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AI agents just found their favorite language
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Qwen the dust settles
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Selected Message
From: newsletters@...
To: [email protected]
Date: Wed, 05 Aug 2026 06:02:26 GMT
Subject: Qwen the dust settles
To: [email protected]
Date: Wed, 05 Aug 2026 06:02:26 GMT
Subject: Qwen the dust settles
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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">Qwen the dust settles</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p data-pm-slice="1 1 []" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Chinese technology giant Alibaba has launched <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3kSW2tgYY-5q5K8MW3t9ZQN26F-7tW5nYcsb2vCtRwW5g3b2W2sWXGjN6nL4W_lpZqDW9ccXHb3RYs9ZW205cr41MKyMgV-m82x6fCyPqW6hLPxH66JrR0W6zVQL77xCVDrN89rB6QXXJgsW1JS9Nt3cZTxjW8YKwKH3MYSlRW4b1d398BlKQ_W3bX2Sc537LJJW5wd1gy5Q2FgvW2jF4R_2lZmMqVcpK1Y3CmQ1LW2SprMp4jJScvW81dTYy1vkyl8N6fTpvJq9LjbW6F2BHM5-7bz2W3scvCj89c2GKW2ztTCJ6vg0CcW4Pc3jK5zCQDvW2rzSnG3k7ZcYf7j2wSK04" 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="OsKQoBtD" target="_blank">Qwen3.8-Max</a>, its most powerful AI model yet, with 2.4 trillion parameters and a context window of up to 1 million tokens.</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">On paper, the multimodal model looks formidable: It uses a sparse mixture-of-experts design; it promises greater efficiency across long contexts; it will become the first Qwen-Max-class model released with open weights.</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">But what’s 400 billion parameters between friends? Moonshot AI’s Kimi K3 arrived with 2.8 trillion, while DeepSeek remains another major Chinese frontier competitor. And parameter counts don’t <em>necessarily</em> predict how well a model will perform.</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">As TNS contributor Adrian Bridgwater reports in today’s lead story, the revealing reactions — after the dust from Qwen’s big debut had settled — are coming from developers, and what they’re focused on could determine whether Qwen3.8-Max lives up to its headline numbers.</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: </b><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3pqW6ZLr4Z13CFDVMKVBgSDXy7KW7JwblF5kjX32W2W8qWS4xtDtWW5G7kst97PBY-W3Qrpd76H087-Vm_9RJ8HLKSJV2l-M62CpH_CW6ZDHXT1nBcWWW1XpMwl3p0hj4W4fTmQc277cfxW5D3d0T6y1jW1W19NbrT1SBNdbW2D_ND-13z4mxW2y3vGd6c3yJxW6dp5F_1TFfvgW1ttc765ZrFcVW1-gSQG1Yt1mLW1FBJTf1fLXCBVQqXYb8Jm3htW1xgrnk1FM7xSVlM8mg4L-mxsW1Vqvm62RW90dVbMCFG1G7YpcW1glTcG97dl4yW83T7wB6Mlh9qf1nV2mT04" 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="1" data-hs-link-id-v2="2J3sKYyu" target="_blank">Alibaba Qwen3.8-Max reactions: “An API business model wearing an open source jacket”</a><b><br> </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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3n7W6rKhwV7rJJx6V4rWv95g8DYBW8MYRy828bgJ8N7FSHPX-wSk1W4TJ6N09lsCvLW7Y73L13pY4lZW5vgJjz20kHS5W6Vflpm6C0wZtW3yTjtj7Tmm_LW8clBKG6PRRqmN8wmRMyG0zxnW1TsfmQ3nyg-cW3SwkVN8W7gQtVQJk588drk2tW2Gw6lt6fwkw8W2XJQHs2LRbm0W3R452j3PczJpW8XCJf_4mkvp0W32G3xf14WcLTVPKf0-406XSfW5Wv8Cs9dtbslN7CHTvXwcgWsW1w4bmf4rVp2ZW97VkX889DhT8W6lRhPZ3YYXk2W293zGl8h41c8f7f824W04" 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="RjgGbwku">Today’s Codex will feel “primitive” by fall — and its own team’s roadmap backs it up</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3l8W3HbZL_4kxY4CN63-nwLwmHYQW2Mg_lH8NVJ89W3ZDq6D8QLLm2W46c4Hb4C8CrDW6bP8KZ5B29cxW2sfmJM91RQpRW6GS84C3wdtfHW1FL89Q5fBdZ5W3jG9QL4QntPDW4MVVDD6hG9M8W14vPRf3K7f97W4WxrWH2WqpzKW8JZY9L6cQwGKW6vjgBr4RDfdMW3DGhRp6Jk-5bW7RGzK852_2RrW85FrGm4vt9BkVXvMwM4xMPc_W6jxQ994BvrQhW7mNN5x6gzcdRW2vCsJn70YVfZW37MFTg7hQySXW1pnQvg9fgrMSW8FR2xX5rTWSGW6m3bcp7p25Qrf9fm3lj04" 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="1P7b6tqt">Nvidia’s NOOA makes an agent one Python class</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3n-W7gX_Pl6FLt8GW8BdMHJ8CsmC9W1JylR26xK_h0VdHcTg2b-gB4W5x3XN33hPWq7W5N9kGZ2M8Qq9W6YVBpr8TGxGgW4HhP4n5DGbRjVdskMv1yTyYzW4Xq0-Q7NrTtLW6t_nnP8zcm9VVZyxhY76sXm6W3_nr5x6WFnw7W1ztMsT7vDr85W8NkWFw24T1wtW1G9WM85VldJbW5Yg0wR6QlnMkW84SP7p4qlHVCW3D0jgK1xkwV7W7JrSsK11kmVtW7m5tM11wVJnPW6sh06K6l19wBN4mSGfrBDgfvVg0wCC28rLzwW73qGdr5FGCljW4p06jm933FwTf7mxp1K04" 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="3s114yon">OpenAI’s Astra just proved 10 long-standing math and science theorems. The tokens cost $2,000.