr> <td class="author-img" valign="middle" style="width: 48px; height: 48px;"> <img src="https://thenewstack.io/wp-content/uploads/2025/12/b0ce81f3-cropped-5f5868db-nick-luchessi-2-600x600.png" width="48" height="48" style="width:48px;height:48px;border-radius:50%;"> </td> <td class="author-name" valign="middle" style="vertical-align: middle; padding-left:12px;"> <span class="font--default" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3phW3y5Y_K8QtlYYW7k4CGS6J7XbnW65JCNG7YJKJVW5MX9Z74dYQw9W3L25QW7Mq7HXW948KWd1Z_6N7W8zJff27FRQrWW6dLP611xrYfKMyz03MMXdqxW7z4V8y7pZRHwW5qFYsm3RF1qRW7v6JfT2tmXNvW1lYlyV359k19W98P-Db8mFydlW73jSCZ6BNtpTW8BDq4k66TLJPW336BGB7yX47HVcZ8fb7_YBf0W6X44R29c6My1W1_M8GK5DD7jPW7z6fq_2Wstl2W4jz_Pv4xfljzW8pBqnf5myNDCW5zhh5525b0JYW5-Bxdb2-1p_1W7y5tpL1KR5P2f7_XpyK04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="JrAEXaiN" target="_blank">Nick Lucchesi</a> </td> </tr> </tbody></table> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .sponsor-desc p, .sponsor-desc li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzkj5g8t6W5BWr2F6lZ3lyW1WTRZw1z-WgRW1BpL8h5qNtd0W67LjGs2F3Q-7W1Psxl96rlHR6VZlZjC2N0gjNW98R3XV96WyYlW8X69k1729CC9W8FrX2v20mcvnW3hsCTW7q9f1sW55mywC5wtwSJW5FVD7c61SnB5N7fNC0C62Lg9W7N4CrD3wKJh4W8qLVj-17Tn0LVm75hq26HnlyW4G-cdH6nH9P1W6CBB0H64_MXJW8fSkg07qNHyPW1TSkh9424skdVHqfpz9hnhhwW3ftGt914CTsrW1R1pQ963qMBZN7s-B1LvSB1mW6KLzDC20LgB8W5lKVyH3chZqkN3MZ6yNnmWymW17X1p11D2KvmN7mSgyfvX4dvW3kKLRb2Sz8JNW2Hzqww7vGN-cN3gSxB1vgm2XW35lfc74lFQ0HW32ltym31NSy8W7ycB5Y3XGclnf4sS2Vq04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="2/hdy8tJ" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/f80b0205-octopusdeploy_webinar_29sept26_find_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"> Human review vs. verified pipelines: What catches bugs in the age of AI code </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">AI agents write code faster than any team can review it, and more review or AI reviewing AI won’t fix it. <strong><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzkj5g8t6W5BWr2F6lZ3pTVkM1ZX18B4VsVp5TWc8RkcPsVlgJzD7QmDkrW4MF90Y4LGZ8YN55zF0j2F0ZzW7j-7Nc4Y6v5jVMCCTd4HWCkgW2s8GzR6PBQTjVYRQcM4hLtxJVQt-WZ10G5C3W3Lb75p3tTC4FW8k0kS95Bch53W4MM2dh2vmqffW5hkQHC1RZVBhW1KvQq54DDWlSW2ClBKM2Tmk93W41vWM74JldWKW3_2Vhq3RHRj5W1NzlCz9h8kLKW23VT0547fTjFN4Mt9lTtCC_wW3GFJ0b4l8Zn2W2BHzQ_1K5HJFN2FmBzCxtQ5nW1nym8288wF6BW4gxgDk4HQVFdW7l98RM3ZDPSZN3Bxn_4_xFt8W3jmfhW4Y4MDyVJ3F4f38Dps2V2LDPL5VLGvbW33C-QD5WpgNxW32x3_X3rygRhW8V9fbd3qb9WDf2-mlKR04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="on7nESso" target="_blank">Join us live</a></strong> as we debate what actually catches bugs when volume outpaces review. Here’s what you’ll take away:</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Why AI-generated code broke the assumptions code review was built on, and why more review isn’t the fix</li> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Why AI reviewing AI’s own code doesn’t close the gap — same training data, same blind spots</li> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Where code review still earns its keep, and where it needs to step aside for the pipeline</li> </ul> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzkj5g8t6W5BWr2F6lZ3m9W86D7B15XHR2HW5HBlQF7B2nhYW4QvBTk1FQqPzW1mPsl770_4MbVsQq7j6VpYShW25fBTc2cMZvKW2MZTn-2znKqsW8K3DfY5N1ZmJW82Bw0w4_RzngW1dvmfp6bDZRXW1cw55T8gdQ2cW1wRDSg8dHYMqW1m4WWL60Fcz0VfrfCv2Mpjd9W8wPB-T75_bh3W6m93CF4kq_JLW1m6tNm238rrPW5StsW63pnL_9W3-VvX-2BCjtQW5s7JsS30m5RgW690Yrx6X5fjkVR62cx3DT4f1W1-14dk1B8HqJW5VtTJL988zGTW87hg1b8TCJNbVc6VpY5cMwzrW5GBRRk1851K8W6fx1yV3HZH0dW8BHQJy4Rl389N5NwlTq-Pp7NW3Zl5SD3cLNXVW3-sGPh2hXzPLW8HGrxf7gkDwHW7xlrVL7wYrSqf48gbqH04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="S15KnQp1" target="_blank">Register now</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">Aider, Claude Code, and OpenClaw ran an identical model. Token use varied 70-fold.