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From: newsletters@...
To: [email protected]
Date: Thu, 23 Jul 2026 06:00:03 GMT
Subject: White House accuses Moonshot of Anthropic distillation

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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">White House accuses Moonshot of Anthropic distillation</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">Top White House technology official Michael Kratsios on Wednesday accused Chinese artificial intelligence startup Moonshot of using deceptive practices to extract data from&nbsp;<a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-xq3qgz0W8wLKSR6lZ3lJW1jzHRk8kdCJbVy-XSf1Pf8K2VVsYCP4mfKDGW8BfGXv7-BbkgW84bHt73rTy76W7j_8573yX2zJW3nk5GV7f91T7W2nXp5D5wSjx_W74d9tv4WxhTwW6n6vqJ8LxHpLW8w9V2b1X1NPbW8_38nf7Jbkb6W8Gr7sZ2Tj-dKW9fryq-3BjdWKW3MyGCz1g9SD3W7FjVrs4YLHR3W3lM6B32K3Z2LW7xq6rK2p5QvYW2Fbmqc95wssrW4b1CzL3wS-q0W3S29fc11RQbHW125x062Lyg49W8WwGV31LRj5RW8-2CV144Xgh9W788NLl6rnhg2W5PBYm33qZW-lW5hkPFL1P7_fHW7nmF_Z38v0Jff6hRCsC04" 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="l0InFff4" target="_blank">Anthropic’s highly advanced Fable 5 model</a>, allegedly using the outputs to train its newly released&nbsp;<a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3p-N95wDs0YzrvCW70BPB657DDf8W8CvWF_1NXy5vVrF8C22wCNJpW5CfT_b91P3hMW99tH0b12GdlsN6nTpG_bRqlkW6bVVH448dSMxW2H7gJt7g7SxqW1BPtFq69J2HzVXYhWF6Wk5qWW24B8gG4XxQwZW6XZNl63kJ2rdN7xtxD7Vdyn1N6jjd1H-zZckW6PdvDJ4-HmT0W2SbfLL8QFmqsVw76X568BwSqW3VQWr83M8yv8W8qlfRQ3VPDqXW4RMP_V354FD-N5ZV9VGgV45nVYdp7Y1FhYRkW1zMj841pd3ZjVgj4Pn1BwBxqW5p4XqK5lYfBNf8-3ps-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="Ylbkbavd" target="_blank">Kimi K3 system</a>.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">As TNS contributor Amanda Caswell reports, the allegations themselves are significant, even though they have not been backed by publicly verifiable evidence. Just as notable is how the White House is describing them. By framing large-scale model distillation as the theft of American technology rather than a competitive AI practice, the administration is signaling that it could pursue a much tougher response, from tighter API restrictions to expanded export controls on advanced AI chips</p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Go deeper: </b><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-xq3qgz0W8wLKSR6lZ3kZW6_y8TM1S8Ng-W98yNjF5S-JxGW2KlZnV9cV7VtW3KrZLL5mbppDW6WDjJX1DpBxrN4F1blRjr0G4W6yfj4R6yzJ1vVDKZ7k42ygtjW6XL3jr43vs21W6qnnkk6MCZwpW6lFQ8f5D7-WYW7WZfSJ7qpMhxVvwMlf5pPqNVW8KHfG39cSgLHW8ZNWkg7zRkvpW25BskY5Z-FQkW2kYYT53v9-SyW68f8fH5LcRp0W6gyYDP6PXtNRVRfp247hC93vW6L76Dl28618_W105Nl56y4llYW6G6ZF42ZvJ0ZW6c8Zkz5GlzXRW4Y7gzX8n96N2W1PgcCm7FFJ-5W1XMFXv13s_llW5hHMnP4ddw3Yf3Y-_Qv04" 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="/9ascghg" target="_blank">White House accuses Moonshot of siphoning Anthropic data</a></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/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3kNW3hb94l5yQQ0MW2Cb1P_6BXZRpW76XBGQ7tyDkJW2QGPhz2sQ3_xW6_tDcZ4lpXpjN2GZVyTCNxYXN18DGS0vbxsGW2SPsGQ1jh6j-VtHlz25kv4-bW4JcQWv7KLcTbVFxLcX9g-6LQM6l9RYS13C8N2_qMTZrb254W94Q-Kq6GlBXLW4X6jVw8Bhh79W357mVt4tlLnzW6JhTks6V2wd-W4Xbs3M4NB-mpW1gXG1J4_3HtZW5zB3Z36r_-FWW2f2nP77qhT3KW2rGgR469c73-W28JX3_8mfFjfDJL3pMncBKF64pnXYg9RHW5MnPGd7t3NPVf3RMMC004" 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="kLclWv7h" target="_blank">Agents keep changing their answers. Harness just built delivery pipelines that don’t care.</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">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3mXN4Nd82ksqXm8W7mCwnj3s7FtwW2G6vkV3_GfL0VNqNwF2-bVGnW7YdTYF6DTsGTW6bZKWP8KYpnvN6M_N10GN3NfW1CFt7636xslTVTp1514rbwb5W267Bbd8kwlvwW8mMdqR1cwKgGW5gcv9H6j4jzlW5SXl6s6dTC49W4XK1X_7PzWNjW8PkCxZ7PmX5zW9bbjZN9jMP48W1sh6sp1ZsKp7W1M-hKX8HmKKVW5Y9qCN3fStVTV3ckRJ8h1ft-W4c0LRm45Gl1YW8f98Ph8Fwzj2N99Q4vjDPVHYW813VVR3-JfGbW4-cV_d1P6l2XW9m0v_q7jRlRjf3gMSHn04" 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="p3d5/blL" target="_blank">“Every few months, a new model made part of our roadmap unnecessary”: Why Mendral’s founders gave up their startup for Anthropic</a></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/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-xq3qgz0W8wLKSR6lZ3q2W3S4p5z3y_6JcW47L7_w4gZ06jW60l6KD6Y5n7DW5h_mXB5Mx5S_W4d-TZq2RFFT8W2N-j6p1WxjDGN7rFzBn7LpTMW5CsGbr9cMndBN6W7vj4rzqbPW2r89lP6kK-ZDW64L71-3PY1thN1fBCldN2DqbW6x9msz5wK5wpW5rhNLv54yBtHN7P10G5c_V9dW7H7Ffw4967pxW8HQw-33r3-tHW93mgvF6lYQPvW7s4NVb2NLlmsW2Mzzmn2NmyhVVrrlL63Vck6XW2D3tPG4y7NvbW6wcyx72bsSycW7r7T8J5y-WWRW1PSJPC5w6v2LW7KSYqy3st0mHW5G3FG83WR8ncW7hb3yT6n9s3tf6V0_Ks04" 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="cOj/opxa" target="_blank">OpenAI built support agents for its own customer service line; now it hopes big enterprises will trust them too</a></span></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">💡 <strong>Join us on July 28:</strong> CI/CD jobs, service accounts, and AI agents now reach critical infrastructure, but most access systems were designed only for people. That leaves teams juggling VPNs, PAM tools, and disconnected controls, which open up security gaps and create plenty of IT overhead. Join a live conversation with Tailscale’s Kartik Bharath and XingLu Wang to see how a unified policy model can secure every identity (human or machine) without slowing down your engineering flow. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-vF5nR3bW50kH_H6lZ3nlN2CVH4c5h8FkW3wbX3K8RV12SW3yyVSr4tXtBWW1RnK7J8JcSM0W1pG-4R422yTdW2-RQbT6ryHQ4W356CVs4y_th3W3bNQxB1QT7b6W8X2WV-5JJlfRN47357SNjX4lMRWFvGSKHY0W6m52jV3qHbdzW2Kzwvw7LddNhN3JQlTNBDHhrW81XscS1xQmj2W5GD5qj6XfPGzW7hnmSx6Tz6DCVfcKtF7L0LRvW6SrXqn3f-PRZW73kGm65V5NTtW4CJY1_35CKPkW2jmb5w6HMsBlW8Z42LM5Hg8HPW8ZfPLG5My16gW2QCVSw6TZc2SVbN7nV59-2jcW3QdK-g4Jg30nW3S_Mh02Mp44tW8ZzJ5f5jv-vsV21h0B56TKWWW7ynkNf5BGrZdW90ZFnm98sQrKf7HNwwb04" 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="p6vgigok" target="_blank"><strong>Register now to secure your spot.