</a></p> </div> <div> <table> <tbody><tr> <td class="author-img" valign="middle" style="width: 48px; height: 48px;"> <img src="https://thenewstack.io/wp-content/uploads/2025/12/b0ce81f3-cropped-5f5868db-nick-luchessi-2-600x600.png" width="48" height="48" style="width:48px;height:48px;border-radius:50%;"> </td> <td class="author-name" valign="middle" style="vertical-align: middle; padding-left:12px;"> <span class="font--default" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3lgW5Sz9nW23X23TW8MDrwl7YnWvMW1PX8771K4T3fW8q8Gfy3L2nVDW10L6RJ3yscgPN1y-204TBt2ZW2pfcxm6QsZclW3pDr3199s8-tW1qm83r2ckW5xW4Z2pqz4VP046W8k6LQC7KPgg1N2ChDpX5HBNHW97wNqk2_FGf2W59R0Cy80KbX3TKqdq7-djMDW5bwY491DCC6PN4gJJxGGSmmCW3dVs5w28N8PqW3gBcwF8fYPY9W1QZ6vN1t8RSfW6sHT1g9flnQxVGC-pw8XqPHjW1GXBmV3ylwW7W7SWqDC7ZqTT5W2pBF3F5-f9N7V5YK524Vqd7nf33wt6C04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="JrAEXaiN" target="_blank">Nick Lucchesi</a> </td> </tr> </tbody></table> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .sponsor-desc p, .sponsor-desc li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2025/07/[email protected]" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3H3qgz0W6N1vHY6lZ3mHW7MhQk81T2hhHW8Tfr4B98FDW_W5txghF5DcdPyW3VK8JJ26WvD9W15M6G71Z2G6jW1MDw-N4bnq0RW3NXrvv12mrYrW3JlxzY7z7KdhW2KTZSr71gDx3W8VTrkq4zD62DW4m1TYc7JBkhvVTPMlt4RYgtPVVHdLQ2vydbpW7CRCWq1Lswk9W6z-3-X7D4N8WW28N3bZ2YrVgpN2Bx40-7YnypW6GYYjf5h41QBW2SLV6033TKT1W6Mf8sb4Pg1JhW7MHfhR8WXVWLW87CZFs7c5jjCf5wNjRj04" 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="MdiacBq1" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/c537b96d-aws-_-temporal-webinar-1.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 AI agent survived the demo. Now what? </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p dir="ltr" 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 style="color:#48607a; letter-spacing:0.5px; font-family:arial, sans-serif">Join AWS and Temporal for a session on why AI agents fail in production and how to fix it. The webinar will break down:</span></p> <ul style="padding-left:25px; margin-bottom:8px"> <li dir="ltr" style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px"> <p dir="ltr" role="presentation" 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 style="color:#48607a; letter-spacing:0.5px; font-family:arial, sans-serif">Why agents fail in production</span></p> </li> <li dir="ltr" style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px"> <p dir="ltr" role="presentation" 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 style="color:#48607a; letter-spacing:0.5px; font-family:arial, sans-serif">The durability layer Temporal adds to the AWS agentic stack</span></p> </li> </ul> <ul style="padding-left:25px; margin-bottom:8px"> <li dir="ltr" style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px"> <p dir="ltr" role="presentation" 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 style="color:#48607a; letter-spacing:0.5px; font-family:arial, sans-serif">Crash-proof, resumable, observable agent loops with the Strands Agents SDK</span></p> </li> </ul> <p dir="ltr" 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 style="color:#48607a; letter-spacing:0.5px; font-family:arial, sans-serif">You’ll also get a hands-on demo you can build from.</span></p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3H3qgz0W6N1vHY6lZ3pDW437hhT6xSVY1W7_5Nzf1SYjy7W1lpDRn7YP0VHW5R-JbB2lP7_TW6sFv2S9cmwx5VK_WFz7rdTw-W7xG7hG3LLT2pW64D0xg3P2LP7W7PktrJ9hML9JW4gkKG_5wkpcmN2GZ1rSD122RW5WNQ0m1_Qz6hW8H82Gp8Yljh7W6V5dkD3R8hGsM5bwDffBWGXW7CWzBM1YD_8ZW2_FkvN2kRMqlW3S-PsB6ld6WfW7T1dS-4X3RwXW8vn0rR6V6QryW8YvgNk2vsljrW7ChlGw8YXTQSf16rfVv04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; 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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">Today's Codex will feel "primitive" by fall — and its own team's roadmap backs it up</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3p7W7Y3z8C3K7cDMW157PXF6PrTwrW4rt0-03zxWTZW1nNb_x2D-jBZW4Dpw357Rn8KpW2bL5_Z2N-wVqW8xH4bk4RGYTrW569kwV5RyNYhN74dcp8Lv5j4W4FPlZg3gQDKNN15lnNlvtJnLW4XMWZc20xdm1N24JmQKQg1yYW20ywXh3lbFPwW8JJLmG7ndw-tN5jhvSgflBBDW4xTscC6xqRQLW1Wy3PV8sjNzpW4r2sCz353FD_W8GpRrt2dN9nFN4z3YpVR16VqW23zgw78B1B7rW4xrDdN3_3RnwW1y1-SZ65FH72W82WMBk1JTDgwW2MdDzl6qrwLNf282S9q04" 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="Tvw/EZk7" target="_blank">Amanda Caswell</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3l-W800krv3TfGV1VrYTk-88TMQMW8569fF6LYrJWV72gnr19LdNZW1yY6Cs4hH3-2N3mxqmZyfs5lW5bnF3Y45bpBLW66d9616WHCTcW177g2J8vY4vRW55YH8998ZRV0V2H3LV3GNWByW3bVlf81RqM1JW6ZBKq22CgDMBW4gnd5g5cYRX4W857Fcf461F3PW4xD7ZS8fkmh2W65HWBZ24m4xKW53l48J9cCrJVW970qmg3vZ7qlW3PNbnH250cT-W4c6WQc7b6G43W1vlp0f4K4Sd6W1Mw70H6cnDm7W8kKvlv6sXcx5W8CkfZh63C6XxW3dKN3Y8NPCjRd5LjC804" 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="iK4gopm1" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2018/03/8fa2e419-laptop.jpg" width="524" alt="Featured image for: Today’s Codex will feel “primitive” by fall — and its own team’s roadmap backs it up" 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"> </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"> Thibault Sottiaux, who leads core products at OpenAI, believes that today's version of Codex will seem outdated before the year ends. Sottiaux posted on X late Monday, "Given some... