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Date: Fri, 03 Jul 2026 06:02:28 GMT
Subject: Subquadratic's 12M-token model finally has benchmarks
To: [email protected]
Date: Fri, 03 Jul 2026 06:02:28 GMT
Subject: Subquadratic's 12M-token model finally has benchmarks
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<style data-hse-inline-css="true" data-hse-element-inlined="true"> /* TOC Description WYSIWYG */ .toc-desc p, .toc-desc li, .toc-desc a { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .toc-desc a { color: #1a6fa8; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">Subquadratic's 12M-token model finally has benchmarks</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">When Subquadratic <a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV823qgz0W8wLKSR6lZ3mcW1xLM9Q2kV0w2VRng3z6LsjBBN2klyqh5GD1hW5MKdnp7Rp822VC_kFj7WflmcW4FkLR65QqhQMW4KTfDm66Qt5tW2h0-L353cz5dW85jr0V5Mm9KVW8BV5D42rLWWnW8x-3Rt51lYpXW8RSMC148X-xZW3n6tnY12wwbcW1VrDMK48VX9lW5RhVQZ8GKQnZW9h2x7y3Jtp3bW3NH9PS617kJ0W6wlWlG3FQ7rMVRBY_p4V-fBYW6S8p695z_nd1VztXV_6nyJvxW4T9yVb4BSRpKW5RgYK59m4s3ZW8L5brb4NHJ5ZW8w8PbT7WgTvXW69nsPz62WlFMVSvzB-5FfJwPW5QR0YX4jXqF4f2BM3Xg04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="QK/cWQyK" target="_blank">launched earlier this year</a>, it could build a sparse-attention model that could handle a 12-million-token context window and be significantly faster than today’s large language models. But it didn’t launch the model widely, nor did it publish benchmarks.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">The company’s large claims created considerable skepticism, writes Frederic Lardinois, Senior Editor for AI, in today’s lead story. But last month, Subquadratic published its first model card and benchmarks for its small model, SubQ 1.1, provided third-party verification from data firm Appen, and began talking about its first design partners, who now have access to its model.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">So far, however, few people have actually used its model. To talk about the company, why its model isn’t widely available yet, and what it has in store for the near future, we met up with Subquadratic co-founder and CTO Alex Whedon.</p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Read the full interview: </b><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV823qgz0W8wLKSR6lZ3ptN6Ch_LWNMTGHF2m9z6BprjnW268rNJ8mTXbgW1KQ8pf1r_wQVN7LdGgqGlLTBW7_H6y_33Pd4JW8PHPCp6pNYzJW4rbF791M5TFFW20Jy282KxYBdVDyFhj546V9JW7KJvx44H2-GrW7yjhz95M3k1xW3qhwCs8tmBlYW7Wb3rz2DJ361W8pZzf68S7JD5W7fLy_q3K2XSqW7zxg3T1VkLlBW9gc0c32bz0gdVmC-R48mbXWHW1T92pf4RgTBSW3WPK6z7-0ZQkW20ld654XgrZdW34DmtX7mV_XYW4n4NNV4KmrdtVvymYb7BLq4zN2jMLpgXNh8NW2k-f_g3t1gSyVykFv96qKjc4f6zRsF-04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="S/m2+hT2" target="_blank">What comes after attention? This startup says it already knows.</a><b><br> </b></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><i>More fresh reads from TNS:</i><i></i></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV823qgz0W8wLKSR6lZ3m5W7Kv8mS6vDTpGW5DgDnX5BRrztW7MrfPZ2QnLM2W6pVXY18h5kX5W7yNTxj61mPSyW4zt5863Djq_1W7CY08y4fRNqsW77XmyH3w6rMhW5rvdR14_xhF0W4pHS_X5h-h2kW17QJgv97Bf1QW3SY8VB6gfP2bW2Q1Pr52gjDYyW7cTGyN4r0y91W7mrVYr1YNzd1TJ9xg5_fbjlVjTgcN8YbTX_W52gqT17JcCsMW3Kdl662wdMXYW8LnxHm37S4nbW1SWkxN1GK-n0W7ZM00v3PJqV2W2hGRmt5YcRkgW633q6z1TSXxHW5HDBfK94KX9FVz254f8sR1nFW19SP0b3WNsGMN8s71pnj4DTxf17lH6R04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="XIHpGRy8" target="_blank">OpenClaw’s new app doesn’t run AI on your phone. That’s the whole point.</a><br> </span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3qgz0W7Y8-PT6lZ3mqW2361ZZ3GvZH3W6qz3W78t71lMW9jb1QC9kwZ6NVGJ7tb4w7fpTMK7l3YfVmZwW3JM1QG2WF0RCV1441W6hVQr-W70F7rw5MzZRBW9423kN1WR5XrW7nzgzB4tsl5gW73WRfv9753mXN3BTBbCbcgQ1W2kB21R6ZNW-qW33FZQ_1Q0j4HW6J37nc5NTbN7W885vNN72FsrtW85wC-r4M9ySxW4W9GBZ4GWgygW74z6Gp9kKGmNN3gyjTGtNm53W5XxCJC8B2rMrW1cz5W289Q9lBW93Q46X67dTdnVjsD8M8H3DzRW2pxmT53k6bcyW8PnGq263PjlZf3j__sH04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="/sK3ywWH">Why traditional CI/CD fails for LLMs (and the release gates we built to fix it)</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3qgz0W7Y8-PT6lZ3pqW3H7GM39f7VJ_W7yRL8f4RxJJ8W34xQMJ3PyfMTW3wJlVb8D93bTN8-QXSqR4vlfW5z_fS61mRSrYW90H8sq4VVFdsN4w1pgBRNnBbW1Yl-dr7rhCL8W3Y4r2m29R3_ZN5V6QrfDjwrVW2c-FgW4JD9S8W99Jqm41nZ95vW4T3vQS3qrSx_W1P6-HM3fR5XlVtVsbt5XVsJhW7l7yrg8T4CQjW90Q-3P2TzjM0W2Zs7k-1hfLQGW4jWW4l1G3jp2W5bM3sj1m01jSV4Z_rQ8bZZv6VHk_BV5-Y7qtW3MJx444m07pZW3QBshV3cjrQpW63kXVn8LCRGCf6PZzSF04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="4rwSv1UR">Your social login buttons run on third-party cookies. 