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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
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Positive outcomes only
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Why Nvidia spent $12.9B on Hugging Face
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Anthropic just gave Claude its own browser
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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: Thu, 03 Sep 2026 05:59:50 GMT
Subject: Google's new Flash model can match Opus 5
To: [email protected]
Date: Thu, 03 Sep 2026 05:59:50 GMT
Subject: Google's new Flash model can match Opus 5
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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: Your next OpenAI API timeout might not be a timeout at all ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#142640">September 3, 2026</span></td>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37W3qgz0W6N1vHY6lZ3l3W21t50m3ns266W8XV0PT8CPKxNW7dHqb_4k9QN8W4HvPP13ST--vW11zv-x9brtGWW1jF6jN3GJpM5W8vKxCV9jPdMlW1ZLtcq3ynN0cW7kM2vT7LshRKW2YDxd458Mn3zW6wHW7s82N65qW3S55S17bX7s1W3Rttk07z1gt1V7K-T11XXn9HW4_H0-553JfhkW5fRdyF1XtSj9N3JPdh_synmvW46lPdm2P-GTbW2rdPcV5yY9nZW7-L5905WzlXgW1MD6bD1TVr97W2YKPdK7DHjSGf8r23Wn04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="kgQxv748">
<span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640">Together with </span><img height="24" src="https://cdn.thenewstack.io/media/2022/12/[email protected]" style="display: inline-block; vertical-align: middle; height: 24px;">
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<style data-hse-inline-css="true" data-hse-element-inlined="true"> /* TOC Description WYSIWYG */ .toc-desc p, .toc-desc li, .toc-desc a { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; font-weight: 500; } .toc-desc a { color: #ff3287; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">Google's new Flash model can match Opus 5</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">On Wednesday, Google released <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk3943qgz0W95jsWP6lZ3m_W6PNxz07x2-s3W7sQ-x51NJ2gZW7lP12q27TzSjVBTZf996NvV4W6X_frp1gp1YCW953PW56vsx7bW5tKvWG61M-pjVFwp7v4KbksWN453jkq-t525V5DBf15rDzv4W1jv24-4xZFFlW5J7wc972DV16W1HHB6V2QDtQCN1rVhyqcygGKVvgNbf8mW38YN3cPdP7rjVw6W6C22wY8cHSCdW1CQ-jd35T9pKVY-8PT4SjFzvW51yvJf1126lZW2sqNYv3MtdrVVCB-8r1tznx5W7sxSyV8qymYfW16v7_t4_mHfpW5Xd_mT8175m-W77qVtK5JR7NsN59m1st7TyydW5ZXyqj3CL3P1W29JdBp8XTJfTW5Gsj7L37scZ-f8q4MBq04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="1HzvMShm" target="_blank">Gemini 3.8 Flash</a> just three weeks after 3.7 Flash — its third Flash launch in six weeks.</p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">As TNS Senior Editor for AI Frederic Lardinois reports, Google says the model can match Anthropic’s Opus 5 on DeepSWE while keeping its introductory $0.75/$3.75-per-million input/output token price.</p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">Google admits the model “works harder,” taking more reasoning steps, making repeated tool calls, and sometimes burning more tokens. Meanwhile, Flash 3.8 Cyber is restricted to roughly 650 trusted defenders.</p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">Where does that extra effort earn better results—and where does it complicate Google’s workhorse price-performance pitch?</p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; 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/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk3943qgz0W95jsWP6lZ3nPV9DKzf3lY2ZzW624DLk2842zbW6JRNTV39k_W8W96hLg94fhtQfW6lP_Rm1VBswvN4DmlGqG-XNwW59pgSK3vLh2sW6PZ_fD2TNKfbW7j8zkc8Th4p9W1fz9yW3x6Kq1W5dCl-l8gmXNWW80tStW1hqMmjW98nJht7S0xxTN8mYZ5Mz94l-W2Cvcnq8p9RRQW3yGsmg52fX__Vq4Nh-8NPqB-W6bSd974XZNQKW1V81SH93gh2wW4bJrWL20JxhZW1ZZgN22W35KJF40T5TZJWDFW7xJdnL1RTgs2W8kTW4J53YsZJV2_Xk71ffHrcW2XyvXl3tPKJxW4wCf1V90ZzX_N2Hvr2lQn7dVW7QYM942CFzRRW50n5Wj6Drq3Qf39cxhT04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="kRdt18Gj" target="_blank">Google ships its third Gemini Flash model in six weeks</a></span></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; 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:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3l0N5QQkZzxNBjGW5WWqBq24BNHpN925jZ7MKC26W7f50RX7cWx_DW96CsL238lbvCW6sX_tJ1bRnKlW5XcNkh2ZWlzvW2fmPBC2R6fCjW4Z8nN12cpNPgW5TYXbr1MccqNW1QsqG975lqVBW2pPFmS5PK8YlW5PmXzs8cZJfFW6qP3PD5D47YZW2zxPG22DsJ2rW49Mmy551LBg3W8GVhb511P4BjW2vN86N98bYS2W3pVgFv83tD9SN8tpzzpW5JrZW8kTFLG54xrSBW1GcnZy3xRjPhVyF_df2_7n2YW5fhdvP96PSs0W16Dv6f196288W7CZz9x7RnWZ7f7yzHqd04" 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; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="QaOTHCGu">Anthropic’s Claude failures have made agent observability a security priority</a></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3lnW8BS2gl8g201SW8t8qZL4LvvZYN6qY3znl2zV0W8kRPQ51W84WmVrVJVv8NFTDrW64Ghfp6PJTZGW1QpHcS1v4zrkW8V8j2n2HmQ98W6tB2v58v112nW61xV0x7yXcz0N4yL3WTGMjJRW5kkt8m2YsRRbW7cGLNN42wZ8TW3g-9k14ZpFfMW7BlLVB85p2wmW22Z_fx4jGKxjW1Hn8gp6y4fp7W6T1DWq1g5yRrW33nYb_7s32CmVbQ0vL1Lmx34W7b8Tyj77ygFCW56f6-s2RjXjMW7-HsCp4sHLk8W8cCr798gQDqYW3l1Jgr7m0Cm3W3Kls2b6vh4l1f6t2vfv04" 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; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="GBTe+jIc">Your next OpenAI API timeout might not be a timeout at all</a></p> <p class="p1" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><span class="s1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3pfW7J6fc12F3b5kW6L69Bz5dk-TdW651WMb38_xrpW8vQ6v85Rm7JRW2gryvY3N1-yLVD2JQq8jvHRvW6VB-2x7s4MR2VP3WBR2H--N8W7XhbNV519m-FW7bJRrY8zLhX_W5Hh80b7HVbRxW7sM6ZF4x43YKW4lXPfh8CXX4DW884jLR7sbrFjW6vLHN_9dlgVbW7P_g1r5ss8F0W5gbVx395cnC8VXt6Sw53VdbcW1vHpyS95qBVGW7LrfXQ86cK8zW6qcC8G564QPJW5BfHnN914qtYW2YXkvg7-RhV-VCyxxZ2-CWLHW9bB4vM98-GpMW6XbX_76qKpjYf2jzkNK04" 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; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="r3lCQUqq">Multiverse says its 438B model is fast enough for AI agents. The benchmarks tell a more complicated story.</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:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3n6W7WHS2Z3zKRnjW56sKKM2GfdYJW9cqsW97B9ZKXV9Dk6k8DmvFfW6MgkxQ3Ylw7FW8RFRn94ww_xvN3JFgqplFFBKVwx2T12273StW8VDzJY5-HN5dW84LMXh8cZk9LW4s2y4M6HWnslW2F2m4G7PrXp9W8fDTG84Jm0PZVmQxK077XYn-W82TJPw8tjFW5W7x44km1Y5jYhW79zXbk6djCRbN2j1GRGdSh84W22NbmB5dl1rQW7c9qXw4HlQNqW8N0slT6LzfYjW6bHgrD6yzjW7W8BTpNF6FQsnlVrNQRY4F-1vXW7Vqmmp3vzPhYW6gS_964qpJFwf27l68s04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="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: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#00aff4">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2022/12/[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/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37W3qgz0W6N1vHY6lZ3mMVkq1cC8VgfW8W7WgH-27R_rxHW24wsHb3W77qXW9gkmgV5jxdzZW1qRFyZ4Xcp00W91XpqW4M5lvCW8jXB3453Q2ccW863WMd8Wnf-mW814JGq65cLVDN6CwL5vyQVnVW2mD3mX8R91gBW6x71j63JstQWW86Y6J71FfHGYW55v45r839y0_VV97328NLHFTW5blxGm2rxcT0W3j3_sg4P1vgwVZ7-6Y6YlGQ6VQyF5z7vpbY7W61BX_d8-plfwW8lPCQj6PcbhlW4QCZ_j5TVvhjf4gDHjs04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="GuAcQRjr" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/d5658a82-newsletter-1-1.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"> Can you save on AI costs with structured context? </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span data-sheets-root="1" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">Is messy context driving up AI costs? We ran an experiment to find out. We tested thousands of queries across multiple context conditions and across 3 models and measured token usage. The results were very clear.