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3pJW7mmMpj8jtsyhW4LBq4_1R4jCFW1w1Qyf8s5QvtW7pDchF6WdHk5W3GfPxV3v2Q3tW5tFb232sQ8GdW2cQ7xG33m38DW13-vyX59bcqMW8VH34g30Y1NNN5hJlG8gWNghW4LglS78B6SmBW4gcJYs2qp51wW8QRWYw511gkQW14tpf_8F_7X7W1Wq8hh5b-YnFW5FNnL31vKZ7hN6P8SqVhL0VvW1XdYTJ7n5qmcW3YF1rn4g5y7GW7jt1N91fR63jW6TydpG7QsqD_W12SMZy6vGc8-N2Pxh_dLpRtYVjQxC_3zPmzHVSTzL835yMSFW68mmsL4xSBwzf5YdqbR04" 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="hBnvfC4p" 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">CLOUD</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">Security</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3kXW82tyQk19_Z5KN4rqHPmH74dVW33M66T3sH05QN3sbZWkjVCQPV1Dm1j5m1P_tN3B0qh8V5JRzW2Q_pM66HFxynN1l08jkYm7bvW4SPJHP73cfrNW6LZmRn4sx30HW16_s2M74rm66W3f3zl41_PpGdW8jYf1N5xYVlvW5v855V3H72RDW47P3zP2KfjXRW2QfpY43534FPW3447BS8qNttjW7HW5nV77nf7gVJY33066HY4CN1CRV4XGKSs1W5kDm_r8VkjTLW2HkPWR3q626ZW1MMRNW1_7sHgW6M1xK-6lshS3VW6L7F7nZDqFW7nY9km8P6lb3dZz2QK04" data-hs-link-id="0" data-hs-link-id-v2="G/dYOLMF" target="_blank">CSPM adoption jumped 60%. Tickets stayed open.</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3ksW6JlPDL67MqkmW7y-F947sRzGSW93N1D72YQjQZN1RPjtfrgCzHW577Fzh2ccDmWN2MvWP1MbGWPW4F2-ZQ4464ZkW5WJ9Jv6kd3MnW2T8s2n7T5PQRW96336f9lLY0GW3dMs7N7dRRNZW2_kV0w4kW8gsW1df64w2VjqX5W84zTrf48WygyW77s-j98gVsSQW2CvmFW844TgyW2NkVnL5C9ZGRW8gglJy3b-GqGW4Gp53Z2H-KcSW2GxwCy6kldcvW3wjqHc6R8Dp1W1HFq6P92xVBrW20Hl9H5ZJ9gTW8W-r8J2P7_wwW1_zs_58VGtnhW2kxn_02DkDg1f8tXPRM04" data-hs-link-id="0" data-hs-link-id-v2="8GFoATE6" target="_blank"> Megan Carnegie </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3m9W6GjnfV2zJxdBW1wZb3y4x2rzBW1-kyd55sGMSGW38LKQ_591dMjW2RcZ4j77hgl3W2zw9DR68FbNzW5YtDjj2Z26z8W71pGBK3-Jgd-W89_qpx4zfz5DVLbdG210h2HMW1nXwMw2fGZ55W3tJdZT64FhlSVvWNQT8ZgYWqW27Dm_l7fXG8pW5s8Zgb77tGdjW54lYyS2zYgHrN83dDhrN9Q6RW4-Z7ZG5sGZKKW3wdJfG59l0YQW2FwJ9H7VSjlpW8C_zBp1wdkNzW4CPwYH3BGswzW5k6g7D6tVQG8W60hPxM24HqT4W2-zncS3ryRmwW9lBFFJ6TnGNNf8Nr1wY04" data-hs-link-id="1" data-hs-link-id-v2="Pdn+ey9y" target="_blank">OpenAI's Astra just proved 10 long-standing math and science theorems. The tokens cost $2,000.</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3p4W3tvmFr49qrFtN1JXMXJRt6Q_W3PHhLx3wd9QtN8hFzVsZbl76W2R8F815gS8cfW8BQGHJ4wPKmSW3C86wt2RhYLpW89dMmZ24cB9pW2Dc1nf8fQ1FdW7nrTbp6_0K4qW2TxdRH3pjW3FMS8nlc-xdCFW2pPXmd2Ds-6WW5sD0by3PfVwkW529RCJ5QWjnhW70w7dP7qZryGW2k7hHL42g-ddW5YnqR21qSzGDN95zzwfQyHGYW57JnGh5-5L2yN6q99TkjKwYdW3Dq1XH5Z547jW7djs2Y65lxb2W92NLz63J5ZVZW2k0CX91hgt_PW4lb-vx6Vg3QMf1VxHgd04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">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 Strategy</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4z3qgz0W8wLKSR6lZ3ksN3l9B4QC_PyBW3-pK5J99zkcvW3dJvwD19Dn0SW2wKcs64gCFSwW3w_3t26T2y28V1D5sw5N_nmbW2SK1Pm6rjFcTW5-msvJ3jv5k1W3_LllM7sVBXJN3BK2Vl8LPkHW2-P9yH66P35YW97jqFS1c4L5PW38vv4c8G4CpKW44JY_X1GnbyNW6MxG8s87rdzgN9k75rgyrJ7HN2hJnY1wy3pkW7T6hY72w0pp6W2k2x9W3h6-V5W5p7vJ615mR6-W8ZR45r5q2nPPW5jM1F255p9mxW9dLdHk2NrkSJW1qHwgD665ctCW55j1Jq7kGy8MW32J0sb5pcspwVn4J0Z1lSXx1W5yRSxF2kzK3lf79jtjR04" data-hs-link-id="0" data-hs-link-id-v2="fEnZxKy6" target="_blank">Claude, Gemini, and GPT-5 can handle every SDLC task. Almost none of them should.</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3n1W7T3_1841DkF8VNDF2R3-51PCW56x2pB87hDnLW44m0yZ6MQm_nW4S9Q1y6YS3TLW4S-pcc5_7CV9N8VdCNbfpWmQM8BxBGn8_d0W3cFQx52gjjHWW6BT8X-8Q09nfW31_04f8gv4hLW6M0N9N8HKWL2W2__Df99hv5YCW6Kd8sb7t6wbDW5Byn4L5Dy1d2W2fw17N4cpCLhW6YrwM972_qsPW51031X32tfXwVgRk0p7Czt2yW6FGSYR158DgnW2_sR0x6FHqprW5HHy7l8YrzWgVkKV2n8C7VTmW8L9ZKv2M00TBW87w9fP74CF4ZW7XHb9d1y_nQBf3XL7zs04" data-hs-link-id="0" data-hs-link-id-v2="ymju11ql" target="_blank"> Jeff Michael </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 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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3lJW8Q52kH5lkBSlN28R2yXXWrPBW8wmZvM1w_kk7N3YH1CRD8dn6W37Q5Zq4C8q0mW3RhLcj6kZHTJW1mfb4s47xsN0W5WPpV-4PCMRYW6mRB2S1Hv2KLW30pBxF69jNvTW3HS7D_3tTsBRW8rNM5g4nRNsFW28mtJd2FvctZN3v2c9L2Z_qQN8P971-Z5YTPW76L3FY1cmFgNMk7RtQXWgf4W8QWvWQ8rD8VJW2RVcQq54tSdSW70P1cJ40-RnBW1YsQR84DLjr9W76pY4Y69W5xbVrRw8Q408hPlW49l0sv4ztfkMN2sFpK3XHqrmW1zPyVs3yddxwf9gf_3Y04" data-hs-link-id="2" data-hs-link-id-v2="EzcFdslL" target="_blank">Alibaba Qwen3.8-Max reactions: "An API business model wearing an open source