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Whether you missed the live event or want to revisit the insights, you can now <strong><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV6g5g8t6W50kH_H6lZ3n3W3FbfRz3mb2wkN3vg2_3DkRLvMd4D7zlkVpvW8h57T-3Bs0HWW674sVQ87kQ05W98TF4Q7z2bq9W1wqlKV9krpVxVLJFDD9j0WHGW8-f_7r4qdV1nN1TN4Fkc8sHtW7dN9328W9m1vW1x_lZk2Jx9R2W2PtN3C6FH05cW4ktcNQ3-TkH3W4xZVLm4lB8H2W52R01R58gXkfVykKpD5vRtkVW7nFccd4JjP0YN65SrHdykB1BW69nfNS7f6V0sW8G3DCw40Xr2xW1Rhh6l3wqRj8W1wm-278yJHG2W953d453bRGdbW5PvyGD8CqhJtW2NHLLr3WxJH0W1xH9KQ3cY-yCW1dNL1X1fhcGGN5vD2sLG5cMyW4lhY9y7j8rNYW5xymZm2s88mHW6Zbttm5mqN7Cf6ggqPx04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="k4lxxe/n" target="_blank">watch the entire session</a></strong> for a practical look at how to move from advisory recommendations to continuous closed-loop optimization, without the all-or-nothing leap.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV6g5g8t6W50kH_H6lZ3l-W4tZfkT460bRBW6Ym_Rz8rY19mN3-TFmhQQ0F1W57nFtH5GYztFVtw_wW3dQN1TW1TqqKF7w_f9kW5cPj9C982TJSW8z-klQ8qkh20W1F4hC630pK26Mnt0jxBsxQdW8rhRwP8Q3jQ7W5C8GBC3QxKMLW7w72KY8SyZ01W5Nvl141yZHNrW6pW9qx6HVHhNW5PDDd01RRc2GW7K80sP6Q5ZvRW5-9yY77zPNPKW4bRQ1h90SYysW1-0RbQ36Mkx4W37QbCC204jw4W6Z9Nf994K95vW8ZKwwl5SL7yjW4wcq6H1pcfWvW4l0CPg5gpnykW1S0VZm4hS1HXW1GBVl13BBGkgW5PcR9H8FblsHW5t9f389m0SY0W389rfn53rQXXW1ZQmyD5z7CG7W1qPvCx7851X0f7QgNX604" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="W9ClW85o" target="_blank">Watch on-demand</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">What comes after attention? This startup says it already knows.</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3qgz0W7Y8-PT6lZ3nXW3XsBHl4f779BW4Hr5wk5PxkGdW3Fx7Y-2Wvw-sW786w0x5ynbjRW5xxh_H579l8XW6gLx9s7WHPYdW6LZk4m2BK12bN1_Z3pS6cFFrW2jypkF856GvfW2jG4WX7qSKvJW24f1Xm5Xj9rLW1XY0nl55fMkHW3mLKCB2HN93vVGyjWv3P96K2W85v8Xy2jCrLqW3RKM4C2_60j_W6d2l6K6lrnwcV5n5Gz4C-YsJW4xT7Rq5hjH7hW8n8M4-5LFBG9W2wC91L2By0x5W5G3VnW5HW422W7TDdh17wdyKnW3QMSXk44Y6HNVv9jVr21V1VCW5bbSsT493H0Sf7HLzC004" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ" target="_blank">Frederic Lardinois</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV823qgz0W8wLKSR6lZ3mtW8KpRPK7fJ3TpW3Y9k2L5LZ7lFW2xBrM46Mytb-W8wpNND5MCqPTW7rQm9j1XQ3f6W80Sy_q15c52KW7SCdl84mJRWHW6T07zP4_GFSNW5PbJ8B42lBWwW5f3KtW3vf26BW1WMSGK10klcdW5qPtzl37g3ykMDHXJvBwLBkW2KWyzR3KQz3VN5HLZKRfwhfyVnGJYz958nnHN2pR7VgvNjGLW6ZN_YT1wRT7mN7_lncscjdtbW1Fvlc_8p4jcHW385T594S6jK3W1jFq-H2jqLhbW7QC7Lv8RTQN7W8rSCqY8b7dSVW4022Lm2MM7TKW9g31tk4BF7RcW6ZxMfS2WwlMyW77s8JZ46cFLnf8FqgRj04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="ESxBckmH" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/07/25626ec3-boliviainteligente-axnzb4fekh8-unsplash-1024x640.jpg" width="524" alt="Featured image for: What comes after attention? This startup says it already knows." style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #48607a;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> 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> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> When Subquadratic launched earlier this year, it could build a sparse-attention model that could handle a 12-million token context window and be significantly faster than today's large language models. But it didn't launch the model widely... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV823qgz0W8wLKSR6lZ3kYM7n-qm18vTLMm5Cdbdl6nCVfN4dg11BkY_VZM8jJ5Yw5tYM6H35fRlj5sW89y6h33dHPXQW8HBnzh245nqrW7y-kJ27083lkW2TFJsb2TJGTJW7R8PxP5h6_57W19xzc92XdfVbMt9Z2r8L3d0W9h_TtJ4BbzdDW7Dcjd93G52RbW6STWYv5nDk_7W3kS5vr4kgfxLW4Q2y361SxBxkW8_9Rrn62C2jvW2HcVlK7qnlJ5W32RLr04xT7D4W4ZzPwx6cL64pN9hJcTy66T56W5FjclP4Pjf-MW9cR50V6dMM39W15phWZ26zVG2V_VrNk66GKr_W3DhF8-8TqYg1V31ySL11-xnrf60V6l-04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="pxib2fWL" target="_blank">Read more</a> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">HOWTO</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Security</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3qgz0W7Y8-PT6lZ3nfW6GRVF_8_xLZfW73V2vD47jdSnW5BHsZq3Rx6JjW7pBQ0-4bY-_DW3KJTV08zxjWTW6Chxy176kzlgN8wzbBjZqP6jW2JgnH678G4pTW1B6kG17-ZzrgV2dMD33vn70pW56ghp81qQ1zxVHh-kd7yMj0YW4lF02260_-SnW2xmFx56FzVbNW22b-zn9k9j45W5J2Gx06tyYzfW7XhpSd8hBd-pW3K5Sh13Fr3PSW2sjrPg3P8PhSW4MC-jZ2c3Wm3W8JwbBB5jstZvV8HZ_F2-yl7GW5-dBz_1CfgP_W4Cp--696W6gDW99bd_v9gMycMW2qdpkR8q3h9pf1903wY04" data-hs-link-id="1" data-hs-link-id-v2="ganMhUyQ" target="_blank">Your social login buttons run on third-party cookies. FedCM doesn't.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3qgz0W7Y8-PT6lZ3pkW4c5z427nGQmDVFQ2BK30h91mW1gZ4SN57vHYvW5ykVRR1xSYy2W11VZ966WyhFwW7LyGn31YxX_YN1Q23L0kgPLCW1rb8CF8L3fn_VNtG89479q0cW4Q0X8g61F9l6W2Bs76B1Cj12vN8rzygTp3141W2B1vnp58xR5PW3f7TX26t1n6nW7J0VrL5TT8P7VQ34DX4mJZzyW4Sj2jH3Pq1FxVG_6yt7rV0qrW1dDZSL2-lJC6W1q3d527kl8lsW7WqnTd2tB8XpW2pMrVT4Y2gNDW2fPnX25KjrZMV_YX_W7w2WxZW5Hh67P8JhwJTW6hj5tY3CTCyhf8Zw5FM04" data-hs-link-id="0" data-hs-link-id-v2="E5+0VvJf" target="_blank"> Jeff Hickman </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">CI/CD</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/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3qgz0W7Y8-PT6lZ3lzW2fZv9x86PpZkW5MLLnY3cwH6sVCKn303d17-6W5czHKv3SHxZQW2C807m3KBMsjVRHP0M4qnL4MW1KcsN988ZgGxW3qTWSJ3jFTQFW2wh-8G8bqbY6W6wfYQy8cSz8mW8B1Tkf1SGqCdW7pgRXV6z-NvvW5rLyCR22qpNrW8gjrw23Rg8g1V68YjW2hT9NfW39Kt244Stb2xN2pd5j66gBP0W1VnP8Y2mHRBYW38k2sN55KjJBW37hhcX5GQSy-W94cZYB1v4LygW56_xDK3PBl3hW1d05Nn3vPlcgW68TB6q44D_LTW1fhLy_7w-7gXW7K8PLz4tpmXsf6rp3sx04" data-hs-link-id="1" data-hs-link-id-v2="kPRXTjGH" target="_blank">Why