</strong></a></p> </div> <div> <table> <tbody><tr> <td class="author-img" valign="middle" style="width: 48px; height: 48px;"> <img src="https://thenewstack.io/wp-content/uploads/2025/12/b0ce81f3-cropped-5f5868db-nick-luchessi-2-600x600.png" width="48" height="48" style="width:48px;height:48px;border-radius:50%;"> </td> <td class="author-name" valign="middle" style="vertical-align: middle; padding-left:12px;"> <span class="font--default" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3lnW1xS4ZL5d-QGtW5dDP-j7x4xkXW64hlzY69GG9TW4R-1bD743w_FW8VW7sH4BM1v_W7ZSLxn7pBGHsW96_46d7d3FbDW82Sr5y4gZpQGW9cww3H5r_KDZW1hC4FD2ZhrglW6LWHzb3QgQl9W5KPw4g5lNChVW6KYrsR4NNqL8W8SQSyJ8lXQ6vF45g7ftd0MTW5-C3Gh4mCF5tW3ZsF-J3cC87rW8SQgsl5r5hvVW2zcZsV1G7y6xW7V21WS5sg9S9W76D95T8B2zBQW3jtVPB3jNpdlW6bx3tr3v1ksgW1XxWnN1RDlGgN68R4HwYKFLKW1DZLbK3QSJg2f8k5G8x04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="JrAEXaiN" target="_blank">Nick Lucchesi</a> </td> </tr> </tbody></table> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .sponsor-desc p, .sponsor-desc li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-vF5g8t6W50kH_H6lZ3m2W5zqPR27kF1tGW2cYRbb8yWHf6VZJQcB3hmzZXN7hlvJm1BwRPW4n2Jmf6fqmq1W1FTFVF5w_7qkW2_yj7B1ZV8HdW5ssJVB6FJqY-W5GwBbr92jKYFW96Gx_w2PZGPlW1gjzXv1rSH8rN40B6jQVwg1HW6492zw6TDk94W7dFpRP4X5TD2W2J-hDd2k_d7RW7HmZKK6yRLt7W2HB2Vr5BVh0RW2z1kF29gKfPsW3vsvLG2N2ZDJN4B4jddzp-YKW2TqY7q243X8RW98yb7w2c5hh1VY2zvN5NY9zHW6t7W171HVYjrW9jgXsT8LLZcTW4xc8_b5RptF6W7fD2gz8yrlK6W2-rf0S71kyNdN6y-0CYM9h8SVvSg768SM28WW1z37Bm4F_RJhN7SPnKJH6HlTf84WmJ604" 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="P5WLtJr+" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/e854b182-trailscale_webinar_28jul26_learn02_16x9-scaled.jpg" width="524" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Your access strategy wasn't built for AI agents </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">Most access tools were built for humans, not for CI/CD jobs, service accounts, or AI agents making tool calls across your infrastructure. That mismatch is forcing teams to stitch together separate systems for every type of identity. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-vF5g8t6W50kH_H6lZ3p-W3sRNFC1JYtwlW6mBwTW939MKLVz6ZRG3NNdBZN3SrxJMJdKJ1N2VR-msW-dxTW4PFgT53M1mqPW96BM-C5W8T4CM5nk3wJYSDPW4lC3Y1268z9vN7mcnYxsYLqWW4XRR9R8tBX7RW3vvC_f6VxlzjW1mn7NY7KCb7pW25SNZw2KmsjsMRV82hQTfv7W2lD_kw7PGNRnW6RSLpJ6KZ8YrN6HxGYHZ6Q9bVWzrns997sQWW5h5N3051XxytW47dWK37y8D4rW932RF738wTytW8mB9LF76pMY_W3bZykg800D2JW8-W7Xm61ClVGW8b3Mjp5y1Xt_W88Zd4M65RlkwW6X3RKG571596N5dLMfjxrnrCN1MkK5FCx8_6W3v6W9Y4XkdD2W86byV-5FBgsGf98yy0n04" 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="y1Rv81+X" target="_blank">Join us live on July 28</a> to see what a single, unified access architecture actually looks like today, without adding IT overhead or slowing your engineering teams down.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-vF5g8t6W50kH_H6lZ3kYW1vx-zC62NbNbW4TSW5Q1RYFhcW7n6g7t5VnnkJVNDjgV3sz0JSN13LbnKshzfFW2M1x8_9hF84YW91Mwd-70LDnCVt1zKs7z2BYnW1WyKHY2ZZ3YXW6B2K_94D1l13W40k13j19Cfy0W6yQm3f8vcftPW4-VStJ58RSfqVDKNdm5HwZvTW45RP_V2Tk_ZMW47JLBM4MR1VbN2b62vdR81XhW3kJ2Bw15TzWXW1g06_f2tpbpxW1SPQJY3s_cNCW5t577p7FFZYtN3V2fDSFC8RjW8FMPH829zlJXW5jzRyx1fPCxXW3lVXKY7jz2sqVzCCwj3R27ShVJzd_h9dx1wPW1qkJSz24-0qWW6g1P8y8Y39dfVxnKWZ4csJrTW5dNFYk4d-_6vW68wqV62QL1rpf3XZN4R04" 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="VQRPh5vR" target="_blank">Register now</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">OpenAI built support agents for its own customer service line, now it hopes big enterprises will trust them too</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3kvW2gZzS96pLS5PW8Gh23m3r7lcvW2VJR9D84dGGRN3GTcKJXYhyxW7cNgnp5m6hjkN36MFy2YmZnJVywcCG8DM2dKW7B15GW6-LRKkW4G35Fw1BGgDHW2Fjvjm7B3cfKN20hy65FfY41W7p0QYQ3QF21rW5y8RP128XhNSW6cYDNn1L_dZVW8TMhH42H61BFW6Rvs1_18Wr_8VynPhn8qJzCFW82sDPM1LZPfbW5qHwZq60hWdDW2x-Jt41NRh_PW5qjF0j8_2vKpW1jr-dL7gJ1vdW3JC4B34dyfz8VvF8lk3DB495W17WR1J61h-QLW64hcGp3Hcj_vf6m7LdH04" 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="+oM0MZMP" target="_blank">Paul Sawers</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-xq3qgz0W8wLKSR6lZ3kHVPcd9C4mdn_9W6y5DVr5RvT8QW5QBGlm2C55KPW4QJGvB3Pr3K2W7rs8bK5FbhcQW4yXXZx5Szh8yW3lVR_91NydrsW10VTnt5mQVVvW4lHsc03hq0d2W3Yld-m1qZkD9W6yVcPp4q8gpJVJZTRP4R4kFLW5zr6ZL8Jvbk5W4SKggN1pTPJJW2Qr1VV7NPX9HW3Ppqm38QYqR8W20Xj7n91G4rcW7Mzb5n3nWjlZN6krqsqbqbFCW5k42Mq6_RMzPN33FB83nxBD0W1p31wY3X5wZfW2hft507Cn-zZV_GMq-2k1dNtV4zFXq4pY1vdW2wt3l65BXNt7W3mNqGr2cGrJWW70RTH41yRZPDf6H02HC04" 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="9Q6skFZe" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/07/feaa8b19-andania-humaira-9jlcaeefkio-unsplash-1024x745.jpg" width="524" alt="Featured image for: OpenAI built support agents for its own customer service line, now it hopes big enterprises will trust them too" 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"> OpenAI has signed BBVA, IAG and SoftBank to design 'trusted' voice and chat agents for customer support. Enter the forward deployed engineer. </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 general consensus emerging across the AI and industrial spheres is that the models themselves are no longer the bottleneck — they are more than good enough to power deep conversations, produce vast swathes of production-grade code, and resolve all manner of customer support