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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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License to bill
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Anthropic just gave Claude its own browser
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Proxy makes perfect
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Perplexity launches Portable Computer
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Junie in the bottle
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Selected Message
From: newsletters@...
To: [email protected]
Date: Tue, 01 Sep 2026 06:07:22 GMT
Subject: Positive outcomes only
To: [email protected]
Date: Tue, 01 Sep 2026 06:07:22 GMT
Subject: Positive outcomes only
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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: What's next after OpenAI leaves Cursor ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFfW5nR3bW69t95C6lZ3lcW9b3YbF8l8TSsW10BWrc8KP5MzW7gk5Z97z9xRcW1Mtyv576HsphW7yr9jM7jF6tZVgZ4l72kksD8W75RlB_32kVwlW5YJb7g5-vLN8W5wSNCh3T4XTYW7-jcXt37rPKgW5xJ3PR7Bgk7-W5LqCsz8VVsQ_VkBHX48XF7HbW7h6DKW4fwqHsW7vp-1j4jYys5W6h5k-32n9y-YVmX4my8vZw19VX8Cr72kJD3vW5Kwm5S5jNfB9W1swqTh2b4vv4W6wKNWX29nvbpN5gw2KRkFj2pW7_pGGB7VSMCFW7jwGpy7-7wj4W10bVbw1y9DBdW4QwrJG3sjXhvW5wc1lP80t_2lN9f5Xn61xrzCVG0j232ls9DzW1YwPJG4YPl7dW3snvss183XztW5RW9MW1ytN6LW2MdphB1Q8D6hW36Wtkx967V0XW28nhQF3Hg745W7W2d3d7yQl1df1pwMQq04" target="_blank" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:12px; text-decoration:underline; color:#1a6fa8" data-hs-link-id="0" data-hs-link-id-v2="P8jlvRLb">View In Browser</a>
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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 1, 2026</span></td>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgb3qgz0W6N1vHY6lZ3lvW2nGxsY8v91cRW2m1dNM4cH8jLW5wrnSc53_3BlW75P91J6msJ20N3WdG9JBF9vLW7r34Z-1yCtMmW6xxYJY94hDSDW9lpsXG3fQwqKW97PjJ_5f3515V73fyy3pw0mnW7QlFMd7FGCk1W1gwN8w8Tw8wkVC2hhB4SBcKDW6t9Pl41QbcXtW7vrYNq2wQ3ZMN3PQcSf495FQW5cBk1r1jzvPdW3qzMX21R3WFVW387Q7Q5nF51pW2R-ZRH5q3DrcW4WmPxt8gggyGW3_pWpL2hjGh2f1lTM7q04" 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="Hr4yH/CL">
<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/2025/08/[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">Positive outcomes only</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"><strong>OpenAI is testing a billing model</strong> that charges enterprise customers <em>only</em> when an AI completes a task successfully, rather than for every token it consumes along the way. The experiment could make AI spending easier to justify. It also turns a deceptively slippery word — “<em>success</em>” — into part of the invoice.</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 contributor Amanda Caswell writes, developers can verify some outcomes with unit tests, API responses, or database records. Semantic work is murkier. An LLM judge can score task completion or factual accuracy, but a false positive bills the customer for unfinished work, while a false negative leaves the AI provider stuck with the bill.</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">That changes the economics of every retry, tool call, and near miss.</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3lPW21xRth17_qFyW70Qh4l6LL-CGW7S6BcR9hTHk0VmPrsb6m6LGrW6gWQMf8vGSFsW6HplM98sJC2kW1ZXV3q4JHS0FW73RFfS7P85vZVy3cj84r_KC0VZ1YQq2wQhzfW5jJ7Gs6p3Y7sVJWZN65WjXJtW2C20wJ16KV-KW9jztRV7jk7fWN4zwqS-BQtPtW7gKzFg70x_cWW2CwR8y4bVzkSW3tZpVl4LfcQFTVF1G4b9GJQW5RKtSJ5nDQ31W5jC-SK2mtTQKW16j2Xx1Nsn7LW4w6Lzz3h4KrvW3SLNXW6vrC1dW7cFBdw57SQ5gW4XKc-M47jZ8Qf1tY-Kd04" 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="anZzro+X" target="_blank">OpenAI wants to charge only when AI gets it right — here’s the catch</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43qgz0W8wLKSR6lZ3mHW2DVrzy2VN8TnW4-XMFp2r7bW-W7Q8Ltn7ZlZTCW7c1Dtl5HJQ9MW6qcJZ76QFPQHW6lX5Wv7FStNHW4mYrTL40H-8tW1Hjr6q90t1QQW3sTSpB37ZsS5V34QLW294w8PW736F2V2gfvY7W3GnnTj7hZxxCW7Jb0CH5kHv_vW8f3Hy22tGGGdW250fc129-8PlW9b1gxw2qzQDBW3P2FNx6lcC8VW6ywPVT1ZgRtBN2CzfLtCFF72Vyx2bZ41wZRDW7XQfZr5lZCM2VHzh5K307HKVW6-qsGK2TF0GbVq8FzM6_nHJbW3-8blj9fStqnVS5JHs8sCp5fW9h5MxK7QblVYN15mGD_j9JNhf59z2xj04" 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="dG7RYsbC">DeepSeek’s first vision model vs. Gemini 3.7 Flash: It comes down to spend vs. speed</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3n6W6Fp6v48-tY6BVjkJwz55Nj2mW2M_gCT4K942CN6zrz-JPkm4yVdZPZv27xlgTN41gJpbrb694W4GmTG14C4LyWW2cdKfr76LsH3W9gJ9Hb7qTBcKW3rlrjn5NZl_cV8tG-b5MF3WVW2p5Ccd7hDPfPW6MbZXV6VQ-KMN6L9RMJTCfG0W4ZDTS07Hm0kmW6FdsHD8C7mf4N321Td9c7xf0W7Dd2_q3h97CBW2TyFwg2Pfq-HW7n0xNt9l9HFVW6rDt7X16MzFgW441n3_2YNSlsW8vRTnm9fT_VyW71c91Q1Kp3SkV54rn75WGlBZW2hr2RP31szbZf2JrvBq04" 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="Wb7TzxYr">OpenAI leaving Cursor: “Developers have to be prepared to adapt when it happens.”</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3nhW7TTMjR8rl13BN5TbkM61CZf1W72Zmg129Qw1MW7sBkj-7f-P0lW2D-LNH99QqnKW6W-hRj1xJd2mVw-NPn6HkQLGW65zFNp2r_6vSW7hWp7H62st_TW1stpg15yk99qW2Rxtv59h7mKwW69kq847LP2hMW5FfCLD3hp8qXVkcsqY7mQwLFW58cHzw2TM_JBMb0n_q-bvxDW4XHxRB3_QgBHW4Y4Vr37Sl5-6W8rJWQP5tTb0LW5xZmr95H8zLwW96NBbr8CSF0tW90cSfX6g6SNjW4JPqvD4bNTGYW4WTt5W5Npd1TN7LGRV8dTNysW54nBXh5KWk02f4ccT8C04" 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="/aMnk3Xc">Tide launched Raziel for AI security. It assumes hackers are inside.</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3pWW7wVYKr5ZvV9lN5j1qlSvv8knW4xXdX_555TKcVxP9GC6C_xpbW6R7zly2MpHhRW1Y_VJl20Trj1W31y1bW7flLQJW8xRMSW14qdGmW7tHS1Q1sk4qzW8MsnBw8cXVgjW6T10Rn6sCXvcVhFYtC7qPZLjN9h9mqvzhfzhW1bDqw82lWMk8W3pxhg24bzQW2W2kcYHP7pghj4W97Sy_j18-Lx0W5x5w_57KfH9GW1P2jJ64Jl71NW4MwMzR4bnlQXW3MDTTR5L-FWTW4p2vwh5yyfnjW5FPjqt7X5xHvW1Z0NQv8bmwLpW4gWvd937wCcgW1_SP0p4m6jZVf5qBkF804" 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;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFhn3hCZYW95jsWP6lZ3nCW7xYztB2Btmk5W7W6ts532y7JFW93xGg41bg8DLW3Y9nM23Mv-kRW3xH0bd7DwJ1mW4ql7w943DhTSW60P3Yc4rrspBW7jxhgW5_B1LwW88q7lB4-7dWTW2F1yM933ShjpW2TDvds6pwgPqW9jlTXZ724ygfW8lFyL26Wq6K0W81WKLJ8rF_WyW6c-2xn4_TSxjW62Rbld2VJmYcW5tmjXY5jkhH_W1GPDxr7fVrJRN8r9lfJP2DnpW35hmRQ3rsWLHW3Sm6-F64BzH4W8Vx8p22Qr-RlW8MnWhb969njlW71p2Q63fFspnW2nPM8l5zdJ33W7nP3wS5xsl91W7VkJpB8SNXlBW2cyKxs54xR39VWrdsT7VXqXVN4HMcdzTmCG0f4G57Ks04" 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="CdDUC7oQ" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/d63db262-mate-security-ai-speed-soc-16-9.png" width="524" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> The AI-speed SOC: A peer workshop for security leaders </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">Alert volumes are climbing, and AI is helping attackers move faster than most SOCs can respond. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFhn3hCZYW95jsWP6lZ3nQW7mjjwW5CjMZ6W60F8lv6gzYSMW7KK8Kk5J_WQrW414z-D2hPlKtW7KGtMD4fWtwPW6MmTDn4H38fMW8vy6lb5NVW_yW2RS78x2ygyS1W7P5ksL1G3d7ZW2dmSDV1F9bCDW5VPfTD8xJCBmN8MDrryrQ-q7W7xD-_W62_kqJW6LZlvn7Fj9Y6MXX9ZgBs9C-W6_NcSc2zLZ_dW2Vbrmr40mDxsVKmqD-5nSxNWN25jy0L-3zn5W8VpVkP8Z24FhN3SQ0Ngtq4d8W6YsFG36SRwG6W2XRJD056LMX3W1KrbnP1ZKrBkN6rG80w4vQQ1W1rXbH33TcMQwVd6V9C6FsCjSW7G-31k3j8TfcW2RPmcT41RbhkW3XJF6D6tCX2Kf96JnJP04" 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="LqGM6dFP" target="_blank">On September 15</a>, a small group of CISOs and SOC leaders will meet behind closed doors to define what security operations will look like when AI becomes core to its architecture.