</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3qgz0W7lCdLW6lZ3n4W65Lxw64dljJ4W3qx-6X4xWZtwN1rHd8G8fZk2W4N2Ydb6f9jvGW1czB4j6CMPCPW5MVwQX7VTcjxW6PvKq74mm8VnW8bjyF91jmZVwW322k871PSWqFW7MNFfd7CNSFFW4RtRsd6Tf5YjW6RhTyB2sfWQCN932ndxm6vnfW3y5P0f2sB17qW6GLbwq1qD9_BW5l8wVM5MPfbHW53rzMw8KT63FW4H1qRX3w3kXPW2cCX977Cc4w9W4qK1Hw7ZXFmCW9674721Wqn9pW6mcpxK5hGVspW23B4kV8LGF-HW8Tt4xJ6T85LSf8x-MNv04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8" data-hs-link-id="0" data-hs-link-id-v2="6GPz8nv9" target="_blank">Janakiram MSV</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3mBW8_w7Vw7FhM-6W8nPrFd13x_g-V5kqtK7hngs4Vw4JgJ1JlL8HVZFBqJ3j54r9W5VP9Ll6Gh58HW8kLxDp8sjFbwW7r0zHl3jn0ZBW3MNzgt8Ks8SnN5LQKkp5rVGnMTk9S9CPWMxW8Spm9H4JnypxW5q07619hpB_LVMCnrN87-T8vW4tvc0K2QF-B-W6J5l1j7rk3C6N2GyXqTByVJTVzwqln3vSKDpW2htvvf59rGm8W94DSnQ1SDWQwVpb8RD3Ls1H1W2fFn-16p1G3qW6YBnHW3B3VfxW6Y3rdt2Tr-X1W6_cC4w4l6YnCW6jrz0S5RVpf7dLFfyT04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="JnPKm04J" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/08/40e08666-pablo-merchan-montes-ky6yrouqe44-unsplash-1024x712.jpg" width="524" alt="Featured image for: Aider, Claude Code, and OpenClaw ran an identical model. Token use varied 70-fold." style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #48607a;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Agent harnesses can change coding-agent costs by multiples, even when the model stays fixed. Three benchmarks show where the extra tokens come from. </p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> When teams price an AI coding agent, they tend to scrutinize the model. But three recent benchmarking efforts suggest the harness -- the software that steers it through tasks -- may matter just as much. The reason will be familiar to any web developer: Each inference request needs context. The relevant history... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3nyN5C887JLYzZFW7J6w0c5Cv6j1W4STnlN1LNdwgN2CpG8M3RdwyW1PN8K03K9G4DVrX7tB2mlvYkW6XkmR91JtFZ2W6vpQw87QQ9x7W4p5nrZ6PPG1pN889RVcTRk20W37Zcng8zKTdnW52_DQM6BbKQ1W9cjZB_9kzzM2W7j4Lg07ZqNGdVyLn5C5FMx4bN18FH-Lw-9bCW4QZ_XD6ZGzvKN14DWc087vwrMRCFPm2ncJnMl1h929NghrN1NLTS3crsTDW51J29D7FLggsW5b01pb3C1DyFW35J07B3MdklDW7kyPyN8bmzs1W3sH2dF7dGLhWf81j4P404" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="H1pRE5uX" target="_blank">Read more</a> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TOOLS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3lsW2S_GqS5Tz2_5W4xLCZ91hKTD6W8tSwzl6Kx2CSW8w4Wt671W2PPW2H8rZD2wcGwYW3xG7Jp7zYRwlW6v-Q5-4YcV3QW37p4FN7FLkMsW7pjvJZ1yGj8QW5mDwLC1yVl_ZW6Lf3xQ1l_3fkW29ntNM7-qXM1W5nxvhS6vh2vlV79Ykf1ZWpyTW6s596V2VHwLKW6Rsr8g4pX1nFW8nLfV16sY_cPW8MXN6p7FbL4nW3l8dSh1r0RrrW6fwwvY4tmGk0W4KyBwC8KjFLqW8Sswyk6fRHTDW302LNy8HtDkpW5SBzG44B63gyW7QwhDn6wVfsxW7lx4q-6HvrBxf2KkMkl04" data-hs-link-id="1" data-hs-link-id-v2="qAtNTay4" target="_blank">LM Studio built a judge for AI commands. Then the judge started agreeing with the defendant.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3kRW7jCLRx3jxl8zVlDhyK7ks3Q4N7RTjZCNxWYWW5Ry49Y455kfdW7FRHSz1WlQxvW7-vrqY6DqF3rW4xKNKJ4M2953W3_Xmm815xjBKW6dtkBW1kRkFdW6fNh4H4s6XGjW6ZWw3c88bLjyVTR2gv1QXkk5W4XCfRs6MYx-RW8ST82H6T6KFkW8YVr7f2fS8BJW2g3CcY5FDRDgW6Xlxj51xW__fW557srx7vxrdGW701Ksv2GmblJW2y2qQQ7HxkVqN3gnSdmrp35nN41Dc89rFK_CW3ZDCJ_8V92l0W3X7Xng5y3ZKcW2l2hrc29H3h_W7sGqlm1WLmYgf5Kpz0j04" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">GUIDE</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</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/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3pSW3Vyhtb5YKPynV7jNSL3tkFM_W4z-1sq7Zm0qNW5QVm9S450WfgW6MnzJd5gyG_MW1QFpQk8VStlNW4KybX68P6nmGW1SYdXK1FjbTJW4jg-BJ2WzVqPW6W2DFR8cCxgcW66jght1NKgxBVzGTYf6NYvVDW2wNSqY5j4tQGN70jJhnSbvnsVQsCrj599vNYW7wr_G245gZm6W1frrzj5d819wW2WxB5L7RtC1kN6Pg80mFlKn1W126wpw25G6L9Vjtvrk4fJh1YW3KqLPF8tbCrPW1xT5TV29f7_8W6bgvrx8F1zLTV-5HSd4LLV-HW33LvSh77t50ldbGyqC04" data-hs-link-id="1" data-hs-link-id-v2="/fe2GvIk" target="_blank">Alibaba just released Qwen3.8-Flash: “An early preview of the architecture in Qwen4”</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3nHW44kM_12x91cMW2Fm7wv9dG21gW5Qwvc99cY60JW3g0ltL65c32yW8r7n9C46wYbZN4CcqgXCRjKPW3-9JBw1kdD-gN77Z8V5ZTC91W3c_PMy5bfxRqW13SCM54L5sFlW5Qh6J78zzvg-W6-PPk-84_wJhW2vNGKv1wL6m9W9h4nKd28lgwYW4vgqLY1pP8_WVPSrCx6rrP40W53Z3c370Hyd3W4d6_hr56YzDKW3ydNDW1x95l6W3sWCw_8qMK9sN4mnBmv768-JW8xpxt97kFs_gVgpRhl4TGQ4RW3Z-ZMS94z28_W8zD9QP3Vx6KGW9j5Jtr6b-lLyf5vWBfK04" data-hs-link-id="0" data-hs-link-id-v2="qXcC9LlC" target="_blank"> Adrian Bridgwater </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">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</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/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3nlW8j58SC8DYNdlW3brywj77FhF4W3jZqDP5gXHMMW2w9Szs64QDwmW5MMr0k4C9lF8W1rzdf83V8KmhW5YjW9p37mxJlW2lB2CS3qJCzzN33X_gR7hMTxW8ZDMZc6wlZ8YN1Z3Z429T4kVV74Tfr4cmV5HW7v1r3363kJD5V-vnB03P4GQjW3c0c7g2NRWBMW5W0mXJ7-ch8CW69fm538jd3qBW3Pr4P48Fr9lKW9h4KKt3K9W39W50LKzm8mhwQ5W1JV-Xd29ShKhW84k6Ts7t-hsqW4n1SY03WgJSJV6L0pG78BMQvW34VtG_1gY-zxN62d9jcP33fkf13CC9b04" data-hs-link-id="1" data-hs-link-id-v2="ixL9iCEr" target="_blank">Z.ai's