requests. </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-xq3qgz0W8wLKSR6lZ3mfW4mn9QQ7G_KPSV7MsWY5YTJsvW8KtBXF6WDZ37W4DZxFj3gTJ1yW77ncx55cV6RkW5PGqnf8tBs1qW1Sfk2v48YMppW1ND8Cg6zyMlCW7PXGgS2wBLK2W5GSkGZ1DhsGgVCLbHk3SFK3ZW4XLt-L7SwrcTW1GFHrb4XlxBsW8qRVlN7Z45GqW8KMHwt632n9ZW83p8y87Mqwz4W6FGYRG6XpM43W7tb03t1B6wwJN552lF6tZB74W6JGQC-7QB1XPW2jykWD4MbhYPW3wvc6f61177bW41-rwz5N_7SZW1hvLh82BFYw4W35FxlS1w0b8MW5hs7b616ZpyYW997rLq74JPwXW54ZBHF4BLhkRf2NfrcP04" 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="jtTKAAYw" 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">CHAOS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-xq3qgz0W8wLKSR6lZ3lXW6Hvg8X33RWY1W7zwb416M0w0fW89-VjN4_7vBsV3fnjq5ZLpNmW8lSZW58fVhhZW3q8sLR5X7gKDW3sK6CT7cMRKDW872qQW3115z5W8G_nVS78zFpMW4hDq0s2pW4xvW8JMJFY4bqJCVW9llY3c5ZtGSHW4qwBjG8XRqb1W3rkqYY643G1qW8Y8YGy35WB-xW6hqs2s1xB0P3W7dbHM13ZNF0vMbqvZ-bnvqQVKGKfw5dNwr2VNpG263-ZzVMW30XvbQ6Wly7BW3rfLtF9cPys3W1vgxj_6rDN60W45gxg97pr5KCW7q08vt2R3dpJVlsQyB1ByFKxW95smYm1-1twYVmq4lt8f3Jcwf304J4-04" data-hs-link-id="1" data-hs-link-id-v2="ExlqJ0DY" target="_blank">Kimi K3: White House alleges Fable 5 siphoning</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3k_W31gdVq6Pb3SLW4KgBtl3_TN_rW4Fhrkr7_8FVhW3xS3Jl6RCS9PW8r9-By52K0cVW1q9Sy12VSN3mW1vmvbf2w30ZTN6_PjzqQqgf7W60hkWc6-dpm9W5F-sWl22wYf5W1xtj7P6P-kRbN70qGRD7PhqlW993nrx9hSdM6W7PnV9X38MH7mW7JsXgz5frVN1W4BC3RD3DyC77W2x_NDN6JsPQ2W7vvdTZ1FJQpDN1SGwZCvTr10W157MlN7pg38QW6-N4285SH-GlW7vh5yw6ddYbjW8PlH-D4ChKxTW14ylrR6-DWKXW8jMSYk4Fw3YdW8-p0332xVwr7f3pLvkP04" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">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">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3pcW4fjPyq14Vw26W4V30c126ZTYqVShBd35g1lrJW12ZP2c34X7WDW84P51h4hYyDCW3Y2rzj5Nkrp6W90Ckw04mZtXMW1KwpLv5nMVHhW7FcQt94B7CHxN2TCL7dN_B9SW82xn3w1bk_V_W6LbT3F78t2wHVxrT3K3zglT0W8dPSm63h7fgNW1hStvf28mdMKW6hx3CM30Q0SFW27lwRJ7spgRGN8kQJdtY7P8lW8DyQFR3zYp4HVLcWS_6RZ926W5-NS887F5tY7W7p0dh24bJZ0SW70gVR73Gp0xHN38b8HgKLWB7W6gDGFv7j-L72W8grq9-1L1jrcf14lTdW04" data-hs-link-id="1" data-hs-link-id-v2="6/MvVL7d" target="_blank">Agents keep changing their answers. Harness just built delivery pipelines that don't care.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3nxW80DGMP6hg7QSW4pMjgN6yzyJ_W2bqWw_98Q_LJW8Thdqw6WQCX6W42_Zpg6Zz156W6GG-D28bZxFlW4zBY8J5GPV7MW7qwyYn4T_vmDW2hPcv85MqZfZW3rj5CQ8jhjZwW8b43sd3YZvJbV2VbTs7DrT5lW62rPT63yrFpdVrXZ8v5YhH97W75_CCv86_pZFW1ZwPwW4rsyg1N1hXHQW4pl5zW386Ps87v54d7W3WVDMs7_MpSzW3r5JHm2Fl2PWW1t3_md7K9HDNN4xFgZ9GC4RlW7hWvN33_mVYPN8xZQknyhjkRW61xll77gpnTmMjWZg0_dgF3f5XvFRj04" data-hs-link-id="0" data-hs-link-id-v2="qXcC9LlC" target="_blank"> Adrian Bridgwater </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">FLASH</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3lJW47RWWg4SnDRdW1_75Hy67lfQpW4G7v2T2rNPd1W1GZ2MR4pd42VVZrs8l95NdJSW1-bT164Z2N4-W2J0pLJ62LK1GW1qD8qB1W69x0W2K_9vz6tZ5D6W8zxpTT7Y3cC8W7GK36J2Sv4LdW1SgkVD4WJS3BW4MnPt22LtvPPW5WmHjV7q65t9Vcgy-27D6kycW7rCg2D3DNZwcW7B8Qpr4lpX3PW540SrY6clrl9W2zxdGt95kW8yW8dQQdX6qnSWDW6HmBfW1Ygs1DW70TC8x1RLGFMW5YWQ1W4gM2txW4vDJR439_hh5Vvt93h2Fjb-xW8LjdqB7rVgQRf7Zgz-W04" data-hs-link-id="1" data-hs-link-id-v2="1g/JdujD" target="_blank">"Every few months, a new model made part of our roadmap unnecessary": Why Mendral's founders gave up their startup for Anthropic</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3pCW5VNVCX3r4GVMW5n6kpr2JHN0SW1mYvW41NbV2GW6-2R5Y95_xzjW8WJYmL217gdjW68Z6FL8f7Dr5N9lP_s4MQg-jW4TkbLM19dQCcW2Mvv6P4y0g0-W61zFY64QPrPfW2W9qP633qx40N5LFG_Z2-lB3W8KXMHJ37DS-YW2nrGgk6DmHVKW8Xkdmz5_nMtmW3_tbBf2RLjxHVhYhh86KBCVDW8LKLWF8YSJqrW1NYRN52C4WMtW3b1zd-5GJ3q6W5C0MmH5DN5nBW34JDCV8cx0pdW7dN0Qd4_xrHLVMGNgy7vtZ8DW6qdnxB8HrgfZW5vVQlL5VpwTVf29_fkg04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--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">CHAOS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Infrastructure</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3q0N2N-KY1wBNGpN2bRKFn3pGVzN2jv2vRS1-58W7btl1Y5dP2WxW6KsmT41gdBYdVKywYB6Vx5GZW1Gb4jt8WxZwmW1z8xDd5n35xpW5WtxPZ464MZTW2l4YBw97j7F6W80VnsW4FZhWpW8607961HDD6ZN3_dvzY457KjW2rzgDS5g9ftjN70ZYFdpnrlbW7t5f_j5JCRLyW8S27y6137Ls_W13zrkN39Q205W6mncqM4jnpLTVlDw0n4Ltc0WW3pJK2R3M5CbQW2gxn3T5SRYKKW4mgrg05ZvZLsW7LF2Yd90tRnZW94-0Xf6mmjLjW3Kt-PH5mywnRf4hB40s04" data-hs-link-id="0" data-hs-link-id-v2="olhOrcuY" target="_blank">Moonshot launched Kimi K3. Then demand shut down subscriptions in 48 hours.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3n5W8yjR461y6n86W62fBWK6TwFmzN6k0HGgzP7fGW7cR2qS2Pwt84N6wn4199MB_nW3tHCLy3DkTtCW7Gp4__24d3FVW1GNbCg2qQdVkW14LX-74R2pntW4dg0cf2Jf1v2W9bBCBY6ctx-3W7HDcqj39SQqvW3Zbkd38zjFq4W4XwFzR6kkl99W8Gq2Tf18kvzqW4ssT5X2PMf7cW5sj_M_5nM95ZVF_bd76_YNTpN4N4L1G5zYzLW6JP6BP1r1vc8W3_lwTd28fPz2W34JFVj4syk85W18yW408TpDCvW4LRCd64L464ZW43ld-K51b1VmW5T7GHk8k2sRJf7bPCns04" data-hs-link-id="2" data-hs-link-id-v2="8DYaPFb+" 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--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">AI Engineering</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3nrW4TRSn31GfyrhW45TjQL4GFRKyVDc93x5bW17QW4c5Rw74x4P2jW6-LfPf7rhdfqW6zWl925x3PxqV8w-455vbP-kW857tVt1dz78JV1scxT4pdH--W1q43296lDmKkW2c6Q9H878yl3VsPpyn303FRyW1s2R9X7GHclLVcX_c14P38QpV9-cmh8xvTJbW7czwSs51gCxKW7t42cT27qKsbW6GDKP910KgWfW4T0HTT8kWmrXW7G7f6B7my1lmW8xnD1y5J4rBxW2T9rvl26_pCRW18wL3J8kthvwN8NSR7CWZbYdW1mwslh6dlHJXW8xhF5M52rQ8yf3g1xVg04" data-hs-link-id="0" data-hs-link-id-v2="HI/rRuQG" target="_blank">Single-pass AI code isn't dead, but "high-reasoning" is the next frontier</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63qgz0W7Y8-PT6lZ3lYW2VVBTR92Q9s4W4zxVW55ffZ67V7Jq2L4hghW4W4BBSm65w4p2_N36v-J2c_dx3N8l1S2t9QsgyVcTZDq7pKdg0W7wdyBj8XtsFdW3L71qg4gX6YxVb4nhh7-KtgZW90htY_3V0CpGW1yFvMt1Q9dq_W99h_qG5DTHpmW2D0XsF21PSWlW4rWZ-z736SPhW99074q4j7trXW5VNW565XD_3SW1jqbwJ7tPwmPW3MKQ6n38TKX5W48Sm7J1f7BttW7Lph0Z66SJP-W1ZTcWY6sLcG1W34Syv94NrprvV2pRYr62tW0VW5ptLHK2xlPG_W4VFfmM6Yrhtkf4_NwH-04" 