</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">A closed-door working session under Chatham House Rules, not a webinar you watch</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">Small-group roundtables with peers who run your same reality, capped at 25 spots</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">Open only to CISOs, SOC Directors, and IR leaders with teams of 10+</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; list-style-type:none"></li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFhn3hCZYW95jsWP6lZ3mtW2zsck_8r8QmpW36WTpy7P6ksbW7gQmrB5M6sWgVh8nNk7yB_78W6K3KpN3trrzdW5XbWLG2522XhN8ZM2qJlt4-hW6JJW8V6-bc2lV5TFs17S-glTVBc3Zg3-DyRJW489fs_59C8MsW13FT3L703NrdN2hYN0gH3NbkW83cnGs23lM3lW7Xf6Qy9hvn1PW4Ktmgw3TP55CW7PMmyp2JsWThW3cyD5Q8C4NGhW80zjtL7-Mn4fW8pVMxj5MPXLbW96TwjH8Tsc1_W6x5v7m8Bp-wvW30xyyY727JBxW8H9gWZ41gttsW3gTS_F8L9TCrW65rrrW5vxG5bW43vgKx4HKK31W8JHMky6BfFskW87yLgZ2vQT7-W3BLCj52HWrjvf6238K-04" 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="puhy4YL0" target="_blank">Apply to attend</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">DeepSeek's first vision model vs. Gemini 3.7 Flash: It comes down to spend vs. speed</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3p7W5D7vpV2np7bSW6JwT3P515P--W3sByYN52Jm_1W7dxFjC94SdG7W8whQmM7MCk8SVJCwTl5_k9jJW8Yn4t14wBhbJW4PLjlR6RF4h5W5tmqWs3vlhtcW2LwJFz2Zfqg7W9cRcXs7XZwkJW3qwVm62N3DbZW2HSYFJ5Wg9KJW3dmYFl4rMw82W1sprb54Xt-mkVjJzCv20SttgN7ZPXpSSjV_zN93sLb-qYBqGW1T89p_1_chzBVBB49H6692RWW7ts1V_1mFDLcW3_2N7n7LpMxyW7JZ5Qz6wm3wVW282XQ86Lpkr9W8NXXQD7m6ScMW83N8rv7Df7Qvf1sBsld04" 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="BE+tX4Xl" target="_blank">Jessica Wachtel</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43qgz0W8wLKSR6lZ3nFW1vK6WL5jDcwWW4LfVx21c_vLzVHtL7l37lK3XW5m0Qgm2DVNqrW2BcTmy8PLY9fW6c1gRj9g1kMmN5n2jKyzR2yRW5Lrwfr8QJh-HW95ZtMm5glzJbW6Ql_4c3XLMzXW3FXtXZ5xkP-qVCFDhX1ssVfNVVQRcr81VNWvW2vpmSk2JgvpKW7qmN2J1C-JBDW69wltq6rzWM7W3ylpSx1rG5hGW23-_gP3zgcnxW5k09Y21_BqfhW1dXZ357g21P6W9f8yg17cQ_rHW392TFB6bsY4fN3mKNGsz6z-YW7C2Gjc710SXfW7TR-wh6wDhwyW6gjwKK6wFdSRW5NclYB4hLnKDW6SdWM95r1_LJd_-Mh604" 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="BGsgIJ6m" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/08/44c9c528-mjh-shikder-u62hhcof3xa-unsplash-1024x576.jpg" width="524" alt="Featured image for: DeepSeek’s first vision model vs. Gemini 3.7 Flash: It comes down to spend vs. speed" 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"> DeepSeek matched Gemini on nine vision questions for a third of the price. The tradeoff: slower, less consistent responses that matter at scale. </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"> DeepSeek released V4 Flash Vision Exp on August 21, its first model that accepts image input. Image input means a model can understand a chart, screenshot, or photo document in the same way it can with text. DeepSeek V4 Flash Vision Exp reached API gateways like OpenRouter on August 27. It adds... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43qgz0W8wLKSR6lZ3nKW7tfpln6cwv2jN3Vbwt4sK5T6W2YDKSH2PYLNqW94cHtP2D_xhXW35nrYS105jtLW5glp5l2cvTPmW86c8Yn6zfJqqW488Wj88zmk-VVxgk452CjrbGW9lqyZ147QrZdW5clJvB60tBljW6B9Gn51kmfn9W5Zz4fY8DZ04wW6rhTGR5ndCv-VdSk839h7YplW5xb4F_7x-mb_Vh8Q4J8l5nxRW2kNCMv55L4-zW1lXDGK29VkT1W68BcSD3QB5TJW61ZDwZ8s80cBVwV0kr1fl0P5Tpzjr2pThyMW7x8y8v9b9RtQW3Z9tpQ8Pg_ycW8ksRcL9lNStwW50VtXd5bQ_mQW3WdqHF8wlKhTf67jTTH04" 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="Oa5gioRm" 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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43qgz0W8wLKSR6lZ3l0W8JPcd53qN3HvW5j6cnq7Q822VW9kcTN06PqZ11N11Pz3jkgpfGW52PYr164f_wSN5lsrjVd8mw0W2Zgwxn4QjNpcW7w0Nww3yllwdW3YN4Fj54fFTjW3Nj6Gk1p1L9TN953QldxtqQ2N2RZBhrvH6fDW1DLRyd1rSkfrW6clXMX4ydRQkW4rdxSg20fWF2W4zQrnB1XSGxgW1pCwRL6-FPCQW1zB4tt6BFGyvW2l1Q6g20yy7vW1LcTCD7vgtSVW7m0l6l3szrLfW5NvCdW9d5RbjW6x9xQz8L31wTW6l9W2_20VbfNN3bqMXwxpPkrVbj-QW7p-RqSW62Cmdd4kc0lNW5pKQHg93XBF7f2fvbgH04" 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="pDB2CN6H" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/d2018a71-insaanu-studio-mavfx_zrdea-unsplash-1024x626.jpg" alt="Featured image for: Google’s new forecasting model beats everyone. You can’t use it at work (yet)." 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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43qgz0W8wLKSR6lZ3nbW3BRbbH8jHsQjW6XPJKD8m36v1W6v7XKV8_SPcXW68xmXQ2dg638W2CD1VG426QTmW40MQJ-94qpy8W25HNYL8gx1VLW2466D755T7S4W42Kccc3NbgJbW3PPYdF6Tt2CfW7h6STK6pYgrzW8Mfpdr1wsY5JW8nhLRm1t8ZnsW5kGG4B7kvGVLW4q31gQ3L8lr5W20mVnw12QMc8W294Yyq6lBJjdW4HRwd5812j00W2TbNjy4x4Xx-W535d0b1DhjgyN7k3lv9VT3zbVdqB5N1XLm0cW50wdDm2YlgK1VjTLWc5yjsDGW3JyLZ_8NNR4DW6jFbTJ1dJdY4W5tllXQ1q0tLyW3Cqb663dvnyRf7XKHv-04" data-hs-link-id="1" data-hs-link-id-v2="ItwstQGI" target="_blank">Google's new forecasting model beats everyone. You can't use it at work (yet).</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3lCW8DhbD91JwhBLW988Fmx3JWcDxW4LXtwW20gz5hN8Z_blFmnC7LW7pjgqJ6yRNmfW3spqlk82B7SWW82J44l730ZSNW820CjF4zBr1hW5nG0222ndzlSW81GrGW6KBTRlW3SDFHB8GLVsfW757g9D8wjX_XW1c1hlm5XXsv5N44Gh7071J5dW8vs9Nn4M6-xHW4YL4-F3C3Q1DW8Zgb786vJtfYW7G1ZY96cYrYpW24v48r3HCPF8W7Nzdds2hnsQkW4ZF5_T8RNLZGW2_cY537nMPQ6W5-6LTc3sYk4FW1PLffr4TzWx9W2SF-jS4FqCV9W31nPqc4VWVN3f1T0yGb04" 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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3ktW1ZFdmz1r_8C5W1NykjK1ZsYY0W84sv8B9ln3XFW4-S4_X5VT7WWW4z_pJJ11vPlLW1bd8VG92Dk_ZVhByy-124y_xW76ky9w96bCBMW3tnD_v3K6VT_W3v2nkp59nKxGW2_8jF_4m40J6W4DmXys1n0MH9W54XcmN3S5fBBW8fRYWS61RKgZW4whyBP4MwXmsW1DqYlY76gsnMW43P6PG3WjClQW8Kf97L4R_Hv6W8G4Thn5JwXv9W4hb6VT5T6zLJW8fBDrh2R0br7W3_915J6201NKW2Mtntp2gX0MVV2Hw_G4zYn9CW6wD4Bq180Rw1V_Gv5h7l6wP0f2-DYzd04" 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="DjtRDqh5" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/5a1dc2db-hqf-xdqx0aampts-1024x576.jpeg" alt="Featured image for: SpaceX designed an orbital Vera Rubin. Radiation comes next." 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">Hardware</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3ldW4gzwc34LvwbxW8tFm1T68S43mW8W6LwL33JDK-W2V35V145m36wW3F9m6j573FZXVVdstB5zkhn6W5NTvV66C1qCQW2NZBmL9311w-W5yjgsP7JngfqW8MlTMk7lwK5SW13W-S41Z6H7tW8S7_198X7qN3Vkk-Xt2-bhC3W2YkQRF3hMqNbW8y8Q1M7JHYwFN2BRXxpkkWGYN68HPk6GBKg4Vb3l-P4gsWp3W880yqy7BZBNRW3XTtkt4p1x00W4nwY2y7B1NCcW8PDG1N3LXyfcW7408vT1wKXffW7_tsKc7Gm6DZW7pX9Fd4LwmQyW2BmhtS1rqKHpf5FQFBK04" data-hs-link-id="1" data-hs-link-id-v2="HaSXgb09" target="_blank">SpaceX designed an orbital Vera Rubin. Radiation comes next.