jacket"</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3l4W33HSmJ5VtcbkVp2SyY5whVjpW5TqHD_4DSjS9W65Xwtk5V0jNTW5P4KPp4V2TyHW2NsHnz7Dh23xN5-2KzPtsbkmW29NW1-5Y2bc8W5k_6V65ck29rW6Nk07b2p5xjwW3qqzd56H5mtnW1BDXDs51Zpp0W16sFFR5ZX807W2Xnsmj6bfTkRW99XG595ZbL4RW8XNcbF3swHh2W46YhjZ2xfTFvN7_BNFT9cCtKW1XyxCq4JN7R1W5LmH5X81L1dHW1HHKwk101PybW1M5qqq3wBP_yW6Mdtnp4cMR2-W7kkrHF7ff-TVW74f7sT67V_dpW1B4JJc7-n64Xf5N6n5F04" 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--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">INFRA</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3qgz0W7Y8-PT6lZ3mpW66Rmks5SCcJ9W8R1w8y4B0B6QW49yr4W2rV3wvVl2Q6P3-NvM7W14xt7T859RGtN5hRQ6sWDGVrVZcKZn5rGmn8W5p_11x4tNXBvN7b9nF_BfTXzW6k19Rp3GlQqNW2__3zX42Pl--W7gBgGs3kz4F5VMGrSt5Lz2wTW5kvMvV4ZBcZhW39f5Qw521N-gW5mPTFZ7x3ps9N8srqX0XFDzKW3xPb0f2xvbxzN20CR2rKXYwFW6WW8Dp7rjhkgN8Btcb0v1HjhN4G6YfpSvrzpW65ZqtN6XL-8yW6LFjb81hDh0TVlSvlV14jSwXW7jWmwF2_bhs4f5DM2GK04" data-hs-link-id="1" data-hs-link-id-v2="ZOKg9d1j" target="_blank">Nvidia's NOOA makes an agent one Python class</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3qgz0W7lCdLW6lZ3nBW4_8xpn6c67qcW97n7Md87P2jYW7g_GYb6WSTvxW827d1J430-DVW4VkPhF6P5P0QW2tMB3V5Zl4l2W1t2lNp5FFbMTW4cJGRg24Msx4W1wLgKJ4hYc0gW4CyZJg2qmm_cW7rmb4s4m1lt3W5D7B4j3sQMX-W2Jhc0y1Wn6M9W7j4qSy8dpQpzV35m4K8ty4bBW3Br9f51TkDf4VX0Z6K5fK3mgW2QGVWv7TwFgJW2DXl1M8psgQ5W3BRmbZ8KH-FvN3hKL1PJ2xrSW3psQdW95q1tDW4FtX4z2bTzfvW6lQtM27FbhT6f27yFwz04" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni" target="_blank"> Meredith Shubel </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/2021/08/518b2c03-tzlg-vmwaretanzu-fullcolor-3.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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3hCZYW7lCdLW6lZ3pSW1h8RkR1CwMYzVrX_4N3700v7W4TW_Sc8m46SmW2HB_DJ7j4Q-xVxXkb24HRhPJW3htMPC131-7lF6pbz7BWnS2W5fdg6w2pHtRwVWvxR_3LbbgfW7fWqvF4SvQsqVjnlmC2LYzR4W7y4l3d67vCzlW6px73Z4zDZY5W8W2ztn6KTZCGW2CW_nm2vr2BYW5__1rW92GF84W5pFNlv4CdjTsW2Nty6H58JrLSD8qtXzWtwWW7D1hfh3nHk7qW2KXyhd2z9Zk8VNMJ9c6n405GW2Vty8J1_xMl4W490gwv1KDHBjf3d8fWR04" 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="m3w7mZ1T" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/9f41a684-viyanca-h9p-ypjq4qs-unsplash-scaled.png" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> When vendor-supplied support matters: How AI is changing the open source security equation </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">“What’s happened with frontier AI is that what was a trickle has now turned into a tidal wave.” Open-source vulnerability is growing fast, and tested fixes and first-party support are central to enterprise security.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3hCZYW7lCdLW6lZ3kGW418bjp619TdpW2fdck76DYmfgW8Bw51k94lzs2TzQzf2M9f3FW49hLb56wmRf5W5Fxlrc3PV_84W1c-s8Y11ZMgtW80yjpj4xWJQWW7HD5Cl2LYf9JW4w-5Z3919165W4YW8tV1qMn7KW4KKdLH6GKW_jVLxX2d342ZHkW3mkSFp47Wyc2N7FnBrcQxZ4VW4xNbtP3r0lGzW6cSdbs1vHc0wW2NxjCd9hcG0hW8_Tc95146GNtW91lBN-3kMY45W3BXL1G1bp9n0W7hk_lW3-6c--W3gn0kc3tNWG-W6DZj426wGLxWf3Ls05F04" 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="bq9NfVAd" target="_blank">Read more</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">GUIDE</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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3hCZYW7Y8-PT6lZ3pqW3svyZL1xfLw2N6-Sl-CVTvY3W6jRJ9T1WGmzZW91hNKJ3rrLS7W4pxn-f213PHbW9jmYVR7HbcRfW2Cb-_-453kdYW4fLsJR3QP10LW17nS_d4CyXnFW3XbWtK1d9dpnW6LzxQk6lHbC0W3jJQ224VvYcCN6fHKfFlhMxNN1Lg_bfH8z_bMZH7lThMF-ZVYSlt13CcP5yW34m8n54d8nQdW4qFgk_7KF95yW2fPJ0_54tx7WW3yHwbB3J1v_zW8TsHpz6mhQQ7W8LNFhM1Vn893W2ZtWXY6rN5M3W1Mcsd687TMkmW54JRhV7HFbynW61LYld8bgkHHdK7D9T04" data-hs-link-id="0" data-hs-link-id-v2="xSKu17vq" target="_blank"> API gateway vs. Load balancer: Do you need one or both? </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"> They often sit in the same part of your stack, and that overlap trips up even experienced engineers. This guide breaks down exactly where each one fits: load balancers keep your infrastructure available through traffic spikes and failures, while API gateways handle authentication, rate limiting, and request-level control. In production, the two don't compete; they work in series. </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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3hCZYW7Y8-PT6lZ3pbN8d2C5RqDSfPM58dq_mG1Z-W8JTT-N1WjFF5N4771Tk693rtW7QGdMp3bFVgjW85yjj46G3kk_W61R01J8cMwknW1Xs8ct79q1tjVlNjT89hKTR-W5DVPH539NMWmW5gkqgt80zlL8W3Fzx2R5t79qkW42_H3w4Xdpw6W3Qn9d15YcPp2N8jvPqhkNS3qW6X_DS447MCS2W72qPnC4wf0NDW99ppzw3PlKYwW32W6748mCVlHW5vs6Xg60tDMJW8BYnZL1xB4PgN94rq5zyBMxtW2c14w081DK6dW7tVsM96Rx3wLN3qlX9MThQJMW7ZmCYC4H4NNkdz_wSz04" data-hs-link-id="1" data-hs-link-id-v2="WhFwC9iw" target="_blank"> Explore the guide </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">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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3hCZYW7lCdLW6lZ3kwW8VWsTM8DJw3BVM1RVk6m5g5LN1p_hjZLyv7LW3GxG7l3_xpb2W4qwfvf6FggcYW3w562D7J2RKZW2tWd8720PcfjW3pnRWF25K9P8W76bmZV5RD3lhW6Jkq1n91X8RqW106HqD9kqg4QW16-39z2vK4nPVJqsjV1Lr9YrW86hlcj5d54SFN4PXMjPw4qy3W5LY2cf5H77CyW7XgN1k38W2JSW197V9R4_1PmgW5Wxm396hgmmFN5q_RNpqgJqZW3fxQV78YvdW9VlwXTl6yX4vvW61TzBq5lTxQvN1B705vV2hxff4KX36s04" data-hs-link-id="0" data-hs-link-id-v2="kdu6JMUB" target="_blank"> Can prompt caching tame RAG costs without sacrificing accuracy? </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"> Fix production RAG failures with batched ingestion, serverless multi-tenant isolation, and prompt caching to tame enterprise LLM costs. </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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3hCZYW7lCdLW6lZ3mCW2fDQwK7K4nQ2N8XbH6ldk-MXW4wZrrb51HYFCW774Jh86VZs4dW3pW3Yw1Nxk8mW44D3Tk1Mgk_gW6QB1sS1VNbJ7W7Z2l0p3bPKpBW7t95Jn289LnzW8p2Qd_5Ck30NW3Lzgsb2R7TjvW7Z6GMd3vRJfHW3JfhtF949PhFW4YDb802r6ZvhW1pkpbn8DSfxlW4K0HHb1yX0_RVy7m6J5tY3vmW1njjW52qQZ67W183HRn8cKYJ4W5fh8tR6Hd3WcW7R2Js96p_zJbW3FXgGC22Yk6kW8K31gk64Sx0cW58Pc5c1vDc4Sf8YFTqn04" data-hs-link-id="1" data-hs-link-id-v2="1BpsnKaC" target="_blank"> Read the article </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3hCZYW7lCdLW6lZ3pHN1F2pCzn9PkCN1YLD07hGmKmW440xgF3F6X4DW2gfFms4QpjBkW85fcXl8RhWJmW7blbtN74zjqpW5Qw9Wl7wX-KlW6ykqd73VDl-SN4znBv93yTbZV6Kbg-1LH7hcW3_LvFT1Lc7NWW7V9rT14Hfr4-N4PQRy5jBvjMW4zxddB5VhfscMpC0QXNWj2XW7_RNds5rBVmRW7WxP5W6lT2WsW3BFrhx46stLjW7xjpbg6ZyjpDW6Fmv_-975mL7W7Vqc_L69fdK3W1VJ1yK16RLRzW3BcG8L5qr4S6W2P3Wsf786cPyf93HGcl04" data-hs-link-id="0" data-hs-link-id-v2="EX2lIWpJ" target="_blank"> Mate Security bets a context-first AI architecture can reinvent the SOC as it lands $35M Series A </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"> Mate Security’s Security Context Graph gives AI agents richer enterprise context as the startup raises $35M to challenge copilot-led security operations in the SOC. </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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3hCZYW7lCdLW6lZ3kCN25kFLDqYYl6W4mKPnS7dpjDBW5FJzGB8wLtWJW2kTHWC6PqWTrV_-LbZ22FybQW71VQK82RwvGgW22k7Wt2Bm-qSN8sZc1jDHwlRW519YpS8CRjd-W4Zj091780L34W2xbQTY3mWyNCW5d_yzw4VDNP3Vn59yM8Mpl_pW3qXmtk958yK1W3pW94g2gzxLjW69gWmg6H8sJnW7M0YFL49-c3KW5L7zVj6zRR7lV-VxgZ31TqClW50p_rJ75jJ-sW4pY7C11r--nxW527CgD6J7DKhW8qDsZJ7NTJlGW2Y0dH98MHkPYf10lMR804" data-hs-link-id="1" data-hs-link-id-v2="8mbSOeG1" target="_blank"> Take a look </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/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g2P5nR3bW50kH_H6lZ3mJW5cbbCN3k_HwGW8bZqLL75ZF7_W37V7mH2Dq3vnW68Fn_T7P9sXYW2v6w9B59GvlyN6CkwSfgfDk-W35ntTp8pVGNdW7dLtcZ8d7NHjW2ZKb9C7vDBqMW4rX2b25cvPxqW8RwwT576M1dGW2j2SRd3hDLQJW7q57_t3BWbcPW1cCkSF4DbrG9W7s5LVz4qRthrW4rYKn83TvM-xW7PZXKv3H7vDGW6Sz3Cn1CLF9MN2rm3Y7h1lBGW47P0b51-1L8rW4t2VsM4V2sz2W64s33-44PJBQMm2hdg8hXWfW6QLC7v2zTsLlW9k7mD55dwzZvW8SFqZx4rZNGBW6PpYG59kQbM5W3LDGTN51RVwbW67fG5s75sM1hW3X79BT5p2HZGVHj-ZB35PBD_N2G-fGf60rq7f1Dqybj04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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August 5, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3H3prCCW6N1vHY6lZ3mlW6KgZGz3Tvm_GVJYSRb3D49SVW13k6hk2kHpHSW2-qPvN8t-fBDN4PP85yV_k8ZW5T54yM87WX0bW2CLfqc7GhvLFW5jHNyK870BgYN3MM8XljlQ-ZN2l-knMK_0Y9W2v584G4NcvqFW1YMF1M731Bl6W7G9G9p3BVqHWVSFTc67cY83zW7fsY1V8Vly1rW1PbZNy6VdgS-W5Dy3jg8ThVVkW5nGZG77rvxxxW5_2jBT8LFHHZW8j5Hjt7Hz6NqW2m3-Tn4YyZ88W22c62s832BwTf5jLSP804 )
Qwen the dust settles
Chinese technology giant Alibaba has launched Qwen3.8-Max (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3prCCW7Y8-PT6lZ3m4W97DMCM7TnPgfN9gtklT8qxggW8w1Yzb1B-48TN6f_27Yp-KHxN65RNKp7shBrV5x7xc6SJl3mVwJh8X7HGDqHW60LJQg8S-JgLW4BG_wH4NF1vhW1FKvS-13DQhnW9l3TTZ4Wqk66W4tlmpd3kchcrW8sXvdN528hNqN7y7pPBYFvxQW1ngMRZ8zZMG0W9gQzYv72RxdrW6v9bzP6qfzgxW8ZKgMP4KX2CwW634Hwt6pcPBBW3PQFVk5kNl1JW1xDMV041c6qzW3Kn4cf8wstPDW4l5MYl5_fTkcN6WDtnnTLs6mW5b98t575hTR5W2c-B726sZN5Bf1q7WwK04 ) , its most powerful AI model yet, with 2.4 trillion parameters and a context window of up to 1 million tokens.
On paper, the multimodal model looks formidable: It uses a sparse mixture-of-experts design; it promises greater efficiency across long contexts; it will become the first Qwen-Max-class model released with open weights.
But what’s 400 billion parameters between friends? Moonshot AI’s Kimi K3 arrived with 2.8 trillion, while DeepSeek remains another major Chinese frontier competitor. And parameter counts don’t necessarily predict how well a model will perform.
As TNS contributor Adrian Bridgwater reports in today’s lead story, the revealing reactions — after the dust from Qwen’s big debut had settled — are coming from developers, and what they’re focused on could determine whether Qwen3.8-Max lives up to its headline numbers.