</span></p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37W3qgz0W6N1vHY6lZ3lRW4M8Jm63Qbyd6W70mVSB7lZ1GNW33jV6F5QCvr9W4bRscR3s7pPlN85NMqt_1QNPW3yvWjf3jg_pvW2D9Bjc8p5hXpN72xn39QmTP4W6NX7_f4xhvQBW8s1Bdf486SpqW6jdzKf6dM3t-W24XKt88jJS4lW3xMX2Q2CvqJXW7rp9-c6cWJFPW2fHqhm2knYWmW1SYn2C3vjxwNN3pSgTmgqynLW5BLdqF3kPFGwN531x5SVPTzCW5V1ddj8gyKQJW4Jzdyf8ZS1YzW46gsHD333tVKf4QtRt204" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="eewvX0e9" target="_blank">See the results</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">Your next OpenAI API timeout might not be a timeout at all</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3nxW5z_FLw3_dBLBW44246n5fXfcJVjJQZq6G9tFYW4rWhZ87byFNgW5YvfMB1b6yXzVl9xWs8lW4-CW7R8FKl66wnJZW1Ys68s7J0_PWW8RBq5v9993CGW4Wh6mG6_hn51W24cvGG77f2XLW6cqTfn52-1QdW2d9xsv1V-Hv9Vkp5Dh6ztg5_W8TpjCj7HD467W1TwMff3GBZjxW415hqJ2BkfXyW1Jr5fx7pztmkW1T4zl_37zWj3W3x5c9z39NvSzW8MGbR08RJdyqW10q1yY6R3wtkW3BVk1N47TsgBW2BnmYR2-6PLxW6QbMK87HJb7HW1Dqfkr7NKBJff323CPx04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank">Amanda Caswell</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3mVW2k_wwV6xWCm2V_wNfb86ZMnKW5SKxdK8Xl4w3Vmwzbg7kfdvMW8N2qPt10BVctW5DFKhm4qBRW9W1yb_Vg1L8zBMW168bfl627hX8W2m9ZnV1Lmv2PW3RFxH11YT7MRW1JP7-w5t8_SJW7f18xg2XJT0BN1M5Rc4FqT74W16w_V64Hfv4qW606Zsy8vK68WW2TJ_Jw32mxFmW5GWyLn1ngr31W6k-tWy2pjkrWW3gsnV_8tW82sW5yBnDk85d0fRW4C8Kvc411LrDW4K5gsJ65XzPdW4d8DdM88KTbfW7ygtYG36-2_9W7Nxv4j5R1HLJW3ynkxw3cS6P6f8WxhMn04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="mNvSjVfN" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/09/0a7a414a-photography-mahi-o-b5c2vguw8-unsplash-1024x585.jpg" width="524" alt="Featured image for: Your next OpenAI API timeout might not be a timeout at all" style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #142640;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> OpenAI says Astra's safety monitors can stop API jobs mid-run, even on legitimate work. What developers need to know before the system card drops. </p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> OpenAI said Tuesday that its upcoming Astra model is the company's first to reach the Critical cybersecurity threshold in its Preparedness Framework, a level reserved for models capable of finding vulnerabilities and developing exploits with far less human assistance. Astra will be more closely monitored... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3nRW61sB7D11128MW7R15wK1HmPWLW4MPgTn9jPbxHW7PSPB69k5wQWW8yRCFY8Bn00GW99tYsL6sjDfHW7hYq7337PZmxW32fVyF1VYBfSW7X8qtw8W6RYLW18k7T62hs25VW1WsR0d7F-QxsW8ZrhSR5dmm5cW30jpCZ2MqRxMW6wqxmj1yrhrjW2m6mKc3hV3pXW1grKst1bfSTCW5TQk433n_q3YW9hPH_W6Jzh6sW2xX6_d7T9yz1W7pKgpS7tc5gZW7fxK2d1BH4hCW8YTMtX4h8PSrW2TF3qx66q53yW2rtpBy8NXCk6W3XVVcP8TGp9YW3krCw-6gF89Df7s1C_v04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="ov2wbszS" target="_blank">Read more</a> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3lvW11sZqP9dff8hW2NkCBF7qltcBN5LzfY0ccnrqN4ZhDrC5LnpSVgppR395Ypd8N4M6F8zcXGCBW1gYx6m2mGkPkW430wFf3mdflCW1DD-cj1jT2CTW8V7gwf7LYq7ZW2wxNQ67DqDJSW5wYFTn2wxmYnN1w-5sP9dvF-W8cWGYD6_6V4sW46wR805t7XYsW3TTyFl4nFcfkW7-zf7s3_kJv_VgMc5b55MTRlW8ZPr_D2HlHl6W1cDX2183JstyVNy4vY5b8gP1W8sWFJv3L1DHrW3RGnmG5kLyZTN2MpNwxgbdcLW5hHGFr8kH5HcVbYtq_5d1kpXf165K4s04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="RGx4qYhb" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/c2afae89-martin-martz-di0lpzocxl4-unsplash-1024x683.jpg" alt="Featured image for: Multiverse says its 438B model is fast enough for AI agents. The benchmarks tell a more complicated story." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3lfW8ZTHQv48l0KjW6ZdDmC410pvPW1rPSlg762q5SN5D5t_BtS_QZN90ZH-2RVJ_8W6Fn1mv4KjKWSW57m4kq5hwBFHW5flx4Y488-hjW7Jx6yg27pQ_8W1_5DSm6Flh1YW4sXPq_5fx6FKW5XcTkS1fyP5mW82w_gz4Rs6zMW8smmbZ8xFlH4W3_9gyP4Wb2nrN4nfHYNS6WKtW5vvC4_8sqV7PW99GHfV2c027tW5gB5RT5GkQQwW8fzyrW1HCF64VnmdL-6f-LTnW907qjz6ddc5bW3jTr-f3TQfCpW45KDT49hcflFW3Kf1wG6kvkTkW1xQdR62r-tLLf2hWQ-d04" data-hs-link-id="2" data-hs-link-id-v2="QlNQfWWL" target="_blank">Multiverse says its 438B model is fast enough for AI agents. The benchmarks tell a more complicated story.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3kyW30PHqg7-hkG2W9cXPkn1JM752Vj_sRt2ndM5HW5V5gl98JnmXBW3-VBDx56vGNWW7G-6296MZXs7W3qShRL7R1JK2W4djBKK66bc43W7JfVRY5-1P-3W5Ys8N77M9sz4VLylhW41sh3HW3bdW_24X8Y57W594qZc5cXf9hW1kvd5N7w_JpCW1G7n1Z1KVp_WW11PhXW6WzYqQN3mhM0MrjzpRW7CCHNn2kVFk-W58tk8v41Dk5cN2rv4G9S_k7sVHy6dQ3dnWDpW6drBKN5RcG3zN3jJxNZ3R-0yW1tftNZ5dN_dWW1pWMvr5chlZfW2DfqDL1TJ1SBf20Nxjs04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3mtW8N6ZBT1snRnVW5Cpy7q2DqgGFW8Q0gCC83dLHbW7xCJqP6kd-zFW6m-wNy4ZD4D2W4TKFPP7FvbFMW72295H47T2RsVnjkZ93yjf5YW3RwGbT1rhvWNW5SCJlT3LmjwVW6nVMSx2JGDChW1V3Zvt1Qflq6W67_mF_5fdGdJW5-Bnn23tQn06W2GlrSd7JN0TmN56hgRWjPL3yN7951GNWrsmZW87K5Vl5s5RkdW5nS9NB8mTr0RW8LdDR78ky-jFW1Qw_tz6s83H1VBvbJ57Dp9LKW35nSkS5BzX1wW1sp2QB7-KyblW2_6KKH6D_ckNW3H6XMR1Yqzyfdn74XY04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="52Gk0+GE" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/e5897f46-alexander-mils-2j6zsgmt9xu-unsplash-1024x576.jpg" alt="Featured image for: Anthropic’s Claude failures have made agent observability a security priority" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3mMW8TWd8m92H87RW2WBDG05dgdMqN90KDzKcWB7zW7ckn4R5SsfD6W6kc9C55n6Sw2W28Vp2L8nxgYTW4PJgPp79Dv7_W74nPrx8mTHcqW6YCcz36tD6wRW8rBxks4Zlq8kW5f34wM6HqgK8VmZ9r37bS-05W5ZMzjm6vJKkKW3XftMp7xMSjZN7wj5CfdPpsyW1klvS05NBHp9W462rDB19Nv0fW4Lw3hY2jYy3NW4fQqGT1rxnVGW44NFFB5v0XbkW8-SfkW702MsdW8X7YQ2850QyyW6hzkn327RzVYW8SgSH67YXfjTW7D6P4K6-hfM3W6Nkjys7tmr-2f3VQrx404" data-hs-link-id="2" data-hs-link-id-v2="bc7BSvUQ" target="_blank">Anthropic's Claude failures have made agent observability a security priority</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3nNW5Ykr_Z44rKKZW6791TQ8Xl7S6W7t7QwX7TZg3DW2h5Hbz7WsH7GW4WC14F4v1NXfVG5f6m95lYsMN8BqfNqpKzHFVqf7Dk6_Wf3XW4dDhJL9bssWDW5tyT3y49GM-YW5SNLJ83fhzt2W4pN5yt4HphkMW6n3xLF5-cyW0W8D0QfX99d5LpW6W13f64glK8GW6k-SGD6Fs3MkW5TD1Y01ZQSW-W6c-4xK8W6Q7GW11cSyN4G9H8JV7SvHt2ntv4xW809m3Z1HsvbZN8FGhrt57pvTN99R-h9xw8g9W5r10Pf3psDC5VCcXym88V6NQW6zkcLQ8QghkWdkNgMW04" 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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk3943qgz0W95jsWP6lZ3ncW1RKRnF8r3VMJV-CYwb6Szsx7W8n9wYS1xfHr1MJFyvRXPxkKW5QGnf22mgGGZW2GgLBP7bRJzpW1Mhr611LsfgsVDRN3d5ztZq9W8mS8GM3qPd2JVCfjTx54Lvs6Vxs_Gj467-BnW5SKxQh38XxZ3W4WvCrv6qNq4dVpMb438yVjsZW15psLW38jzk_W1r2b6n3Q3bJRW6px6vH8nrcPdW49txpS4TVtC5W8F6jrs5C_dCDW52ByBX7Y6c1VW1hjMzd7926nxW72lS0_4HTkq-W2P7fj_6vj5HKV1zcWV8MKwd2W3Z8vLf2gBFwsW4nnlZc26R6H5W7WbFBb1Z1-0_W5K3V6D2nR7VfW8vDjjj3MY_lHW4nvKl312Zrjtf3T_nWs04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="2" data-hs-link-id-v2="9D5N1hpO" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/f05d48f5-screenshot-2026-09-02-at-12.36.10-1024x581.png" alt="Featured image for: Google ships its third Gemini Flash model in six weeks" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk3943qgz0W95jsWP6lZ3k_W72dTYt8g9JZ4W5y5NdM1p3M67W3sxBHW858BlhW8p1r7P63VcQkW83cg6z3Qp_q5W6z1YYP2v0B70W3dkY--4bc6qqW1nlPw42C-7X4VcXCYd2fR2SZW2wBt_T3WnxJ-W1mkXhp1RD9lsW5m5Trf2bL-8sW8S9PX461X3NjW5LrMq14psP8zW3bMZ6t5RZvM9W5YJfh57b-k96W1w-6YW7kNvg9W49F8zz3j11ssW2zH8Sk44KbHkW1N004b3_qlJlMTF9wx1YWtdW1B90RT6L9mmqW4GhrKZ2wWwSwN8JhwbYBYhbgVmPF3g7zBY8sW3NrmQ82sgp5RW7R2cqR2GPBpPW8s4QkW8CLvV7W3XkrdV50gP33W6kvGv48Kcmtxf102kfg04" data-hs-link-id="3" data-hs-link-id-v2="ebuIRhcI" target="_blank">Google ships its third Gemini Flash model in six