</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3qgz0W7lCdLW6lZ3l1W50ql4Y8PCf37W7rpLp26zDBHnW6VKdcb37_KCqW4sSNXL3Wy9JRW8BnK3217zqyLW1djt3v87HJCMN4NVBczgssczVHQ96r92-_0RW6NQH6k80Vy3NW3D2Xfg2Yp0npW6htlvT7hZw4xW8yGh_Q60QptBVgFvxm1Qkm1_W1Fzb6998QW0PW3wTLjN8Lr3X9W5K5G1G7q4PgBN6hk5pxcwlpRW3xTxcV3_RZKYW8wyF1d1HN1YgW3Vj0Wb25HV80W4_ljq67xwlnLW7vsR3b3Yfr-kN8BDJDZ4kS8BVbn2B22rWkv6f3gS2-804" data-hs-link-id="0" data-hs-link-id-v2="R1CcAwNm" target="_blank"> Steven J. Vaughan-Nichols </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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3mGW91SmBD1-JL22W8BPnvK1vxkMnVgP2k93Rzx8HW6S67nR3ssHPpVFMmjM4BLjLhW8P2MH-2HLVS0N8C-C5ymKrCnW74Q1Cv5QCNRZW4xqK8W4fclkCW2PnKXw4byBNzW44Pghf6-KQykN6DmynN2csc-W3vVcCq9kkfwTW2PhvNw6WVjRSW8hTPwx7d2pCRW93p5tV7r9t1gW5T9Gs07HyyPPN31_3_p7-3ZzW5JhTxN5Lqg2lW3xMF4q8YBfWYW5YP4X43p46zKW593nZ534Dq-_W2ddXsd3nmT-gW4fZp2r5gMDctW2gf1kS76XQk0MDmW6Z5t_M6f6-_jnj04" 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="6TlgOCdA" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/4df265f9-logan-voss-zjpm7jfsawo-unsplash-1024x576.jpg" alt="Featured image for: OpenAI wants to charge only when AI gets it right — here’s the catch" 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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3mfW6l-DfG4YJdvvW96jdKQ8Y-WygW2s0Bfj2Q_mq9V2qcK_3n-2CbW4ZFZ7C5W9FLVW6cq7k61ksZFNV6w7RW4XpGFBW8NNlSs6_cjlWW9jDkFN35lK-FW5xsDJj5D-DdwW5sclGw6f8W1RW8B15DJ7JtSXkW7S0zJr4RKLtfW3NlR4H85csfqW57VcSC8KjLv_W6mbmwv2cByqVW260zQ27j24j2W5VNc5l388cfKVR5b-988LGN0VkY2WM4JyfcCW80B6LJ6m1r73W42yBWT4jx-BCN8TyF3NTfG4BW5kccVy7bb_TdW2bz3lr83tbWgW72dBKP4C4TBnf12dSfg04" data-hs-link-id="2" data-hs-link-id-v2="tHDDBvpv" target="_blank">OpenAI wants to charge only when AI gets it right — here's the catch</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3nZW4sRm_677y4FRW525lp08xqsdZW2VHpW9547-mJW21lRts4YP3ysW35sxlv5dQP9tW3XNF6s2Flg_JV3wZ5-2sMcmrW633tGC3_5s63W7nrY1z7rSr1dW1p2hKd4XbbZfW5QgNSy5hVsb9MRG8CsWtVZ2N2yl7qC4GtlpW6KYVC78R7LRfW3HFjg-2H0pQHW6CQmjH8tpvt7W9fzXt44KB2xmW1rBfsK6rY7QHV6PKcJ76T8M3W4jDlNw89ZxfZVGgRkd5bQw8YW3ZtZC11W3KD-W5lNzNV2Ms2TqW98sbf15N3_-BW1KjGCZ969yhXW3rJrq_5L0G1Qf6KMYmq04" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3pNW7W1Rr82n0D5WW1GhKBT1mH1YqW8tzdMw2wNYyzW2cLyY36_tRVLW55MFQN2-n0wNW81zbz_263GlQW3rdGNG3C2MSFW4RtXpV7km2BsW9cF5X_4HdBVQW8X6FGg7bj5PKW7SNGDb84Kq3bW4F_l2P58ckzZW5qrH3K45bbx5W5X4fZ_4Pj2TTW8vyhBm9jDdLYW8-Cqvh3Q_7q8W6680Gh601-3vW56lnf08t-QGwW1qbjvl46ChXnW64GGP398LnDkW5Pp7PP2JXGdXW852SVx5JGKkwW4rfsB317pWyZW7SJDfM1v9zbDN7_rYLZW6DMBW4vhymW3S5zXSd4Bbx804" style="color:#ff3287; 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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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3nWW4zV4fJ1jQGk_W6C4ccV6ZY_7qW4yMTWf2vpByyW4q5Q-s63L_pgW4wMpwH5bpLRKW7scD-V8pZ89YV7F5Rg3ZxyYdW66KZT46tcWgTW1gqD0l4N1sB0W7bgJmH36w0xDW11J0Gr9fR9Z5W9lnp7N99mBzkW1-6jkt3kCfT8W9gmwlJ5c8WLRW9jp8th4_-1nFVrzCGf89DD9RW86nxK27bG2l1W7wW6jz838l-cW3RSZbD8_pFb0W47H2JV95_2ZZVfkxg_1J5mcRW6PDNQj4m0p5KW45bS3r4PFQ9zW2LjdvT79B1TwW7HwWLL5lJhhmW35csHs8XBT14dRVQxH04" data-hs-link-id="0" data-hs-link-id-v2="iQ7a1p5N" target="_blank"> Zeen Rachidi </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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3pvW140l8x5G2tCJW7vzwl23_Q304W20mBn989lKksW2DSvZR6WGnzLW49sHzn5TT-1CW7Q87H38JZdY6W3L2zm47v0gHwN71BXhmYymDkW67WsXK1fLNnJW68FJ8x6S1GJnW2H080c298cPNW1VfkXg8tf9b6W41WRx-71QTbpW3ysd1f6ByqyTW54XnnH71sdKpW8fpxrT7_ysHCW5Rbslm70g3L3VXhjxN9g2hktW31mkPc1lPyhbW5lLY0-4rsz1XW5kn5M57kB3zmW90ND7F60kt8nW3RlYNL43Wx1VW2S6l8p3lBHH6W1Fkhbl34vss-W7T2YVJ1Y19fwf1JsLNT04" style="color:#ff3287; 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Sarkar </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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43qgz0W8wLKSR6lZ3nnW4YNjQD57DJwwW2SWJpP4j0RkDW4lh4dj92V8WxW6RtZ3l564SsCW3KQwkg6pJBXjW2JPnzs1V_t2BW6QP3p_5nGlNcW4_CSCJ4p634KW5QYK4q7tyYDsVV-8nY65rrn9W73xskC58fW55W8cPmZZ6jrF_5W5YnMl05vm0KgW4TNW628s-WsNW65R6NC3pTZ8wW8-t6wY2sdQZsW1nzjwx6nhrgsW8R5ZtR21fmHDW6DZkgb4wHTSyW5CWCDX5QQkdjW4kwKV94cn01SW1sVLKS8bzZQMW9dCjwD3PZdGqW8gNBWm2-T0WxW7MLn8h300-nRW3jC3h189_h_4W28DTnb4bTcPgW4wm7Vf4hdW--dGy0xW04" 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="DxIiE7mX" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/46455f0d-marcel-strauss-xk-pk7iynbe-unsplash-1024x614.jpg" alt="Featured image for: Anthropic’s Claude fixed all 10 alignment failures. Then it tried to cheat 2.4% of the time." 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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43qgz0W8wLKSR6lZ3m5W8F_YRw672282W4SkCNW1BfLw7W6bJq1p7V0S42W2jCHqq6JL5mZW3wS37d8TsZQMW6X7gfB3lMJcNN32fFYQ6cPDrW7t4D2K4_B4vgW8CFN0Q6CPzn1W8k7KLR7Pfj13W72WBrx52f5zRW1KgKdy2VNmJdW4Nwcl36XR8yxW74FFKq5DbPYZW2-F6MD4fFPBBW413MqJ1sXY9GN49Hsx6d5P74Vd9dLz3WHl8-N2wMDPvCT8KRW4KswnR7NN8GhW5Br_C233HZdWW1kvHmn59Z3sSW1GtC1g60n77XW4y1R4r4FMs9xN5_T8LLHJzYwW4bM_Rr8Bd8pBN5CdXjzfrG-gW1M81tB5XQ3F6f7ZGfNT04" data-hs-link-id="1" data-hs-link-id-v2="uTZBTdDf" target="_blank">Anthropic's Claude fixed all 10 alignment failures. Then it tried to cheat 2.4% of the time.</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3mBW8dH3hR6b8sGBN26_QGPByLmzW3sXkSZ1JYx2XW5_0rGy5X0wlDW66Qtbv6tpJ8ZW4rxsFt4qCwbxN5-wMKwFpvn5W8C1k7P95kt_dW7HTD5w2_RLm-W3z3yqP24ddM1W2RN36p1zLGxlW5p9Wk67dFk3dW2bmWTr9fB38RW89jQ2x6BRHxwML5857CnQsLW9htWFK7xS7_vW3mbB-16x8fJzW6qpbSM7F0N0RW1ThTfl8-PZwwW6TYxyP8yh8CzW5tf-vN66rf3DW6jfjNY37gq-6W5dY36w6rvRBMW1cpsj53mQ1TlVG-VW022T9x0W8-XD0m2QTs7Bf7y-KwK04" 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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43qgz0W8wLKSR6lZ3l_W1g7V4-8-570jW4xBmHQ3Pp3csN9fPr_gg_JsfN5N9YqCClS0TVVlK1n1BgTVjVFNGhl7-7p7tW66H90V2bc6SwW7j-FnY5QjrgFN1PLD-Dr0YFXW4d9Y505xhTNsW1bZDBx6x2D0tW6bJk4m6NTQKHW6H7cWl8TCbMhW5pfSp63KLXBCW3sHhwr2j6fYjW8y1ghK53wv-hW2gJJs57PkJBtW8ZVyCg5fwTgdW4bdBVk1jXRTCW4mYJS63vVkCvW6lnzMG2wwGPDW4zHmyv9lwYWbW1FrBNh3xRYx_W1-ZLB_2HmxrzVxrK_B44b--fN1DnZkjJJB7HN2lfpbZ49MQpW2WqZnR83n5D7f4xMwtT04" 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="HEwK4TdN" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/2e72cc6f-aakash-dhage-pewsdnt6gse-unsplash-1024x576.jpg" alt="Featured image for: Your agent context needs a development lifecycle" 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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43qgz0W8wLKSR6lZ3ppW37M59P6WY_jgW7qzcvl542ZJyW37sbK_272z77W1V0jHG4hhsV7W6nj-1P6yPw1GW9b4QxP2KLy31W1-sfm25K0Dk0W1MbfdR7v9Cl_Vpt-BZ1D_kL9N8T9kjPcqZQbW87ss0y7QvVSNW1rXjsV2F77H3W2xxXCn52xpB0V5m19w6zJL2fW5BlfVB6WsQp8N7W_hSyW3hflW4t7GS95MDMN4W1vv5cw1lG7zlW10hP621z98XPW6bYp3H1kgDb6W1k3H1t3TFdM4W2K7cMS3yCgSrVKMVKv43RXq4W1KYWvc4h99WSW2MRt7Z8Lc9wVW2N8DyK2jhdW7W4sHL6h8Fx7M9VSpWzf3YNb4mdnFvnW04" data-hs-link-id="1" data-hs-link-id-v2="eCeR6cBk" target="_blank">Your agent context needs a development lifecycle</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3qgz0W7lCdLW6lZ3pSN5KCmClYV0x9W4_0Qr23-b086N8sy5NrP51ZZN35j_xS7hm26W8w5d1H3t9wztVftbZk9cskbNW34XGpd2rwD0PW7qz9dF8vnyyGW52HZrW8QW2gfVMknTc6q1HJbW1DR1865r2D1TW1LJS2f4zL2VvW1hgv-96t8Cw_W97Swy62zBswrW17TWGH8qZlDgW8TsB014qXP5yW2RGNfF8JWKZlW6bTPzf1wgqRjVwRr_D2vWNXKV8hD9m5H9qgVN9ld7fcznwlwW6-ZvPW4VXkp8W4SCcdX67wCw7W2Nz-6b45F1xlf1VX5DT04" data-hs-link-id="0" data-hs-link-id-v2="u1A1vmIM" target="_blank"> Ankit Jain </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3kVW4ydcgT9kqCbSVn0d5t2ZznxMW6_1d9s3jWWjVW3gN11S9b7kmwW6xgh4y9d2x0dW5dlL7N7d06tGW3Psd7918dzSsVblZnH4ty51wW78lM-06dcqrXN77TzDjbpZsvW1sSLPQ92w3tqW1Q-3QF3DHw1wW95VtHk7kgBtPW1cJWJ774yLKzW1VVdl14S_m-LW6JYCqF2H5XStN38y0F5vxCv6W557psW40RNCRW6R_xHP9l-Yq_W5QhvJK1p46pFW4vPhkX1DJJc-W4bJFP97znbLXW8YP6mf81h3X1W5j1V785FlG72W3twsPK6LB3-bW10fTBQ8YHcpxf5vT89P04" 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="fnMK2ABs" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/e3958712-steven-cordes-k8beq0pu6iy-unsplash-1024x683.jpg" alt="Featured image for: Tide launched Raziel for AI security. It assumes hackers are inside." 