GLM-5.3 goes open weight, but its new license aims at hyperscalers</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3kWW25__b964gNfxW82RKWm2rTsqNN8P3c4wvwwxXW5NxGq57PyMB-W1MZQH07hqsRYW6pGxv012M32xW3s-wTY24n6sYW47QLxP7fjfrhW6m9DFW7dXfcXW8RhR5L3ltCp8W5BPK3x5gKFxzW6vrzrM1LBST4W1h2-7T6834n2W4MpGmQ1frzNbW4lcg2237QkhHW339ZPS6CQr1-W85d-rP7qDq7RW7dZk0_1tNv_0W2XHprg28JwjqW7Mfbdt3vKFmyW70RcgR1zybZYW7S2LMp4Cdpr2W1LQHL66q-ST3N4ZB5GJhNPn0W46bDd26mNzKZN4L3PyVQMNhTf5vwKmz04" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ" target="_blank"> Frederic Lardinois </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--4" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#c43aaa; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Engineering</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3pXW24T06N7SBRY-W1K4vtq7HkjvWN1xbKl32fLwMW4Yv5GR8Q6WN2W2jTm6-4-9wRwW8gqbwY3z7vCTW4Fjcyw8Z-ykrN2TG4HHWHXxwMlrCBhZNV3qW83rr-J27-NDBVtk1dt7cggJ4W6yWJj8246crKN2sXQzmRxSHmN8HKcPV_LVpbW7mrV0h8LgL4GW2Bn5rT2y3SRSW5vX0TS4Qm1fqN6w5bTMy-5hfW4j85p21T56jHW5QfG7J3mydLJW5vyFWJ4Z0_ZJW18qXkD6PMKYqMm_1LFTGpp6W8N26NR3-bccmW69G_N58cNfPWVntRLJ53fY6lf6r4X3P04" data-hs-link-id="0" data-hs-link-id-v2="gBeTPC35" target="_blank">Nvidia is paying $12.9 billion to keep open models on its chips </a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3pwW3v4G8N8Fly22W2vs2rx74FpRFW1YQFn86CnL5_W6w2M3G5fV3xnW4pBttG11LcHQW9l98C199SK0_MgGk729YSl-W65BrDw75N21YW41sNQc7J5hkJW2XDxVF3mkHT6W7LTPfk70WhzVW6YjH0H46JHBDW7BX8WY7_nw2QW1ddgZ27T_pxVW1r03lp71CHwFW8lxPSF1-3lyhW4YhySR6VTHHnVhVLFL8H9fpBW1Ps_SS4B8VhpW6_m_vp6QXP2xW4rqtMc3Y4JYXW85X2f82bxwwlW8JnbVM8Ng0vLVbBbRm3TJx8CW3zdmCT3CwrWyW92ltsB72-H6_f8JMpBY04" data-hs-link-id="0" data-hs-link-id-v2="GrHITt9x" target="_blank"> Matthew Burns </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--5" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#ff3287; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">FLASH</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3p_W4LlPCZ6p8p8FW4LlVJ_1FcQ0TW4Kr4y94h5ndWW8fB5VY750ZbkVhqnBx3F6NlfW41VNtV8PZckyW4NhhMn3-Vsc-W4h_VxN6mYMXDW6fqL066ZKb6LW70mCYl31ySkZVszh6L3KpGsgW8c-g4w6DtLvFW4SVDz12ZN0QtW3jM1g888qjkJW6HrZCZ9gmVLzW1pRqPm9gCg40W8LB9606Y34DHMbdkFNK9kfwW2j_f1z8k3s57VTyRNs1PDpJ2W8LX2Mr2YZtF4N2rr6PMfny66W3X_ydp4K-ss3W7rKnNC4flQsRW3gFbP894yTqpW2rmnms1BHSrPf6fzWtv04" data-hs-link-id="0" data-hs-link-id-v2="qr7IKkTD" target="_blank">Google found a way to test Gemini without seeing the questions</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3qgz0W7Y8-PT6lZ3prVz96P18zTQwXW3qdhMt2Ft-Q9N9c4CkRsPYGqW8HcPhc2Y3xpBW8HGMbs8C_vP7W8l50dH61qfMSW7cNX0k1w-fxfVvvX3J3VJyh8W3j0Wqp8ZYJCtN11QP7m2b68mW77C8R47pzn4SW89KTty7Kf-3zW593SzN66vxDPW1DHvxW3YYbvFN4j19hbjDsxWW8KHD0B5j0q19W11bpxm3kSlkkW8x7xvP5NFbBZW382j3S8Fk6GpW1Zjzh25979f_W68bDPf8gWH0hW27Yxyg4mD9ybW6GxHQC4g5zs2W4PHc711qBd02W47jY_F5-t5yXW47PGXq5w4x9tf2KjZXz04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" 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;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2026/02/b6f794b3-aws_marketplace_logo.png" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3hCZYW7lCdLW6lZ3prW3rfQrM7VZ9zMVhFXVf1Dsz1dW5G_5hj3qC4DpW1HR4SV3MrrhbW6m5mGJ222hHcW8qR3Mg7LlShpV8795b3zd95kW359RyD7FjmMRW13Fzxv3qX9b9W4VR9w97yV5tzW8QFQFd4SP7GsW60LsRH8qS-2TW5rC7tY46l1V8W69CfpC6Jp89JN6Jv68MXqHPjW6rpy6J38DZGdW7Czvg63Q_-GJW6yJDcq23dyFKW77DtfC4fPs_GN4NTyDcPbsSqN4WG1MyJtPbfW7nlY9f6-65rqW7Bx56X5sTldXW7KhWXr46KhQhf8R8zkY04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="kwOJqQQE" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/3078864a-a-chosen-soul-2wi8opjnnm0-unsplash.jpg" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Your container images are unsigned. In the AI era, that’s a ticking time bomb. </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Unsigned container images threaten AI supply chain security. Learn how registry-managed signing automates image provenance and verification.