Go deeper: Alibaba Qwen3.8-Max reactions: “An API business model wearing an open source jacket” (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3prCCW7Y8-PT6lZ3m4W97DMCM7TnPgfN9gtklT8qxggW8w1Yzb1B-48TN6f_27Yp-KHxN65RNKp7shBrV5x7xc6SJl3mVwJh8X7HGDqHW60LJQg8S-JgLW4BG_wH4NF1vhW1FKvS-13DQhnW9l3TTZ4Wqk66W4tlmpd3kchcrW8sXvdN528hNqN7y7pPBYFvxQW1ngMRZ8zZMG0W9gQzYv72RxdrW6v9bzP6qfzgxW8ZKgMP4KX2CwW634Hwt6pcPBBW3PQFVk5kNl1JW1xDMV041c6qzW3Kn4cf8wstPDW4l5MYl5_fTkcN6WDtnnTLs6mW5b98t575hTR5W2c-B726sZN5Bf1q7WwK04 )
More fresh reads from TNS:
▹ Today’s Codex will feel “primitive” by fall — and its own team’s roadmap backs it up (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3prCCW7Y8-PT6lZ3nMW6c4Xs686mkWyW2Vn4015cCrBXW7TtmWH5H3wXMN15dn5-7drxLW2xzglz46X5hkW3Jw8Kg8Z-rplW7rfsyq8l6pBgW6J_W_b5vZsbnW2T31Sj2T66T7MrFbq-qV9jBW11cqFZ8T-xYjW3vBBrK4vZ-PZW1vfzmv4-S8wfW2yscdc4Zkq2qW3bW54P7m3cT4W619rpt8yxZ6_W2B-T447s4ZVzW84S1jv5k5XnRW7qfcWh8B-dXjW5HhVLx55zF34V8fVdG8f6yfSW2_RmpZ1cDG7qW6q9rx060lMyMW75Fy437G0-WZW2sKWNk2S95HnW2wskFc61TGlddBFQDz04 )
▹ Nvidia’s NOOA makes an agent one Python class (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3prCCW7Y8-PT6lZ3p3W1RR7w44s5mf1W4GvC7-7n7K5HW3B5zSW4mFklNW2LzH8d5cW1rkN4Skvrcn8C-xW4q79g_84J-m1N2FRXV-B5tmZW78mSmG41km2_W3bq5jF1QHbfjVqV36k54pd1WW423g748Pk-h2VTXZg-1Rq1NCW25n1-x1j1PsgW2ZMms_1J7s82W6SBzwc38T8hdW5zj7pk91Z_RLW6mKXrW5x8wWCV6B93h7FWyc9VqFxDj1h27bhN6V3KB7tzLG5W7w6mGy2m3pttW8gBVkH7tMrSYW6MlpR723Xnx2W2PqdsH3NCF4cW21Z4pG7gghC4W3d9S3C33Lnqmf3Tft9z04 )
▹ OpenAI’s Astra just proved 10 long-standing math and science theorems. The tokens cost $2,000. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3prCCW7lCdLW6lZ3pjVzRJMH6qwkrtW7rxXlm97v2nzN3RQGpNbVb5KW4mphsR4DcyYXW3DjBbG3lb7B8W6l5lr41J-DSNVXH0_S8FD6TkW2kkLW16sn-ZPW1HfTmn61L96DW7GD_2z4yM1CBW4lcjcW4xBcpqW3Y5lNJ9hsjgvW2Z5Fb51zqXMpW4jKP6H8gwb2cW5PlFpx3BQbJ2W2lVmQz6GgxbDW8_n5qZ7HvWx6W7yLSt_6sxCwSW8q8t1w2PPttvN8DsjN-tyyjLW5YCt-r8KjbtlN93hV-RC8bDKW3mPhfM1HylgDW7vwrsd1-JJZNd8chBl04 )
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3prCCW7lCdLW6lZ3lCV6jXR_8PjkPRW6mMdtd3FVvGyW7vS4Vl4fQHqXW8t-_0y9f8gjbW958BFX2lk6WDW6txBLQ47h-z0W1r7DVq5Sx227W1cPSwQ3yk5MWN8R3cBzTQ_-dW6F34br4XkG4LW50_PwM6ZVrVsW6-L9j86Jnhc_V9_5hT1g1zC4W5cw60x5SNd51W7hvYHk4cH1BNVZ9qX85x4LJjW93fM1X2Hf6BsN5qg4jbFHXfNW6qRWpf4pR-F2W2NGw1T79g_pPW7MbM0D5S9PPyW7bfcgK8_cs_wW1kMjg61ShMwYW96ktLk76FwBMf7fCHS204 )
FROM OUR PARTNER
Your AI agent survived the demo. Now what?
Join AWS and Temporal for a session on why AI agents fail in production and how to fix it. The webinar will break down:
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Why agents fail in production
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The durability layer Temporal adds to the AWS agentic stack
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Crash-proof, resumable, observable agent loops with the Strands Agents SDK
You’ll also get a hands-on demo you can build from.
Register now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3H3prCCW6N1vHY6lZ3mlW6KgZGz3Tvm_GVJYSRb3D49SVW13k6hk2kHpHSW2-qPvN8t-fBDN4PP85yV_k8ZW5T54yM87WX0bW2CLfqc7GhvLFW5jHNyK870BgYN3MM8XljlQ-ZN2l-knMK_0Y9W2v584G4NcvqFW1YMF1M731Bl6W7G9G9p3BVqHWVSFTc67cY83zW7fsY1V8Vly1rW1PbZNy6VdgS-W5Dy3jg8ThVVkW5nGZG77rvxxxW5_2jBT8LFHHZW8j5Hjt7Hz6NqW2m3-Tn4YyZ88W22c62s832BwTf5jLSP804 )
TOP OF THE STACK
Today's Codex will feel "primitive" by fall — and its own team's roadmap backs it up
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3prCCW7lCdLW6lZ3p7W8fNL3N3v2cnGN48sjWQf8s-rW8WG1MR1R4Ym-N5JcfBsPMwRGW8gpj6h7Y9b7sN2NXQ6g8WyW8W2SzWrY6wDb4LW85Bh3r1x_y1ZV3yJM75YkypSW3VZBdC3w2rmCW3gRx2P5RT7fNW5zDPGv6mq7sHW70kynR8nvHTNW2DSpZs1FYD0nW1tmRyV4Bxk0YW6ndNsg5_L2KRW5L7_mf8mk_TkW13zXCH3R6cWfW4xrNH64ZJCJHN2V7FdBmG0_zW9fcsB96XV21nW76439m3x8B2kW19nPH04PDvy5W7yb2yv4tJnvGf6JSDz004 )
Featured image for: Today’s Codex will feel “primitive” by fall — and its own team’s roadmap backs it up (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3prCCW7Y8-PT6lZ3nMW6c4Xs686mkWyW2Vn4015cCrBXW7TtmWH5H3wXMN15dn5-7drxLW2xzglz46X5hkW3Jw8Kg8Z-rplW7rfsyq8l6pBgW6J_W_b5vZsbnW2T31Sj2T66T7MrFbq-qV9jBW11cqFZ8T-xYjW3vBBrK4vZ-PZW1vfzmv4-S8wfW2yscdc4Zkq2qW3bW54P7m3cT4W619rpt8yxZ6_W2B-T447s4ZVzW84S1jv5k5XnRW7qfcWh8B-dXjW5HhVLx55zF34V8fVdG8f6yfSW2_RmpZ1cDG7qW6q9rx060lMyMW75Fy437G0-WZW2sKWNk2S95HnW2wskFc61TGlddBFQDz04 )
Thibault Sottiaux, who leads core products at OpenAI, believes that today's version of Codex will seem outdated before the year ends. Sottiaux posted on X late Monday, "Given some...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3prCCW7Y8-PT6lZ3nMW6c4Xs686mkWyW2Vn4015cCrBXW7TtmWH5H3wXMN15dn5-7drxLW2xzglz46X5hkW3Jw8Kg8Z-rplW7rfsyq8l6pBgW6J_W_b5vZsbnW2T31Sj2T66T7MrFbq-qV9jBW11cqFZ8T-xYjW3vBBrK4vZ-PZW1vfzmv4-S8wfW2yscdc4Zkq2qW3bW54P7m3cT4W619rpt8yxZ6_W2B-T447s4ZVzW84S1jv5k5XnRW7qfcWh8B-dXjW5HhVLx55zF34V8fVdG8f6yfSW2_RmpZ1cDG7qW6q9rx060lMyMW75Fy437G0-WZW2sKWNk2S95HnW2wskFc61TGlddBFQDz04 )
WHAT ELSE IS NEW?