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">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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3pWN1Qbx8-Yn03DW4wZ94B7kz2tnW7r-VYg8sltWLW82yZFP8fCDwmVC7qQn4KD7n4W7Rh0W953CyB7VjYP8H4PDKMYW8B2pw86Smx0zW16d_3j6fcm-dW7VVm2W8PH5zqW70Zkyn30v-FsW29gm7T3cYcMZW64KMy562gdd5VDJJfB3jMMWyN70kZsCzHbpMMjP1cqdcrVVW2shTJv91LN6RW1xNKZv3Fs31qW477gR1554JkjN7_qJ_5p6sf-W92DtZT6WpTzXW532xct8fYF4zW6Jgw2L431KQhW5-Cg3F6dCWFZW557-NW59Z3dLVwhrcd28c8sCf5sXY7604" data-hs-link-id="2" data-hs-link-id-v2="auzlb+Qx" target="_blank">Tide launched Raziel for AI security. It assumes hackers are inside.</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3kGN72Gyhj3Rg4hW7c5wHr31htpyW2PQkk32nrM4VW74QVGT3MwbYhV3LB8C78dLyCVlcb8L7HZTqhW1rPQGQ2blB2rW7ZfGBw8zlwLxW6hBc867dRnbKW9jLDGS8DKDXWW1XR7Pz6Q7jZJW39qcWw8_Qx4bW2h3tST7Gh7SyW5tmsXj8Zb9JPW87m-sR8mhgpkW3Rlkv92b61skW1fDSC68zPn37W8SGYW66tPMX5W8Zh8LV33jkkKW2f1z7s17TP12W4mP0qx7mdS_zW7T_kcJ6td7KFN6hTL95hhNFnW5WlyTj1yN5g-W6d8Lms8qT0_7W64B3sv8x6P0xf3fv6Fx04" data-hs-link-id="0" data-hs-link-id-v2="+NAAcK94" target="_blank"> Jennifer Riggins </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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3pQW7RChSW3qTk1vW8DdF382xD-TLW16xkGZ593SpLW1mysTg4wNX52W717Clv5gGD4SW296yPJ6CC0bCV2Gynn80SW9nW3RYY8t8CrSbFW3DySck4mfTzMW5pNfMW5wSDzdW7QBbqj7-TpmMW4fxL_93ChrL6W2fQ3xk3YfpZ7VR4FDR2c4MC2W6rlfV356Kb-JN6Ph8bF_T66NVjjJdn2_mqWtW6HQ4vM6Y6nwyW80HZCG1gK1WVW5zV_Fb431LkkVwCMWK9b_CJ2W5vl_Dl8mh-RJVc1lMx2NJz0MW167Bcx6Yjmb8W4RYrVC4bHLp_W1_XtYk5h_DRhf8VlJZP04" 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="q3v8kJGS" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/06/d62ce8ec-logan-voss-7melalyaj7a-unsplash-1024x576.jpg" alt="Featured image for: OpenAI leaving Cursor: “Developers have to be prepared to adapt when it happens.”" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3q4W4gfvDm7H1gSmW4wzjZn1CT6Z6W54SXmz7CYf4WW9czc_q8gN6vZVmKvdQ5YgRj9W2XnQ0T5hMpfGW6rJdQL84vmK8W3_4sRg1-ZjHWW6z1y-C72v4bwW8tZBxN5-ySv9N24sVQz5_1tCW7CplhY7P74tKW8RlMQ61xmCY6W16lB_F74_Q--W3DJcqB7678gpV5d9sP4mGBPYW9d1Hp04zZgXyW2jj--z1cN7sMW2jk06S33Kpt3M2RlSLs9wHGW8PGYqM4Brg4qW7GJqtF4fC10nN4BksNGkCkstW5tgZVT4pJr5CW8xv8Gw7f9rltW5QWnLR1VwQ2Rd86Lkz04" data-hs-link-id="2" data-hs-link-id-v2="3Xl4leWL" target="_blank">OpenAI leaving Cursor: “Developers have to be prepared to adapt when it happens."</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3qgz0W7Y8-PT6lZ3m5W5R45-b8WhdMZW1cjW6D3WcygYW4wXZT88mhYgJVq2zz_2ddbgSW2jc5ys7ncPZGW54zlxd2mksrpW2pj9zF6Fr9prW2BfZJm8ltwSnW6RDf1593Sxm9W294NbP6ghKYcW5dBLFR2RJnK-W7ZzzSk5s-80wW5XdrWf6rMM3RW5PRD2x3q7x6SW26MVtb8CLQVwW4YPJYt8pV2DmW4qgw2d4Sc_ZmN9dtjx3VKZV7W7sQBfw7MsPGFVmmRrL6XqzKlVtcV8q1dKf4RW5CfCHX38MMSSW7fJBXD25xXXxW3QB31-6KlrZyW8QnTwx7yqyQ3N7Gz8dR5dQm2f1xdvdj04" data-hs-link-id="1" data-hs-link-id-v2="Zj1MRWvm" target="_blank"> Adrian Bridgwater </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:#00aff4">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2025/08/[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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgb3qgz0W6N1vHY6lZ3kVW1xKYK06xpJFXW7lG7Vn43fzqZVWgWH61NpVvvW3kS89f43mLqZW6gHfJh7BcL9fW26dQ582hRW5FW1LRqRt2hqKj-W1-_yhG8mtKFlW5rB7gC4vwDbyW6Y_w1L8yHGDnW5M7g4V4lK1HQW168xfv6DfvkRW8xgHnz5J6t5NW1zF2nS5wLB79W811tkV2PX1kRW8HzJcg2Bb0DMW3gjR3K481np4W6w57Dx5WRMfRW5Csnhf2jckVYW4MW3fX8-_4SqW7NYq081r_x17W3L6lQg6v73l2f9b_wv004" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; 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ScaleUp:AI is one of the premier conferences showcasing what happens next: how enterprises fund, govern, and scale what you build. Powered by Insight Partners, discussions include:</p> <div> <ul style="padding-left:25px; margin-bottom:8px"> <li class="ProsemirrorEditor-listItem" data-list-indent="1" data-list-type="bulleted" style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Enterprise AI and financial markets with the CIO of ICE/NYSE</li> <li class="ProsemirrorEditor-listItem" data-list-indent="1" data-list-type="bulleted" style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">AI security with SentinelOne’s former Head of AI</li> <li class="ProsemirrorEditor-listItem" data-list-indent="1" data-list-type="bulleted" style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Firesides with OpenAI and Databricks</li> <li class="ProsemirrorEditor-listItem" data-list-indent="1" data-list-type="bulleted" style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">And so much more</li> </ul> </div> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgb3qgz0W6N1vHY6lZ3pCW36L5BH5KsDKMW4fdRsq3wtVyvW5WXLbB4Mwc8bW3xXd3h6JBXD1W8cvT7T8B3w7CW8-PJDR2Mg5lxW1bmmGp365XmkW3ZQ1QG8sJCnvW6QLC4y3wxB36W3_Z_3J63_SRSW4sgZf53Ly3K8W9b6Zwd323TtrW2SWm7Q58yRrsW10fVS365-Q6qW7RXhqQ8y0yk8VXykZj80c64nW62tNYW55bB3cW7jj4D94zJgQTN5_3LZRGjvL1W23H8mt5G9JwRW5Zgvsz3G1Sw3W8nfhT77JgTvzdqv7RR04" 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="lhf9SvQ4" target="_blank">Register for ScaleUp:AI today</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">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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFhn3hCZYW95jsWP6lZ3mJW677QZx13PD9JW2T00h91CKn4WVgtmN92ndmRqN7plYzZh19KtW30Z3sq8DfddCN7vVTxK5BpvnW92XXGT7zTGjsW5bhDh546T6xYW4rPxDk1rcWswW6H188J6yQ3SrN6rbGtFKw86BW5yHVg47v92z5W7gfWV023MFXMW1yBnm35CF9qlW402yDM3g2tG4W3Dg-4C2t6-jvW2NJFVZ6HYVFzW5mQVpg6Cn9ydW7PDGzr6G6kxRVfr-p77W_zNVW3fSXmx8bxCh1W3QfTwd4yXp-kW44VPxL6QfT3cW1DkPd74YjqTcW2Q54ln3MFw3pW3-9Thk6K0_NCW72TtzG326fRNW8ztLx_4glsnkW91wY_h3g8yhVW31xGHM1TzCJlf5LPR2H04" data-hs-link-id="0" data-hs-link-id-v2="Aypg7eEo" target="_blank"> Bug detection blind spots in AI coding harnesses (GStack and beyond) </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"> 28 debugging experiments reveal that AI struggles less with complexity than with missing information. </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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFhn3hCZYW95jsWP6lZ3ktW84HcKf4LmChPW4m2wCY391MVCW3fXxRw3M94lZW7DHfG06cSg2dVnYN738zk3gjW3dJDSB7pNWZ9VWcddt6wQvsTN7YFRD2YQdXbW4Y4lp4302vSsW2s9XZ55d3TMbW4TW3sv7zL8szW4LGNJR61ZlQxW4wk0P37J9897W7sKhcD2FndfrW7ypg5C3TpzjsW1_LC366sJbnSW38mFBk5s6LynN17_nlmrRC0QW4T3_5W5bwghSW4qBHPj8msl0YW6P99J61crtdxW9bq0Hn6fNWJHW9fVNtB3DfXwQN97MddSZ9SSBW35Pksd5LzV6cW64t0M14gpKDVW3ZtSg95-s8DrW5V6ckC1WrsDrW3zGfyN8pcpghW4pyK-t25K__0f7BwtKC04" data-hs-link-id="1" data-hs-link-id-v2="P/UaBfcT" target="_blank"> Read on Towards Data Science </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">HOWTO</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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3hCZYW7lCdLW6lZ3nnVHPCbn5R4YHbW8qwDf_7Fk9SDW87JNKl5xgPFMW7s_10Y8XgM7PW6LSlNs25dNpyVK6JG14gtV2VW3SSTxP8hR4GFW35yYfy72476nN1sYcMKrLgXCW1k5S_t7fBcYsV8Vn862z4PYfW5X-qct1ggHqpW6F4vsb26tknTW2tr26K226rmkW70tSpZ11DTLCW4hD_Jl2pNlQVW1vY1kq4KcjdbW2QyfGF23J5zvW2kLdMj7NfPf7W7v8VhS6_GrcJW5ll6TQ1L1ddHW3xv6LW5MvF3LN6ZjjKcbB3sYN3qLNLh5r54rf42T_X604" data-hs-link-id="0" data-hs-link-id-v2="NyaZTvXj" target="_blank"> Tokenmaxxing