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3hCZYW7lCdLW6lZ3lyW2yzHNf59-lB-W6w1p4M2nrV5NN36gDD1Pm4YwW4rqw085TDJztW7bsMw-75YPv_W5qHdW87D4tFQW5RHdxB4mX1C3W3JT7qH7-HfdcW8w09BM3M9WcpW6KyLwr3jJsZBM4myDDTH-HQW37cjvg7cP_3YW5B6DSc5MFsh2W5mLFjr4L04VBW7h3BTB1SXvfhW5L7Myb2sX4XfW6pXjVP381VnWW5xcv117D_sDCW98Qh5X3GnStWVpp3fG30sjJhW511lJn5gC7PhW10P7sp2DkbpSW9fC8zh1W7fQBW8fZKl61vNvqNf3DMrVP04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="gPcmqYRz" target="_blank">Read on TNS</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TOOLS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzkW3hCZYW6N1vHY6lZ3nrW5w31hc8B_hgHW5hpQHs2DqjHPW1r960h5srwbrW864CYY5tVVxdW3KRzYq67GTgqW3_5Gxp4bWxCPW5-TpcL6_Qn1ZW8J2g8v1J3-2NW6lpvc620ym9fW3m-RGH43jS8HW4KsTMR2wvcsFN6qMyjHYjY6DW8qdRqK8VhCCsW31LmvZ8V34-1W8wGQtG68Q6-jW7vp0z67DWpM6W6L73pv5PQG0lW66lLhn4GCTP0W926XQl44kVQLW6PfQjx8CTK-VW4bd-y18Y4t6tW96MfY21_XR_Sf8xwlBK04" data-hs-link-id="0" data-hs-link-id-v2="SNi3x6lZ" target="_blank"> From prompt to product: A roadmap for building with AI </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Prototyping with AI is easy. Shipping something production-ready is the hard part. This new roadmap walks through that full journey, from idea to deployed product. Special thanks to Bit Cloud for their contributions to this invaluable resource. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzkW3hCZYW6N1vHY6lZ3mnW14Jxf62TtSL_W1BGFVp4dDH8jW7-0Y_v7GGpTwW3WDj6t5_LkwNW58-s3f5nZ9TjW2_tJ617rn-HWVrncLM7hMkgRW3J5jMR3cbCjtW6dWDsk7yp97bW7Djfvm7d6TPrW3cH-zd1ThJTqW5z0h6V4yxRZxW40cff43rbW2BVJ0W475gmjH7VLg119793VZgW1C2qCx2Wq7zjW8rNSH59hBh09W5FwP4T8FP7W2W79QHy381njQBW6BM2Jr2brVJxW8tXNsH7hJW4PW2VNX2d7k-DKHf4GTq6H04" data-hs-link-id="1" data-hs-link-id-v2="3xnR27cX" target="_blank"> Explore the Roadmap </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">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/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzkj5bRH4W5BWr2F6lZ3kHW5VRDtr2CGMp_W741Bg55VXdSKW8gyNrm68bMMZW4t1FMS1bh3YPW8Yvt1J7sS4RtW2KXxwV4DWygsN57qp2Btyn1xW6Hcbk34DgYpKW1lvQgl96fNzQW8GJW5B87W15WW7Mz7_x3P1RljW32bDZg3ljwtBW4c4Vcv6SPZhmW64c1_J8nhghvVP6L_M2Cpy15W1nVbTr4m1vl8W5tGSFK49jGZ_W1_BWh-7pj8XpW97KVmx2StLzxW5qD2K_3_xK-WW34S4lt8Gk-JqW3lWms58wkkP0W4n-kQh6gbtynW794xK86t8kjwW2-RTsG8D7_JvW3TlWxs5-GcNFW10fRJ83cq8hkW7QWG_15bzPx9W8sCZYH7SB0YFW8VNBdT3RyqQSW5x7Sx_4JbVPxW6hK5f73tMCwdW7ZJlXJ2y7WYPW706sSP2KQkhCf5F6yKs04" 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:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Join us 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:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzkj5bRH4W5BWr2F6lZ3kwW8nrznq4L0PsHVLLNH95dsxzFW81lcDv3lpHGWW6gYtQB91lRT-W6-bGjL7bBB_FW4-tCy46G1nB8V_mxcK4__NMrW7kpWJd4Bx6XjW2ScPTS5ZRQ4gW5d1_js4tnZD8W4LHckw56nXTzW98qw3C2PRCYdW67prym28dKGSW3T0S1Y5Pyh4hV7YYcv8WMBp6N7sMn8WYlrRHN89XCfDR5nM0Vk_TDc2QNsZxVPRpL06tkBW5W2s6scd1bChk9W4SNFHx5l-_tcW2dq4d85Xc-1cW7qmY3t6bNFmLVfy04R8ZwMpLW3z2Sr67p1yjhW4qs3Qx7-QHVVW76HW4D8YYQGBW9bcC6x6fRPzJW3X_swS1K61XDW79S7rQ4Sc79cW1qS3cR4LxFLFW5HrdlQ82B5ZwW83Lj873sZd7ZW4k2h2y5b4TD5dvS1kT04" 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--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">INFRA</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/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3hCZYW7lCdLW6lZ3p5W7fZ8HV5FRVfmW8nPpLH7VqyGxW5dCBx46Cv-2KW1R2mgP3Q9K6CW4s9PWz5QXKp0N5twVc7w2wtrW18TZrM3K58xSW1ZzM8M78BkkfW5K-Z0F99b7syV7WXK44xRcDCW8_Yp_j768X54W2GdhCW72M_4qW2w2TYk4fH7mGW8v9rCq4VkSSZW7S3V058TVj1dW7dhldM8VZxJ2W8WWJv56y3zdMW6QdWjt5jh2czN290cWjWtPLYVdQR9d2XtBjwW2SG3542Hr5KLW6KbJjj1rf-VYW76dGkS7y13-bW74zldw2NptNLf1knxqx04" data-hs-link-id="0" data-hs-link-id-v2="ITQJoAh0" target="_blank"> “Just rewrite it”: What platform teams really think about modernization </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Nutanix unifies VMs, Kubernetes and bare metal under one operational model, reducing duplicate infrastructure and supporting edge AI and cloud-native data. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3hCZYW7lCdLW6lZ3nkV-lXwv4jbMjQW7nC7Xx6715jrW2gYmjp7cQ0mtW6YNcd61X8GVYN7xxZJYnBf9TW15f53s67Vq3HW2Y0rRH6Z3L8ZW7V9XdF11LRRLN8wN91jWRy2RN2Vnw8lglDDBW39pfML8l94wwW8tfWXJ69-f2xW8x5XqS5XQBNjW9fKSN_3X7TwfW1F9HV61qJJsHW3ykv6T5R9n5TW6hfYZr2zNXKXW1h_3bB7Nfy6bW8sQxzJ1D4hgJW94HWFD4LSkMXW6KbgG71VHFsPW6Tqszv28ssfPN5XRR_gMSLkVW5Lyst73gn9f1f59M20804" data-hs-link-id="1" data-hs-link-id-v2="crDcJv4g" target="_blank"> Read the article </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/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzk05nR3bW50kH_H6lZ3lZW92Sc8z8mMXbBW2z8MKx5KtTSSW1_xdzB1FlBcCW6t3TmC4s3xTtW191-FY2S6GTRW826lCT4ZH2c4N5Msfn93McT1W6CXh8X46gn58V_k4553wqHW4W6vnXmf758TB0W5J4yWj5r2sfWW2XSVzV2RF1gpN9jb0SX1fwN_W6Sgy6J7p4ndHW2wPHZY382s9XW9c-WB48CqxYJW7hPmMr6V727MW1v2KNs4m_9TFW1hdnkd13vpkWW42RqQB5XpXlxW6h4Z331ZkhG0W2wrFQB9lYbxyW4RSQS_1vJl89W2SCPdP1S5xqJVZX2098p2LVrVP6GH5530X4rW6gxLWt7lWrt4W29W75J8k8tPcW7nLN362Gv6klW8pBQ6Y5rPDmxN4yywH0m5h2pW1J4k4P26cmdCf6ptK1b04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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Plus: Same model, 70× tokens.