traditional CI/CD fails for LLMs (and the release gates we built to fix it)</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV823qgz0W8wLKSR6lZ3n3N85jJ8wCMC3GN61MtP9gfzDlN3y48KbzxjLgW91NpGM1mPtggW1FWP1y7bTNhZW5KMRrk7t-B0sW7y2J-L1flwYgVG3x7z8wP-mLW7r7GT-2ndsy4W947Pht2gm61cW1s4mGY2YH75XN7M9pn6kZ0XzW7Vr0fk8lysSxW1w_nPy40L7_7W2w9jMT8mdHyjW7Tj8lj3FlL2YW7LjDrC35dW5bW4Ggp397LnFVdW3ncTZm5mmB4gW9dgRXf5Qvv42VVwPdV7CFYpSW1_kdG13lsgBdW1QHqBR8TP046W5skh6N8GW43wW5nYB0c5G_x40W5lSVlQ336KVHW89gC4l4KkjTBN3ZgnK7wrW1Lf1zmkhP04" data-hs-link-id="0" data-hs-link-id-v2="S9hT5q1g" target="_blank"> Freddy Daniel Alvarez Pinto </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV823qgz0W8wLKSR6lZ3l3W8dXTR-4HSZ3tW1ZdH_y8-s-FdW2TpJKr6KDpKSW5yZQ8J1XB8-LN2yV2l7smJJzVTMkHG8Lt5NFW90-YVT4X17NzMqq-ZgHgxh-W70MVyj7P_9wjN2TqdND8XH2bN3vLMHwwzChSVq8Lw58t_kn8N6KlhhNpYQXRN1Hg50wRd3rpW2N7wDS6LrJxHW3g_mF42xz-qvW5T4bN_7_S_6MW1P39b82mG7W4W929LLq8p8K4lW8-Xg2c3p_Kh2W7LpShS6VtqNnW8CB_1Y3wxDxWW5WQyW87TkTfTW6fJDVj5pr34JW1d3cLL4S3BgtTDTRQ7tVjK9W4-117d6mt2n2W5WyrXk7ZC_K8f8qz-S204" data-hs-link-id="1" data-hs-link-id-v2="ZeKNLvLj" target="_blank">OpenClaw's new app doesn't run AI on your phone. That's the whole point.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3qgz0W7Y8-PT6lZ3pTW8vmH0L2lKHzYW7qMYmM6M2mHSVbsjCy50wkN_W8gljgW4_6GyXW4xWYR75J4cRwW2XPjmF5R1454W1J2Lc06K09bZW83bRqJ2KqWdjW8HxR9Y98PhX6W94bJx46_3lpxW5jH9S06bK-5LW76DTll77Slf4VR_3gJ7rsrsRW1Tg-4G34cdFbW1GSvYj8NXhP6W4jymjW4MjQSYN3wP-YMN17B4W2wYkyb7vN2LNW1h3M9q63DLhGW3WJZcB1l5w79W3h-ZXg6JsSN0W2wxzc418ywH4VjpWzX4rD8T7W1JcKsY6-YHPBW2NLJy25QbvYxW8QKVLL4YKfyxf1PhHjM04" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--4" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#c43aaa; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">SHIPS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Security</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3qgz0W7lCdLW6lZ3m0W6-C8MC3B4p4GW7LvmVd7TljN7W1L2nKz4XDG7RW1FlnTW8zDWsnW3fr6103P5pj4W35snjP12N3TjW1-zTRf1M7yccW8pM9W01JjNN_W8GkNFW2hFkrrW4Llj736YQ9hhW4l8SnZ4vYNpzW94Bp1F3rQq7NN1jN_HqyNdysN3bKWy-BRfJJW4cRkGG7zkL8hW80MpSg288y_vW1jtj-q4zxyQKW2f_sDL9hJSKZW6p_9ly3-PP1HW7qWPwR3lv6LCW6WYnsG1TPDy4W4Z3mHZ6JchqBN5d4tjv6zhHxW7DYmhh4Yb1jBf9fy6kP04" data-hs-link-id="0" data-hs-link-id-v2="lfwjJMPi" target="_blank">Cordyceps flaw pattern is more proof CI/CD is part of the attack surface</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3qgz0W7lCdLW6lZ3nbW2cCRMc6FSsR0W6Gyw-d8mDWxrW6c0yY175Jph3W87TvZw1v_0n4W6bhQJT51fDthM2f3WJppWXzW60ntLw4s-DmqVRzv9V3ZmKDxW6D_QPK53X-d7W28CGl51r9ljdW6GTRXN2xJfbcW4qpQvS6nGGHVW8f_Wvh8vg_M3W7d_Yg_1s_37FW83ZFxl6BL98JW8HHTPD7PZn1WW3LhjKk8yJstnW1m97bB6g3vLfN290YVPHHp2JW111kNZ1TgGrJN4sK5gl3ht6SMXCXYVC2yf9W1KtfmT5MFTftW7MgGjM598Fhpf60y0PR04" 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: 52px;"> <table class="item-label item-label--5" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#ff3287; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Networking</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/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3qgz0W7Y8-PT6lZ3nRW7n2HbL6lqD0YW8LJJbV1F9Wz1W7Yg3w32ThWgHW27TBL28ytX0gW5hym4L89NM0qVmt2BC2d9C4LW5JQv_s3Lt_y6W65rh_t7vkJV2W1G_6gt1QFjNKW3zq0d28zdWYFW6kzGJh8lcFhHW50KQnF2w_vQsW4G3nZW3Lkd0BW7syjkB2SDSV7W8z7yGt5J6XrXTty6C8SZyNbW23-khp6gkXM6N3XJxYpGWbTjW7Yn-6X6nz31hW3qfM2Q8w_27YW93jVCT73QtWQW46F-4X4vxs6rW3m2gpy5RYmqpW17NXdT2Z79L2W4cjZSw3GQW2JW7t_wW6851Qy0d8l33204" data-hs-link-id="0" data-hs-link-id-v2="s6MU9J0m" target="_blank">Cloudflare wants to build the economic layer of the AI web</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3qgz0W7Y8-PT6lZ3nTW8fS7Hx1xQs-SN1_SG3J3t9hwN18_B5hZKp3RW8bF4Hv2s5pQGW6rKq3D3bbzshN85CSLS-Zr6sW147z_J8_63GCW7f7-cw4gMdYHVnLnqM3WTqb1W47l1cG8Ld6z4N4nFlVCdWH6JW8x40Ch71lY17W6GVjpW9fXZqBVf8xFz7rZXhNW1PG2v98lFxMPW2Q-DqY88gHWZW7N6C-Y8_YdnhN2m2nDdWCSRxW2NMJnm3RKwP6W4N4-vb6d_7mRW54CLXb7hQ4_fW1rVCZb9l2M2GMytJRDWLR3xW3RbW-s6YQC3GW7bJ_p68C-jBzW63ZHLZ7-zpTdf269GLF04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2026/03/6f53bf88-cautious-optimism-light-bg-spaced-alt-sans-outline-1.png" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3hCZYW7Y8-PT6lZ3mcN7wTvL2R_Q6nW88TmjN6q-x-dW5sP1Fb47_GySW6xL7bL75fyb4W3M_cPf5K4nlgW86L-R_3jD2FmW1WKt-Z1168zLW9bzkfx6cWKbpN4_8ttTty6JCW4G5SB26gFYwYW5CZq6_469lK3W3tQ-HB94-9YNW85V3N67QtFyVVZGHnK73Zth1W4Nmmrw1XGxhwW5kDzb997wTwMW76dkK04GFkfgN8r9CxPbJvyJW1t_fZs1XTJjjW232ZVQ6zC2HgW1xNZ4m6r8DX1W4wkr1h56zzSZVxz0qr5FzPpGW8Z28_z7V_-_gW972J3f6drbgVW8XF-g933fhlRf5QFNn404" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="yaMS2d60" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2025/12/93e24854-security.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"> Anthropic drew the short straw </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">If the government had listened to the industry earlier, we might have had precise frameworks, guidelines and rules in place for highly performant AI models and the risks they may pose.