CLOUD
Security
CSPM adoption jumped 60%. Tickets stayed open. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3prCCW7Y8-PT6lZ3m2W1Wl97b1ychPcVcPnCW808ZwmW1vkzp129Wj7WW13BgJ350qh5yW1kjY2b5q7C85W1D1wdC7Ws8NxW98Z8cW6hSnTSW8dzPpX99b_9XW6Q1gTl8DQxnkW8WTyJL29B7kcW5yvyzX1xmBr1W3csDKc1HZ9vBW8_ZM7Y79x6YGW7jG_7j30LFh0W3wztfj5C77W5W38Dxq322WVbQW5d7BCM3MjDJgN5t7Q8-bbz7VW88lPk15-kwnXW1h3vyL2Qcww5W9113xG1P_NJMW5sFBvh1VdMkJW5Q8qHD5KdLMzW6J5r804GZMrQW3Gzkwj467n-mW3lzc3Q11XZqLf8HdM-804 )
by Megan Carnegie (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3prCCW7lCdLW6lZ3k-W5N6PX_5kr95rW5ls1HG3PsyKbW5ngYCz2V1VyyW4HxgnX5F-sQYW2h_6hb8yd2-FN53Z_rRWbPzsW69S5JM6jb_XRW81SfyR60w4SFW5KgRLB4ncGbnW8V01sb8v8kw9W44LMvj7_3pgvW6Qw9PC1fTSVNW7Zkhph7qymTkW52fFqk8M2T1ZW29Kzww6pngLVW7lvPd17nVFsrW1g5Qpl7HRG5xV8C-7D7kGGdtW4PqFYb2y-0vTW4GCG442N5ts7W6D6H812BXxB1W4LWzWQ2fvWfZW5MGMrQ7RF9-QMxS7VCG0Mj-f7rM8gx04 )
TAKES
AI Models
OpenAI's Astra just proved 10 long-standing math and science theorems. The tokens cost $2,000. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3prCCW7lCdLW6lZ3pjVzRJMH6qwkrtW7rxXlm97v2nzN3RQGpNbVb5KW4mphsR4DcyYXW3DjBbG3lb7B8W6l5lr41J-DSNVXH0_S8FD6TkW2kkLW16sn-ZPW1HfTmn61L96DW7GD_2z4yM1CBW4lcjcW4xBcpqW3Y5lNJ9hsjgvW2Z5Fb51zqXMpW4jKP6H8gwb2cW5PlFpx3BQbJ2W2lVmQz6GgxbDW8_n5qZ7HvWx6W7yLSt_6sxCwSW8q8t1w2PPttvN8DsjN-tyyjLW5YCt-r8KjbtlN93hV-RC8bDKW3mPhfM1HylgDW7vwrsd1-JJZNd8chBl04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3prCCW7lCdLW6lZ3p7W8fNL3N3v2cnGN48sjWQf8s-rW8WG1MR1R4Ym-N5JcfBsPMwRGW8gpj6h7Y9b7sN2NXQ6g8WyW8W2SzWrY6wDb4LW85Bh3r1x_y1ZV3yJM75YkypSW3VZBdC3w2rmCW3gRx2P5RT7fNW5zDPGv6mq7sHW70kynR8nvHTNW2DSpZs1FYD0nW1tmRyV4Bxk0YW6ndNsg5_L2KRW5L7_mf8mk_TkW13zXCH3R6cWfW4xrNH64ZJCJHN2V7FdBmG0_zW9fcsB96XV21nW76439m3x8B2kW19nPH04PDvy5W7yb2yv4tJnvGf6JSDz004 )
TAKES
AI Strategy
Claude, Gemini, and GPT-5 can handle every SDLC task. Almost none of them should. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3prCCW7Y8-PT6lZ3n9W4s2_-c8F6N2hW77GWKM81gp3yW6L7XVt2RYlV9W8xY9Vb5PpdsYW5bccyC2HM9YhW5NzWSc5jpW90W8Y1RzR4jh4Q6W2lQJNP6tzhszW520M5x2qK5ZQW7D82NJ3tKbbRW4F_5Qg7CZLX_W86XX8l4vPVbtW1SkT6q1FgVrGW6hkyPd7y4Ym5W5_bs9J7sH7P1N8JfPTJqkkZlVXmhZc8qZrQWW4YTFj87Z0JrsW7R-TDH65PTqjW76rG8X3SKkkdW5kzGxg6lVXpnW7q8kj-3BZXt1W6hLpZN5ZNNMKW1Pg2cD8PmQ15W3cPJ6H1dB5m8W73sMX14sBJZ7f8qPtJz04 )
by Jeff Michael (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3prCCW7lCdLW6lZ3mzW892srN5vkvs4W6mc9gc9l1Wj5W1mHzDS94hLbpW3_zD5V1TT-50W1KQghl55qp0rM-1zVVlXpHMW69WmZx32l0XTW3vcxbn8Bsc1dW599qMX1QRWSkVz-Q_36BVjHnW3XWpxv7TTG-mW1SJpQS9l2yr3W6g6NdT4ZLB88W3gSy1k524pvsW2rfYR65bQxvCW8QnvGd4sBB-yW7TDpRk2kv1JyW2d3v347fn5NXVRRMv573p9Y6W2H186b3Kln9QVL9Yhz6MgYC0W7qpjC02JCrNGW40BYSJ2DPyh5W8m6FLz5fDDBCdtKblR04 )
TAKES
AI Models
Alibaba Qwen3.8-Max reactions: "An API business model wearing an open source jacket" (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3prCCW7Y8-PT6lZ3m4W97DMCM7TnPgfN9gtklT8qxggW8w1Yzb1B-48TN6f_27Yp-KHxN65RNKp7shBrV5x7xc6SJl3mVwJh8X7HGDqHW60LJQg8S-JgLW4BG_wH4NF1vhW1FKvS-13DQhnW9l3TTZ4Wqk66W4tlmpd3kchcrW8sXvdN528hNqN7y7pPBYFvxQW1ngMRZ8zZMG0W9gQzYv72RxdrW6v9bzP6qfzgxW8ZKgMP4KX2CwW634Hwt6pcPBBW3PQFVk5kNl1JW1xDMV041c6qzW3Kn4cf8wstPDW4l5MYl5_fTkcN6WDtnnTLs6mW5b98t575hTR5W2c-B726sZN5Bf1q7WwK04 )
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3prCCW7lCdLW6lZ3q3N7l_YxHlx4_DN8GblSr2kbHVN7BxjV7LxMkPW2P4XyW4Qf4DRW3VTTmS8LgDqBW88B4wL5pb7yHN59FyXKg79K7W4726h04DfyY_W7zdpBY8hCmx1W6jwz2b1HfJ6fW4XLgWf5dSQ0NW19m-TC4wTGzwW8wWqLf7bFrH3VjlXLC8w1gWBW3JNh818YzwRTW94ZwXg5RRzNCW5q4FNS8jXGfYW1DRppl6MGlQwW7SyPTp896qFrW2lJx6_1tRhW8W7ccQQC89trj_W4KYW016vQHKsW6kZ04x8-9dBhW1-98vG6yqkBxf6848Nv04 )
INFRA
AI Agents
Nvidia's NOOA makes an agent one Python class (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g4g3prCCW7Y8-PT6lZ3p3W1RR7w44s5mf1W4GvC7-7n7K5HW3B5zSW4mFklNW2LzH8d5cW1rkN4Skvrcn8C-xW4q79g_84J-m1N2FRXV-B5tmZW78mSmG41km2_W3bq5jF1QHbfjVqV36k54pd1WW423g748Pk-h2VTXZg-1Rq1NCW25n1-x1j1PsgW2ZMms_1J7s82W6SBzwc38T8hdW5zj7pk91Z_RLW6mKXrW5x8wWCV6B93h7FWyc9VqFxDj1h27bhN6V3KB7tzLG5W7w6mGy2m3pttW8gBVkH7tMrSYW6MlpR723Xnx2W2PqdsH3NCF4cW21Z4pG7gghC4W3d9S3C33Lnqmf3Tft9z04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3prCCW7lCdLW6lZ3pGVK-BKk7gtScqW4Syln13_FyPbW1R789V182tFLW5x5sCD9bD4LpW1vfb2l4XkQgbW14HvPL51tcp3W389ZvG3t_RzLW3FSGJn35f1-wW94VTjF60WyNMW58BRTx8fsfjKW6fwJpl4JhnDTW63LcYN6jrHbrW4cfShP58KTZ8W3dvLJl4jBrLhW5psqHQ1_Wn10F91x63qnF53Vp5hVt5k8TX4W7TM2Yh5PBXrtW1bWZcq1BWLwTW8Qw--t5hyhnYW6Lnr3q41BQfnW80pgPV1cSDm2W6pFhhY35MqPlW3XgvY67jsvFff4rYl6n04 )