is out. How to minimize AI spend without sacrificing security capability. </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"> Lower AI security costs with tiered model funnels and smart prompt engineering without sacrificing security capability. </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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3hCZYW7lCdLW6lZ3nWW83001c85M_XSW8Z3h_-4y68PTW5f6qD_6S0snZW8Sp9F9673qphW6pHLwr8p2C0FW2kHxSS6BNfDsW3nkN1V23BNW3W2jsPt-8_HgRzW8gZw-J6g_Fx1W5XlJvR4qKh33VW_MVp5RS9nnW64mNHx8VVq7PN6-j_3rz83_0W3bzpns5TskcWW2fWPLc7zt6SCW4GZShZ9j-KDJN3WPdCC9LB5yW84PVG41S49qBW7clbqT7qyGyTW8-HYVw6PKWDpW3_WyQt6PsgkzW4gY4Nr2J7gbxW85FmTC20z633W8H66M41R0RW6f6qFlss04" data-hs-link-id="1" data-hs-link-id-v2="ppfCWlaR" 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">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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3hCZYW7Y8-PT6lZ3pbW1S29p26-_JSzW19BMXT6Z409nW11qqNB6zW4vpW4L9xtQ1cRVzZW5TQ_Gg4KgL5tW16PHPv3XV7MdW3wBZwD6Z1nL7W58RbWg2F4nTgV5Cc1V6sqrSdW3v39gJ1-Sx4wW698DRM8n2m1kW4Gmpnv1YVh1NN76ymxpXxLggW2bTDBX29QPGWW2yzrbx2YJDc1W72N42T6Z4zxtV1tFv98b50cdW48g59H701S7RVbN2LQ4KlYNLW3jDfYV5ffDkHW30MKqK4wCWfmW6MCyrz14wvVVW1W0kSz1srNHwW8hNz3Q523sTwW5nPhG769RtMKW8Kvmjl7CGbjnf6R-mkz04" data-hs-link-id="0" data-hs-link-id-v2="g9eRSbzR" target="_blank"> What comes after attention? This startup says it already knows. </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"> CTO Alex Whedon says Subquadratic isn't a sparse-attention company at all. It's already working on architectures that drop attention altogether, and expects to leapfrog its own model. </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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3hCZYW7Y8-PT6lZ3kGW1BY6rs4-Zt4KW8WFhpJ8pR9P8VkWQFW76rTh5W18jFqS6kc339N1FRqmcFNLnzW2SF3LP7KtVxsW1F76Bg3f5ylbW1SqY0w7fpgthW2ylnVs8lkvv5W41LyYC2tfM4LW92fXK-3J126CW3Dymsx1zc692W1Dnj_R5pRl5jW5Wmcbd7yV-mxW7b1s-R5ySc0HW3wQCPm5zt_KqW6kRf-H3g4-JlW1rpC2V2VwSMSW241GlY4sNJZZW5G5rvM7QHl2gW2_Dvlv1ZnDvbW8BvD4D82tQqzW4Bw63C5v-bT6W40t9rJ4vFhrVN96_WmBLB-5jW6JFynm14pHwhf1Mq3rb04" data-hs-link-id="1" data-hs-link-id-v2="OGMKvcyD" target="_blank"> Watch the episode </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/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFfj5nR3bW50kH_H6lZ3mwW5D3PjV2Wn80bVYTdHD4vnZ9BW6jCmlx6y1SVGW3DD2X-2jPVmVW43q9SN5GhyrJW5sMcKF31Z0hwW5954tt2rqBt2W2mBDKg3nmT6WW4cwSzM49lYngW4lvY1x1q261pW1K3Pdg952bfGW2Hjjbw73d_bbW4BV8b6904-2hW4D3tBL5td_njW1Z3zl63LVvJ_W16XNMJ2PYvdLW2trrJX7KNB7cN2MdWl7BZfScVFR1BQ7zNl40V_TPzY6slk6vW1lJ1-Q89DkxCW7x_CY253rsJLW80H-HC6lfjrbW5gNRZc8KqFV6W5kVyfc3ZVGBRW1ZCpJL2pV9fsW3LGm0310lHWLW5Tngk36v44t7W1FBvKN1SKmVwW3r3DKb3J852sW1Hb-dq6f2kbYW49bLZm5NhS3rf8dh0q-04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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Plus: What's next after OpenAI leaves Cursor
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September 1, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgb3prCCW6N1vHY6lZ3n-VDlV5s2dRymfN7j6Cbp1CgxSV9t1S41m1tVHW7CFrVx1gPcqnW5-m_2c1Bgn1jW1LmRWt6n2wJ7W6SjhjT6xy94dW90HD_775pR3GW73_KrP2mbXzFN5ql3Ng7bxGRW2sxtKB22VyJNW7xcYpB6Kp8W-W79nhh187H5pwW7bTlzd4PPYS2W5ZkjHd7yYJRKW8wlbVv8ft6JQW77hcrs3MfbM0W1sc2Wn9kSbClMpLcxygwnZXW4vwr394h-wtfW6SMp_245NK3kN3q2FtX90Ck2f5wXgnM04 )
Positive outcomes only
OpenAI is testing a billing model that charges enterprise customers only when an AI completes a task successfully, rather than for every token it consumes along the way. The experiment could make AI spending easier to justify. It also turns a deceptively slippery word — “success” — into part of the invoice.
As TNS contributor Amanda Caswell writes, developers can verify some outcomes with unit tests, API responses, or database records. Semantic work is murkier. An LLM judge can score task completion or factual accuracy, but a false positive bills the customer for unfinished work, while a false negative leaves the AI provider stuck with the bill.
That changes the economics of every retry, tool call, and near miss.
Go deeper: OpenAI wants to charge only when AI gets it right — here’s the catch (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3p_Vzy7Cn33jvHMW7nrvrz63frf2W1PFNgX2MY8CbW7Rn-zS7Q_VgsW4fGTwL873_GsVNbpNf7P-2qFW63s7z83kH515W6WTK8Y5N3vPCW8R_gSh6lnl_gW13Bhj38H6m3_VY6p3H3qzHKWW6YKMY158j41JW2p1GGH7VPXLCW5DpyVT168MllW76zQB_7Y93BYW2jpNZm3XF6KYW4l6wkP3fm4PKW6f3Q343rh3ZmW3j-l-x4cbCwkW8vhTFt2xZr1BW7dwmRr3vNpNKW3rmTf83rphjmVk0TtT5kRyvzW4bQ2Fb1h8dltW6k0vCK6SwJQ9W80HkWX4wtYzSf5lHYmq04 )
More fresh reads from TNS:
▹ DeepSeek’s first vision model vs. Gemini 3.7 Flash: It comes down to spend vs. speed (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3pHW4NXC5S4vt3hHW7KwnJD6ymmZlW9dbkqw80CPH-Vd-t8P8nv7ytVdD3g26g2h1nW8J6Bqy72WFYjW1Jk1xm74GPG2N2P7RvMypwZcW1Llg3X1xR708W77LNvc6v7D7xW2yXMFz6JVxWNVDx-Ll1hCY13W3yjbCF4jdrszW9fcB38387rQLW3Zjdvk45g_LPW77BCMz3SB4jFW2_8kWF3nkhYTVGHYlp8pPwH0W2BKXxz8QY0RXN23B387QPpQhW8YqSXn9gwJTtN4ZlvmLPC4qPW6xcPNv4yVHjJW75mC3N6MRK8GW1sc2yd2-CJ9RW3RJxyY1N-_3Kf7vFJQb04 )
▹ OpenAI leaving Cursor: “Developers have to be prepared to adapt when it happens.” (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3kyW94wVDB6xSFWLN4W2Qf5bCwY_W7Gk-Vm13pShcW872XCR74R0yzW36-j0x4Tjhv6W3wglp34bhnKjW3VKFS21mzYG0W11t9qW7wHLQKW7dWzsM35Z03bW6cZhyR4H86B3W8Qcd8182fRzwW698GRc4Qw6bwW39jcSl2WyGPDW3Wm8Yn5yQ3SxW3XcT6f1SGBZ6N6ZtXM49PXwLW2jnXX62VB7XkW4TYDwm6B_2vnW2n2jTx8y4ZF2W2cQg8n29Q5z1W63TpyM1x6N4JW2ZSP3y5qC_CPW2BdMrW1QsTdxVvYH1J5l0LZ4f8jZWjs04 )
▹ Tide launched Raziel for AI security. It assumes hackers are inside. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3psW7Qj73h3f-NGdW6xwwJ58s0HSwVDtR-25w-Sv0W7swhtr4KdcPDW7pb8mB7fdnrCW6nt6gb51XYSHW5g19L85fCbqNW4KlZxF2Xm8vVW4_8dJ410Wjc_W3TF48298zP6RW2ppn5Q8ZbRbcW6ycVfC8WnDwTW8jjgRz2Xtvr9W2RDpYj7vyNRLW8YzJYH1HJw37W347pXz4C4lBdW1Zq6P23mVcJ-W2JNvVc6__BQYW5sgvLS4kql6TW2HKpsv1dKjgZW576QZ87NH5FbW8pcSGm6W_G4vW7HFt_27cV9FqW9lqXs58pbckMW2b_dJV2Xv2NlW2cF2Hx6lQ6TJf2P8M1b04 )
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3lXMZ64QZSKdPZW2Np61R4js_vdW7VpgQz8LsSWVW3xd0QB3fWBc9W2GJx9L5CrmhsW1LTB8L4MCv0tW6K6Z8T4vS2ZQW8H7g6M2qRz-sVg2dPM2JmbHQW72-znh165PC2W6Y8l7N5B51mxN1sJ8VK7DyYcN37Zzd5ywR0dW5C84sk2mgDrPW1xCnj43KBsXlV7dFTM5v8fvWW2mH4tL4pX5RMW1_x83M2RKpfZW8RggMr6kQ3BXW2mST7M4K8D3lW4zSgjS8mmytxW6P0lsW6PtZYZN5Q4_7C8r5f1W33TSG03CL9Wmf2tSbd804 )
The AI-speed SOC: A peer workshop for security leaders
Alert volumes are climbing, and AI is helping attackers move faster than most SOCs can respond. On September 15 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43gP0xW8wLKSR6lZ3lXW1lRy3D4FQdn0W2TrqTz3Vp__5W4WVM343mGQJsW4Fk_cD2f84mfW6H0lZw11NDGSW8HkccT3hmx-9Vv-KLQ2gpQPsW8F8T4T3BmPNFW55nBbc87K93NW7llKFw6FRBsdW88B72068GV_PW2BFgQj87MCcTW3Vk1HS2-XbMYW4CS2n33Kd5bxW6sDjHm3k71qPW1nNhw348lNd7W26X_cP3Wt-cFV9wN0965qs8pW1b9tMw4l13wwW6xxSPZ2cnrkNW3BBc7Y5L2vFhW5nZ-4g8QR2D5W2s65k72lwBjpW3GSVjm4mD0JsW7NFNDB2BBTYlW7DwX8d8CzHTGN1j35pSKj78VN2_wYNN3lnyPf9fpzKx04 ) , a small group of CISOs and SOC leaders will meet behind closed doors to define what security operations will look like when AI becomes core to its architecture.