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3hCZYW7Y8-PT6lZ3mWW7s2vJd6Mm0V_W3jdKYc5dFT9KW1nnhXK3HpxCJW7n28CF8bRKM4W4xVKS847LFYgW9bL6CR4mWTPmW8bMmR18QGXD3W8wPWPN2qKwPQW6qzc2k2q-gmBW6hjgDZ376LbyW3r2bNZ1f3cDwW7LQKfv36DPDJW857cKy96L4L7W3-SdhG4V9SjzW10R-qt27V8VxN2TFg8_ljp9DV2LjtP5lpNKWW4gB7Lg5VzxQ2N8xpB2f812W1W36Pq5M7-kPR5W94N4VS4M39xtW2sqDKn3x_lY6W23PgPh1-cnBGN63RXdzPkZwDW4sxn3r2jQCx7W6FqcQ95f-J_9f7yN-cq04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="63aTd48H" target="_blank">Read on Cautious Optimism</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">READ</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/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3hCZYW7lCdLW6lZ3lqW47cfNF8r3JknN1D3WyhWsl9JW8BdZZJ6H_wQLW2TWDYc21CjN2W2CqQfD7xqkblW4NMhnj7LjyQhN7j7k7jGpDKhW7LM9r83bldfnW4zbx7L3wv6n7W40JHx73fS9fJN5RvLFky6KZSW3Kzs_26bbMm1W4bpp-h68qTP5V_b_fH7MFXyGW3nyW_g4_Q_jsW714zFF47nykWW7nlv6V5RD7SZVF0lfy5b2fp1W2GKP568TfHprW5bPCCz7gTSLZW3W1p8n7rRtWQW4nQ4C26HD-HFW5cjLTS8Hn9QYVjcJW22bvT-Jf8JRGCH04" data-hs-link-id="0" data-hs-link-id-v2="32VTSoqV" target="_blank"> Template-based data extraction is dead. Here’s what comes next. </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Amazon Bedrock Data Automation turns messy PDFs and media into structured data using foundation models — no brittle templates required. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3hCZYW7lCdLW6lZ3mgW8l6nvG7CDDRDW27QK1y2skHLBVB9x1t6kNRDcW5fw_hr4kkYpMV8fr3528mbVXW3vXq4l5gdgGbW7ndWgn3VfftdW25Mbc95ZJs8WW3zR47G6LfNHqW8j8YyN207jndW4zbFJr84WZVGW42-dq51n0dbBW33-MgZ8hmzd6W3pDTyv3-gZ-hW365wtH86ZFCwW3rWnDY7X5QLbN2s5Jqr26R0sN72HJQcWcgFrW33kKdb1R2SbgW31svx15yrZd_V972Hj49CR15W45ZFPD7V0tZXW3YkzZT6yB3L4W1dZ1_G20J_54f8N4LCn04" data-hs-link-id="1" data-hs-link-id-v2="MOuqta0t" 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--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">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/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3hCZYW7lCdLW6lZ3lGW8hrc853rdKf6W4dJ1Vl8xFNSnN6PzRW_2Z23cW88rg5D6mPSd7W51MD2Z2NrmJqW8B9cmV1j1SR6VFqM6J26vVnNW4Vr69Z5pkw2CW5-Kphr3v4JLnW4Jqg6H599mnMW4mfgfK2hMjJvW9h8CP36TnMCHW1HzDQF43vNwVW4w69NW7Kr7F8W5Qhw2B4SKlm7W6PcXSB1FZTc8VV0bCC6KTs-9W24Btww4Gc6PxW3rHCdC53GhqyW4GWbcN8VF9y6W3ZhYpD7KrRxSW2G2wx61kYh6jW1bx9MN8Cg61NN3ZNJyPdbmhQf9lyNf604" data-hs-link-id="0" data-hs-link-id-v2="yfWc8yuy" target="_blank"> AWS, Microsoft, and Google agree the session is the new unit of compute. They disagree on how to isolate it. </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Across AWS, Microsoft, Google and Anthropic, agent runtimes are being rebuilt around the session rather than the request — and session-aware execution is fast becoming the baseline for production-grade AI. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3hCZYW7lCdLW6lZ3lFW4G2zL22NDP5rW7Khm543bPhW2V8fQR04fdZy8N8np5z6sv2C-W62hB1M4X3sKyW71Cjhw7_8lw0W8Yf1y491mQwVW4NB68t7CwPbhVSD4ZT2Wwjv1W4dc8bz1zSTLGW71r8Kh72gB9YW3rzhLh3tM143N3y1dVSLVXwVW291gG95fwRfQW7RKvCH7vYLSNW13BVtX87jnpgVWxKcq41Z8XTW5tl1b22f4Yy9W1ts0ZX8zQsz3V79klN42LcF-W6lQH6K8bj4jYVLjPHR3Mg0zbVzTXy03gCYV4W8KK0F_6lJmZrf6ptZyg04" data-hs-link-id="1" data-hs-link-id-v2="017iV/EC" target="_blank"> Learn more </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">WATCH</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/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3hCZYW7lCdLW6lZ3kGVqwjQ-2HhphSV2qYj78qLYPhV-tRsR4jK318W3Ppljn1HFPSfW2-Y8Jm7szSwCW6KCBff8MkMlmW2GdKbt4gMh52W6dTDGm4pGSXWW58wgX37rKwFwN89KffKpCZNGW8l5cmz8n-rSCVRFJrs91kW7hW73kjWs9b5NbxN7PwdQcBW4tJW1v-hql4zK4n9W8g_HQS4byJm6W5dkzCk4qrzyLW7vtPZf1J_Lh9W7F4twh34z47kW7BhhP92F5Jm0V7wcsv678hc7N2KfG71JKl4-W6_TNDQ8n5nDxW7lSnBt6NM2wKf33zD4H04" data-hs-link-id="0" data-hs-link-id-v2="+SZq+CAT" target="_blank"> Gusto Cofounder: An AI agent that runs payroll, HR, and benefits without waiting to be asked </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Gusto launches Cofounder, an agentic AI platform for small businesses handling payroll, HR, and back-office tasks with proactive automation and consent controls. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3hCZYW7lCdLW6lZ3p9W36PbtB2_qlByW2VWyLc2LTMlnN7g3dTrCvqqHW88vShg8PMFjLW2QT6CJ1vk-V9VDnM-c8rX-0rN8DgcvlkMp72W3XHNj24MGhd4W13csjx5YKh23W2BNJN472syr1W8LylsT23TYLBW7RFVlM6XqfrBW7374nd5l_7_GW3Tk1V95_h17wVr5gbK7kb-bQW3djJ0F5TgTPdW12_MxP7YB6trW6gLDDK1n3SX-W3wBMBV67yHy9W11Bm8Y7Wg7_yW1xNhhc9lzKy1W6pl8s170vgrHV7xfZR601WKPW5dh9P46LP9pgf8bLFtP04" data-hs-link-id="1" data-hs-link-id-v2="TgmgW/JG" target="_blank"> Catch 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/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV6g5nR3bW50kH_H6lZ3mkW4J9Vx11wxbYFW5c7xRh1zJpWHV4tfgD4hKhNfN5_-dm05jhk-N7vvC-Tl0YPpVpTZwB1ZHbP3W91-5-1635RfzW7LGnf25VKYmVW5nvlS46Y19pTW1Dq6yv4Z6Mz8W5GPJfk5xTjxnW86jvTZ82wmmhMVrDDf_WhNWW58LfZ38M2bC-N8ZJlxDM3VDgW80DQ532WW9FdW8zFWmz8pvQx8W2pyl3m99_VqXW2kKXpZ7kmYfJW71cPKj4Pvyb6W4GCdbH7dG2d3W1LTTcm9d8D94W3XfnyM5D7zRzW7SlRXg8570TTN7rkY9kx202xW7dZm0z19k4G4W1j5yyw1b0HjGN5QnN1zNtVQ1W7HlTn63xz1qQW15Bj12378g5JW6FRRpm4ML2M4W5dPk-L7JRtThf4SJX9T04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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Plus: OpenClaw’s new app doesn’t run AI on your phone.