FROM OUR PARTNER
When vendor-supplied support matters: How AI is changing the open source security equation
“What’s happened with frontier AI is that what was a trickle has now turned into a tidal wave.” Open-source vulnerability is growing fast, and tested fixes and first-party support are central to enterprise security.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3H3gP0xW6N1vHY6lZ3nYV4m-2L129wc0N8TvzcfQQ76dVDDD0c7lzhq8W8qfq6H4SmJGrW7h9F716DMGL2W9hzVhN7z4K3dW8T7Fmh7KKMSHVQj_Tb2VkQ5vW1wv3-z4xfS1pW34Wp954Rj2DBW6gngcX6pxBMLW4qsZzR2y0GmSW2VnLJg1fxkgGW71gBh_13P7NkW4rnbbF3tMCtBN5DfpXCH31RCW23Dl_t5xfrl8W1scMRZ6_BJ9GW7Sb34t1Prgx4W8v5MRv3jGx05W5lHvZ21VNnPtW3K9MXf67brQzf6JPvtl04 )
FLOW STATE
GUIDE
API gateway vs. Load balancer: Do you need one or both? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3gP0xW7lCdLW6lZ3p8N8PlkjpGBzxkW53VnR46bc3-VW1vNNdF27Xg51W2m3hHV1DmCWgW5nHLpd5jfZCBW2TrkpL2xMv31W1mkCgy5mld-HW93sDDZ7qh--NVydDyg3Wp40XV3gvyS6Grlg8N7rDfCXb-_z2W68jNTh5spJ7dW4HYNZh5PwTz7W3qhqC05d-hbNW6grszd6_4LbMW7jbS7x6PRKqgW8QSJ0X2dNyBcVgbyLp431W9bW624_TP1rhC3-W3NxRv22JKff5W7nS8N95NP-XcN6tP8j2xH3xLW6qgVKT856k3zW3KZlv540PXv9f5GW6xW04 )
They often sit in the same part of your stack, and that overlap trips up even experienced engineers. This guide breaks down exactly where each one fits: load balancers keep your infrastructure available through traffic spikes and failures, while API gateways handle authentication, rate limiting, and request-level control. In production, the two don't compete; they work in series.
Explore the guide (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3gP0xW7lCdLW6lZ3p8N8PlkjpGBzxkW53VnR46bc3-VW1vNNdF27Xg51W2m3hHV1DmCWgW5nHLpd5jfZCBW2TrkpL2xMv31W1mkCgy5mld-HW93sDDZ7qh--NVydDyg3Wp40XV3gvyS6Grlg8N7rDfCXb-_z2W68jNTh5spJ7dW4HYNZh5PwTz7W3qhqC05d-hbNW6grszd6_4LbMW7jbS7x6PRKqgW8QSJ0X2dNyBcVgbyLp431W9bW624_TP1rhC3-W3NxRv22JKff5W7nS8N95NP-XcN6tP8j2xH3xLW6qgVKT856k3zW3KZlv540PXv9f5GW6xW04 )
INFRA
Can prompt caching tame RAG costs without sacrificing accuracy? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3gP0xW7lCdLW6lZ3ljW7RMPBB3yTSF4W7LJKL-2F_-CKW8J3sQj6RBvCYN36r-q5cwhv3W62tB6x6XClTfW8cSNVF51_cNJW4_Y_PR1gTbPNW1Dk_Bs4P2tlKW98VvX14nMGf7W12xvPZ5pWS55W7jBrh98MGzMhW5vT2DM7PGFdbW5r3f318Ws-wPVMZ-vr2bsp6pVSPvZg1T_4ZgW7zh8Fn8Qwgf6W43NFGh4-jSTyVqh4bF8g6sN_W4G9RHW3mp88QW2BMBQv8_45kDN4l9nqHvKCgZW1D0YJw2w9FzWW8dbPbK5PpVVrW2NxVJN6DLY88f2QPPFd04 )
Fix production RAG failures with batched ingestion, serverless multi-tenant isolation, and prompt caching to tame enterprise LLM costs.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3-3gP0xW7lCdLW6lZ3ljW7RMPBB3yTSF4W7LJKL-2F_-CKW8J3sQj6RBvCYN36r-q5cwhv3W62tB6x6XClTfW8cSNVF51_cNJW4_Y_PR1gTbPNW1Dk_Bs4P2tlKW98VvX14nMGf7W12xvPZ5pWS55W7jBrh98MGzMhW5vT2DM7PGFdbW5r3f318Ws-wPVMZ-vr2bsp6pVSPvZg1T_4ZgW7zh8Fn8Qwgf6W43NFGh4-jSTyVqh4bF8g6sN_W4G9RHW3mp88QW2BMBQv8_45kDN4l9nqHvKCgZW1D0YJw2w9FzWW8dbPbK5PpVVrW2NxVJN6DLY88f2QPPFd04 )
AGENT
Mate Security bets a context-first AI architecture can reinvent the SOC as it lands $35M Series A (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3H3gP0xW6N1vHY6lZ3lFW89vmhF13QBm7W2xCPXt4Hpj6HN2Bl28FLrWYTW4Npv1p4wJwlRW2g-vHT90R-bcW93gSl04hLjdJN2yWGJMDyFZnW7f8FKQ6gPvQgV39tc03_9mSMN9dv1vwgD9cSN7CSk3V2vskbW2-7M4G2XfL2SW2fktlH1sTmNLW8lnsJP5_rG2TW5037yL88VNWGN750WBZ-vwB6W17b5vv9jzSPdW4Jm1rH8qpv2dW22bypF4ln216V4r0F07GqlDdW8Cs4DS1ZpTR2VGp9-r5tJGhdf1xwn2x04 )
Mate Security’s Security Context Graph gives AI agents richer enterprise context as the startup raises $35M to challenge copilot-led security operations in the SOC.
Take a look (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWtLz02mwr43W8xKYQz5247SrW5GRJ1L5SkGlHN880g3H3gP0xW6N1vHY6lZ3lFW89vmhF13QBm7W2xCPXt4Hpj6HN2Bl28FLrWYTW4Npv1p4wJwlRW2g-vHT90R-bcW93gSl04hLjdJN2yWGJMDyFZnW7f8FKQ6gPvQgV39tc03_9mSMN9dv1vwgD9cSN7CSk3V2vskbW2-7M4G2XfL2SW2fktlH1sTmNLW8lnsJP5_rG2TW5037yL88VNWGN750WBZ-vwB6W17b5vv9jzSPdW4Jm1rH8qpv2dW22bypF4ln216V4r0F07GqlDdW8Cs4DS1ZpTR2VGp9-r5tJGhdf1xwn2x04 )
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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!