weeks</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3kJW2YsdgS23PQv4W3RCfC53MccGpW2GDQ4p7bWXF8W2m88255P8BqRV6RtMt6lQdFkVN172888zzzFN6jNst0Q9_NGVBsqC06-6KPbW4xMKDz1X7fFCN2fCKYsK2ppCW1thMh_496qrzW24f2-m7KY1q7W6R0cQg2WPGjSW6vSJ7J3Cf3z3W2bnf6d476hJFW8Fns8M2NSQ_qW3McxQF3p7tmZN115pYv_XnyMV9WPBK50kdBmW5LBD5M3vL0ymW7PVVdZ7NTl44W3ckjqD4-_7srW5yVCYN5-zwQWW6X3PpP7WtlqVW8hWjrV4B0Gb8V_YGZX4YNxdGf81tsK-04" 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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3kqW3c2Rdt5LdNQFW27SVpK4D7w_yV52KZ-2JdMdPW1X-md67CVnCVW28fSGW57wvN5W7MPtC15bqgDmW4kXWZP7wTlcsW2-BJTJ5CBDJBN1KdjQmXYWBKN7c8DyqrbbwBN7XH-v9X_5-TW6zSytS5gJcPTW8qrqDD5fGZ24N3ygGK7d-XjrW9kTJFz3cZncPW6BFqXb1J97CmW14YvHf71zrdGW7NwC7p6kjCcGW2KdDtQ7MBjBpMVYzCdKRPfkW190wjY3NLryyVcsqJT65hDTDW3q-GbG73VQzTW3Bm0dn4XKK-qW4rqSMp974KbXW94STsk2j4wyDf36ljMC04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="z7trex/f" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/4b172708-yugudesign-aqca6ilxdlc-unsplash-1024x682.png" alt="Featured image for: Vercel built a feedback loop that treats agent instructions like software" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3p-W2Vm9TX1y4RjqW6zZL2h735MB2W7MgXFc2W08T9W3kw97X3hbs_HW6wf-3T4mTDpvW1NSvNV8wvtM4W8_bbhz3qDd6LW7Nj9sw2-HDnCN3zYTZkw5S5lW6w-8J-3rpwb6W5fc0p64gNjnzMWpqtrxWcdvW7TCzWJ6Y_sZCW4hWfJs5HyWkHW8S0wmR3WRDLlW3pmM_Y16C4qyW3fBDRJ82wCplW5XXCtK1MFwQDW4hPfqZ25HzhNW80nfW75ZzW0PW2xCzr81F1zFdW4G-dd03l-bcsW1zFNKM2xrM9JVBG_tj2_SD5QW27nPVt4hPKjkW6NM0B94bHZRMf3dXtZ204" data-hs-link-id="1" data-hs-link-id-v2="J8EJNTkI" target="_blank">Vercel built a feedback loop that treats agent instructions like software</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3qgz0W7lCdLW6lZ3q3VSbb_z3yq7lLN40zTXDLhQS8W5VkF2H6Qv93wW5PQFQK6YwC3VW8rLZGk99nCpjW6RR8Cb4lbD7DW944jxH3n1XpqW1y0Jl27KnMXCW1mMznD3_hPTvW6SQNSz4Yl-f3W3DmjBy47b-qJW55nG454ppmN8W8pBMKh28msfRW3kTBKH9kCwmkW3FQxGr2CFyJCW8VpJhF7ssgLdW5XQdk04cgHXZW1RSZtp3Tgvj-N6lcxk6Zxd4wVLls7m8rxGzgV_-0CN3xSpsHW5vL0LC3KLXR-W20p_1b4xn6yjW20JGzq89CqPyf8gmbjj04" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni" target="_blank"> Meredith Shubel </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3kNW5sVc5N4W7Tq7W2RVQR_6Y8KsrW8_kgBf1mBYVwW7zGSqw8ztZHJW8dt32X5g4VvBW50D_lH3GSPlDW2Rd9Nb3zmS63W1xTtnd3Lm9jQN10ZbntZlhmjW8GSnkB7FQz_KW4jy_6r2kCwMJW2yv2Ss8pCcRmW4cz4ly1QC0pMW96nF3S4gtvYYW3wHS-68cR_QxW4n3d_p95r6tnW2Xphpv8zDckbW2W-MG_25K6pXVG-TD32Hs929W4J0LG-3GtDSXVkN79N2RRv1xW3-VdTl34PnW6W3gt-fj72MZDtW34HgDH79_2pnW3WhGqy4LT1xnN8fmKzs2_tt1f2-6w8-04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="FVEmt4P9" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/eecb44be-getty-images-mlfohg5dh5y-unsplash-1024x576.jpg" alt="Featured image for: Your organization prioritized AI adoption, but you actually need AI fluency." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3nfVm7PBd92nJTGW1DtgGr6Gn7HbW2sxWy05jJ0wgW3zQBVw73XxkhW6BdXNJ7g6TqjW1gWcPg2hSWpMN8jmtW6VKwWGN1Nl4jtdyfj-W1FYBkP6D4nPNW7kHjRG28WWvcW6r9NwK3H8S4qN3Lc3jzprNW7W8Rl4mB8dG6jjW497r724kf_cYW7L85ds6g7dRtW5QlVXy5MYDhqVMFL2_6wCwrwW1vY0g81mDRZvN8X41WjTGp_VW2vPCwr7z7kMgW2v4Xx22PjBt0W7vhKSG617yNnW6WK9274m4fNHW8cwdXm4M0Rz_W2jVyw77x8YssW4swNnC59SsW5f7P0SQv04" data-hs-link-id="1" data-hs-link-id-v2="t27vBA69" target="_blank">Your organization prioritized AI adoption, but you actually need AI fluency.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; 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Solaris is its first step.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3qgz0W7lCdLW6lZ3mrW4LlKRy3JBt1nW8PNpMS8cLyGQW8rbGPT5DCkMdM_hp5w1pf8-W3-L2rw2gPyD0W26cJGH6GRR4CN9hwV6LC0-HDW1_GN3z4z-HHhW1Lsscs3pCV3XW7t__QX1WvQ-YW4lMxkG4TgN3gN2K6J8F9_-xQW5ZHLdj7L8WFfN5ZPlfy75SsGW4zL1ln3rYjfMW3Wcs2g8NryzTW3MHg_k575rthW6hp-9x2TVnt0VQTTPX4L5j3cW9jMrv08543SyW2S6XpK1yNrkdW8Sj_CH7JYYWJW4Kwvzy1cL5PgW3-WspY5HsMh4f2qklyF04" data-hs-link-id="1" data-hs-link-id-v2="fkh0PjRw" target="_blank"> Meredith Shubel </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3p6W4STzVq1J24ltW67mG4P9hbwdXV9DLxp78dnYjVFvcrs4-WPbjW3Gyr3r5-H01GW6MPKZf24WftJW8Tl5M133lJbHVPxb_x93BwMKN8gb2hRp1xfgW6jTNyk7Wngg8W5jxChr4m13_PW3n3yhL2qF844W2wH7YL8dG1nHVDHp1l7x_WP_W1GMx8n5z3kt2W2pX10F7BSB3RW9cSgnf812dZFW23XGN-11p-K3W5NPp7Z2xxy9bW5w3hFd5gNMSTW4jSxTT3CcBDKN1g5KtKcvkbwW496WXT8K5TyhW48Z_wN6RyRXfW6Kfk003M6YsBW6r61Xc7pKVpJdZqxJ204" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="iJFg9OY+" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/ca11b9a3-screenshot-2026-09-01-at-12.45.26-pm-1024x572.png" alt="Featured image for: Anthropic’s Fable 5.1 is a bit cheaper, a bit smarter, and refuses a lot less" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3mkW57VF82274P-bW3dMWT66yVsrXW9l48SR130gLLVYTD-d4F6mJyW2wylkm54cD62N4wTt80fStZQW8sblxv23L9wxW2sHSM96KG8w1N2J3Kmgbk6ZZW5kdBL88vXxGqVwB_HW1MDZMXW6z5W7L7vF2GzW67Csjy1k8RdHW9lq3c32Zcm_CW91x79j6rJFnCW3hdr1-302f3rW9bLx6T1J75L_MYtZtTMVR3KW3QrK3k7vK80RW51p7QF4h76JbN2plQR6C_Y4lW5wk1dM5G91YhN8JlztFvvc9JW6YpJR32pLD9nN3XDs9XbDYGCW1DxLJ_3RmsVld3qC1b04" data-hs-link-id="1" data-hs-link-id-v2="KXPAFai1" target="_blank">Anthropic's Fable 5.1 is a bit cheaper, a bit smarter, and refuses a lot less</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3kwF7tk8RnFfFRW2Z1kqx61Yg2hW40ysh92rmsw2W20twJ05_rwJsW6LW2Mm2mR15sW90nBpz5wh81jW723n3x5m8Fw_W1LslTF6lHM_cW5tcCfw4BTFYSV2KH9W1dWJpHV2V6F56GpZtnW14NVMS4QFC3-V2sk2N96gjHhW73YNzH5wKH1bW9jsZbT4hyyX9W4TdV9Q4_TB7mW7f5gkf1VCCXzW9jFphP25nHthW5Mdv0k96zt8PW7G-1mN7zgtxsW893K2X1gyBGcVNk6-Y2jgZblW66tVbK2F5_6XW3jdwhV5z4wtBW5Nb-1Z2h0GglW784xB11Q_Vshf6Tym8d04" data-hs-link-id="1" data-hs-link-id-v2="BhaE5+a3" 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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3mXW7m1d4m81jFzbW4_J0XG94B0YhW5G_HXj6BK5b7W1zNltp5R2Xn1W54clBg69ZQyPW6xPVZ115LY0DW2HlHhQ3fkY3BV20bTM27j97XW80-0Q-2dM6wZW1_Thhn6Zk1WPW36ctJF6CZyM7W2vWSlV2jmVCCW3YjhN-4ShtsDW4vl3Kn2JP_dGW249SVM3srLXRW6FQYJQ8GdDQ5W8-h0Qx1cg1NxW1mdh3r3wYL9nW7yFXCq1RHgYmW3ssRfQ1pv34MW1xqXpt7qW20lW6VTgqq67rYppW8wNJTb2Fct43W9m1Lrg26bRs9W7sxYC41kmgf8VHqmNG96Z2jsf4LVr3b04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="57sDit1X" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/09/18546c6f-screenshot-2026-09-01-122637-1024x569.png" alt="Featured image for: Your Mac is now part of Perplexity’s AI infrastructure" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3m9W4_xlfW1qbtJVW8_njTX2w2CZWW4bkz5M3Bs9ghW5Y6zFj94yzstW7wdvtX3JdZHnW14KHvS1x5_N-W4FNKbt1mVGRBW211kKx464VczW2ghvkn60FJXfW4TJsNj5pyxZjW4M-hD37cBPv2W8wQG01900v46W1F0-Mb2ftBMbW75fRJq4lwM2BW2GfHs02KM6P1W4MW7lF61BRj2W3Ddv7S7sMZqDW3kQlxp9fxJbGW3zt6gt3W1hXFW8LGg-7765ZtZW2mYbJ68MHQK7W8cHcjK14f2N_W8fHPfP61Z1t2W4q18MG2RCCHxW5B_ftz48DBBGW1LQwCJ9f0Q6Nf8PxX7F04" data-hs-link-id="1" data-hs-link-id-v2="FL5KyMbG" target="_blank">Your Mac is now part of Perplexity's AI infrastructure</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3qgz0W7Y8-PT6lZ3pYW7CBkV96Kg8qLW8Ry0z87HW3-CW6f6cYl1rK0zqW53xMnk3Qqw_pVPbdLF2HxnWKW2t1_c-4nfl9jW1BxGzl1NfkNLW5F0D-Q35M5s4W3m74Vt7r2-p_W5s4Ntj2HCtD2W3PGzVl959kPXW4LSnts7fJDjCW2_4WcZ63yjfbW3C26j79kZJznW3PTQXW1RvgG-N8lqgC5kV6zsW6BjbL544M1fWN4p3SPGzBv_6W6cbHy76MbgdHN914RJ74M48jW3hs6Zx5zfqtgW5YhmC13BQnKgW7qPmKC7Gm8tPW7mSBK71TJMjQW1kqyKP2Q2VF0W1WS1fs44MklNf3tgSRH04" data-hs-link-id="3" data-hs-link-id-v2="GVObPKwH" target="_blank"> Amanda Caswell </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37j5bRH4W5BWr2F6lZ3l2W18H7Wz1f0LFWW5RHVJ37_Kmg3W4lCZyT5FvtrgW6Frww07N02crW25t9Qj18LJ5pW2y_JMB86VjNqVlxNDr8k9XydW6KCBpL34jtK7W1CpnxB3k2VhpN7sx9HSPvWNlN1tXXz08gpBSN8VSZ3lBwg7tW1rQzWH19DVRrN3rqxNktNsvYW8HMhRV3x9H_QW241dMT4HK1JRW7n0SHy8HTjqpW5hqHXr1hFBWhW1MjK0N42-q06Vcsm8b5ZbNXqW9hRkGP2PCvTnW1w8fR12zHvgjW3hQHJ74RzWvvW5xScZG6wDymdW7ZFyJS5cFMztW8mc38j158fCYW6wgtK05hpnCYN74L2vQ5Qk_cN4BRvdj-mJ98W8JJFcS7yhyYbW8nt5rT1vK7kyW3_r9Tl84s30GVKP7kz9d5b6HW2QNB4J5SkMQTf26lmTj04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="Kgwf/Mqv" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/e1e1006a-reception_2026.09.23_at_wad_na26_techinteractive_16x9.