- A closed-door working session under Chatham House Rules, not a webinar you watch - Small-group roundtables with peers who run your same reality, capped at 25 spots - Open only to CISOs, SOC Directors, and IR leaders with teams of 10+ -
Apply to attend (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFh43gP0xW8wLKSR6lZ3lXW1lRy3D4FQdn0W2TrqTz3Vp__5W4WVM343mGQJsW4Fk_cD2f84mfW6H0lZw11NDGSW8HkccT3hmx-9Vv-KLQ2gpQPsW8F8T4T3BmPNFW55nBbc87K93NW7llKFw6FRBsdW88B72068GV_PW2BFgQj87MCcTW3Vk1HS2-XbMYW4CS2n33Kd5bxW6sDjHm3k71qPW1nNhw348lNd7W26X_cP3Wt-cFV9wN0965qs8pW1b9tMw4l13wwW6xxSPZ2cnrkNW3BBc7Y5L2vFhW5nZ-4g8QR2D5W2s65k72lwBjpW3GSVjm4mD0JsW7NFNDB2BBTYlW7DwX8d8CzHTGN1j35pSKj78VN2_wYNN3lnyPf9fpzKx04 )
TOP OF THE STACK
DeepSeek's first vision model vs. Gemini 3.7 Flash: It comes down to spend vs. speed
by Jessica Wachtel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3lpW1fzc8D5Hqt-TW3KGY_d7T-yJwW2jtw9K75rf9-W5WJYcH6rYhLqW2bm6YD1sn5-QW7trhN78SfSpWW5lkQq03T59LCW3D5VyN4kY6wXN28BtnQ2dDT4W5qhyH_18Dtb_W1ynJ-T82jMBDW8Qr7f_8K71dXW6bVf_r53Nn15W72X4W310JTb3W6zqtrp50DZyRV4J8lJ13SYDjVjpjGB7d5YsrW3QNbtZ5jHnWWW4mmZmC3kwwyTW6TBqWD7xMxkRW9bXCQl6vHRC8W3ZD0Zx8CplrdW1FGvNb4V5TQFV1SHjb6rWwg3f4zPVRd04 )
Featured image for: DeepSeek’s first vision model vs. Gemini 3.7 Flash: It comes down to spend vs. speed (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3pHW4NXC5S4vt3hHW7KwnJD6ymmZlW9dbkqw80CPH-Vd-t8P8nv7ytVdD3g26g2h1nW8J6Bqy72WFYjW1Jk1xm74GPG2N2P7RvMypwZcW1Llg3X1xR708W77LNvc6v7D7xW2yXMFz6JVxWNVDx-Ll1hCY13W3yjbCF4jdrszW9fcB38387rQLW3Zjdvk45g_LPW77BCMz3SB4jFW2_8kWF3nkhYTVGHYlp8pPwH0W2BKXxz8QY0RXN23B387QPpQhW8YqSXn9gwJTtN4ZlvmLPC4qPW6xcPNv4yVHjJW75mC3N6MRK8GW1sc2yd2-CJ9RW3RJxyY1N-_3Kf7vFJQb04 )
DeepSeek matched Gemini on nine vision questions for a third of the price. The tradeoff: slower, less consistent responses that matter at scale.
DeepSeek released V4 Flash Vision Exp on August 21, its first model that accepts image input. Image input means a model can understand a chart, screenshot, or photo document in the same way it can with text. DeepSeek V4 Flash Vision Exp reached API gateways like OpenRouter on August 27. It adds...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3pHW4NXC5S4vt3hHW7KwnJD6ymmZlW9dbkqw80CPH-Vd-t8P8nv7ytVdD3g26g2h1nW8J6Bqy72WFYjW1Jk1xm74GPG2N2P7RvMypwZcW1Llg3X1xR708W77LNvc6v7D7xW2yXMFz6JVxWNVDx-Ll1hCY13W3yjbCF4jdrszW9fcB38387rQLW3Zjdvk45g_LPW77BCMz3SB4jFW2_8kWF3nkhYTVGHYlp8pPwH0W2BKXxz8QY0RXN23B387QPpQhW8YqSXn9gwJTtN4ZlvmLPC4qPW6xcPNv4yVHjJW75mC3N6MRK8GW1sc2yd2-CJ9RW3RJxyY1N-_3Kf7vFJQb04 )
WHAT ELSE IS NEW?
Featured image for: Google’s new forecasting model beats everyone. You can’t use it at work (yet). (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3nbW2lhhZG3MXW-qVs6lML1pBjw0N30HZz7wlzR3W6qD1XZ8h4QwnW8N4vJy7c-D_TW6VHFZH4VmzPkW2bpddp4-dl6rV4n2104WXlnDW5DW21-6zC9ZvW1M2gDd1bDsdSN5BTLJrQWk8rVGKtsx7lB5qMW6Bytlj1SHQ0KW3F_Q5p4ZN6WKW6TQ-Ql49fjtZW67CF737FnKl0W6r0Qw87fSSPvW4J6f605hJL6vW4QZwF56cR7kRW558FjL1dSrZZVqkJlX5j-r1jW5tDjyv4qwHzjW7hsJ7j1d4R5yV4wJch3PTm6DW5MxS5C8Z8yXjW63Md594DGS6Kf8q0sbH04 )
AI
Google's new forecasting model beats everyone. You can't use it at work (yet). (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3nbW2lhhZG3MXW-qVs6lML1pBjw0N30HZz7wlzR3W6qD1XZ8h4QwnW8N4vJy7c-D_TW6VHFZH4VmzPkW2bpddp4-dl6rV4n2104WXlnDW5DW21-6zC9ZvW1M2gDd1bDsdSN5BTLJrQWk8rVGKtsx7lB5qMW6Bytlj1SHQ0KW3F_Q5p4ZN6WKW6TQ-Ql49fjtZW67CF737FnKl0W6r0Qw87fSSPvW4J6f605hJL6vW4QZwF56cR7kRW558FjL1dSrZZVqkJlX5j-r1jW5tDjyv4qwHzjW7hsJ7j1d4R5yV4wJch3PTm6DW5MxS5C8Z8yXjW63Md594DGS6Kf8q0sbH04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3lTN8MXqHSk9dXgW7MRbjW1cwJyYW38ZJ6z8k05QRW3t2ZWx7ZsVYWW3ChPQ45z_b96W5_8z1c6TBw2jW8hyqjc7k2hJGN384tVH-Wz1cW88WmMN4dp98ZW2fbh0Q75fCb5W1PW5X354WzxQN6xs7H3LQd6wW7v7QLy3J9G8SW80l0Qp5tNVMDW3M5-MK1XBW7CW92fK_03g57ByVR59-z2mCwt3W5WmX8v3s2TL9VMqPkf16Kj1DW1RPDS82mqk2RN87q6nbZsmmDW7DztGH1Z3HP2W1cd4c54hnK15VwvQRL8v1D3hf1RQF7q04 )
Featured image for: SpaceX designed an orbital Vera Rubin. Radiation comes next. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3kzW8VdFCP4yxNytW7qDMjM7KqN6dW6XftzZ90G_bCVYQcN882v3M-N3y1XRQ-p4VfW4TjCSm82wdW0V7j_Yj95fyZBW121kbk8gyNQzW9kY9v68P72LnW4Cw21M3vg4ByW451tm_4bjzvVVxGDN842RZ-bW7mD8_N2RsnZPF3gNWvKsqRRTMYhQ55NwjkW6PCJf-46ntMpW24P2xp3CThMFW7zrqjz14CDVzW88fb3x4JDfqhW30bJQM1VnhxbW3W1ZN33TzFTQW5l1LZq3TLZP4W7t2rBm7YFSS4MbyTr7p89nvf1bG9bs04 )
Hardware
SpaceX designed an orbital Vera Rubin. Radiation comes next. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3kzW8VdFCP4yxNytW7qDMjM7KqN6dW6XftzZ90G_bCVYQcN882v3M-N3y1XRQ-p4VfW4TjCSm82wdW0V7j_Yj95fyZBW121kbk8gyNQzW9kY9v68P72LnW4Cw21M3vg4ByW451tm_4bjzvVVxGDN842RZ-bW7mD8_N2RsnZPF3gNWvKsqRRTMYhQ55NwjkW6PCJf-46ntMpW24P2xp3CThMFW7zrqjz14CDVzW88fb3x4JDfqhW30bJQM1VnhxbW3W1ZN33TzFTQW5l1LZq3TLZP4W7t2rBm7YFSS4MbyTr7p89nvf1bG9bs04 )
by Steven J. Vaughan-Nichols (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3nWW2LlVRh79QDfYW4lCys998mcGPW1_WC7F3Ddmk3Vy0-fH1-vpHgW244tMG6rq1q4N3KwjLs8qbknW4L2Lkb3Vwy9gMNprLm7G-LFW3VZzr07Z52C-W1-qy1G59kWB5W1S2lCN6Q6QQsW761vlT1TdKb4V455Sz5F9q7nW9lj6PW49k161W4gL_mB3bYV7sW2CDDcT1H1ZW_W167RWb71nZn5W7Dc8P14tC34mW835Jq18s_Mf8W7BzBv05HQ9xPW7MY02T2kc5DXW7Tw8tj19NYgMW3MnLbm5n3gs_W4M-YpG579Vp2f1H0cxR04 )
Featured image for: OpenAI wants to charge only when AI gets it right — here’s the catch (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3p_Vzy7Cn33jvHMW7nrvrz63frf2W1PFNgX2MY8CbW7Rn-zS7Q_VgsW4fGTwL873_GsVNbpNf7P-2qFW63s7z83kH515W6WTK8Y5N3vPCW8R_gSh6lnl_gW13Bhj38H6m3_VY6p3H3qzHKWW6YKMY158j41JW2p1GGH7VPXLCW5DpyVT168MllW76zQB_7Y93BYW2jpNZm3XF6KYW4l6wkP3fm4PKW6f3Q343rh3ZmW3j-l-x4cbCwkW8vhTFt2xZr1BW7dwmRr3vNpNKW3rmTf83rphjmVk0TtT5kRyvzW4bQ2Fb1h8dltW6k0vCK6SwJQ9W80HkWX4wtYzSf5lHYmq04 )
AI Strategy
OpenAI wants to charge only when AI gets it right — here's the catch (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3p_Vzy7Cn33jvHMW7nrvrz63frf2W1PFNgX2MY8CbW7Rn-zS7Q_VgsW4fGTwL873_GsVNbpNf7P-2qFW63s7z83kH515W6WTK8Y5N3vPCW8R_gSh6lnl_gW13Bhj38H6m3_VY6p3H3qzHKWW6YKMY158j41JW2p1GGH7VPXLCW5DpyVT168MllW76zQB_7Y93BYW2jpNZm3XF6KYW4l6wkP3fm4PKW6f3Q343rh3ZmW3j-l-x4cbCwkW8vhTFt2xZr1BW7dwmRr3vNpNKW3rmTf83rphjmVk0TtT5kRyvzW4bQ2Fb1h8dltW6k0vCK6SwJQ9W80HkWX4wtYzSf5lHYmq04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3pSVm3Lg62G0FXjW8xBZQR7ZYhyGW6L5_nD1_KPLmW8W9-VR5_nYrTW2gpjJn8fmtPsW4tg8ML79RfLcW43hMzT328xW4W3w3n4p8YJcnsW8ym8HB2F4z48VJpC_v8xVD8QN8PWtv0kMVxFW5MZFrf9dyg16W5gxrR47cgpJjW88R__r7FWXQpW5b5MJK7STwfxW4dJ3_87MC_NnW7BGyQk1VVJyyN6Ht-LDzqQTpN6NQl5Mgfw5mW9kRdj748SBk0N4jpV7G_-s8rW4-bQyt8rwYMxW7ltZZM7V25ZrW42z70j57FJQ0f6m_F1v04 )