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:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2022/04/[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/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wx3qgz0W6N1vHY6lZ3psVNkrQ44xcsC9W8n667k4Fs2p6W34lz2C2tg7n8W8fQ0hb82qSQxVYDshp3PJG_GW8ZV0xJ39g8jqW5nSSsH8VTp7mW5r9BR-7PLd_lVqffRw4gXbP0N5tnzwZgvLHrN9hgbQYt7w4hW2xc3W84Kg1vxVpFqfY3FKNG1W6dK3l-7f_T3gN2Vp30R5SHVtW8crnJj7vf13hW7t6KQy99MMCqW1-pR2L46VTR2W9lKkJs37rDtxW3snvVV2s_KmGW1Rp9gZ7mqwbVW1vX8Js41s1X7f7x65b004" 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="qyLcI0lJ" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/674f01b5-tns-daily-newsletter-argo-cd-cross-app-1200x600-1.png" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> GitOps and CD without compromise </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">Already using Argo CD? Octopus unlocks its full potential with cross-app promotion, policy enforcement, and automated remediation at any scale.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wx3qgz0W6N1vHY6lZ3n2W72DSR-58pj0mW3mBNnP7kzqYLW5sbnDy43QsT7W3vMrDJ1qh49cW5pJFb62qgvf0W4l9shC6HV0P9W9c4FyT5hHS4XW1bzbwP28YTG6VLcgR35J7VJdW4hlJQ22SSvNQW2mswNk4p9VPYW67QLV86Q-M-cVsj_lv6WFHcYW9hyJw87m_RmkW6SlFBv4VX8dnN3lmPlRRjXKlW12TXDL212wrnW2l0TB51SQYrgN4JWnRfTzsGDW4KZc_N6Xkbn7W7KlFP73bT3sCW7MRFmb4Pg6V0f3Qk6hq04" 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="lZ6HOtU6" target="_blank">Learn more</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63hCZYW7Y8-PT6lZ3n_W3dW4QP2pLyBQW3WPMX07c6MQGVdrl8k868ZbXVsB3-v7G4m1DW97-hSK55rpDxW3xpWNR47YDnFW4sdDTW1m03GPV7HmCZ4MBQDrW63mc0N61dQm-N6d1hD8GkXPFW20782B6nQLSRW6GTfng7L8w2ZW7_2LHz5cMm4sW7JQnNm3LMGN5W6b674F5Y7g8YN23sfCZGyNq8W4QWPrx5HWygrW1V1xZ196HGJ7W2yw-XD1D3g-gW8-g1zK8BHzj5N3W4S4V8QBPsW5n1sRR61FYCjW98Snpc6GgFczW3NmvqM2WkXFvW3RSN1k5lF8W5W62Cj5D65R4x8f8gNNLb04" data-hs-link-id="0" data-hs-link-id-v2="RfEKvJon" target="_blank"> Our promised open AI future </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"> No government can halt open-weight and open-source AI development; no government can block open-weight and open-source distribution; therefore, no government can stop use of open AI models. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63hCZYW7Y8-PT6lZ3mPW1z2QjP90f4SbW2B2vPq6jTrxDW3cTFFd5t_kdCW2_fHG16PRZKxW3bXY0v6BllJsW52w8qz455lbkVPg6S340Dl8rW4fBMpv84w1pTW76FtdT4J34GDW5hvx-_55nRtrW2X_hgY9fx-QxW2PqWPB6_j8w9W79Kxcf6GbbjCW8RG4dm2jgDczVQ-J4L67xjwTW7nQpL089wXfWW37DXkF7Ssf_8W8m8w0x6Vlv5PVS8lgf8l24CjW6-pGft5HM4v1W6zWdtH5WjnCcW96fMrq1J34TVN85YzyCzxyxWW6-VTZL5yz3wbW1R7rcJ3Ky1FfV9-8sb7prnSKdqTTX204" data-hs-link-id="1" data-hs-link-id-v2="2QQXPjii" target="_blank"> Read on Cautious Optimism </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">BRIEF</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3hCZYW7lCdLW6lZ3pCV7lc2m3r_fFbW4fqny3515KjjW1nDWfN1PM77TW3vrB1j5LwXKgW1JL0wh5x97QqN8LdDkX6xB8KVcTS-_5W8f98Vp9GT87XmG3qN2BbYvXRN4mDW6T0msf64nXv8W6cSj083gNZlbW6hG6XG92m26qW6Vmm4h61jtC6W3K3ZLF172tyPW4kDN1R1tFJvyW62k7L96lP_v8W1xDnks7Yq2zqW5SwFwL175DJhW3cvwsP3VQ--KW22JWPh8_CgjMW7gcBkk2n8Lr_W7xt3Py3XcQJgW2NYM2N3KpgMgW7lhYp-8yPdnTf4Jf84004" data-hs-link-id="0" data-hs-link-id-v2="rLZZO3Mc" target="_blank"> APIs aren’t dead. Here’s where MCP fits alongside them. </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"> APIs and MCP each play a distinct role in incident management. Here's when to use deterministic API workflows and when MCP's AI context wins. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3hCZYW7lCdLW6lZ3ltW5_bV-G81j5_bVwvxSC5kSVjbW4rdC7y5thl94W96TyBW6gdlrKW7mwPSD3MW4pHW8wVyn-6K06XxW7ytQZw7fHKmpW7K7rbr6vvbZJW59-fl1657SdbV6MW3l5FYGCtW4tD2BT9527rmW3Z-dMs5VWXmqW6r1WY4609tf6W4BWlF73gQHW8W4f58cW56kGq1W2P559Q4TwDgGN6Z7dJykM5ZmV2Nggc57WqMRW30yGJf52x0KPN3C1xZxxPY_HW7n9zQ28RM8jDW2p-Zk1723FSsN329WxFv-vW0W2rRMJS5QrrM5f6RFNl004" data-hs-link-id="1" data-hs-link-id-v2="ABvuo40l" target="_blank"> Read 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/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3hCZYW7lCdLW6lZ3pxW4z2Pvz7WTV3qN6cmgCtzxy1xW3G46ft4y6rcVW3ZnTfp7k2-WNMYm7JKKw82DW1jLpL05XLN1VW8X4MRF1cBFkxW3xf3vD8lYPXHW5CrpP95Xf1M6W88VHMM1bgVJ9N5J2lbpCCkrYW8VPFkf8Xr5ttW2K6sB78dXxW1W9bJ1-L6LmGJvW3_CS3c4sGVpZW1TP3Mr7hVMJhW5y0G6q4cp_qWN12JKsZZ_bW7W654Dp07F9x78W6KWkY-1f-hNKW4QYmx12VFrDVW7tLK5S7xx1SkW4_FLxW91YGP-W2-SqFm7FD9xbdMQ6DP04" 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/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3hCZYW7lCdLW6lZ3n2W7PPc1D37Drr-W4B7rJT3vbqPqW29v6p35plbw_VC45Fw4v8qKXW5jqnzK2zX-sPW4q3NNN3G94dxW3FCXXS3z5sXtW2sv2Lq8d50V2W7Gj_sh7NrYVKW5RzCk67-8qvNW54ZcM014SsdTW38ckqN1BBMg5W1fz4Wm6HvHZbW3vs28Q6STYpwW86nSb52tW40gW594QFP3N6V4DW7vPmT_6kYZhzW7jNQW71M3lXQW3yhkF27SdMSYV3kKkL8hYc1DW6gnTJz72G2rhW6q0nd45tF9DcW81KCnj83l7M-W7ZfD2y9hYGgTf72zsP-04" data-hs-link-id="1" data-hs-link-id-v2="TgmgW/JG" 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/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-vF5nR3bW50kH_H6lZ3q5W3TFvjX3pJtQ7W45ZyMx7mldxbW5NkGhl19x-fKV-wKtp1krVqZW7L-1RZ2c5hrHW40xPWf2drwS5W41RPS81sH_h8W5gkXY34XLVL3W3RH4nT8K4SmbW6mXsC41_19h9W5tSv0x32-cy6W11W0wL8qG0mVW3r-w5h6DkMfLW47Fc8X4-3t31W3T3By22B5z5pVjYqcz47fHj_W7kbyhy752WP4W8bW6sB3KpbW2W2QmTKK73lDlLW3PpBhl4_2n5rW15kpM13mmJcvW7DZKd373KH_zW5v_XyX4q7j9RW41QXYy4V3DJYVclkgd3dG_V1W14X2_x684F2wN96BsV3KQ1GZW1G8QHH96FhfpW52y0Dg5-_pMnV-JjbP4xxqmpW4ZN2nk1v971lW3RrPhQ7RwXc4f2DL3FW04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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                                    Plus: OpenAI debuts platform for customer service agents