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"> WeAreDevelopers welcome reception with The New Stack and Dynatrace </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Elevated bites. Big ideas. One incredible venue. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37j5bRH4W5BWr2F6lZ3nrW4_bRtc5dtb1nW79SBDG7N_0dqW74Kd-Q2XLT_VW4qxZvZ8gycDbW4j_Nk_1m45P_W9lPWD14G9VgsW8kkJl5356hRVW2rlXX03_zJczW5NQ-Z14C7cbnN8YJXqtWCssDVb4bnZ8_ZTLWW2vQnKV3NV-DRVjyLnP18k7hMW7pGGb418dP1ZW81mg1n4-PgVRW6JtDmk6t1kM2W9hxnvV55LF0XW5j0cHP55S09PW7S1KT26K9bvYW4VSy324Dwyw-V_Lg3r25_smLW1V3rcY7xRdt6W8Q29r25PrKYpW3QSTTg1x1RzwW1RCMZP7tmxc9W71VjDy7XCJXTW1BSY-y5R1K1cW7Hk4X-7gDkBLW7Y8Srg5w_m33W6FHhJm32LFFjW8WZFdC8wgl52N8_2yvBWWH7gW71-7SR8hxdhbW5ssJfQ37BdbQf2pFVRx04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="YPnGBB4/" target="_blank">Join us in San Jose on September 23</a> for an evening exploring one of the Bay Area’s best tech museums.</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Mingle with the brightest minds and VIPs in tech.</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Meet The New Stack’s editorial team in person.</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Explore The Tech Interactive museum after hours.</li> </ul> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Space is limited, so get your name on the list soon!</p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37j5bRH4W5BWr2F6lZ3n9W3FZ7MK3QT93nW93f5yn23g6DFW6rmFKG8CCrSYVrNr077rpFwrVd07x88VdzWxW3mtQkS1fxvgFW6l9k9y7TbVZgW7mpLy_3kqRRjW8Gq_G036xRqDW305-tx679FH0W2G_qxm6LGyZbW35rCLq5wKPWHW8Txm663tlF0FW4lmSKg89P--tW4pJ45F8b855MW46sS1c7xWZjKW8trW9C7gL78TW7-3PbM7srYYfW7bqFM73pWyJLW36nCJQ6h9dgjW2H20Bn2kG0k6VNlWTh90zQdvW8CQZjq4bmGvxW195rLy7Lc_7rW7gH8Vd68_rlSW5_C7td7f-F_6W9bYGgy1HLHc1W12WCz25rwnS8W3gB-_T3JL7v4W8wRSFS93SjjmVbvqnD3ZPp32V8wL245vJKJwW51Lkgr4G2mmSW5d_vGg8fvNbhf8F0q1l04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="L7Ec6VXJ" target="_blank">RSVP for the reception</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">WEBINAR</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/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37j5g8t6W5BWr2F6lZ3lLW1NNv6N8SHJBqW4_NwHL5mwN9KW33RgNZ1tXgW4W6FC11N7HCXVxW6_1pn63jmzVmW3S0Mnc6h11LmN3JQtH6xLRBlW7pVZg06VGwdMW4SwMs31Tyn_RW7L-4KD6m6CJLVnbNT77JGhmyW2sQWS47XNJ15Vn_XbD5CXq7XM_YJp4XVxhXW5h5kv44Xkx6lW9k40xz1n1yM1W63NDQ47bkcJ2W1m4Zdy1M3Zp3W3PD8Gh4C_-5_W4XPxV363WqffW2qtdjn5_m_CrW6sQZSK20V6zRW33wC9g7yYVJtW6d7WpR41yFY9W7vw_dx6GMmg6W79869H8dqKwCVWvkc48ZVxYpW6J1Pxw7ffdQ0N6SWjNz26wCYW1JjRyJ7t4Lf-W1pwfK_9lnYYJV5kJmY6VP7nGW10gmz171TK-_W48B5-K6Pzbv_f7gyV6M04" data-hs-link-id="0" data-hs-link-id-v2="2/hdy8tJ" target="_blank"> Human review vs. verified pipelines: What catches bugs in the age of AI code </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> AI agents write code faster than any team can review it, and more review or AI reviewing AI won't fix it. Join us live on September 29 as TNS Host Viktor Farcic and Octopus Deploy's John Bristowe debate what actually catches bugs when volume outpaces review. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37j5g8t6W5BWr2F6lZ3mLW58Qx5k74nh5VW3BtFqV5CPd0cW7vB7qK2lpjW_W2DmQBp2kcx6FW4M__fq3JFBZKW1KQ7N919_7ccW8bLbxL1dtq5cVZyRy54ccbkCN62YG2xxyYqgW1VPx8Q5KFj5-W22HbFw4ty3DJW4hzPHG5rXtN-N5WDjy_h82TkW3zSGRD52787dW64DkkR2SKGBSW2TjDMS7_txg-Vf6rfL8FjdF2VzQPNv8k_Vn-W2nJY_15fvKNTW2Wg4sY3g-vHvW2sNplZ4mY1yrW9j5FM34PrfPtW8HDmgS59ln4MDFGc61PdZrW72Nx3S8Y1qc-W6cGvTQ7YvF7CW5TT_bw86y_wrW6Sg4_z8zkSPqW3nFhjS1zY63jTPFQH5TjXH0W1cZQRV8zyHxyW5nBRRk3kNMCgW88KRsq2LtDxLW8jrpp037lWccf5Tvyjx04" data-hs-link-id="1" data-hs-link-id-v2="on7nESso" target="_blank"> Register now </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> <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/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3hCZYW7lCdLW6lZ3ksN7nJwctqWdgfW1h7g_q6YB5_0W6mdMLd4pMhWvW8xhr4V75gmSLW7S5GG042Yz36N8-VDfg3JWH_W67pWm942vhyWW2fcbF26M2j30W4rnyHp7C5bWqW253r6s2JSRHtW2Bw5sR8BDxH9VwNXZ55mGbRtW1wK2L_8Z1wPpW5NcDMW9gtGcYW25p0S77709T-W1Q_prV5TMGWTW3jY09J7WhgK1MZGhBks3DCxVxd8z05CSQ1qW8c2wBX1Rcd_tW3hFdp-5wlvshW1QqjkC30gWQzW5QHH5G5VKJlDW8KgNY52Fgz67f7ZyMJb04" data-hs-link-id="0" data-hs-link-id-v2="do4JHrQl" target="_blank"> Go beyond the surface with Towards Data Science Deep Dives </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Tired of surface-level tutorials? Towards Data Science features a dedicated Deep Dives hub designed for engineers and architects who need the rigorous truth. From production-grade RAG validation and cloud AI agents to the math behind data drift, these expert-authored guides don't skip the hard parts. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3hCZYW7lCdLW6lZ3nwW5wcSRF3v6cj0W2zHbSy5S3mCWN3v8Qbc6C7qrW1M5Y7L4TH9wQN7gz1yQtCtDHW2y0d5K2TSdFpW5rKKjc3dG62rW2nMtYp27J4dJW6zCq8n5M4NvXN4_tJmB2N_NDW5M85gS6gNfnKW8gVpDF7c2QCqW7zPkWm7q-p0qW2sFB5s5FqPvLW8F7_SB2vFC84W46Pw9W7P_RCxW4SK4X16RqZhzW6vqr0l5DRhJNW30ggFk4nJ1mvVJh2yH5MfY-xW53kqWx8dNTxvW4rYD8z3y5J8ZW36WBf34_fLNNW6Kl_Cg6vbCsvf3ZTtBl04" data-hs-link-id="1" data-hs-link-id-v2="8hR94hDu" target="_blank"> Explore TDS Deep Dives </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/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3hCZYW7lCdLW6lZ3krW4NP6p38rsCCGW7zT3w043jr16W2XFw_v96cgH9W6yS_-b6FpmsgW3k6Nkb2XTvLJW32rqKs6L4KvyW1HKGwD6r_-PgW4r6WSd25rhWMW2r9_n98PdMtdW40bMvd2LfB4KN1-FND6MnFZQW8JfWjL5dpP1zVK_VvQ7gjHQ5W4Zdsrl97m4X_W4CTyS_5Wb9c8N1_SM93YLk47W37Y3CM8Gc4t9V9Pvf11W_6z-W2k0f6j3lm_Z4VCCMDl8qm_QHW1dM-jz4fgX-hW5Qfngk2PpQtfW70jmbx4R1gBqW7DPFVR8CF3Qsf2dlQPM04" data-hs-link-id="0" data-hs-link-id-v2="zJWP09N8" target="_blank"> CLI or IDE? Build in verification first. </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Whether using a CLI or IDE, AI coding agents require early verification loops to prevent high-speed development from becoming a major risk. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3hCZYW7lCdLW6lZ3nCW51fNRf6c1jVhVCX4zm87pJN0W8gtsW_4lBFTbW46X9zc1XdY0MW8Zlvfv6vqfHCN8SZbl94-kJcN4CG4ks6cw4qW6XTmL_2n4XGwW1w17Fx5TGF3nW7s9G1F1rfd4FW5KgFtC53DRgvW5WgyWJ6DCGL-W5cVws02s9bXvVqVYyq7gK5myW94xgPt1cHrmYW91NSLz37VM9QW3_h6gK3wzXW2W8bxzVb22Dlq1W30-NPV4rnG_-W32g5gF2Q0vyrW3d21wG300C4sW1pJ1gF4hfHsFW1j-8qQ5pkB1MW5RfKgr2LlB3pdLw1kg04" data-hs-link-id="1" data-hs-link-id-v2="rHE//GQS" 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%; 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Plus: Your next OpenAI API timeout might not be a timeout at all
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September 3, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37W3prCCW6N1vHY6lZ3pxVryDy11pT3WsW1WKb7y59rXJKW8GRmx68np5h0W7vkvJr1gRH4XW2z43tg1v1fwMW2DWCG73JqfLTN5Ltwm4RnfglVFZLlD48rK7SW7BqVl7796FGrW7zyLhQ1CnGT6N6k9n5JHBj15W2nvxk4716Nm_W3szLtK718YhNN4qQkmkZwXdxW2FYvkw8h-x1jN4kMpxt4HnLYW4d2CmJ6XtXwcW8Byms_4zklzXW7ZXCGt3XH8KvN6-g_WRTPCM-W1JrG3W1SLGr-W6q74Kt5BHcjLf3vQPZg04 )
Google's new Flash model can match Opus 5
On Wednesday, Google released Gemini 3.8 Flash (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38P3prCCW8wLKSR6lZ3mvW7yg0M056dRWnW93lVX51pX89PW46nh7t62wc-vV6BG6s7Fkdm6W6z1xPp7jKMhSVx_5y69hfwpnW8pCKc64vnZVXW42h_wg7XJ1z4W5pBFXm8s6yh5W81QjNF5xRngYW1cJP4n7jDXtSW8gtDGg52FQpJW8NnjVT601bfdW8LGqHw8tXsXRW7Tb9F0300PX4W77HgWp5K1wZ9W1x5lBk3dqgRCW9lrHHT5RBql-W19WJ-q83yx2XW56YGB53LNv0CW2Lmx-58NsMwVW4Jtkwq1WkT0kW8tkRNQ8-Nzy0W8LDXnb11qWYtN2YN98WSV1pgW527pnj4kXb5PW5l9KXr76WXpsW7gYx_08FB4Sjf2mM0ns04 ) just three weeks after 3.7 Flash — its third Flash launch in six weeks.