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July 3, 2026
Subquadratic's 12M-token model finally has benchmarks
When Subquadratic launched earlier this year (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3prCCW7Y8-PT6lZ3kQW4H_G5w12Z-xWW41H9p99fb8jHW382WJr6thdxyW5r70cx96lVH8W6WH2Gn4xB2YGW3mys191VKbwBW4R_rVX7Kk4-FW23cPhz6RV5T7W2g7x_V4HGjm8W7N2CCJ3YsPJdW4ZQ9D28qn04yW3Mjfpw33gTgDW9db7Jg6kg6kzW1SwfvC3vGFSpW2FSzj51XM2T3W1sJ2-h3glnBgW6r60Fy6K7-PmW67s_7z1B5CZbW11v2kZ8D7bxVW4G-9QL3XR1TmW7VR0C7956ynvW2-j0_R68ZWJZW3XBW2d20kn-3W4qpbXM8F_-7_W1B9Vwy7VbQ6GW3QY9y51Q4Jxff4_cS7v04 ) , it could build a sparse-attention model that could handle a 12-million-token context window and be significantly faster than today’s large language models. But it didn’t launch the model widely, nor did it publish benchmarks.
The company’s large claims created considerable skepticism, writes Frederic Lardinois, Senior Editor for AI, in today’s lead story. But last month, Subquadratic published its first model card and benchmarks for its small model, SubQ 1.1, provided third-party verification from data firm Appen, and began talking about its first design partners, who now have access to its model.
So far, however, few people have actually used its model. To talk about the company, why its model isn’t widely available yet, and what it has in store for the near future, we met up with Subquadratic co-founder and CTO Alex Whedon.
Read the full interview: What comes after attention? This startup says it already knows. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3prCCW7Y8-PT6lZ3nGW9fKwrh8d22TmW6BXWhH35Nh5RW5D7h4M8snRTQW1F_z3c1xd75zM1fHG8j1BTpVPWKYx10K_77N6LxRxcMpSFsW6hd1PX4nR7NmMPFspnhxqmNW5kD4bp1xnhz_W44GSZL5NNtvzW1wsVSr7gYjq8W4rwLmv6x2lvYW4kJVZV6ZHHTGW5JGQQc6ppCzcW7-MHpP49TRs6W2RW6Pz1h_J2WW2PqPWf8nQLqzW3_55bg1-q1xmVhgTbT1XJNxgW3f8l3b4XQtN0VZBZyd4c-06LW1gnNq32NXFn0Vsk_XY6GT3_vW3yvlTt6pm44RW6qsRk34HTbNff99ybM004 )
More fresh reads from TNS:
▹ OpenClaw’s new app doesn’t run AI on your phone. That’s the whole point. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3prCCW7Y8-PT6lZ3l7W3XccYT1qzQn5W1yQHDq4YK315W37szxm2WNS94W67pXzm5_7sRpW3R7xgL6QR6-mW1X2KBl65M2dpW6nqh67127TWTW4D7Fmj1PytKnW97w1Mj2G4b5mW1L1zXm8gDZqgW23ywDd55vJbXW4-3fKJ2Ncw9CW7d5W764LmMSpW8rMsXb62ZdppW39YMTr2YhqnBW9cCCFs69fqdwW16Dm_y1MZjphW2S8B9-2lTxKpVnbypC1MmMPpW4swHBS7bqSqqW96rD-c94zvshW3sJWSj7RTxQXN1-pKhvYzn1BVWY1FM5J8wkDW8DTcGm2kZtMvW5QxNMV8z1ypDf8CG0T404 )
▹ Why traditional CI/CD fails for LLMs (and the release gates we built to fix it) (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3prCCW7lCdLW6lZ3pmW87jB3Y3g6tdrW75YgRf8wHkr0W3dgvj69dCf8LW7957F24KZLhwW6p6hC4913j2XW8B77Y-6SxnPNTwJtN1SJ0WsW4ymvzg7sgDCmW1f7cWJ9khyh7W7v2mQw39N-KBW4KsTXc1yFSxRW3X55L-95Ww71V2stgt5Fh_9WMQqMmTdGQ-4W6V7Mxp4l3sQ0N3ND7ZrydrXGW56N0y62SX3SlW8hq58f6WbdCSW4HmH7s2scHjVW5pqsv74vNQHbV9mmx09cPSNmW8R65Rk51LK8PW6SF2ZC4ls5LZN3-fPzsM624bf3Fs9xn04 )
▹ Your social login buttons run on third-party cookies. FedCM doesn’t. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3prCCW7Y8-PT6lZ3kSW6S8JQw5fcZY7W1-TZ7g2md4FPW6YMjdw7t_ylYMZ6NZMMfr5gW6tzDZl78hrbxVqlHmZ5LM6XlVDBzv83skzL7VGgMGJ4yjJ0LW86h3wL1zvnWpW3_FmK01qJXp5W81HCdH2-zhdSW2S9rG92-f9MsW1MmhdX79RTxrW84D78D97bgwzW3xftZq3Bng2XTmHGT3h7GgGW7yWDmV4c06PRW5JQ3lM1y2kpLW4Hsp3g7dh04QW3SMfWj6P0S0KW790GmZ2tT7prW5W3Vxl99Zb8gVJ4BYl6g9SrSW9fLP7L7wGx_KVL6lR2617Y5YW6HD2zw6w_zLmf4yK-J204 )
We’re looking for Sponsored Podcast and Webinar Hosts who can lead engaging conversations, put technical guests at ease, and bring stories about AI, cloud native technologies, and DevOps to life for our audience. Interested? Apply here (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV823prCCW8wLKSR6lZ3lpW4Cx5754rL_DWW1Prcxf92h5Q7VX1L3Z32v2VlW2tsQ_N4VLwPGW6b5Bbt9fh_wkW6Bqqnq4dLB8fVg1dWt7HWpL2W71htgW4GGBb5W4WBW5z8LMjVJW30ClPS5xyw2dW4XLnPX6mqNnNW1HYF626pY12lVlQHYl5Qkr2KW4QwbLw89Z9JQW5WjqdV73NmThW91DcY96MSvs-W8KS-N55vqxh1W1KLPY62ZZWJnW4Wxn9s7pqWQwW4RZJCS4GfCG6W5Cx-p-425jwFMfjVXk45N_5W1nv-H55J-W3vW5qWtxV7wCRnxW6XM_TY2Lc9qdVSJXYW81DtrhW5tyFVB6mQmWzW7-gWq75N-_QFf8VLFsj04 ) .