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August 29, 2026
License to bill
On Friday, Z.ai released the weights for GLM-5.3, two weeks after launching the model through its API.
The open release comes with a less-open wrinkle: Any company with more than $10 billion in aggregate revenue over 12 consecutive months must pass Z.ai’s security review before commercially hosting the model or its derivatives.
Z.ai says it used those two weeks for safety evaluation and hardening. It reports an 84.5% score on CyberGym and says the model found 2,436 vulnerabilities across 269 open-source projects, including the Linux kernel. As TNS Senior Editor for AI Frederic Lardinois observes, those claims remain largely unverified, while the license contains no acceptable-use rules or cyber restrictions.
That mismatch lands just as GLM-5.3’s performance makes Chinese open-weight models credible alternatives to U.S. frontier offerings — and as Z.ai pitches its own low-cost inference. The question is now whether this security review is a genuine safeguard — or the first tollbooth on Z.ai’s open-weight distribution channel.
Go deeper: Z.ai’s GLM-5.3 goes open-weight, but its new license aims at hyperscalers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3nVW6D_BlP2dJXLKW2_yTrf1KHwqGN1bm5lzkJhL4VjsNZX6rZdJqW4gRbTx8V0_hWN4TZFdCfdW0XW2bbqsY7QRzyvW8qTYQT79rGWtW4kdHXb7rChqFN2ynSYnG4f52W2d-q3y8z_PR4W7zxGFw7KRrnzW7lTMxS2HZ-QBW24GhZD2sFmXwN1XjqKB2bG0dW1RXrTT76JpKtN61qnqG-N19SW2VZjlW69BDJ9W4Mc32q1yXNzLW2KJ3rr4N8z5VW8G4vFn7R3XxWW1BJmFv75JLTPW5Dhglv80LFN2W5qbzph7Ggm0Cf75bH-s04 )
More fresh reads from TNS:
▹ Aider, Claude Code, and OpenClaw ran an identical model. Token use varied by 70-fold. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3m4N8cW8vbJjmLBW2TR3cb76FFMqW4c0qH272VNNvW3xJR7y1xywzzW2Fp4n62_RQb8W7xppg57CZch1W5XrjTs657lRSW6QyYK78fGZnCW55Hy5064nl0KW79W8y96JmDlKN2jZCKR6WZ7JW5rjDgF7B_RZ-W1jQhp57ws9JmW1c70q66mQ3QDV4ZyPq2xKRjBW7hFLz12d30CqW6X3dP46TRpr_W5-Bzlv4gJqjfW6lyv2d779j4ZW7Mwf831cYrwPW55Y07d5v0ZqLW1B46dV57xSY8W5QqbZV1_RgYsW4jhM804DTZjRf5xpVVF04 )
▹ LM Studio built a judge for AI commands. Then the judge began to agree with the defendant. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3prCCW7Y8-PT6lZ3mCVpX3bH21SRS-VK1pCk7Y1tZRW45T2V-8nGP91W5v2_-R1Pvnp9W7n0Q1S34kLdhV6NDwJ3Y1PPRW1mVqd-2w6mtvW36bCWm8lKtN5W2Nz3Q46FZn9tW5S66gs3lBpZTW4f1SjF2Kbw4GW7fWHtJ4_1b8yW75gDxP4-x10FW5ZBg_T1lTMXZVwhYgY5fZhyDW3dzs4n4cr7LRW5wTNp65hwWZvN6F3TCf2Js0zN5BzwTL83hy3W4Mn5SM8KjXPBN5B07nQPqDcqVyfz5C8s8WxSW36Y_GQ6VgvJnW5ZH3pZ40RR18W7nrNsr34H2tsW2MZ2ys6ZkgdBf2rVVPW04 )
▹ Alibaba just released Qwen3.8-Flash: “An early preview of the architecture in Qwen4” (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3prCCW7Y8-PT6lZ3pzVcqcLy8NKPjwN2PBq3Hbwmq7W2kL_8G8WK7-cN647cmfsglH_W4CW4sw225ps-N8zkjgJH0cWcW6HpR3g22RM_PW3Bp7v78_6RFbN2Qbft7-hYpQW8BPC3m7hgKTgW17LwfP4wvBDZW4HsjNZ5dzrg6W8kzkNJ8mhm3cW2wsDK466zTShW8fTnw55vbMk3W4N1vs53VTbJTN5sjz2D4xvxMVLvqzZ1mJHBFW4Qv0RS96GMWWW6xy6kZ6SFv65W6q67bs1wQcjDW78Fl0W3gZ329VSLk8v3nnsr4W876P0y6_jkNkVfkmgC5mMlPKV1lpFh77JGzjf4HCwT004 )
We’re looking for hosts for our Sponsored Podcasts and Webinars. Can you lead engaging conversations, put guests at ease, and bring stories about technology to life? Apply here (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlP3prCCW8wLKSR6lZ3kVW4k7ZLF1CHP39W74bWp25g0kRjW85CtCt3PPZnBN5mn6PRCbv9XW7vrV-J3fp3nPW4Jj20-5205bQW28fSwb1J6jY6W4x04WT2FgtFVW1K_Y2Q7d_0glN4RjPzB500JPN7W_d2R_hBVkW4sLzCR40k9QrW8cB1Bk5wFkC2W3SnQls77F8ktW5-m-Ql1xLS4dW3LXPXT38sx71W8-bVSt861bb9Vsjr1s7H1-9ZW1mKrVV3y3z80N3VWBr2npsWCW4qfcvF3ZwTsbW3KBWL67QwxZgW2LLTdR7_VkJCN6JyY5g8Xh-tW8wX7zz8QS65ZW50Hw0B62Bwg5W5VMJf11c_y0HW57jhwH6zfwksdZlKbR04 ) .