As TNS Senior Editor for AI Frederic Lardinois reports, Google says the model can match Anthropic’s Opus 5 on DeepSWE while keeping its introductory $0.75/$3.75-per-million input/output token price.
Google admits the model “works harder,” taking more reasoning steps, making repeated tool calls, and sometimes burning more tokens. Meanwhile, Flash 3.8 Cyber is restricted to roughly 650 trusted defenders.
Where does that extra effort earn better results—and where does it complicate Google’s workhorse price-performance pitch?
Go deeper: Google ships its third Gemini Flash model in six weeks (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38P3prCCW8wLKSR6lZ3mvW7yg0M056dRWnW93lVX51pX89PW46nh7t62wc-vV6BG6s7Fkdm6W6z1xPp7jKMhSVx_5y69hfwpnW8pCKc64vnZVXW42h_wg7XJ1z4W5pBFXm8s6yh5W81QjNF5xRngYW1cJP4n7jDXtSW8gtDGg52FQpJW8NnjVT601bfdW8LGqHw8tXsXRW7Tb9F0300PX4W77HgWp5K1wZ9W1x5lBk3dqgRCW9lrHHT5RBql-W19WJ-q83yx2XW56YGB53LNv0CW2Lmx-58NsMwVW4Jtkwq1WkT0kW8tkRNQ8-Nzy0W8LDXnb11qWYtN2YN98WSV1pgW527pnj4kXb5PW5l9KXr76WXpsW7gYx_08FB4Sjf2mM0ns04 )
More fresh reads from TNS:
▹ Anthropic’s Claude failures have made agent observability a security priority (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3mWW16Ytjc6cDhlPW7JQK1Z30nzB1W5bfL2h8XbdgvW5S8p3q6j49tsW72Nf468vQrGcW7cwkfM395-MXW7SQJtV662vgTW4KSQVc34qYwDW49Ztqq5tmP_QVGMn863bJ7x-W4ghsdZ1M3BJ3W59bw9S8VK5JNW4Z0nQJ4KXYgXW7wnl9H4MqjMvW33vhGv2XNmDSW1Lm4xM4wRck1W714Wmb5jL_HvW83Xw8H94DFH4W3G_j-W1pZH38W4Ykh-H64D5LGW6q7bsV7RMLyBW3sWtdg2GzskzW18D3zH4PzXkXW1Yd7NN4CjFSvW3sn50F3zgGZ7W83hJ7p66X8YLdfmWvR04 )
▹ Your next OpenAI API timeout might not be a timeout at all (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3p-W6m8zD22frmm6W3R8L3898_qmbW86C9dy8hsv5_W1MWDvH2-ydTBW11QCzW5YnzkPN9l0V-vtgpzDW6G8DD-81ygFrW9dPQ538h__qtW5n3nSS81xzKVVlYPV82-jZKQN2NCr8c6sPmXW4dgZ4k1fP1rzW1LNJz87l_v56W4mC45v5dlt7WW6Zp4k83T9BH-W7-fvVJ503JF1W6WL1hK2dJ0QgW5L3pm-7_t-3SW4M_cct97mNn7W2QDRB11GgN2PW1HTDLn8KTj5CW1Hz3JK5_-Nc5N4sHrfPLkLCXW8yR47w8D8ZH1f8wJbZT04 )
▹ Multiverse says its 438B model is fast enough for AI agents. The benchmarks tell a more complicated story. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3p-W6nqmjH5ZrzD_W4YKcQx6MR_DgW76B9D07gGjJTVsTdCx8vzMp6W8HMwKn6z8SdGW1p020V3kfb7ZW41JvZ_6lwYPdVb2rB83sDkckW5GSwkW6nj_C0W7J8Wk611nfWCW3GzW_Y4WjgYhN2WLJKtW1vz5W6b_mpp69zTh5W78b2S398QWymW3HmBkn7S5dPHW3Yn3BG2FJCl9W5KwQYz898CvnM927b1cQ8VnW79mSPX3hfLfHW5Zj81x1YFP_yW4mYsYl5SSMFbW7Q9yc966_Hj6N2StkW96bt-KN5Mszb2H9yD9W5XYQKH4CcycdW8j5fT18DFlWxf61Cq5b04 )
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3lCW6L8KYc5W8Jc_W1pQ9r342myb8VP1SNC99LgWyW6DNd047zyY9xW8LGPFY3RQLdNW6cW_CN4K2D92W40Zvm85cvS_jW8rcjcM23hmZxW7jYbdm8P3lRxW3d78F96hrPH9N3H_nVqR6yv2W1DkGJP6P27N_N14BhPThTDkLW20wwxR1MTptdF2nX2KlTXC5VxcJPw36nQGDW5Dm_f783rjfQN9hzYSFFtNHQW9h-9wv2TP9QgW4mdGb86d28T4W4lYWKp1l-61dVF38L03gtG5WVsw4j81Ds0mCW2r8zWD4FBFhrf3s9Kkv04 )
FROM OUR PARTNER
Can you save on AI costs with structured context?
Is messy context driving up AI costs? We ran an experiment to find out. We tested thousands of queries across multiple context conditions and across 3 models and measured token usage. The results were very clear.
See the results (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37W3prCCW6N1vHY6lZ3pxVryDy11pT3WsW1WKb7y59rXJKW8GRmx68np5h0W7vkvJr1gRH4XW2z43tg1v1fwMW2DWCG73JqfLTN5Ltwm4RnfglVFZLlD48rK7SW7BqVl7796FGrW7zyLhQ1CnGT6N6k9n5JHBj15W2nvxk4716Nm_W3szLtK718YhNN4qQkmkZwXdxW2FYvkw8h-x1jN4kMpxt4HnLYW4d2CmJ6XtXwcW8Byms_4zklzXW7ZXCGt3XH8KvN6-g_WRTPCM-W1JrG3W1SLGr-W6q74Kt5BHcjLf3vQPZg04 )
TOP OF THE STACK
Your next OpenAI API timeout might not be a timeout at all
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3nsW8W3xcw4wkJCxW43Wh0l3h7lybW13KHvJ818FJWW3b_-8M36Wf3pW1KRyPf1dr-K-W1NcMRL3kzJPbW5FsV012YS5wPW5Zp70t2lP5xDW9hvCyZ4p90kTW8hkKTF2kcdfsW2-vZ_f71Qxk6W6bbHJ-3v2rMlN7F1WjBvrsGJW1jZYQG4BJstDW12x2Zh8PkzJJW4bM1vy2HzM68W6tKWzZ1j_kRgW4zY-j22DNG13W5Rd75v4rKzHyVXVN5d5lmbXYW4CSF5P38Pr0dW8PM4N962FSLlW1sv53W7C3H9gW37dTHJ67V0qvf2tB-zH04 )
Featured image for: Your next OpenAI API timeout might not be a timeout at all (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3p-W6m8zD22frmm6W3R8L3898_qmbW86C9dy8hsv5_W1MWDvH2-ydTBW11QCzW5YnzkPN9l0V-vtgpzDW6G8DD-81ygFrW9dPQ538h__qtW5n3nSS81xzKVVlYPV82-jZKQN2NCr8c6sPmXW4dgZ4k1fP1rzW1LNJz87l_v56W4mC45v5dlt7WW6Zp4k83T9BH-W7-fvVJ503JF1W6WL1hK2dJ0QgW5L3pm-7_t-3SW4M_cct97mNn7W2QDRB11GgN2PW1HTDLn8KTj5CW1Hz3JK5_-Nc5N4sHrfPLkLCXW8yR47w8D8ZH1f8wJbZT04 )
OpenAI says Astra's safety monitors can stop API jobs mid-run, even on legitimate work. What developers need to know before the system card drops.