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3prCCW7lCdLW6lZ3prN4wk8mFkvM6bN8yzrd01FgtQW4JFRjy5ssVCrW4-G6JG8Dbq0-N6msXt7wBWGBW6Q47t_6sXrBNMF0nPgZRYk_N6Z8Bw0FFt8SW88xnRy59gK_yW8HnVH51GR_X4VH-tcB4Sn_6VN21VWmYmV2qrVVBX4K1_1mSmW77Fy8v1Wx8TJW6rzXNb6CLKkZW16vJg76XqQ4_W3DlsqY4dx7yQMmgkNJtmyq4W6WMy_s2HWQMtV7v2gl77wBkdW7SLv3C7g6sQpVq6y8Q5FycXTW5Yb93s96pl89N2Ym4gVV9SSGf7Yz_wb04 )
The Kubernetes rightsizing trust gap: Why the stakes just got higher
Most platform teams know Kubernetes rightsizing automation is overdue, yet 71% still require human review for every change. Whether you missed the live event or want to revisit the insights, you can now watch the entire session (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV8l3gP0xW95jsWP6lZ3mnW2KRlbJ3vqzv4W44jFyL7mc31pW2srm4w1mnHYjN75sx9ZxTYxrW1NPpWQ65G0p7VJDbRX8cTJZFW3H5XNw9gwKtkW7f3w855TcN_dW8xzX6g2FbPpgW8pFW-M4dcrJmW4-ZJqy5D-_WcW4y4G3Z22hDF3W8jt9ZB15HMj-W8-wPnw3_VGqJW2f-95V7xlGRCW8rbv537Gn8cxF7wxyP8RmwtN5sXz056gNm2W6sbR5r2QVYvqW58wTVt7D72tLW2mm_c92ndnrPW6ydQWm7yTN12MLDbhD4wb1wN7GPPH-QXytvW6vvpYS10Y2gJW68Cmw27HGbWdW9lrVnK7x7KYsVkgZsT65HrzSN7Lfvr5g1nj9W64gqsv4wLpS9f8739HR04 ) for a practical look at how to move from advisory recommendations to continuous closed-loop optimization, without the all-or-nothing leap.
Watch on-demand (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV8l3gP0xW95jsWP6lZ3mnW2KRlbJ3vqzv4W44jFyL7mc31pW2srm4w1mnHYjN75sx9ZxTYxrW1NPpWQ65G0p7VJDbRX8cTJZFW3H5XNw9gwKtkW7f3w855TcN_dW8xzX6g2FbPpgW8pFW-M4dcrJmW4-ZJqy5D-_WcW4y4G3Z22hDF3W8jt9ZB15HMj-W8-wPnw3_VGqJW2f-95V7xlGRCW8rbv537Gn8cxF7wxyP8RmwtN5sXz056gNm2W6sbR5r2QVYvqW58wTVt7D72tLW2mm_c92ndnrPW6ydQWm7yTN12MLDbhD4wb1wN7GPPH-QXytvW6vvpYS10Y2gJW68Cmw27HGbWdW9lrVnK7x7KYsVkgZsT65HrzSN7Lfvr5g1nj9W64gqsv4wLpS9f8739HR04 )
TOP OF THE STACK
What comes after attention? This startup says it already knows.
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3prCCW7lCdLW6lZ3kYW86DpP79hyDKxW1Gqyqb5z7mjCW13Pjxy9gwh5ZW8z1pRf5TfPD9W9frGX97DJnSCW7WrH2T3-MmxVW6glwNj8QfZ7PVVyl4h5X8kwSN36Q-Q882DTPN7TS7ktdYkr1W10LbSV11gl_8VDG73Y4JpCMPN90KVbch4s2xW1TdzMx1s1msPW2zTxnX56cX8RW2c9MwV8Wq744W8Ww-bm8LnDMGW6cslS_452Wc5W3ppBg49cr_1hW7XHDJK5fwfKkW2pFF1c1nb_3NW4cCGm_39mnnhW7sgCBs1fqFVwW5Dw1Gn8NdVY8f3Yw_Mn04 )
Featured image for: What comes after attention? This startup says it already knows. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3prCCW7Y8-PT6lZ3nGW9fKwrh8d22TmW6BXWhH35Nh5RW5D7h4M8snRTQW1F_z3c1xd75zM1fHG8j1BTpVPWKYx10K_77N6LxRxcMpSFsW6hd1PX4nR7NmMPFspnhxqmNW5kD4bp1xnhz_W44GSZL5NNtvzW1wsVSr7gYjq8W4rwLmv6x2lvYW4kJVZV6ZHHTGW5JGQQc6ppCzcW7-MHpP49TRs6W2RW6Pz1h_J2WW2PqPWf8nQLqzW3_55bg1-q1xmVhgTbT1XJNxgW3f8l3b4XQtN0VZBZyd4c-06LW1gnNq32NXFn0Vsk_XY6GT3_vW3yvlTt6pm44RW6qsRk34HTbNff99ybM004 )
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.
When Subquadratic launched earlier this year, it could build a sparse-attention model that could handle a 12-million token context window and be significantly faster than today's large language models. But it didn't launch the model widely...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3prCCW7Y8-PT6lZ3nGW9fKwrh8d22TmW6BXWhH35Nh5RW5D7h4M8snRTQW1F_z3c1xd75zM1fHG8j1BTpVPWKYx10K_77N6LxRxcMpSFsW6hd1PX4nR7NmMPFspnhxqmNW5kD4bp1xnhz_W44GSZL5NNtvzW1wsVSr7gYjq8W4rwLmv6x2lvYW4kJVZV6ZHHTGW5JGQQc6ppCzcW7-MHpP49TRs6W2RW6Pz1h_J2WW2PqPWf8nQLqzW3_55bg1-q1xmVhgTbT1XJNxgW3f8l3b4XQtN0VZBZyd4c-06LW1gnNq32NXFn0Vsk_XY6GT3_vW3yvlTt6pm44RW6qsRk34HTbNff99ybM004 )
WHAT ELSE IS NEW?