Featured image for: Shai-Hulud: Whoever controls your package registry controls your pipeline (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3phW20knSl8CYBcDW20LM849jHpTsW7NnF3B8Lbh4QVBhnjd1l70M-W1ZTVC52TGtGWW4JX6h28p8tZdW1RJlj57-_B4jW9fhGpg8SNT2VW4fZX507fCyZ7W8cwXhK4BSKnJW7RZ5Fp8JTq7hW3szjT-3bbXbKW8VQT-C4Lk13NW87Nh4y49sQWRW8QYH1Y6SKCMwW7qLT0q4xcdZ5N8lgd9TgYKchW5GgMcm4WxMXtW2LfyFD4S83XKW5VvpLP47r3FVW7_Tq6j4sNl3JW7mcjTy5NPy58VKt0n61vZB_gW713VlT5_hVm9W4dtvKB8J9rVyV7pBXD32cr4Vf8MH_tK04 )
Security
Shai-Hulud: Whoever controls your package registry controls your pipeline (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3phW20knSl8CYBcDW20LM849jHpTsW7NnF3B8Lbh4QVBhnjd1l70M-W1ZTVC52TGtGWW4JX6h28p8tZdW1RJlj57-_B4jW9fhGpg8SNT2VW4fZX507fCyZ7W8cwXhK4BSKnJW7RZ5Fp8JTq7hW3szjT-3bbXbKW8VQT-C4Lk13NW87Nh4y49sQWRW8QYH1Y6SKCMwW7qLT0q4xcdZ5N8lgd9TgYKchW5GgMcm4WxMXtW2LfyFD4S83XKW5VvpLP47r3FVW7_Tq6j4sNl3JW7mcjTy5NPy58VKt0n61vZB_gW713VlT5_hVm9W4dtvKB8J9rVyV7pBXD32cr4Vf8MH_tK04 )
by Zeen Rachidi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3pwVhfn1z4NGjwSW2BhGxx1MjpJxW6jVhvX6fjcxgW3ms-kC8HH4nbVQK4Rx4Q2fzSN1q5hZSjxwg2W93NGCV3Fpp-WW7WLJSp99P82gW2yfDVN837msdW47Zy3G1p0gMrW3DLY1931vdCVVpv2kX3Wrnq8W4TCWh16GzDCtN5zbTZwGFjX3W5jFQ7v1vLnd8W3w39WK2J9050W368QCr9jgSplW2gXjnw2Q17-qW2T7-tF4bv9nMW67TlnX7x_k92W4CnWZm8MGhSHW8wh9DD7wkb3GW4-B3t624ZGfkW2ttrqq7_mpQqf4HtsMs04 )
Featured image for: Cut coding agent token use with better tool output (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3mSVrSwy9319DFhW6q7dpp5sG_1mW4LKL8d1sB2ysW2slrV45VH-8QW79ZZg85HkDJYN53wjKFssQsZW9m0Fgc6JnwnSV-KvzK4TpXwYW7jGy7_1ZXPFZW913H3W4pZslcW5MK6Lq548NPfW6Ph_hN3wcQmJW8B0H-T99d1JmVk3-9n6XyphWW7ZhWlg6gn4QBW807N6r9b0MS2Vxhd1X3cptnWW1lPS993vFBt7W40Dpl469thNDW6Nw-K_3HR1d-VG5KWW7Dvgb2W45kp7w8VVS-YW4snWVs8dZ5t5N4Fx0CpR2M0ff16tvC004 )
AI Engineering
Cut coding agent token use with better tool output (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3mSVrSwy9319DFhW6q7dpp5sG_1mW4LKL8d1sB2ysW2slrV45VH-8QW79ZZg85HkDJYN53wjKFssQsZW9m0Fgc6JnwnSV-KvzK4TpXwYW7jGy7_1ZXPFZW913H3W4pZslcW5MK6Lq548NPfW6Ph_hN3wcQmJW8B0H-T99d1JmVk3-9n6XyphWW7ZhWlg6gn4QBW807N6r9b0MS2Vxhd1X3cptnWW1lPS993vFBt7W40Dpl469thNDW6Nw-K_3HR1d-VG5KWW7Dvgb2W45kp7w8VVS-YW4snWVs8dZ5t5N4Fx0CpR2M0ff16tvC004 )
by Prasenjit A. Sarkar (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3nxW4_ByQ13pP_DmW2_CzvD3p6gJYN4p-DF7T07fKMj6zBFJpc-rW1S4kb97m2f3BW73z4582mhhXRW4ZxTXy76cdb6VmgQqY5TqJ9ZW3hRsj424YmlXW7Mx9Zq3C1K7cW4Cltst1HVnLqW5jTy1j9jL5vRW1Z2g4m5qBrhsW850CVc3GFmWJW8BpqXD8Sm9ggW3pw78_2fmgr-VXbJP-7M_x1jW99DFgQ4ZjLD9VYP_MS2XTSgTN2gLjBH4YzbcVBlZ0S2JQ58cW6zblGc77k4psW7B5gpx5-xPy9VMm4Bx78ZfZJf4b0tKs04 )
Featured image for: Anthropic’s Claude fixed all 10 alignment failures. Then it tried to cheat 2.4% of the time. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3m4W4BHLy01xRrhNW5jxlj78yKGS9VCvbWd3BvFRDW7bRGtG4Z2KWpW6VKbmQ624JY4W5wClBz3NZkwBW1n2xzR3k_m4YW3pggs888RXmBW7x5hX38JyvCGW48RywV20hNq9W1FXqRZ1GbK_7W61Jt-h5PJDSpW1DRzdd7h-BzdVN-FFz3hsrScW5JNMBk7bXsVFW94MnwX8DVkpsW8ywxNp2kB19wW4WRC_s1LZdvdW8mgTV_4cdw9NW4Qbmzy4WgP6BVk6sRT7zjZVJW3783Pk1MKfVbMcljYsVl4tFW3JwH6C48M3_nW79WjBh5tWftQW3yJJkz4XlTBRf61bwbs04 )
AI
Anthropic's Claude fixed all 10 alignment failures. Then it tried to cheat 2.4% of the time. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3m4W4BHLy01xRrhNW5jxlj78yKGS9VCvbWd3BvFRDW7bRGtG4Z2KWpW6VKbmQ624JY4W5wClBz3NZkwBW1n2xzR3k_m4YW3pggs888RXmBW7x5hX38JyvCGW48RywV20hNq9W1FXqRZ1GbK_7W61Jt-h5PJDSpW1DRzdd7h-BzdVN-FFz3hsrScW5JNMBk7bXsVFW94MnwX8DVkpsW8ywxNp2kB19wW4WRC_s1LZdvdW8mgTV_4cdw9NW4Qbmzy4WgP6BVk6sRT7zjZVJW3783Pk1MKfVbMcljYsVl4tFW3JwH6C48M3_nW79WjBh5tWftQW3yJJkz4XlTBRf61bwbs04 )
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3m5VsNN2v3Ps6phW7NWtq41G84FWW5YWnx67lyX5nW2RnPbT1YtsK-W4k60Zr9kqgvbW7NS2QF4f6xdsW2zvYP78Yx_3tW47vDPV7mxTTqW554t916rxSCQW6NzZ7l1TJCcVW6YWWDP27jGhqW6gDrpt807FC3W7nvSyy7bQZWGW7ZL9-_3XhX5mW6nLvDW8S9wvDW5y_Tdq2qzW3bW8hp-Ht55Z9PRW2D83z38fHqy7W27QlJ41gxlX4W4z5DvD49mnZ6N97TVs924L1NW3qQ4yK3NFvXKW5Qw3zB60jdGDW9bbgWQ3q2-zZf6KYTHC04 )
Featured image for: Your agent context needs a development lifecycle (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3mHW96Gtgz1FdHfRTjh--9lFmLjW4wFGKJ2wCWnzW51T6wL8VWnSDN7dQXh2-nxsGN711zYlrh1mqW6zKqgB274TxjW19xw-V3ZMWL7W74JWrm2frzFKW22CS-Z7rZscrW6FfylM1bFkg0W5pkVW23M5WllW6Gv2zC8sDmSwN1VnGdXPM9zSN2wNc1gTKwBFW3w2lGt16wz60W1j0-5s5zqV2bW1Gm5GV7Rk1rqW2v4ys_97NcFrW1ycz_Q8MvtCLW5w3mGv3Zj6gJW73xX9Y1_gwckW1hTLtV3RzsRcW3YmPVC6KN5KLN7tvsSL7jb_yW8mj2tL5P7Dykf61y75T04 )
AI Agents
Your agent context needs a development lifecycle (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3mHW96Gtgz1FdHfRTjh--9lFmLjW4wFGKJ2wCWnzW51T6wL8VWnSDN7dQXh2-nxsGN711zYlrh1mqW6zKqgB274TxjW19xw-V3ZMWL7W74JWrm2frzFKW22CS-Z7rZscrW6FfylM1bFkg0W5pkVW23M5WllW6Gv2zC8sDmSwN1VnGdXPM9zSN2wNc1gTKwBFW3w2lGt16wz60W1j0-5s5zqV2bW1Gm5GV7Rk1rqW2v4ys_97NcFrW1ycz_Q8MvtCLW5w3mGv3Zj6gJW73xX9Y1_gwckW1hTLtV3RzsRcW3YmPVC6KN5KLN7tvsSL7jb_yW8mj2tL5P7Dykf61y75T04 )
by Ankit Jain (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3mcW6gsTTg32KC34W8Fp0VY6fVNgKW7FV3TH8mDGhYW7T4ggr678WvNN1J6rT_MTxjvW3VDhRF7sKQDLW94XQqR3_kl3zVklytv7JK7tCW1r347w9kT4VGW1GQlcZ5mjnPNVWbrkt4zNy-3W1hQm407s9JM5W1Ky3c93Lk5zNW6l0ZJv7N4yFMW6fBsx77w5tx8W8kxHXj936743W7nK9vQ3m6qMvW4ptMdX39lY6KW5ZFkSH7n69CTW12Z5BH380xhnW80yQ143xtHGxW2dMSPl239TjkW11DQhg4gvmB1W6nZRsm8Z06Bkf3Lgl-C04 )
Featured image for: Tide launched Raziel for AI security. It assumes hackers are inside. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3psW7Qj73h3f-NGdW6xwwJ58s0HSwVDtR-25w-Sv0W7swhtr4KdcPDW7pb8mB7fdnrCW6nt6gb51XYSHW5g19L85fCbqNW4KlZxF2Xm8vVW4_8dJ410Wjc_W3TF48298zP6RW2ppn5Q8ZbRbcW6ycVfC8WnDwTW8jjgRz2Xtvr9W2RDpYj7vyNRLW8YzJYH1HJw37W347pXz4C4lBdW1Zq6P23mVcJ-W2JNvVc6__BQYW5sgvLS4kql6TW2HKpsv1dKjgZW576QZ87NH5FbW8pcSGm6W_G4vW7HFt_27cV9FqW9lqXs58pbckMW2b_dJV2Xv2NlW2cF2Hx6lQ6TJf2P8M1b04 )
Security
Tide launched Raziel for AI security. It assumes hackers are inside. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgP3prCCW7Y8-PT6lZ3psW7Qj73h3f-NGdW6xwwJ58s0HSwVDtR-25w-Sv0W7swhtr4KdcPDW7pb8mB7fdnrCW6nt6gb51XYSHW5g19L85fCbqNW4KlZxF2Xm8vVW4_8dJ410Wjc_W3TF48298zP6RW2ppn5Q8ZbRbcW6ycVfC8WnDwTW8jjgRz2Xtvr9W2RDpYj7vyNRLW8YzJYH1HJw37W347pXz4C4lBdW1Zq6P23mVcJ-W2JNvVc6__BQYW5sgvLS4kql6TW2HKpsv1dKjgZW576QZ87NH5FbW8pcSGm6W_G4vW7HFt_27cV9FqW9lqXs58pbckMW2b_dJV2Xv2NlW2cF2Hx6lQ6TJf2P8M1b04 )