OpenAI said Tuesday that its upcoming Astra model is the company's first to reach the Critical cybersecurity threshold in its Preparedness Framework, a level reserved for models capable of finding vulnerabilities and developing exploits with far less human assistance. Astra will be more closely monitored...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3p-W6m8zD22frmm6W3R8L3898_qmbW86C9dy8hsv5_W1MWDvH2-ydTBW11QCzW5YnzkPN9l0V-vtgpzDW6G8DD-81ygFrW9dPQ538h__qtW5n3nSS81xzKVVlYPV82-jZKQN2NCr8c6sPmXW4dgZ4k1fP1rzW1LNJz87l_v56W4mC45v5dlt7WW6Zp4k83T9BH-W7-fvVJ503JF1W6WL1hK2dJ0QgW5L3pm-7_t-3SW4M_cct97mNn7W2QDRB11GgN2PW1HTDLn8KTj5CW1Hz3JK5_-Nc5N4sHrfPLkLCXW8yR47w8D8ZH1f8wJbZT04 )
WHAT ELSE IS NEW?
Featured image for: Multiverse says its 438B model is fast enough for AI agents. The benchmarks tell a more complicated story. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3p-W6nqmjH5ZrzD_W4YKcQx6MR_DgW76B9D07gGjJTVsTdCx8vzMp6W8HMwKn6z8SdGW1p020V3kfb7ZW41JvZ_6lwYPdVb2rB83sDkckW5GSwkW6nj_C0W7J8Wk611nfWCW3GzW_Y4WjgYhN2WLJKtW1vz5W6b_mpp69zTh5W78b2S398QWymW3HmBkn7S5dPHW3Yn3BG2FJCl9W5KwQYz898CvnM927b1cQ8VnW79mSPX3hfLfHW5Zj81x1YFP_yW4mYsYl5SSMFbW7Q9yc966_Hj6N2StkW96bt-KN5Mszb2H9yD9W5XYQKH4CcycdW8j5fT18DFlWxf61Cq5b04 )
AI Agents
Multiverse says its 438B model is fast enough for AI agents. The benchmarks tell a more complicated story. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3p-W6nqmjH5ZrzD_W4YKcQx6MR_DgW76B9D07gGjJTVsTdCx8vzMp6W8HMwKn6z8SdGW1p020V3kfb7ZW41JvZ_6lwYPdVb2rB83sDkckW5GSwkW6nj_C0W7J8Wk611nfWCW3GzW_Y4WjgYhN2WLJKtW1vz5W6b_mpp69zTh5W78b2S398QWymW3HmBkn7S5dPHW3Yn3BG2FJCl9W5KwQYz898CvnM927b1cQ8VnW79mSPX3hfLfHW5Zj81x1YFP_yW4mYsYl5SSMFbW7Q9yc966_Hj6N2StkW96bt-KN5Mszb2H9yD9W5XYQKH4CcycdW8j5fT18DFlWxf61Cq5b04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3nsW8W3xcw4wkJCxW43Wh0l3h7lybW13KHvJ818FJWW3b_-8M36Wf3pW1KRyPf1dr-K-W1NcMRL3kzJPbW5FsV012YS5wPW5Zp70t2lP5xDW9hvCyZ4p90kTW8hkKTF2kcdfsW2-vZ_f71Qxk6W6bbHJ-3v2rMlN7F1WjBvrsGJW1jZYQG4BJstDW12x2Zh8PkzJJW4bM1vy2HzM68W6tKWzZ1j_kRgW4zY-j22DNG13W5Rd75v4rKzHyVXVN5d5lmbXYW4CSF5P38Pr0dW8PM4N962FSLlW1sv53W7C3H9gW37dTHJ67V0qvf2tB-zH04 )
Featured image for: Anthropic’s Claude failures have made agent observability a security priority (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3mWW16Ytjc6cDhlPW7JQK1Z30nzB1W5bfL2h8XbdgvW5S8p3q6j49tsW72Nf468vQrGcW7cwkfM395-MXW7SQJtV662vgTW4KSQVc34qYwDW49Ztqq5tmP_QVGMn863bJ7x-W4ghsdZ1M3BJ3W59bw9S8VK5JNW4Z0nQJ4KXYgXW7wnl9H4MqjMvW33vhGv2XNmDSW1Lm4xM4wRck1W714Wmb5jL_HvW83Xw8H94DFH4W3G_j-W1pZH38W4Ykh-H64D5LGW6q7bsV7RMLyBW3sWtdg2GzskzW18D3zH4PzXkXW1Yd7NN4CjFSvW3sn50F3zgGZ7W83hJ7p66X8YLdfmWvR04 )
AI Agents
Anthropic's Claude failures have made agent observability a security priority (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3mWW16Ytjc6cDhlPW7JQK1Z30nzB1W5bfL2h8XbdgvW5S8p3q6j49tsW72Nf468vQrGcW7cwkfM395-MXW7SQJtV662vgTW4KSQVc34qYwDW49Ztqq5tmP_QVGMn863bJ7x-W4ghsdZ1M3BJ3W59bw9S8VK5JNW4Z0nQJ4KXYgXW7wnl9H4MqjMvW33vhGv2XNmDSW1Lm4xM4wRck1W714Wmb5jL_HvW83Xw8H94DFH4W3G_j-W1pZH38W4Ykh-H64D5LGW6q7bsV7RMLyBW3sWtdg2GzskzW18D3zH4PzXkXW1Yd7NN4CjFSvW3sn50F3zgGZ7W83hJ7p66X8YLdfmWvR04 )
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3nrW3j80RW2SzsstN5jN46XW_bWdW890tww52sfsfW5gT4KX7pVKLNW83zbpx77ZNHDVjcRgC8gnF2VW1n6nLq6X3VKWW4yxyqz8Y2KVJW3MJv3Y1jx18wN9hdKgLPXCXpW88R0_M3bSkDlW7H6Z1H26CKzCW5v58zS1JV-FDW2yf0P-4SS0P5W2lMKnV2mZQjKW6snSsX1mX-KtN5bScNLw8k-7W4nJ5lm46KjBGW4_JJyk22cZ-pN81smx58xSy9W3DdTvS1NmBZ4W8lz8Tg90-XfjW5fGhs-4bpB47W4J7sPS6C0SSSf3BSJbM04 )
Featured image for: Google ships its third Gemini Flash model in six weeks (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38P3prCCW8wLKSR6lZ3mvW7yg0M056dRWnW93lVX51pX89PW46nh7t62wc-vV6BG6s7Fkdm6W6z1xPp7jKMhSVx_5y69hfwpnW8pCKc64vnZVXW42h_wg7XJ1z4W5pBFXm8s6yh5W81QjNF5xRngYW1cJP4n7jDXtSW8gtDGg52FQpJW8NnjVT601bfdW8LGqHw8tXsXRW7Tb9F0300PX4W77HgWp5K1wZ9W1x5lBk3dqgRCW9lrHHT5RBql-W19WJ-q83yx2XW56YGB53LNv0CW2Lmx-58NsMwVW4Jtkwq1WkT0kW8tkRNQ8-Nzy0W8LDXnb11qWYtN2YN98WSV1pgW527pnj4kXb5PW5l9KXr76WXpsW7gYx_08FB4Sjf2mM0ns04 )
AI
Google ships its third Gemini Flash model in six weeks (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38P3prCCW8wLKSR6lZ3mvW7yg0M056dRWnW93lVX51pX89PW46nh7t62wc-vV6BG6s7Fkdm6W6z1xPp7jKMhSVx_5y69hfwpnW8pCKc64vnZVXW42h_wg7XJ1z4W5pBFXm8s6yh5W81QjNF5xRngYW1cJP4n7jDXtSW8gtDGg52FQpJW8NnjVT601bfdW8LGqHw8tXsXRW7Tb9F0300PX4W77HgWp5K1wZ9W1x5lBk3dqgRCW9lrHHT5RBql-W19WJ-q83yx2XW56YGB53LNv0CW2Lmx-58NsMwVW4Jtkwq1WkT0kW8tkRNQ8-Nzy0W8LDXnb11qWYtN2YN98WSV1pgW527pnj4kXb5PW5l9KXr76WXpsW7gYx_08FB4Sjf2mM0ns04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3nxVYKn5M5Ss8F0N7dWtDKZcd-zW4BwqvP5-Pt-_W2_d_WZ3Fl7NjW4ZzfD963cLXBW8gtxjp1P6q4vW8FQV5B737XbRW3WyFQW1M-sxRW2YdlXH6QbF8qVWd-Rj5zHV0gW7ysT3w1Spn0VW1vfkqS67fFWDN2cfJ0vzgpzgW818cGd2dQrcBW2-43Mg1GZgPPW2Wqq8P1wtWstW6lpCq731g6xtW18TM144YD-BsW6YSTKy1JG4JVW5bdLBj773S-mW2_nLnd6cfTh3W77k6Jr3B0FB9VbmQCg4rwzPhN7nfhSCFJqGHf7sSSml04 )
Featured image for: Vercel built a feedback loop that treats agent instructions like software (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3kSW3QLdsG2WzT0_W4BK7Wj7N3KHcW6zB3wF1mvDDWW5Xd-nl8KyrbRW5lpGq41J9wqgW1NCh533vWZkJW31FrwJ5YlG24VB-XJY1Zhzc1W5JTGbT4Mq8g2N4t2G2zXXWVvW3cQqhk3pvCYxW3msZfz5TrSkJW215hDC6Q_9jDW3LrQP934Bl4jW2cKc4j29fch0W4hpBT75smTNrW1nFFHB5vhp05W6wk3Sg90g8SxW63p9cF3KpJW5W5vBqmG2Tt_gRW99fNCk7ZldqcW7JGWXy5yd95dN8c60zkR6q9-W6KKWft2bQk4PW3dQlnP81GjBDW2yBPwH2Ry_d0f87my2804 )
AI Agents
Vercel built a feedback loop that treats agent instructions like software (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3kSW3QLdsG2WzT0_W4BK7Wj7N3KHcW6zB3wF1mvDDWW5Xd-nl8KyrbRW5lpGq41J9wqgW1NCh533vWZkJW31FrwJ5YlG24VB-XJY1Zhzc1W5JTGbT4Mq8g2N4t2G2zXXWVvW3cQqhk3pvCYxW3msZfz5TrSkJW215hDC6Q_9jDW3LrQP934Bl4jW2cKc4j29fch0W4hpBT75smTNrW1nFFHB5vhp05W6wk3Sg90g8SxW63p9cF3KpJW5W5vBqmG2Tt_gRW99fNCk7ZldqcW7JGWXy5yd95dN8c60zkR6q9-W6KKWft2bQk4PW3dQlnP81GjBDW2yBPwH2Ry_d0f87my2804 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3pwW7glBzz4WmnQ6W8ylsJW7fVXWJW4N_6xC3srS7sW1fM4HB2ZZ4vlW7y80GF1pDK3MW5QZ7vR4cp6hKW7PSMrD5RSnPRW8-CCVj7JcsTrW1xQrTb1R_6D1W8XgvhV3bQMB1W6Dzw1L2k-qr7W7FhgSM2PrJhfMC448nD-cQ_W79K76V3ptnxCN7tN2kKQJ07JW99W7zG5QZ4yLW5Tbv9T5ClL-4W34qmb-7z2pDWW8235bd5xKkJXW6315Yf1Gc5ylVJVZg_53lNqpW8j800-2f0YH9W2W5vnC2XDf3lVYny1D6gXbNzd40nJF04 )