HOWTO
Security
Your social login buttons run on third-party cookies. FedCM doesn't. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3prCCW7Y8-PT6lZ3kSW6S8JQw5fcZY7W1-TZ7g2md4FPW6YMjdw7t_ylYMZ6NZMMfr5gW6tzDZl78hrbxVqlHmZ5LM6XlVDBzv83skzL7VGgMGJ4yjJ0LW86h3wL1zvnWpW3_FmK01qJXp5W81HCdH2-zhdSW2S9rG92-f9MsW1MmhdX79RTxrW84D78D97bgwzW3xftZq3Bng2XTmHGT3h7GgGW7yWDmV4c06PRW5JQ3lM1y2kpLW4Hsp3g7dh04QW3SMfWj6P0S0KW790GmZ2tT7prW5W3Vxl99Zb8gVJ4BYl6g9SrSW9fLP7L7wGx_KVL6lR2617Y5YW6HD2zw6w_zLmf4yK-J204 )
by Jeff Hickman (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3prCCW7lCdLW6lZ3lbW3m0ymx5Y2H8qVXLgss481GtwW6YX-Cr80B30pW2vN2Vf7XK0m9W91TSqW3Tg8HLV9sXX-7wkGMfW7w-rt07t0r5_VhxntC7mx4y3W1rTFN65BPKqvMqY3ZfFd086W6lg7H04fKmX7W5Bc1--5kKDlQW1zm5508xLXkqVMWXlc35xl4dW6gpdzT43FXcgW1VVHQd6DPBWBW13plnR3YncXsW8l4hhW907tB3W4YC42g8Vg73PW3W-Ryp4X9VMMW38gF8N3WZD_bW6rSCvv38NHpjVVhNgT7p5Z6wW3h-wfp69S7Sjf2WBvsC04 )
TAKES
CI/CD
Why traditional CI/CD fails for LLMs (and the release gates we built to fix it) (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3prCCW7lCdLW6lZ3pmW87jB3Y3g6tdrW75YgRf8wHkr0W3dgvj69dCf8LW7957F24KZLhwW6p6hC4913j2XW8B77Y-6SxnPNTwJtN1SJ0WsW4ymvzg7sgDCmW1f7cWJ9khyh7W7v2mQw39N-KBW4KsTXc1yFSxRW3X55L-95Ww71V2stgt5Fh_9WMQqMmTdGQ-4W6V7Mxp4l3sQ0N3ND7ZrydrXGW56N0y62SX3SlW8hq58f6WbdCSW4HmH7s2scHjVW5pqsv74vNQHbV9mmx09cPSNmW8R65Rk51LK8PW6SF2ZC4ls5LZN3-fPzsM624bf3Fs9xn04 )
by Freddy Daniel Alvarez Pinto (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3prCCW7Y8-PT6lZ3kGW5pb8975Nc48YW7nssrb3ZPcTqW3wPfM02TblpXW4XYqSs59rxRlW86jd9M256d9GW3D5ftM1njbs-W6fcG218KkhXTW9104Zn6k2HZ6VV-0jg4GvHnSW2LNltN33QJqVN5GgNLLnHKPfW1Yccz16nZ7c-W79CLYZ91YVMnW1DVMHx4FBbHxW8R0xSn8NqPjMW3XMr0P17Vn9zW3Z558z2SsVrRW4C6hln8B29JDW5pxjmh2cbqJhW1hCtw783H9zGW4r37cy2Z2XR7W5LpZNH3J7JtZW3N5dJK82WpmRMCXDzQ4lJqNW1WCcxr1hpDp9W8jqccj9l1x7Zdvvk6804 )
TAKES
AI Agents
OpenClaw's new app doesn't run AI on your phone. That's the whole point. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3prCCW7Y8-PT6lZ3l7W3XccYT1qzQn5W1yQHDq4YK315W37szxm2WNS94W67pXzm5_7sRpW3R7xgL6QR6-mW1X2KBl65M2dpW6nqh67127TWTW4D7Fmj1PytKnW97w1Mj2G4b5mW1L1zXm8gDZqgW23ywDd55vJbXW4-3fKJ2Ncw9CW7d5W764LmMSpW8rMsXb62ZdppW39YMTr2YhqnBW9cCCFs69fqdwW16Dm_y1MZjphW2S8B9-2lTxKpVnbypC1MmMPpW4swHBS7bqSqqW96rD-c94zvshW3sJWSj7RTxQXN1-pKhvYzn1BVWY1FM5J8wkDW8DTcGm2kZtMvW5QxNMV8z1ypDf8CG0T404 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3prCCW7lCdLW6lZ3lTW7ygBDs3G5bBqW78Qcwv4Kk5nCW5mykmJ7MbZ3SW3TV-gl6Hmt6cW61zh4F17j910W2_4Vdc6-kgtJW7bb0_j6bjwWlW8mblW_7hhcZKVWW8WM79Z56PW7Z8pBQ57Y2_RW860YYP1PbtKgW615rkV8Zf-dfW4B39Gs4zx5YPW5gHzVr6tfsm8N3v8m62K4Z1NW6h2pgV6XWk9pW72rXcy2C2TChW2GNG1J5x0QVvM5-wsq7DLCnW1Z3DDC4rksj5W9l76S32HcJRWW67ZLF22XYQVXW1RSRgd4dMc7BW7wNd-S6-frxdf5blfd-04 )
SHIPS
Security
Cordyceps flaw pattern is more proof CI/CD is part of the attack surface (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3prCCW7lCdLW6lZ3n1W1GJy6v2RYHWFW1XflNx3yBk2rN4gnzQC7HdRvW5gL31V2rdjfRW5QHjMd7SkWK7MRjrrlLVt1FW3nKNjS2dVMrvW3vNybg5B_Sz7W5rtnL65TMqY_W4brNZz3ybWZFN6qB3WSfq8P3W7lR8qy20trBDW8xLBRC7w2ZpcW7cHGYG51svCSW8llmFr2Zj8k2W5rZC2M38Zc52W3q6sdq856C03W6bRKsW80PRpkW5wFj7L1DzQ0xW6b3Wct8_jHVjW3srRJ688Jx1sW20Q9ml496y_cW4mDR0p94lpgBW1kP1RJ7Y7Bwsf6RjBLP04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3prCCW7lCdLW6lZ3k_N71b8j4Ns3T_N992GM7-YJPdW8pd-537pZwt_VdlgfQ89mfN0W64_xQ07Yk_2lW6pw9c-38m_Z4N2jnd-khWzsyW2Z6vvd1bzmTzW53QH-x1QLSgxW8Hcjk-448tmtN18fg2qWN-SVW7xDcfm45gmVJW3YLg9w4xJ7CjW5jq-BN96cBR-W7sB-LY8HNPZ1W2pDb9q7GXsf4W4kYy0g8cYFXpW8b4NCc6dbSDwN8yrdxxHWYWwW5DVM0W4NV1j1V95lrL2c3M9KVbKVx421QMLTW77l0Zb5MdGJQW1p9JH51ty4RJf5jH1nH04 )
TAKES
Networking
Cloudflare wants to build the economic layer of the AI web (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7M3prCCW7Y8-PT6lZ3kBW7msYvC7_sYW-W7XL12j8rCSs2N53TZDfWLD7_W73Vh-43pGwfTW80KhgG8QqCYQW67BZqZ5wbkknW7NDjDy6Zn3RjW52XQm75v5GZ3W6sDwx67cCP1zW3KX2PY6G7_YnN5bFN1-FwjqVW3PhbNN76rLslW60BMc730SSgrW4dVwSj3Ck1WdN7tWwy2FfShqN8VJ7vzhH7hkW4J4cFB2L0ZJ7W3tf1V67-gp1kW5m6V5Q92zG4bW8qd75k7TNjcKW3Nzc-S4WYw89W5K66q-2QJr5kW7jDJN94r3LQyW8VxvGm6msZ1xW5dZMmn2l1X00W5ynMQC3SrRNKdqbqQ604 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3prCCW7lCdLW6lZ3lTW7ygBDs3G5bBqW78Qcwv4Kk5nCW5mykmJ7MbZ3SW3TV-gl6Hmt6cW61zh4F17j910W2_4Vdc6-kgtJW7bb0_j6bjwWlW8mblW_7hhcZKVWW8WM79Z56PW7Z8pBQ57Y2_RW860YYP1PbtKgW615rkV8Zf-dfW4B39Gs4zx5YPW5gHzVr6tfsm8N3v8m62K4Z1NW6h2pgV6XWk9pW72rXcy2C2TChW2GNG1J5x0QVvM5-wsq7DLCnW1Z3DDC4rksj5W9l76S32HcJRWW67ZLF22XYQVXW1RSRgd4dMc7BW7wNd-S6-frxdf5blfd-04 )
FROM OUR PARTNER
Anthropic drew the short straw
If the government had listened to the industry earlier, we might have had precise frameworks, guidelines and rules in place for highly performant AI models and the risks they may pose.