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July 23, 2026

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(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wx3prCCW6N1vHY6lZ3nhW28M8Vz8t0DY5VWl3qM55fsdwW6xwX4B1Z2f6DN88SZJJzRKwjW85cWY64dXHdSW2LTkvk5zFPGFW2SrFWQ5G4LZvW3Z2dBq7Bsn-JW3MfccV4_Jzj4W4Dwvkj23vM43W8j5q4n5hLwv4W98SJKn7M5rB-W7_P8ZD3lKfJVW9gMd8q3WSCtYN7QFTK0sNqPfW4cJJX01RlHcDN2873lM83w08VF4KxS6m188rW75tfRw3bTBG5W6gCFql43R9WpW4VxPzY4MH5KMW82Gwt92cszJlf5YF4WC04 )

White House accuses Moonshot of Anthropic distillation

Top White House technology official Michael Kratsios on Wednesday accused Chinese artificial intelligence startup Moonshot of using deceptive practices to extract data from Anthropic’s highly advanced Fable 5 model (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63prCCW7Y8-PT6lZ3n-W6WCq_G3kkLvzW2zRbdz3v49ppW6GnnzY5B-BxyW7z0b3d3bjKTCW8z0hWB4tyB5VW6m4PYJ8c7c05W3Scrzs4jd8nQW3dsk0X1nq30TW1DpSZ_9fFKRVVDWKLw1ZH77RW78wrts7f3l23W5jPBBM2ntPd2W87Sn7P4sqpSLW8wjYGZ4cT3SrW9lC5tC3Gy7q6W3LGZ9v5-T3pNW51J1Mw8_St9bW8C-M3g2xsn6_W13ycHV2zLSYJN5vLpgYYqC4KW6l67lk5xPqpfN7HHmn_RsW3HW85jc9W4zwDJCW1knkCq8XRmR0W4MCTdy3GzdBVVyb1jc36TqSqf610jp204 ) , allegedly using the outputs to train its newly released Kimi K3 system (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3mgW2C5rnm684W1_W7hrl8819SjmzW5lnRnB23F3KcW3YRTB46wGkZTW2dHQsL7qhmGjW5jFY1f8z043fW3LjWQN3GXB3LW6HWV635CdzcJW7clzDl3CWWmWW7JNy4S6k0w55VxMwHZ1jHGQ9V74qdl3HPF52W73Xv5G2M8cgNN8krql036VGZW17pQLf5XvxmkW3dmK3q13k71BW1QG28Z1PDsJTW585vmN46F8hCW5ndZVr6gKSNLW8Y2mFz9jTxKrW7bGDLK7LYGdLW5lWwJQ2ZxLFZN76nZYkRxh7pW2Nkcgf4XJZSTf8R7w4-04 ) .