Featured image for: Your organization prioritized AI adoption, but you actually need AI fluency. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3mgW98GgmH3SyxSlN3F_0NnR8FN3N5d6J3Md9DHBW2_wmmc7RVC0QW3Gq7qt7sJGC9W54tMKy2yxPbJW1V4GZ41c-FfrW2T0vG-4tyLNwW4BNTx37TB4r_N8JbCG-9HTxwW5McSKX4Xhd21W84Fsx07-qK2qW4gLPMB2-y7gkW4LyRrw24Sdl_W55WPld1Fn4-BW2sNhx83pLqMjW1MY2105nV5d5W7GqJDV8zdf6nW1Qbcvs5P1nwcW2xYx4Z15y2W3W36HCmL820tKmW34Xwcq87_sQrW6Ykp_f7Q7-d5W7r1lZ0292XPtf7_7KY404 )
AI Strategy
Your organization prioritized AI adoption, but you actually need AI fluency. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3mgW98GgmH3SyxSlN3F_0NnR8FN3N5d6J3Md9DHBW2_wmmc7RVC0QW3Gq7qt7sJGC9W54tMKy2yxPbJW1V4GZ41c-FfrW2T0vG-4tyLNwW4BNTx37TB4r_N8JbCG-9HTxwW5McSKX4Xhd21W84Fsx07-qK2qW4gLPMB2-y7gkW4LyRrw24Sdl_W55WPld1Fn4-BW2sNhx83pLqMjW1MY2105nV5d5W7GqJDV8zdf6nW1Qbcvs5P1nwcW2xYx4Z15y2W3W36HCmL820tKmW34Xwcq87_sQrW6Ykp_f7Q7-d5W7r1lZ0292XPtf7_7KY404 )
by Manu Narayan (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3lkMNV2Lvxl1HLW2PXqNC7FhrDCW6ZZk9Q5RLSpWW3l0xYX6cVygJW31P0Jp4xf0VBW43r-tP3bTxBrW6XZdBV3qDWhfW8M9qsB1F-FgvVGQJcF3qwbCxN3Bc5MS50C0VW7SyLN07rjNfHW3d47353J9PdpW3bshgy2CJ89wW7h571p6RfXmZW8xbSvd55lnRvW3lcWG237F2hVW4NKSx34kygh0W67glF55ZY502W8r7w0F1qz4CNW5Htk2p3rbT1YW2X282k6X0MsGW1myDzF1DBYXvW4dPdBn1G31W8N403_65Gd8kqf7Hl_YW04 )
Featured image for: Claude Fable 5.1 watermark: It has a blind spot developers can’t ignore (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3nWW7Ff-g_7hJNskW4L0xtP6QbGTkW1ctp-l7NZ-mFW4Tryrq4bs96LW7qTYXC7wr0SMW5RZhMc2MKpVFW65_JV229D_K9W7TQJkY5gGsv9VbQG_R3TBM6kW3rLWQ-5S-Bj2W6mtPkn2f6wj0W5s0zC-18md1gW79btHS53ZTCGW8B78ns5PV17mW2MZzPq1FMcvdN7L7BT3CzNk3W2NLBHz735HX7N51g1gP8r_5XW2ScZBC6GShcSW2bWyp44NwSKxW8SZ4VC6Kgys9W7WrkMM1wzY0mW6zzGvw49Y-cGW22YWKf621Nllf8lPQsn04 )
AI
Claude Fable 5.1 watermark: It has a blind spot developers can’t ignore (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3nWW7Ff-g_7hJNskW4L0xtP6QbGTkW1ctp-l7NZ-mFW4Tryrq4bs96LW7qTYXC7wr0SMW5RZhMc2MKpVFW65_JV229D_K9W7TQJkY5gGsv9VbQG_R3TBM6kW3rLWQ-5S-Bj2W6mtPkn2f6wj0W5s0zC-18md1gW79btHS53ZTCGW8B78ns5PV17mW2MZzPq1FMcvdN7L7BT3CzNk3W2NLBHz735HX7N51g1gP8r_5XW2ScZBC6GShcSW2bWyp44NwSKxW8SZ4VC6Kgys9W7WrkMM1wzY0mW6zzGvw49Y-cGW22YWKf621Nllf8lPQsn04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3nsW8W3xcw4wkJCxW43Wh0l3h7lybW13KHvJ818FJWW3b_-8M36Wf3pW1KRyPf1dr-K-W1NcMRL3kzJPbW5FsV012YS5wPW5Zp70t2lP5xDW9hvCyZ4p90kTW8hkKTF2kcdfsW2-vZ_f71Qxk6W6bbHJ-3v2rMlN7F1WjBvrsGJW1jZYQG4BJstDW12x2Zh8PkzJJW4bM1vy2HzM68W6tKWzZ1j_kRgW4zY-j22DNG13W5Rd75v4rKzHyVXVN5d5lmbXYW4CSF5P38Pr0dW8PM4N962FSLlW1sv53W7C3H9gW37dTHJ67V0qvf2tB-zH04 )
Featured image for: Runway wants to generate software as you use it. Solaris is its first step. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3ltW4V4M5J9k1ZMkVW8GB12PqMxjW1WTBWc4LyCJCW6j8LSV2vtMtgW17V6M91t_dcJW8MM5LH5WjLNDW5b5tlM1Qp63xVWqRJn4T5jLmW7qgq4K9gmy8mW37Z3sD4cb8vwW359bDQ1Hjkn9N7m07_rDlDR0Vsw-x488-GdWW3F0vYj7GN_Q1N8Q2s5BTL2mrW8SvxCd5R6Db_W3df05g8lcYnTVfPcvV68_6SDVKxDGr6lSFtKW6DccmH5NkNHKW616WvV6p783MW2QfP-f1x2WlMW8F2y2l6XyfrZW10Rz8g87dXw9W3G2-Yk1GHZVbN1_Wjl7q7Qqsf3nlJcP04 )
AI Models
Runway wants to generate software as you use it. Solaris is its first step. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3ltW4V4M5J9k1ZMkVW8GB12PqMxjW1WTBWc4LyCJCW6j8LSV2vtMtgW17V6M91t_dcJW8MM5LH5WjLNDW5b5tlM1Qp63xVWqRJn4T5jLmW7qgq4K9gmy8mW37Z3sD4cb8vwW359bDQ1Hjkn9N7m07_rDlDR0Vsw-x488-GdWW3F0vYj7GN_Q1N8Q2s5BTL2mrW8SvxCd5R6Db_W3df05g8lcYnTVfPcvV68_6SDVKxDGr6lSFtKW6DccmH5NkNHKW616WvV6p783MW2QfP-f1x2WlMW8F2y2l6XyfrZW10Rz8g87dXw9W3G2-Yk1GHZVbN1_Wjl7q7Qqsf3nlJcP04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3pwW7glBzz4WmnQ6W8ylsJW7fVXWJW4N_6xC3srS7sW1fM4HB2ZZ4vlW7y80GF1pDK3MW5QZ7vR4cp6hKW7PSMrD5RSnPRW8-CCVj7JcsTrW1xQrTb1R_6D1W8XgvhV3bQMB1W6Dzw1L2k-qr7W7FhgSM2PrJhfMC448nD-cQ_W79K76V3ptnxCN7tN2kKQJ07JW99W7zG5QZ4yLW5Tbv9T5ClL-4W34qmb-7z2pDWW8235bd5xKkJXW6315Yf1Gc5ylVJVZg_53lNqpW8j800-2f0YH9W2W5vnC2XDf3lVYny1D6gXbNzd40nJF04 )
Featured image for: Anthropic’s Fable 5.1 is a bit cheaper, a bit smarter, and refuses a lot less (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3ktW5HXmC47wXPhvMG76LBSKCNQW6bC-lB6kK57kW8wzmsL39JT-8W77yP8l6zQmybV_fzQ55QSj9YW5R6kNc5Wcz45N8bFwSN49rl6VH8dMD3B5tmTVlL5kl2N56t-W4FpBCh7XlrPKW1_9Q_d2wCqmgW4ftn4r66YxG-VhkrT78hYVLSW8TXSN93l38tmW37bxsd413921W8yJ07n5DP8h-W816sTP5ysXP2W2GlsRM3y_NrmW5XSPT54NNbRgW3Y17cn98372HW7xfY2F9hDBrRW82qzM44hRyhlW7s-yyD8MJgtbdjW0jC04 )
AI
Anthropic's Fable 5.1 is a bit cheaper, a bit smarter, and refuses a lot less (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3ktW5HXmC47wXPhvMG76LBSKCNQW6bC-lB6kK57kW8wzmsL39JT-8W77yP8l6zQmybV_fzQ55QSj9YW5R6kNc5Wcz45N8bFwSN49rl6VH8dMD3B5tmTVlL5kl2N56t-W4FpBCh7XlrPKW1_9Q_d2wCqmgW4ftn4r66YxG-VhkrT78hYVLSW8TXSN93l38tmW37bxsd413921W8yJ07n5DP8h-W816sTP5ysXP2W2GlsRM3y_NrmW5XSPT54NNbRgW3Y17cn98372HW7xfY2F9hDBrRW82qzM44hRyhlW7s-yyD8MJgtbdjW0jC04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3nxVYKn5M5Ss8F0N7dWtDKZcd-zW4BwqvP5-Pt-_W2_d_WZ3Fl7NjW4ZzfD963cLXBW8gtxjp1P6q4vW8FQV5B737XbRW3WyFQW1M-sxRW2YdlXH6QbF8qVWd-Rj5zHV0gW7ysT3w1Spn0VW1vfkqS67fFWDN2cfJ0vzgpzgW818cGd2dQrcBW2-43Mg1GZgPPW2Wqq8P1wtWstW6lpCq731g6xtW18TM144YD-BsW6YSTKy1JG4JVW5bdLBj773S-mW2_nLnd6cfTh3W77k6Jr3B0FB9VbmQCg4rwzPhN7nfhSCFJqGHf7sSSml04 )
Featured image for: Your Mac is now part of Perplexity’s AI infrastructure (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3nmW1LtVf42C3M5FF20NTVjxTY7W9dp9dc6bD1znVlC9Zm1_83WVW6mkK3B2Y3PTpW25Y3Jn7T3pRDVvPk806GX2W1W5KsT_s9clt3BW66WbB23_bgYcN8mN98jnmKSFW5d57T73KvQyfW2cWsVD20sckdVCJ9h67VYbh2W8NLjVl85bHvdV9fDlc3Hx8k7W7vpK-K3RLThjVrDc501dyw5CN8DWx1-gqC1sVl0v-G1BPl8GN4mZTld-MZ2fW2gRBzq5ZkYVGW6zCd844l9PcyW2Q2nwF3YtBgMW3MRf8C3CBV3-VDFRV86v3b_2W4pYHj23rf_Mjf2qd9bC04 )