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3nDW53WS_55BHVr4W4NydP42Mg_z_W6Fhw888PwxJZW7Nb2QC8ksN82N6rSLC62h-3jN8QMdBmPG_YZW29CvFM3cpSrDW3H8_r87qP1plW2cHq6_18Myb3Vp7hSk1vb9NwW7pdt8y6Pc1kjW8pKp2t5zmkp4W8Jvygx5477PPW8xYWR81l6-k3W8-Lm0z50MysNW5srCKh5zsysyW8Q0T7K8NFWYGW6RbxQ53qqwwYW1cbdwk3F83WjW7zJ7Pv5Md_drW7Cx3Fw6GDNYbW9gCPxp3-2yvsW4Y5RYg6DG41HN7TvD5vGhjJzf49CVBb04 )
Human review vs. verified pipelines: What catches bugs in the age of AI code
AI agents write code faster than any team can review it, and more review or AI reviewing AI won’t fix it. Join us live (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzk05fkwKW50kH_H6lZ3mGW3srTSj305NZGW6dWFND35Hx1TW11630T17LdsqW33sBmK3NTc99W7PHmXj1C7HH-W8VKPKK4PJy3XW8759RV5D-5mdW15FGf74dBXpbVZg8dp2q8KcvW8xR6mp8TM4nmW7xsD8m6gY8myW5WzPw17HVZKvW1Rnbf91LtSGtW1Cm8bz1XlkJDW7tGc8c4vfm3nW6stJhg7m_R_lW8SBVHL7ctrL7W9h1BYD57b5nJVRx6z187VkGvW95t_zM42nyJzN49c2j6xYGhgW34Bqny3vYSTgN7NXwBqBG1VJW2yjszr57y_4KW50mLCw7mz0BRW8tfj_D54PRWxW53TJhJ4TmtQDW1lXqlf30X6lkW5CstPg1cX6mNW1PTr7G1D8ltzW2Tmlqf8fbnvnW4d6--f6yQtTwf6-zNq804 ) as we debate what actually catches bugs when volume outpaces review. Here’s what you’ll take away:
- Why AI-generated code broke the assumptions code review was built on, and why more review isn’t the fix - Why AI reviewing AI’s own code doesn’t close the gap — same training data, same blind spots - Where code review still earns its keep, and where it needs to step aside for the pipeline
Register now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzk05fkwKW50kH_H6lZ3mGW3srTSj305NZGW6dWFND35Hx1TW11630T17LdsqW33sBmK3NTc99W7PHmXj1C7HH-W8VKPKK4PJy3XW8759RV5D-5mdW15FGf74dBXpbVZg8dp2q8KcvW8xR6mp8TM4nmW7xsD8m6gY8myW5WzPw17HVZKvW1Rnbf91LtSGtW1Cm8bz1XlkJDW7tGc8c4vfm3nW6stJhg7m_R_lW8SBVHL7ctrL7W9h1BYD57b5nJVRx6z187VkGvW95t_zM42nyJzN49c2j6xYGhgW34Bqny3vYSTgN7NXwBqBG1VJW2yjszr57y_4KW50mLCw7mz0BRW8tfj_D54PRWxW53TJhJ4TmtQDW1lXqlf30X6lkW5CstPg1cX6mNW1PTr7G1D8ltzW2Tmlqf8fbnvnW4d6--f6yQtTwf6-zNq804 )
TOP OF THE STACK
Aider, Claude Code, and OpenClaw ran an identical model. Token use varied 70-fold.
by Janakiram MSV (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3pRW5mgjv_8GtCQVN6fhQ43F7yf8Vd4mRw2kMSSnW54cvr16-wS9HN26HK6hp-CwVW6vNK075Jw0swW6T8-kS4lS0nZW7CZW8q7N-sGxW1h15nQ34PTh3W8cJx8P5wD1JfW7ybGsD4vH-SKW7XQN3v1MV9YfW12cmgt1Z9K7QW2wZylF15_HkjN6Mf-NRCkYC0W24chbC6fgMzMW2LyXdN1bcyHJW7kwmv_6BtbGBV5Cs_68cFnknW51R9ws1QK713W2hfvw57244RrVPYYRG3SxL1fW6cSb6q8CBdMkW2k853_7-W9QJf7TM1FW04 )
Featured image for: Aider, Claude Code, and OpenClaw ran an identical model. Token use varied 70-fold. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3m4N8cW8vbJjmLBW2TR3cb76FFMqW4c0qH272VNNvW3xJR7y1xywzzW2Fp4n62_RQb8W7xppg57CZch1W5XrjTs657lRSW6QyYK78fGZnCW55Hy5064nl0KW79W8y96JmDlKN2jZCKR6WZ7JW5rjDgF7B_RZ-W1jQhp57ws9JmW1c70q66mQ3QDV4ZyPq2xKRjBW7hFLz12d30CqW6X3dP46TRpr_W5-Bzlv4gJqjfW6lyv2d779j4ZW7Mwf831cYrwPW55Y07d5v0ZqLW1B46dV57xSY8W5QqbZV1_RgYsW4jhM804DTZjRf5xpVVF04 )
Agent harnesses can change coding-agent costs by multiples, even when the model stays fixed. Three benchmarks show where the extra tokens come from.
When teams price an AI coding agent, they tend to scrutinize the model. But three recent benchmarking efforts suggest the harness -- the software that steers it through tasks -- may matter just as much. The reason will be familiar to any web developer: Each inference request needs context. The relevant history...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3m4N8cW8vbJjmLBW2TR3cb76FFMqW4c0qH272VNNvW3xJR7y1xywzzW2Fp4n62_RQb8W7xppg57CZch1W5XrjTs657lRSW6QyYK78fGZnCW55Hy5064nl0KW79W8y96JmDlKN2jZCKR6WZ7JW5rjDgF7B_RZ-W1jQhp57ws9JmW1c70q66mQ3QDV4ZyPq2xKRjBW7hFLz12d30CqW6X3dP46TRpr_W5-Bzlv4gJqjfW6lyv2d779j4ZW7Mwf831cYrwPW55Y07d5v0ZqLW1B46dV57xSY8W5QqbZV1_RgYsW4jhM804DTZjRf5xpVVF04 )
WHAT ELSE IS NEW?