by Jennifer Riggins (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3q3W5LStF38Rtn9VW64TcWp2qzFKsW4lbPWk69rj20W3mYkrM5xD36qW3t39n95qJBrsN4tB7-Jfxh8NW6RBKy44sR7PyW7twwK_5dQF8vW8SJ2dz2QhXxtW8sMN7Z4kC49PN4kt1Bqrdr8yW7fRLmn5-k8mRW8nNLR96QX5QQW7SWNF729j1GMW8ZLvt05Y41ZDW45gqCN6rLXsqW6BVsgR7yf-LMN6rSr52_xdvtMrz_V9jqSj4VwDhgb2r57D9W6LC5Dr2mtwsQW75r7t93473hSVkRJ678hwFjYW2xMsTq8QxYCMf7yVQRn04 )
Featured image for: OpenAI leaving Cursor: “Developers have to be prepared to adapt when it happens.” (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3kyW94wVDB6xSFWLN4W2Qf5bCwY_W7Gk-Vm13pShcW872XCR74R0yzW36-j0x4Tjhv6W3wglp34bhnKjW3VKFS21mzYG0W11t9qW7wHLQKW7dWzsM35Z03bW6cZhyR4H86B3W8Qcd8182fRzwW698GRc4Qw6bwW39jcSl2WyGPDW3Wm8Yn5yQ3SxW3XcT6f1SGBZ6N6ZtXM49PXwLW2jnXX62VB7XkW4TYDwm6B_2vnW2n2jTx8y4ZF2W2cQg8n29Q5z1W63TpyM1x6N4JW2ZSP3y5qC_CPW2BdMrW1QsTdxVvYH1J5l0LZ4f8jZWjs04 )
AI Models
OpenAI leaving Cursor: “Developers have to be prepared to adapt when it happens." (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3kyW94wVDB6xSFWLN4W2Qf5bCwY_W7Gk-Vm13pShcW872XCR74R0yzW36-j0x4Tjhv6W3wglp34bhnKjW3VKFS21mzYG0W11t9qW7wHLQKW7dWzsM35Z03bW6cZhyR4H86B3W8Qcd8182fRzwW698GRc4Qw6bwW39jcSl2WyGPDW3Wm8Yn5yQ3SxW3XcT6f1SGBZ6N6ZtXM49PXwLW2jnXX62VB7XkW4TYDwm6B_2vnW2n2jTx8y4ZF2W2cQg8n29Q5z1W63TpyM1x6N4JW2ZSP3y5qC_CPW2BdMrW1QsTdxVvYH1J5l0LZ4f8jZWjs04 )
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3prCCW7lCdLW6lZ3m5VsNN2v3Ps6phW7NWtq41G84FWW5YWnx67lyX5nW2RnPbT1YtsK-W4k60Zr9kqgvbW7NS2QF4f6xdsW2zvYP78Yx_3tW47vDPV7mxTTqW554t916rxSCQW6NzZ7l1TJCcVW6YWWDP27jGhqW6gDrpt807FC3W7nvSyy7bQZWGW7ZL9-_3XhX5mW6nLvDW8S9wvDW5y_Tdq2qzW3bW8hp-Ht55Z9PRW2D83z38fHqy7W27QlJ41gxlX4W4z5DvD49mnZ6N97TVs924L1NW3qQ4yK3NFvXKW5Qw3zB60jdGDW9bbgWQ3q2-zZf6KYTHC04 )
FROM OUR PARTNER
AI at scale, from the people funding It
Most AI content tells you how to build. ScaleUp:AI is one of the premier conferences showcasing what happens next: how enterprises fund, govern, and scale what you build. Powered by Insight Partners, discussions include:
- Enterprise AI and financial markets with the CIO of ICE/NYSE - AI security with SentinelOne’s former Head of AI - Firesides with OpenAI and Databricks - And so much more
Register for ScaleUp:AI today (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgb3prCCW6N1vHY6lZ3n-VDlV5s2dRymfN7j6Cbp1CgxSV9t1S41m1tVHW7CFrVx1gPcqnW5-m_2c1Bgn1jW1LmRWt6n2wJ7W6SjhjT6xy94dW90HD_775pR3GW73_KrP2mbXzFN5ql3Ng7bxGRW2sxtKB22VyJNW7xcYpB6Kp8W-W79nhh187H5pwW7bTlzd4PPYS2W5ZkjHd7yYJRKW8wlbVv8ft6JQW77hcrs3MfbM0W1sc2Wn9kSbClMpLcxygwnZXW4vwr394h-wtfW6SMp_245NK3kN3q2FtX90Ck2f5wXgnM04 )
FLOW STATE
AGENT
Bug detection blind spots in AI coding harnesses (GStack and beyond) (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFhn3gP0xW95jsWP6lZ3lRW3lf1Mp4B6ndjW3ydG_Y7h2pfyN5LmYDKHhsVmV6cbK88mmzplVXFxrK67cqYXW548vnD4p-B9tW18RD0w4WN3PmW5HvbVR7Psv7nW8syq4F4FLKX0VV9W6Q26LQGrVGktZf7XBSt5Vh4T-g4q6tZvW49FQ1l8HdZrFW7HzMms5csFXdW5PFx_T5b4XGcW8-BLhv84SZvdW6gjCtr3LDXL3W6b_DXh4p4PNWVNpPNj3hdfswVYss188qqld5W6P3kT12PWG7cW3hQ1-C84d_8fW2H765Q1w-sHkW6fxsWH5jw3rrW2j2Ml085GdLcW4NqL178L4rj7W7JyJXj2Cvvw3N1wNmF8VHwZmW4Ftg626lX0JJW7dTpBJ197mBvf1Hz6yv04 )
28 debugging experiments reveal that AI struggles less with complexity than with missing information.
Read on Towards Data Science (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFhn3gP0xW95jsWP6lZ3lRW3lf1Mp4B6ndjW3ydG_Y7h2pfyN5LmYDKHhsVmV6cbK88mmzplVXFxrK67cqYXW548vnD4p-B9tW18RD0w4WN3PmW5HvbVR7Psv7nW8syq4F4FLKX0VV9W6Q26LQGrVGktZf7XBSt5Vh4T-g4q6tZvW49FQ1l8HdZrFW7HzMms5csFXdW5PFx_T5b4XGcW8-BLhv84SZvdW6gjCtr3LDXL3W6b_DXh4p4PNWVNpPNj3hdfswVYss188qqld5W6P3kT12PWG7cW3hQ1-C84d_8fW2H765Q1w-sHkW6fxsWH5jw3rrW2j2Ml085GdLcW4NqL178L4rj7W7JyJXj2Cvvw3N1wNmF8VHwZmW4Ftg626lX0JJW7dTpBJ197mBvf1Hz6yv04 )
HOWTO
Tokenmaxxing is out. How to minimize AI spend without sacrificing security capability. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgb3gP0xW6N1vHY6lZ3kHN5Yq1FDfjMZVW67dnNp1lKhycW5MLRtD59nX3mW4GymqQ8ghvQPW7tzBcr4M9MgCN5JX-dpj8wR5W2cP8hZ1J8RF2W8hQ_Wm61kbhpW3sp35x2mpr_HW2Nl0Dz3L0-LNW4KzrMp6ZLQ8FW6NKzVk1ghspRW2qQKJx7rRsRXN6WlS01MH6PpW2wDbkQ3dQg2VVDNfNz7ZXXBDW7gL5cC79GVHDVHj8hH6M28s_W2zJhnQ92NvmWW7C5FJ62tJTGZW1qhqJ-97trnqW3Kqx2M5XJW2Yf32CDr204 )
Lower AI security costs with tiered model funnels and smart prompt engineering without sacrificing security capability.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgb3gP0xW6N1vHY6lZ3kHN5Yq1FDfjMZVW67dnNp1lKhycW5MLRtD59nX3mW4GymqQ8ghvQPW7tzBcr4M9MgCN5JX-dpj8wR5W2cP8hZ1J8RF2W8hQ_Wm61kbhpW3sp35x2mpr_HW2Nl0Dz3L0-LNW4KzrMp6ZLQ8FW6NKzVk1ghspRW2qQKJx7rRsRXN6WlS01MH6PpW2wDbkQ3dQg2VVDNfNz7ZXXBDW7gL5cC79GVHDVHj8hH6M28s_W2zJhnQ92NvmWW7C5FJ62tJTGZW1qhqJ-97trnqW3Kqx2M5XJW2Yf32CDr204 )
INFRA
What comes after attention? This startup says it already knows. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3gP0xW7lCdLW6lZ3mHW8vry8V2KrS0DW746-6q8ZdqLJW3YvJj262_jbtW70GZCF4QcNx1W57xDNc38qFvcW3G1jK816fHbcN2tSxgyTp88kW12TYz241Hw49W60BtsS4c6fqHW51K1nM5NGgk7W61kDnj8DrVBwW1DCtL51xZ3gpW8gzvV-7g3SbVW9lWDl31RRs-RW83WZtg74tW11W4w1s182DWDdXW6qtW8D74q7H9N8H32DV-g9krW5flKW_4jbjbpW6fL9HV80df3yW3FHnRM1S_mBQW90nvf31dsZL6W32-4xm7xnYBZW1XyJvR2dDM8kf50YJ-404 )
CTO Alex Whedon says Subquadratic isn't a sparse-attention company at all. It's already working on architectures that drop attention altogether, and expects to leapfrog its own model.
Watch the episode (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVqSgB5l6tg1VqYqq82QbrbXVyCbyQ5TpxLjN4WpFgv3gP0xW7lCdLW6lZ3mHW8vry8V2KrS0DW746-6q8ZdqLJW3YvJj262_jbtW70GZCF4QcNx1W57xDNc38qFvcW3G1jK816fHbcN2tSxgyTp88kW12TYz241Hw49W60BtsS4c6fqHW51K1nM5NGgk7W61kDnj8DrVBwW1DCtL51xZ3gpW8gzvV-7g3SbVW9lWDl31RRs-RW83WZtg74tW11W4w1s182DWDdXW6qtW8D74q7H9N8H32DV-g9krW5flKW_4jbjbpW6fL9HV80df3yW3FHnRM1S_mBQW90nvf31dsZL6W32-4xm7xnYBZW1XyJvR2dDM8kf50YJ-404 )
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Warning
Almost all the messages that arrive here are garbage! Resist the urge to click on any unexpected or questionable links.
It may happen that e-mail will claim to come from liamon.com, perhaps from some administrative role or process. There are no users with liamon.com addresses that should be sending anyone e-mail. There are no accounts to expire. There are no passwords to leak. These are certainly garbage messages. These are certainly phishing attempts in some messages.
Absolutely ignore those links!