As TNS contributor Amanda Caswell reports, the allegations themselves are significant, even though they have not been backed by publicly verifiable evidence. Just as notable is how the White House is describing them. By framing large-scale model distillation as the theft of American technology rather than a competitive AI practice, the administration is signaling that it could pursue a much tougher response, from tighter API restrictions to expanded export controls on advanced AI chips

Go deeper: White House accuses Moonshot of siphoning Anthropic data (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63prCCW7Y8-PT6lZ3mYVK3RB059FYSQW4hxKYK1X-gFpW5bWdMp6BpH72N6rtBl9zVK_QN4mH8cXtdMxTW72mmX85gClhRVh9HFC7G8J0cVSNbPS7sllH8VmZPgz6CPcjDW2-5kp44Ftw0ZW4JNqgn479z7CW3PZvxX8DdcM_W9lJVdX5SHPCCW1Z3b6J5GTh0WVTmhRy5c8YbfW57f8kD6RQcqfW7TzPpf2Hnjl_W5zZqs_86bTJ5W7z-vtd74N3RhW5b0mtx2nGzTmW3stRdm1fSX1yW8sbj307nmyYFVFy1tR5KWXnRW5_tXj96M-f8rW7cvXVB82YpPjW1MZYcS5PcQTgf2lcrgM04 )

More fresh reads from TNS:

▹ Agents keep changing their answers. Harness just built delivery pipelines that don’t care. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3pgW8qmCf313hTddVjtKbl2DV-0kVpWMBX7ybb4DW8znxb12lR4wtW36bZlV4TTf9cW5MDncT6F3VlXW8KnNwS2BKN0BW1K0phD3qMwQcW6Svnpn3Wp_brVCkZRZ7bykWyW1_3537550QFdW6wH6R81G-29WW6kvJW65c_NntW567yGW4DK-kfW4FNGh_92tC3lW4pZ0r-4Wj--8W2TB8w16mcd7FW7pSl_f6lRRgJVmB2478rWbkRW1b6vDy7WM7rXW7BbZDM4gstC7W8FvjKw5VCs6XVwZV0C5zvfMCW8GWVxP3SYxHHf7VdvmK04 )

▹ “Every few months, a new model made part of our roadmap unnecessary”: Why Mendral’s founders gave up their startup for Anthropic (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63prCCW7Y8-PT6lZ3pLN6F2BLyCsf1SW4dSqlS3HP8FsW8yB4-F8_S-tKW194k3L79Fls-W1f8sHN9g7_dzW6_dt7w65Kl2WW8hLfHC80LhHqW8H-l6K1DNLlmW4TS2Lw3SJH7fW7G04XB88wqkxW8--KdK3qJQlkW5dwCCX2dxngCVGjfPD48GqmRW8BzNVc8XCm7NW5w8Htl3dXzjbW18TJ8Q2FZb7_V4DRbD1pXRL6W7tHNQC1s38Y2W1NpqWR8c4wnqW4Kgzk51KSfv8N63TLnpN-c59W2mz5m688fmBrW99tcVC2K_kNjW649s8p5SrrHLN1yVwZJwb7QBN4P7RLg3LvpddP0Bs-04 )

▹ OpenAI built support agents for its own customer service line; now it hopes big enterprises will trust them too (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63prCCW7Y8-PT6lZ3q6W8nWvGm5nBT3RW4R0CFK6LjVShW6VlDj61VHRD5W2Hs2MG136-C4W7b2pj21vh1CPW17Cz_M2B3Nt0W4Zj37p6BGKqsW38Vw9N4WtkLkW3NpR8b2g75L8W6j68XY497LWpW3LY5Lb8RfDBvW45Xn5543HyKNW4XY90X6v02MdW5nS8lJ9609fWW9dps9z5-C6t-W1-dLD46FPqLvW8Kgg8P8Y3NHBW4L6x214fH6qsV4ycJK7fYKN6W1DgqTn78R9rSW3yPpGg3ry54hW2wZCW157cF1jW2Wynnw1vRSkCW4x9N_W4NK8W2W3QsS_T97GgX6W8vkPw_1-zJLhf2RLDrv04 )

💡 Join us on July 28: CI/CD jobs, service accounts, and AI agents now reach critical infrastructure, but most access systems were designed only for people. That leaves teams juggling VPNs, PAM tools, and disconnected controls, which open up security gaps and create plenty of IT overhead. Join a live conversation with Tailscale’s Kartik Bharath and XingLu Wang to see how a unified policy model can secure every identity (human or machine) without slowing down your engineering flow. Register now to secure your spot. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-vF5m_5PW50kH_H6lZ3kWW114cxS1v89nTW3spH9y9l8Hz_W8wwqQ264ChKqW53C9j57mGFF4W3FBWnc1Z6WBtN4yC5wqXWW8JW5GxgcL7sdPK3W1GMMpr1k-mbbW4h9pMS72lxygN61gdFSLF4TdW8nzDpv4rx3yHW9kS-wL7_r5XyN6DxfPr1w00MW1xGs-98-Rl1DVB5XXh8zCB1GW4xNmms13JmMyW4P5XZS4QsjRTW2_-hH97sFzCpW3ML1kH7J8cYJW2_4ThY2v1JqGVcC8699bMnGzW3cvbHf8PqbCDW4lls7N841HcSW430dkt4cQ8tsW78SJG11XhbZTW5xfBN73W4DVzW5gc6ZC334KN2N7hSC8qZzDl4W9085Mq708cwYW4sjdH36-tRw3N2FGyxWsfvWnW4YZGSK72JnNhf2dW4Xv04 )

by  Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3n7W8jcLdP7yZTVHW4yFwpX1ND4gzW6ZZ0KX2Rt9_TW2wrcFr2sqhvdVXSl4M7JD329W5ymnvS8vfGwFN7M7-lLzhhx9W1XbNkV5D-Z3tW7Cv3g_4pCbglW96Ns-96H9FH-V7DJH24MC64vF4htBNmq4WnW5MQvpM1L6tr3MBlwrp78G89W85Z8S02sX1JVW32Mm5R9gzrkDVRbjCn8LV503W6bkWms6D9_t_W8vhfYM1PST8RW6QHhZh61zMRmW89ZZjJ90zYnzW9kyjRC8CW_3mN3F_2j3f5fdwW4WWw795Tyt7kf1LM-mz04 )

Your access strategy wasn't built for AI agents

Most access tools were built for humans, not for CI/CD jobs, service accounts, or AI agents making tool calls across your infrastructure. That mismatch is forcing teams to stitch together separate systems for every type of identity. Join us live on July 28 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-xK3gP0xW95jsWP6lZ3lzN3QZ8BkK7Pd6W8brf5Z4fBZHpW2-tH5t6w3M0lW2BKs936fxJ6dW3qTSLC3y0YLWW6sZY7B2PSpp3W7b4WHf77nm0fW4vpZ9x4M92L9W9cy3VL7lZDfvW3yz7Nm1zx9cTW7pJXW94WW05dW4RCxd-7flKwdW5xCHHy260KDQW7q1LTN8k-kgmW3t4Qhl7xTC6KW2jk9hc61rypkW3QrGDM41jnx6W8x_Yp05yGzwqW8Tbs0627nmF5W4yj-nt9dJWl-W3Y0fMm5YBgS5W3KDHtp1MN_CmVPlt5P6jlq0CVlQTcr3SPZCYW3-l8Sw6bkbS5W2Vwz_B8sfBpjW1KX1VY6K_RpXW10SRvB1d47XhW1JLLn58TNjnFW5ZYp-L5zllf8f8z9TyY04 ) to see what a single, unified access architecture actually looks like today, without adding IT overhead or slowing your engineering teams down.