TOOLS
AI Agents
LM Studio built a judge for AI commands. Then the judge started agreeing with the defendant. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3prCCW7Y8-PT6lZ3mCVpX3bH21SRS-VK1pCk7Y1tZRW45T2V-8nGP91W5v2_-R1Pvnp9W7n0Q1S34kLdhV6NDwJ3Y1PPRW1mVqd-2w6mtvW36bCWm8lKtN5W2Nz3Q46FZn9tW5S66gs3lBpZTW4f1SjF2Kbw4GW7fWHtJ4_1b8yW75gDxP4-x10FW5ZBg_T1lTMXZVwhYgY5fZhyDW3dzs4n4cr7LRW5wTNp65hwWZvN6F3TCf2Js0zN5BzwTL83hy3W4Mn5SM8KjXPBN5B07nQPqDcqVyfz5C8s8WxSW36Y_GQ6VgvJnW5ZH3pZ40RR18W7nrNsr34H2tsW2MZ2ys6ZkgdBf2rVVPW04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3mrVmZ4Xr21bBjVW83q5WL8m5vzvW7vLFTL5Pyd82N70Q4JJMT6gwW13kR_l7yTkV-W7HwM592ls1hJW9fnK5n5KX48ZW5YDqn13650w9MDFP68yB80zW2ymfnY8CcD3TW6Ts6sS6g8Nl8VHcKYs2cqZp3W2tTf8B3-V7DkW7KZ01q1rsmVNW2Mh44c4fC8DjN58bPPbYK6B2W8tMgWY8D2-mqW8ZFLkD3L6J-lW6Wc9cf8BP5hqW47xktS9f2zkpW7FcYkD1-86SqW8fcYzc7Jq8YgW4NwYWr51_VQTV-PtPg3J7cxSf4JYNR-04 )
GUIDE
AI
Alibaba just released Qwen3.8-Flash: “An early preview of the architecture in Qwen4” (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3prCCW7Y8-PT6lZ3pzVcqcLy8NKPjwN2PBq3Hbwmq7W2kL_8G8WK7-cN647cmfsglH_W4CW4sw225ps-N8zkjgJH0cWcW6HpR3g22RM_PW3Bp7v78_6RFbN2Qbft7-hYpQW8BPC3m7hgKTgW17LwfP4wvBDZW4HsjNZ5dzrg6W8kzkNJ8mhm3cW2wsDK466zTShW8fTnw55vbMk3W4N1vs53VTbJTN5sjz2D4xvxMVLvqzZ1mJHBFW4Qv0RS96GMWWW6xy6kZ6SFv65W6q67bs1wQcjDW78Fl0W3gZ329VSLk8v3nnsr4W876P0y6_jkNkVfkmgC5mMlPKV1lpFh77JGzjf4HCwT004 )
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3n2W54-dKz8SrCbbMtxhx5-10DJVKR7DW5d0Dq6W90nYT17sZqsJW8v8RxY6R0PQYV_THTC4fW-NWW87d3n086QNYfN13xL4TYX9sFW7yqY2m3n23gnW1WKjVb7Z778sW7t31fT2NsY3lW476ghW29j4WvW3R9L68689FcgW5YKLXP2T90fjVSnlvQ8WsxfpW8z75491RtX9PVTLQ6C2Qq5NVW4SRm1z7qBwWFW4BkbYY6y4RVVW8nq_Zm6g3c69W6Zqs6N6mdrvCW2rpp7J804J_cW39kCXY5rLCmrW6xjq6r38-J72f7kZGfz04 )
TAKES
AI
Z.ai's GLM-5.3 goes open weight, but its new license aims at hyperscalers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3nVW6D_BlP2dJXLKW2_yTrf1KHwqGN1bm5lzkJhL4VjsNZX6rZdJqW4gRbTx8V0_hWN4TZFdCfdW0XW2bbqsY7QRzyvW8qTYQT79rGWtW4kdHXb7rChqFN2ynSYnG4f52W2d-q3y8z_PR4W7zxGFw7KRrnzW7lTMxS2HZ-QBW24GhZD2sFmXwN1XjqKB2bG0dW1RXrTT76JpKtN61qnqG-N19SW2VZjlW69BDJ9W4Mc32q1yXNzLW2KJ3rr4N8z5VW8G4vFn7R3XxWW1BJmFv75JLTPW5Dhglv80LFN2W5qbzph7Ggm0Cf75bH-s04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3pPW1Xl5_k1xpGpzN1fP6z4cVq0QW3sHFqB446tFqN7jlwD6W7JKBW1bVSSB5XzcpVW8jfGV14d3v7_W88lbsn2FmgwzW19xmgk4MqNTzW8bG7sP6ghNSqW4PLFrh8nGrPnW8PWRjw7PGSTPW5NXYrN2z2J8VW1Hq1v4252T08VKF_BJ3F9k4ZVBvPjR1j_l2VW5HW2v75MKMBfW83gTzY3_z-pfW4T17W98WfCDxW7F1pT-3_P7BQW8MtPg24v6D01W7f4jRZ5pBbtJV3vdK972shw6W1JnMDv5lsSjZW4PyLzz7CpdVMf373W6H04 )
TAKES
AI Engineering
Nvidia is paying $12.9 billion to keep open models on its chips (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3mSW4kncnD4t1PmfW7hzzt86fl7gDN35bPnvMyB5jW3LgqYF5KN7YyW4hDwNH8tPQR6N2yC5zp7BLWhW9gF1sn6RxGPhW84dTX95mjqKZN4z0ZJHH4KW8Vw1dNt5Gq1YjW49Ply65G_6NTW2nJLyT21bLWtW3gDVlj7ZFwwSW1YFk3m675kWJW6nmjqk3c99BmW51xWqZ3xZ1VsW7M4P8L8hKhs4F5wgNzSYYMKW4ZhzBK7fq93LW6VkVSK7phctBW5WdCr524dg1xW1nyJ9132TNmtW3GYyRY6SMS5kW3GjmLs2bZBYRf8Q4HwT04 )
by Matthew Burns (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3pJW60QDHq5WY9PsW8b1smm2_DT-9W5kw2mk9h-Z2dW6TnFLB6_5hTKN2Kld2mpCzZgN6MCwgQpB75LN7XFGTy863vgW1T39r77jCWpNW5p76CJ5_xfrGW74CQkH7XLl3CVCYSt-8HSNjDW25g7s15_-wjhW8kMxpF5ZRgwkVKmp1g72WFGMW64cjQc4Lws4FN7Q0xw9N2VFBW3ztkkB8BtW7ZN3lpk8m1DWW5W24VL4_39SPcDW7t418F6ScfdWW3q3lfr30jVt9W40YM6N34YXFTW34YjMb6x0l5CN2vdVRRqDq6sf7qhM9l04 )
FLASH
AI Infrastructure
Google found a way to test Gemini without seeing the questions (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlv3prCCW7Y8-PT6lZ3pYW2yDTn71D8fM2W7DZ8MV6CYQC1W8Jt7l04zX9l_VRVyw05M89KMW2bBWNw2VsP1XW3CB1RS3l3-f6W2Bgq8v2n-w1gW3M2zVb7vMx0zN2bjk3CKWFQFW6PglNp84FGklW6R5JWx4fcqpkN9dGM8yjXhtGW78jZ3_5LLM9dW77pQys8MkwYNW4dMr9l3b2t60W6zhPhs1W-rtkMfz6L71KzJvW1FM4f91P07rdVX7-ZN3NjcClW8qTXST6J-G5jV1VkGT2HBJNDW4y5TNn3Rn3dkW654QFJ6fsw26W4tyhfq1pRNHDW60X2ST2mZv4RW1Cqf8k4v4kx3dqrcbj04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3prCCW7lCdLW6lZ3mrVmZ4Xr21bBjVW83q5WL8m5vzvW7vLFTL5Pyd82N70Q4JJMT6gwW13kR_l7yTkV-W7HwM592ls1hJW9fnK5n5KX48ZW5YDqn13650w9MDFP68yB80zW2ymfnY8CcD3TW6Ts6sS6g8Nl8VHcKYs2cqZp3W2tTf8B3-V7DkW7KZ01q1rsmVNW2Mh44c4fC8DjN58bPPbYK6B2W8tMgWY8D2-mqW8ZFLkD3L6J-lW6Wc9cf8BP5hqW47xktS9f2zkpW7FcYkD1-86SqW8fcYzc7Jq8YgW4NwYWr51_VQTV-PtPg3J7cxSf4JYNR-04 )
FROM OUR PARTNER
Your container images are unsigned. In the AI era, that’s a ticking time bomb.