Read on Cautious Optimism (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3gP0xW7lCdLW6lZ3kHW1P_HQy1_N55rN6_R6Yrz9CGKW9030-C7h58x6W8WryY-5nRTx-W8K0QrL5TftlVW7fRl2Y1tjNLCW7vXZ2-1rzVzJW3rmpjZ7znsfCVdDQ2t5jhrgpW23RT0x5zKp4FW5m-G3j5gpN8MW6rR5vc7WzsrbW2NR62l8CYBwRW5qlYXD3lPFRbW493GR86BdrRcW83gnJX5FGBtZW70ZcTt3rLTnvW5N02782xPgcnW1ST9Kz8-5jqvW4PkvJd8-9Pd2W7pPHX51J--4zW73JHBM2kHQpTW3mljgr3z2rC-VTbR828qpflQf52mMH004 )
FLOW STATE
READ
Template-based data extraction is dead. Here’s what comes next. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3gP0xW7lCdLW6lZ3pWW3K11Sf5DCkjjW5Dkq1L6PsJT8W1SKjF71gFBgdW4dY_3D8lH7J4N57ChgCFmZ6QW1-qYc_9cHqwYN650tJlw0tjfVPzKNX7nhjGFW2g2K-M1wwhm4W57p0q65jXQxyW1cH6rp1xMryBW99jnHc8MchLDW7pLWyC3C9S3jW2N0tbc2XgJ1vW6Xlyp61sJWN9W6Mz9Md6yQmsjN6f69QC3YRN8W49_2KV4zmg5sW2pTyqV87NPcMW1JtqQP5Wd1z3W4H_sHR4vDcKMW51xYSt8LvXD-W98lLr_7NV0_wF16Pstdgntnf4tFYn004 )
Amazon Bedrock Data Automation turns messy PDFs and media into structured data using foundation models — no brittle templates required.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3gP0xW7lCdLW6lZ3pWW3K11Sf5DCkjjW5Dkq1L6PsJT8W1SKjF71gFBgdW4dY_3D8lH7J4N57ChgCFmZ6QW1-qYc_9cHqwYN650tJlw0tjfVPzKNX7nhjGFW2g2K-M1wwhm4W57p0q65jXQxyW1cH6rp1xMryBW99jnHc8MchLDW7pLWyC3C9S3jW2N0tbc2XgJ1vW6Xlyp61sJWN9W6Mz9Md6yQmsjN6f69QC3YRN8W49_2KV4zmg5sW2pTyqV87NPcMW1JtqQP5Wd1z3W4H_sHR4vDcKMW51xYSt8LvXD-W98lLr_7NV0_wF16Pstdgntnf4tFYn004 )
AGENT
AWS, Microsoft, and Google agree the session is the new unit of compute. They disagree on how to isolate it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV783gP0xW6N1vHY6lZ3mRW8lYXBf1n1LdwW3mGx3c1_Gr8FW3qxjFL2hsbC6W3CfRVN5wz4BlW3csWTS9gr0llW4WCmlv6kVTllW1x2Wl_31NlNcW1WY6Jk4qyqwYN63jLM5lvNbWW2b9KTx9f_3KlW99Rrsg3c4W5_VrLk7v4yq0ZfN2v1MBTgVTx6W6R-qZg1_W5dCV9yk0F4RgCG6VfsRm-6v8dCCW4q686k2gP-hzW5LXJBz3pHTStW2nVcSc12J1thV58kVJ1KCHt0VRrbQ72N8fswW6rW6Nl3q2bJxf3pZ5fq04 )
Across AWS, Microsoft, Google and Anthropic, agent runtimes are being rebuilt around the session rather than the request — and session-aware execution is fast becoming the baseline for production-grade AI.
Learn more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV783gP0xW6N1vHY6lZ3mRW8lYXBf1n1LdwW3mGx3c1_Gr8FW3qxjFL2hsbC6W3CfRVN5wz4BlW3csWTS9gr0llW4WCmlv6kVTllW1x2Wl_31NlNcW1WY6Jk4qyqwYN63jLM5lvNbWW2b9KTx9f_3KlW99Rrsg3c4W5_VrLk7v4yq0ZfN2v1MBTgVTx6W6R-qZg1_W5dCV9yk0F4RgCG6VfsRm-6v8dCCW4q686k2gP-hzW5LXJBz3pHTStW2nVcSc12J1thV58kVJ1KCHt0VRrbQ72N8fswW6rW6Nl3q2bJxf3pZ5fq04 )
WATCH
Gusto Cofounder: An AI agent that runs payroll, HR, and benefits without waiting to be asked (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3gP0xW7lCdLW6lZ3ltVbggJm4XxY-mW3wRWyQ8Q1tcbW7xkLs74N_wHTW7fsfWT7R7TdmW4Jr_5R7njVHQW3hK-K19lcx4VW3bqgNH7P5DSfW61WNpw7ybh38W5388Gx4N9ssfW9fv0Sn6J5wyZW75PmrF59tSvMW1dnZPB8FdfdRW8mlSb619bpp8W4zx10n1YTPw5W1CP7yM1WTLFwW6xQ6xM1JzQk2VV9NMv6FR9dNW5JLgX68K2TdRW5LtWYJ1GKq-ZN5-91b9rLBjHW61bDxB4mG5l8W1qDzBr4XN1rGW2Kf0zf2hF42LVXJ4mQ6CH9ktf52RRdM04 )
Gusto launches Cofounder, an agentic AI platform for small businesses handling payroll, HR, and back-office tasks with proactive automation and consent controls.
Catch the episode (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MX2WMqwHYBLN14Bv0m6Yt6bW2nfwL35R0XVsN3wqV7s3gP0xW7lCdLW6lZ3ltVbggJm4XxY-mW3wRWyQ8Q1tcbW7xkLs74N_wHTW7fsfWT7R7TdmW4Jr_5R7njVHQW3hK-K19lcx4VW3bqgNH7P5DSfW61WNpw7ybh38W5388Gx4N9ssfW9fv0Sn6J5wyZW75PmrF59tSvMW1dnZPB8FdfdRW8mlSb619bpp8W4zx10n1YTPw5W1CP7yM1WTLFwW6xQ6xM1JzQk2VV9NMv6FR9dNW5JLgX68K2TdRW5LtWYJ1GKq-ZN5-91b9rLBjHW61bDxB4mG5l8W1qDzBr4XN1rGW2Kf0zf2hF42LVXJ4mQ6CH9ktf52RRdM04 )
How did we do today?
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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!