AI Agents
Your Mac is now part of Perplexity's AI infrastructure (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38v3prCCW7Y8-PT6lZ3nmW1LtVf42C3M5FF20NTVjxTY7W9dp9dc6bD1znVlC9Zm1_83WVW6mkK3B2Y3PTpW25Y3Jn7T3pRDVvPk806GX2W1W5KsT_s9clt3BW66WbB23_bgYcN8mN98jnmKSFW5d57T73KvQyfW2cWsVD20sckdVCJ9h67VYbh2W8NLjVl85bHvdV9fDlc3Hx8k7W7vpK-K3RLThjVrDc501dyw5CN8DWx1-gqC1sVl0v-G1BPl8GN4mZTld-MZ2fW2gRBzq5ZkYVGW6zCd844l9PcyW2Q2nwF3YtBgMW3MRf8C3CBV3-VDFRV86v3b_2W4pYHj23rf_Mjf2qd9bC04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk38b3prCCW7lCdLW6lZ3nsW8W3xcw4wkJCxW43Wh0l3h7lybW13KHvJ818FJWW3b_-8M36Wf3pW1KRyPf1dr-K-W1NcMRL3kzJPbW5FsV012YS5wPW5Zp70t2lP5xDW9hvCyZ4p90kTW8hkKTF2kcdfsW2-vZ_f71Qxk6W6bbHJ-3v2rMlN7F1WjBvrsGJW1jZYQG4BJstDW12x2Zh8PkzJJW4bM1vy2HzM68W6tKWzZ1j_kRgW4zY-j22DNG13W5Rd75v4rKzHyVXVN5d5lmbXYW4CSF5P38Pr0dW8PM4N962FSLlW1sv53W7C3H9gW37dTHJ67V0qvf2tB-zH04 )
WeAreDevelopers welcome reception with The New Stack and Dynatrace
Elevated bites. Big ideas. One incredible venue. Join us in San Jose on September 23 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37059_KHW50kH_H6lZ3kxW85Xlx_5hRmf2W1940nx8W16DMVP-V6V88T4p8W1K6F2z2JhYPcW1mzfB73Nj9-DW3XJ0j-5PdwSrW2944kk1Plz21W24Sxq58zJghFW5Dm6bm6LgPKCW6HCsJv4989ZfW1tgX2F4-nMXMW7-2HrK6hDZp2W8YSQZm24mJ0xW9lKJHW8h80SJW2jLqyk5BlRn2W5dhFRg5Xl_MFW8Pdvn73HSk4bW4CHDKN7BdZh1N9bgfTx6KFkJW3V-47f3XyrMfW2n4t2l914nPrW7515q26T5d51W7VybPl44Vh54W3fsCcN89-YWsMJCSM_D4w3wW2YZdxq314SM1W16bc7G6XZ_kYW5h00_B5_L-8vW5SRGQz2cwT2zW2qzdpD53j1jYW24qHzF5SBy2BW1GWrWc91C_jRf1JVBwv04 ) for an evening exploring one of the Bay Area’s best tech museums.
- Mingle with the brightest minds and VIPs in tech. - Meet The New Stack’s editorial team in person. - Explore The Tech Interactive museum after hours.
Space is limited, so get your name on the list soon!
RSVP for the reception (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37059_KHW50kH_H6lZ3kxW85Xlx_5hRmf2W1940nx8W16DMVP-V6V88T4p8W1K6F2z2JhYPcW1mzfB73Nj9-DW3XJ0j-5PdwSrW2944kk1Plz21W24Sxq58zJghFW5Dm6bm6LgPKCW6HCsJv4989ZfW1tgX2F4-nMXMW7-2HrK6hDZp2W8YSQZm24mJ0xW9lKJHW8h80SJW2jLqyk5BlRn2W5dhFRg5Xl_MFW8Pdvn73HSk4bW4CHDKN7BdZh1N9bgfTx6KFkJW3V-47f3XyrMfW2n4t2l914nPrW7515q26T5d51W7VybPl44Vh54W3fsCcN89-YWsMJCSM_D4w3wW2YZdxq314SM1W16bc7G6XZ_kYW5h00_B5_L-8vW5SRGQz2cwT2zW2qzdpD53j1jYW24qHzF5SBy2BW1GWrWc91C_jRf1JVBwv04 )
FLOW STATE
WEBINAR
Human review vs. verified pipelines: What catches bugs in the age of AI code (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk3705fkwKW50kH_H6lZ3mpVhxYWs4Lgg3XW2q5-cl31-1WDW4N4FQF5w3GbmVvMmrk7yznTVW69X2NR91LSxHW4RtfLB4Pc6bwW42j9S_3l1GqzVVpt7w75Gv72VQHMkL1DzLNmVt4qWn2S6VQfW2WFTmS5MBdCQW4Lgt9D4fP2Q7W7-p0823nmh7_W8wP1y759D1rZW2mzbyJ87v4BKW6qVpDt9czXDyVTc-xg9m3RDkW4w3Msd8Bfx_wW1-Bl087g3d5sW2N0tvY1ns979W3cyJG59hS4FlW5yZ0ly4Hk4T_W4Gh7Cb4vqBXTW7dSZ1c8ZdHLSW1ZbQ719cW2WjW7tmnnd8gkKHvW7mcxCX8dj5CLW3qNn-l6mLy9mW975MXy8KB-SsW15xqKK3Cs7CMW7-411M3kSSPJV2DyLc2hp9ggf1f_Nfq04 )
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 on September 29 as TNS Host Viktor Farcic and Octopus Deploy's John Bristowe debate what actually catches bugs when volume outpaces review.
Register now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk3705fkwKW50kH_H6lZ3mpVhxYWs4Lgg3XW2q5-cl31-1WDW4N4FQF5w3GbmVvMmrk7yznTVW69X2NR91LSxHW4RtfLB4Pc6bwW42j9S_3l1GqzVVpt7w75Gv72VQHMkL1DzLNmVt4qWn2S6VQfW2WFTmS5MBdCQW4Lgt9D4fP2Q7W7-p0823nmh7_W8wP1y759D1rZW2mzbyJ87v4BKW6qVpDt9czXDyVTc-xg9m3RDkW4w3Msd8Bfx_wW1-Bl087g3d5sW2N0tvY1ns979W3cyJG59hS4FlW5yZ0ly4Hk4T_W4Gh7Cb4vqBXTW7dSZ1c8ZdHLSW1ZbQ719cW2WjW7tmnnd8gkKHvW7mcxCX8dj5CLW3qNn-l6mLy9mW975MXy8KB-SsW15xqKK3Cs7CMW7-411M3kSSPJV2DyLc2hp9ggf1f_Nfq04 )
GUIDE
Go beyond the surface with Towards Data Science Deep Dives (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37W3gP0xW6N1vHY6lZ3lDW6yN7q-1-5F6NW2vDx0Q94W4MwW8rzwHt6jcbmgW88BZqf6-Kq1GW6VZZG_3ZGzMrW1BcFyM8nkS5WW7WDy7X3RzpWjW4_3D6g4MJk34V_ZzND1mn8XbW1lTmC894YWwHW505gnp4DVQx5W4XH9Kh128GgDW7Kpj1w18GSRcW8N_k2z4mXrzVW97hFyc5tvH3hW3BXmXQ4FTTgmW3sgXcJ1-qHCrTJnjp66Dl2jVC5j8V5_b7bQW19Bxpp8cgkNmW6WS05W7y756jW1hfN1N1nvNfhf2YpvrK04 )
Tired of surface-level tutorials? Towards Data Science features a dedicated Deep Dives hub designed for engineers and architects who need the rigorous truth. From production-grade RAG validation and cloud AI agents to the math behind data drift, these expert-authored guides don't skip the hard parts.
Explore TDS Deep Dives (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37W3gP0xW6N1vHY6lZ3lDW6yN7q-1-5F6NW2vDx0Q94W4MwW8rzwHt6jcbmgW88BZqf6-Kq1GW6VZZG_3ZGzMrW1BcFyM8nkS5WW7WDy7X3RzpWjW4_3D6g4MJk34V_ZzND1mn8XbW1lTmC894YWwHW505gnp4DVQx5W4XH9Kh128GgDW7Kpj1w18GSRcW8N_k2z4mXrzVW97hFyc5tvH3hW3BXmXQ4FTTgmW3sgXcJ1-qHCrTJnjp66Dl2jVC5j8V5_b7bQW19Bxpp8cgkNmW6WS05W7y756jW1hfN1N1nvNfhf2YpvrK04 )
AGENT
CLI or IDE? Build in verification first. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37W3gP0xW6N1vHY6lZ3nKW1c2l1_7lvW2-W6S_rSm5RKShWW2gK2k82c72PJW1qxnBm94r-d1W7pcpBT3c97sgN3H76FC1_zSgN50RqlNqNs2kW2Jd_Sd6tz52jW7cXtqm67gr-BW1PHXTV7cT2zxW5BVv7H18gTHzW9gl5JQ31tYbFW5nH_xv5DQ8wdW5011c-38sVDkW4rHfKq4Fy5JqW2mwzLd3tQgHKW5L40mD3WFzmDN65z_T7TJ0H9W2wc_v27nG0NqW4c6ySf3RzD-yW4MqCGn85PGjyW7Gm9yX4XQnqqf4R7hFj04 )
Whether using a CLI or IDE, AI coding agents require early verification loops to prevent high-speed development from becoming a major risk.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWYDk758xLrPW5hyFTg1-JwgDW9fbdmV5TtQCmN3Gk37W3gP0xW6N1vHY6lZ3nKW1c2l1_7lvW2-W6S_rSm5RKShWW2gK2k82c72PJW1qxnBm94r-d1W7pcpBT3c97sgN3H76FC1_zSgN50RqlNqNs2kW2Jd_Sd6tz52jW7cXtqm67gr-BW1PHXTV7cT2zxW5BVv7H18gTHzW9gl5JQ31tYbFW5nH_xv5DQ8wdW5011c-38sVDkW4rHfKq4Fy5JqW2mwzLd3tQgHKW5L40mD3WFzmDN65z_T7TJ0H9W2wc_v27nG0NqW4c6ySf3RzD-yW4MqCGn85PGjyW7Gm9yX4XQnqqf4R7hFj04 )
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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!