Unsigned container images threaten AI supply chain security. Learn how registry-managed signing automates image provenance and verification.
Read on TNS (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzkW3gP0xW6N1vHY6lZ3lxW8xjNtk7w7RrFW7fqt_75lP4flW3Rjqt23hT8MRW4PP3FW52zP6nW2C4JPg4GkN_wW33wcRs1YXBDvW2vNkXD64-8FVW5swxGh2dy2YWW1xMQRq6bp7N4N7VhrPnwmy3kW3nJn611rz3wgW6-YxR517Hk_xW3WSfyY6P1vkTVLVpFT1nz_qgW4_mZmv5RxKBsW8SXmj544ScS4W5ZkvvZ1h-rDMN4PjW-YDD0RPW46VNbq6FZ15JN1Zvb6GGPq48W3590JM622xhHW2S_5M07ZZDysf75hlSF04 )
FLOW STATE
TOOLS
From prompt to product: A roadmap for building with AI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzkW3gP0xW6N1vHY6lZ3nbW70pmBJ3_KQbbW25pVs-3_Qd9sW7ys-x586HWjcW6gR5ql6f7vNjW436lcM73BTVrW16cgFs2sRxzjVZzHQN8g_XYYW6s56sq3zNWhgW1FFSLS5gGC-qW4X06n91VvqkdW3xfgFf4KRbq_W6vQ_8c4tlCldW3ktlmL3TFcK5N2sYHy046Kj8N6zTWZXMl6Y_W3wY2L_6ZW9ymVzMn4C6v-mvQW1CxpDt7cYSm7W8jsfDZ3m77MxN55JtbmTkPS6W65X2zH46ML2RW8SNMfn7HGVNnf2_LKGg04 )
Prototyping with AI is easy. Shipping something production-ready is the hard part. This new roadmap walks through that full journey, from idea to deployed product. Special thanks to Bit Cloud for their contributions to this invaluable resource.
Explore the Roadmap (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzkW3gP0xW6N1vHY6lZ3nbW70pmBJ3_KQbbW25pVs-3_Qd9sW7ys-x586HWjcW6gR5ql6f7vNjW436lcM73BTVrW16cgFs2sRxzjVZzHQN8g_XYYW6s56sq3zNWhgW1FFSLS5gGC-qW4X06n91VvqkdW3xfgFf4KRbq_W6vQ_8c4tlCldW3ktlmL3TFcK5N2sYHy046Kj8N6zTWZXMl6Y_W3wY2L_6ZW9ymVzMn4C6v-mvQW1CxpDt7cYSm7W8jsfDZ3m77MxN55JtbmTkPS6W65X2zH46ML2RW8SNMfn7HGVNnf2_LKGg04 )
EVENT
WeAreDevelopers welcome reception with The New Stack and Dynatrace (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzk059_KHW50kH_H6lZ3nZW8VkCvB5gvv85W26cQqC2Q_MBBW85B1R31sWLRTW9g39NY3_jMcDW2Yytmr1wWC6FW4S-0tw9fY5fJW24xTp02jtYd9W2397Zs1x7QgxVQYKY07P63nSW4FVRQv5180LtW4MfHL35gcrM_W8tph2m4rRhYnW3Q2Y8y5sSGFtW7V9F243sZxBdW8X_7Zq5MYdPYW8vD7jn7y2n4gW3HG1fP5Z_06HW4hK0Sh7m_hQlW4WKrfy7L7PsHVzK2gf1zlbmnW8cdlfB8c7MQ-W8qJg8g7x_CzWW4yqN2f6cN6wJN3xpX3PH0cvcW3LmfNL4vpDRcVFLkWC6d_8qNW6xRSZh2V3wDrW6HLpqY6Nt-mHVyVMds8NhgWSN3rnQgnNS6k_V2pzjR1HVwrpW68Wtny9dG39jf5YXzv-04 )
Join us 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/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzk059_KHW50kH_H6lZ3nZW8VkCvB5gvv85W26cQqC2Q_MBBW85B1R31sWLRTW9g39NY3_jMcDW2Yytmr1wWC6FW4S-0tw9fY5fJW24xTp02jtYd9W2397Zs1x7QgxVQYKY07P63nSW4FVRQv5180LtW4MfHL35gcrM_W8tph2m4rRhYnW3Q2Y8y5sSGFtW7V9F243sZxBdW8X_7Zq5MYdPYW8vD7jn7y2n4gW3HG1fP5Z_06HW4hK0Sh7m_hQlW4WKrfy7L7PsHVzK2gf1zlbmnW8cdlfB8c7MQ-W8qJg8g7x_CzWW4yqN2f6cN6wJN3xpX3PH0cvcW3LmfNL4vpDRcVFLkWC6d_8qNW6xRSZh2V3wDrW6HLpqY6Nt-mHVyVMds8NhgWSN3rnQgnNS6k_V2pzjR1HVwrpW68Wtny9dG39jf5YXzv-04 )
INFRA
“Just rewrite it”: What platform teams really think about modernization (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3gP0xW7lCdLW6lZ3mYW1Nbt0W6FjnWkW3V2qnB3Bc_hNW5c8xQj3bRDfHW7WJM7_3jqhvwW6Ly4TY5kybv3N60cZWGrbJ7XN8z9rR22bqrpVVkcJM3hfNQxW7Xrqng6sWVyhW4F6d5c6VF8ylW2twFSZ16XSfQW4Jn74L8WwGvwW61-1nq20y9JHW5cClMc2VHDNBN4cVSZzJSBSZW7-82QC8fZHQHW2gChk16dP-MzW46TZgV4cchtdVN8Bk82GkcJdW22myT53Q9XKRN4LVyzFvGXGtW5BW7282tv60YW6gcZkS6-Lt-XW2Dsd5_6-hL--f2VYNH404 )
Nutanix unifies VMs, Kubernetes and bare metal under one operational model, reducing duplicate infrastructure and supporting edge AI and cloud-native data.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_rzF1kJ2BnW3Kxr258dJXZGW6y9Q695Th5ljN5DTzlb3gP0xW7lCdLW6lZ3mYW1Nbt0W6FjnWkW3V2qnB3Bc_hNW5c8xQj3bRDfHW7WJM7_3jqhvwW6Ly4TY5kybv3N60cZWGrbJ7XN8z9rR22bqrpVVkcJM3hfNQxW7Xrqng6sWVyhW4F6d5c6VF8ylW2twFSZ16XSfQW4Jn74L8WwGvwW61-1nq20y9JHW5cClMc2VHDNBN4cVSZzJSBSZW7-82QC8fZHQHW2gChk16dP-MzW46TZgV4cchtdVN8Bk82GkcJdW22myT53Q9XKRN4LVyzFvGXGtW5BW7282tv60YW6gcZkS6-Lt-XW2Dsd5_6-hL--f2VYNH404 )
How did we do today?
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Warning
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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!