Register now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-xK3gP0xW95jsWP6lZ3lzN3QZ8BkK7Pd6W8brf5Z4fBZHpW2-tH5t6w3M0lW2BKs936fxJ6dW3qTSLC3y0YLWW6sZY7B2PSpp3W7b4WHf77nm0fW4vpZ9x4M92L9W9cy3VL7lZDfvW3yz7Nm1zx9cTW7pJXW94WW05dW4RCxd-7flKwdW5xCHHy260KDQW7q1LTN8k-kgmW3t4Qhl7xTC6KW2jk9hc61rypkW3QrGDM41jnx6W8x_Yp05yGzwqW8Tbs0627nmF5W4yj-nt9dJWl-W3Y0fMm5YBgS5W3KDHtp1MN_CmVPlt5P6jlq0CVlQTcr3SPZCYW3-l8Sw6bkbS5W2Vwz_B8sfBpjW1KX1VY6K_RpXW10SRvB1d47XhW1JLLn58TNjnFW5ZYp-L5zllf8f8z9TyY04 )

TOP OF THE STACK

OpenAI built support agents for its own customer service line, now it hopes big enterprises will trust them too

by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3nsN70kchpXC98NW2Cft981q8wCcW1xPwMK7F9z4-Vyp10r8lsqM0W5QxVrh2_Rt6YN1Cg0JD8ZjsbW1dD8LV1sMfwsN4-BxRWxspHnW4NHDzF15Pr9BW6cVPNs6HBhbQW20HQ0D4Q3LpkW5qPpj748MbPkW8n5wmx4fPn_gW971zcd30B0NrW16KrVm2VnQVcW7fYMkl1QnCY4W507_bl7HTSl9W5vdwQN2NqdqXW95rFDn5KgWDfW2bH0cr5-ycP0W3s_NwG1TQ-mcW7xMH63374gyVN7g8mytTMcWSW5zQ_QQ3vBS6LdDspjx04 )
Featured image for: OpenAI built support agents for its own customer service line, now it hopes big enterprises will trust them too (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63prCCW7Y8-PT6lZ3q6W8nWvGm5nBT3RW4R0CFK6LjVShW6VlDj61VHRD5W2Hs2MG136-C4W7b2pj21vh1CPW17Cz_M2B3Nt0W4Zj37p6BGKqsW38Vw9N4WtkLkW3NpR8b2g75L8W6j68XY497LWpW3LY5Lb8RfDBvW45Xn5543HyKNW4XY90X6v02MdW5nS8lJ9609fWW9dps9z5-C6t-W1-dLD46FPqLvW8Kgg8P8Y3NHBW4L6x214fH6qsV4ycJK7fYKN6W1DgqTn78R9rSW3yPpGg3ry54hW2wZCW157cF1jW2Wynnw1vRSkCW4x9N_W4NK8W2W3QsS_T97GgX6W8vkPw_1-zJLhf2RLDrv04 )

OpenAI has signed BBVA, IAG and SoftBank to design 'trusted' voice and chat agents for customer support. Enter the forward deployed engineer.

The general consensus emerging across the AI and industrial spheres is that the models themselves are no longer the bottleneck — they are more than good enough to power deep conversations, produce vast swathes of production-grade code, and resolve all manner of customer support requests.

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63prCCW7Y8-PT6lZ3q6W8nWvGm5nBT3RW4R0CFK6LjVShW6VlDj61VHRD5W2Hs2MG136-C4W7b2pj21vh1CPW17Cz_M2B3Nt0W4Zj37p6BGKqsW38Vw9N4WtkLkW3NpR8b2g75L8W6j68XY497LWpW3LY5Lb8RfDBvW45Xn5543HyKNW4XY90X6v02MdW5nS8lJ9609fWW9dps9z5-C6t-W1-dLD46FPqLvW8Kgg8P8Y3NHBW4L6x214fH6qsV4ycJK7fYKN6W1DgqTn78R9rSW3yPpGg3ry54hW2wZCW157cF1jW2Wynnw1vRSkCW4x9N_W4NK8W2W3QsS_T97GgX6W8vkPw_1-zJLhf2RLDrv04 )

WHAT ELSE IS NEW?

CHAOS

AI Models

Kimi K3: White House alleges Fable 5 siphoning (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63prCCW7Y8-PT6lZ3mYVK3RB059FYSQW4hxKYK1X-gFpW5bWdMp6BpH72N6rtBl9zVK_QN4mH8cXtdMxTW72mmX85gClhRVh9HFC7G8J0cVSNbPS7sllH8VmZPgz6CPcjDW2-5kp44Ftw0ZW4JNqgn479z7CW3PZvxX8DdcM_W9lJVdX5SHPCCW1Z3b6J5GTh0WVTmhRy5c8YbfW57f8kD6RQcqfW7TzPpf2Hnjl_W5zZqs_86bTJ5W7z-vtd74N3RhW5b0mtx2nGzTmW3stRdm1fSX1yW8sbj307nmyYFVFy1tR5KWXnRW5_tXj96M-f8rW7cvXVB82YpPjW1MZYcS5PcQTgf2lcrgM04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3mRN3RLMnC1NKgfW4S-wNJ6qXWx3W28v2yg30bJLGW7Pc0gL8Hz8vkW6YXzQJ4ldx9zW3_Zd3p4wcYhDW3Fpc996K4xcdW8sddGB84KxzFW99gmB88TnKH_W5z6XX_8RnwTrW3y5nRv3Rsv98VJLj3w8VK8NnN5wN1fMff1vNW789Lb54ZJk5LW972ZZm2ZxdwwW81GPvs212D1mW2ZJnts1Ndp5gN3Bs8nYLRSc4VD7KCL8CvXKhW7CMcCH1JLRl3W6N5bLp9gZCXTW8R15Hx3rJ4h7W2DzFj23gZkBXW19qQFJ3NfwGxf3wkBjx04 )

SHIPS

AI

Agents keep changing their answers. Harness just built delivery pipelines that don't care. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3pgW8qmCf313hTddVjtKbl2DV-0kVpWMBX7ybb4DW8znxb12lR4wtW36bZlV4TTf9cW5MDncT6F3VlXW8KnNwS2BKN0BW1K0phD3qMwQcW6Svnpn3Wp_brVCkZRZ7bykWyW1_3537550QFdW6wH6R81G-29WW6kvJW65c_NntW567yGW4DK-kfW4FNGh_92tC3lW4pZ0r-4Wj--8W2TB8w16mcd7FW7pSl_f6lRRgJVmB2478rWbkRW1b6vDy7WM7rXW7BbZDM4gstC7W8FvjKw5VCs6XVwZV0C5zvfMCW8GWVxP3SYxHHf7VdvmK04 )

by  Adrian Bridgwater  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3kZW6HKqgZ5tttnXW3wl2C44f_7clW1DQj711ln2lNW5DZzYH25dRn7W1H8qDn8KyjKCW3jqzl95RXdHcN7kx4bCVBSb7N3Q6bxF_rNYcW8mX7MM42r4n_W72VpK45vf42CW6fS8B36t1xf1W4cnmyj1JXQJFW8TGLJJ67hVQJW649FhH2h4BXnW5Z4mMl81nDPSW8ckBQV2_NYVqW17TFxJ7W-V5LN1kCz-jCqzhZW8hCTkt2QpdzZW5srmg63l9z3QW1hqrzy8wRPh8W3HcmN51g3mR2W3mFtPH3cVXq0N2jpFly4b-cmf38L7JT04 )

FLASH

AI Agents

"Every few months, a new model made part of our roadmap unnecessary": Why Mendral's founders gave up their startup for Anthropic (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63prCCW7Y8-PT6lZ3pLN6F2BLyCsf1SW4dSqlS3HP8FsW8yB4-F8_S-tKW194k3L79Fls-W1f8sHN9g7_dzW6_dt7w65Kl2WW8hLfHC80LhHqW8H-l6K1DNLlmW4TS2Lw3SJH7fW7G04XB88wqkxW8--KdK3qJQlkW5dwCCX2dxngCVGjfPD48GqmRW8BzNVc8XCm7NW5w8Htl3dXzjbW18TJ8Q2FZb7_V4DRbD1pXRL6W7tHNQC1s38Y2W1NpqWR8c4wnqW4Kgzk51KSfv8N63TLnpN-c59W2mz5m688fmBrW99tcVC2K_kNjW649s8p5SrrHLN1yVwZJwb7QBN4P7RLg3LvpddP0Bs-04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3mRN3RLMnC1NKgfW4S-wNJ6qXWx3W28v2yg30bJLGW7Pc0gL8Hz8vkW6YXzQJ4ldx9zW3_Zd3p4wcYhDW3Fpc996K4xcdW8sddGB84KxzFW99gmB88TnKH_W5z6XX_8RnwTrW3y5nRv3Rsv98VJLj3w8VK8NnN5wN1fMff1vNW789Lb54ZJk5LW972ZZm2ZxdwwW81GPvs212D1mW2ZJnts1Ndp5gN3Bs8nYLRSc4VD7KCL8CvXKhW7CMcCH1JLRl3W6N5bLp9gZCXTW8R15Hx3rJ4h7W2DzFj23gZkBXW19qQFJ3NfwGxf3wkBjx04 )

CHAOS

AI Infrastructure

Moonshot launched Kimi K3. Then demand shut down subscriptions in 48 hours. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-x63prCCW7Y8-PT6lZ3mZW3SzJ3D4KlQsnN3MtJdyJg4BjN9cbbwG_fntdW7V8CB_5502SKW4vJpx-35CRXtW2SVkn055gvZMTm-7C7fJmLdW5GtxnW1VWH0xVlzLbY8D9cBMW1sPL7n6-XBCpW9h7wLZ8nJc2kW5Ywdhq2rt4cTW5TqGB53k2tkvW3cMHY43bNVC4W82v21N7slZ0dW2-xW2d9dTbKBVzsRth6r_pGSW8DDl5S5mVJHdW3h1RJn3W6ssMW6vCnRs69xPCpW6spqnB8YWlbRW8r30Cx25y5yCN7tRTMGXWvy7W2HQtjf8Zpy2_W5RV-sZ8GkllcW1R0rrP8pQzzVf5S8vzn04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3mRN3RLMnC1NKgfW4S-wNJ6qXWx3W28v2yg30bJLGW7Pc0gL8Hz8vkW6YXzQJ4ldx9zW3_Zd3p4wcYhDW3Fpc996K4xcdW8sddGB84KxzFW99gmB88TnKH_W5z6XX_8RnwTrW3y5nRv3Rsv98VJLj3w8VK8NnN5wN1fMff1vNW789Lb54ZJk5LW972ZZm2ZxdwwW81GPvs212D1mW2ZJnts1Ndp5gN3Bs8nYLRSc4VD7KCL8CvXKhW7CMcCH1JLRl3W6N5bLp9gZCXTW8R15Hx3rJ4h7W2DzFj23gZkBXW19qQFJ3NfwGxf3wkBjx04 )

TAKES

AI Engineering

Single-pass AI code isn't dead, but "high-reasoning" is the next frontier (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3pTW1sSwsS9llCvbW1YyNTg335zV-VStmtb21v5q_N3HWDP4BpNxjN3mQm6xj2T0jW1vsV2r5YrckpW5nx5ZY6WKHY0W8K4lYt3fL_bZW6jbTFk44xYzyV5C5_c2r7HVnW7H6WZX66m8JBW8qWwkW1br2ygVYlxp91HDDB4W4b1Pwc6fr3sHVhTRNP64pW8FW7028lw5Wz0PkN7_Ljv_x1BJWW2gC1kp5nKkQ2W5PB-c32lMQvZW88R-9l8Y9blTW4bHbLS7SVmGLW4mC9Lh7nHpCnW4XyBMg6xN0g3W9jhSHy7Kk5m9f3vq4ds04 )

by  Adrian Bridgwater  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3prCCW7lCdLW6lZ3kZW6HKqgZ5tttnXW3wl2C44f_7clW1DQj711ln2lNW5DZzYH25dRn7W1H8qDn8KyjKCW3jqzl95RXdHcN7kx4bCVBSb7N3Q6bxF_rNYcW8mX7MM42r4n_W72VpK45vf42CW6fS8B36t1xf1W4cnmyj1JXQJFW8TGLJJ67hVQJW649FhH2h4BXnW5Z4mMl81nDPSW8ckBQV2_NYVqW17TFxJ7W-V5LN1kCz-jCqzhZW8hCTkt2QpdzZW5srmg63l9z3QW1hqrzy8wRPh8W3HcmN51g3mR2W3mFtPH3cVXq0N2jpFly4b-cmf38L7JT04 )

FROM OUR PARTNER

GitOps and CD without compromise

Already using Argo CD? Octopus unlocks its full potential with cross-app promotion, policy enforcement, and automated remediation at any scale.

Learn more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wx3prCCW6N1vHY6lZ3nhW28M8Vz8t0DY5VWl3qM55fsdwW6xwX4B1Z2f6DN88SZJJzRKwjW85cWY64dXHdSW2LTkvk5zFPGFW2SrFWQ5G4LZvW3Z2dBq7Bsn-JW3MfccV4_Jzj4W4Dwvkj23vM43W8j5q4n5hLwv4W98SJKn7M5rB-W7_P8ZD3lKfJVW9gMd8q3WSCtYN7QFTK0sNqPfW4cJJX01RlHcDN2873lM83w08VF4KxS6m188rW75tfRw3bTBG5W6gCFql43R9WpW4VxPzY4MH5KMW82Gwt92cszJlf5YF4WC04 )

FLOW STATE

TAKES

Our promised open AI future  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3gP0xW7lCdLW6lZ3pfVwmHt-5024kcW1bzKf_4QHQ3xW8g6vf24cNbzvW5nm7pw1C7l7kW1N8nfK5ylglQW110g7F8y7nbbW8HkbXS1mmW7cW1WNLQS99zbrCN2fbnzTCFJzhW9bT3Gp73jnr1W5Q0Q478Y_SK1W826CkH9hr4hRW1FY_5P8JzKT8W2HXp2y18DFqrW4vVPrh69kkPbW15BnRP63HylJW8nhDQ940xxD8W7Szgd54flsM7W1tCs4Q3fGDgQW1NRBws2JfGprW7Gvgq01jZgqdW3Jz7G18ZJDXFW4y1w3r9llht6W6b9Pg56HmNQQdf5TNv04 )

No government can halt open-weight and open-source AI development; no government can block open-weight and open-source distribution; therefore, no government can stop use of open AI models.

Read on Cautious Optimism  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3gP0xW7lCdLW6lZ3pfVwmHt-5024kcW1bzKf_4QHQ3xW8g6vf24cNbzvW5nm7pw1C7l7kW1N8nfK5ylglQW110g7F8y7nbbW8HkbXS1mmW7cW1WNLQS99zbrCN2fbnzTCFJzhW9bT3Gp73jnr1W5Q0Q478Y_SK1W826CkH9hr4hRW1FY_5P8JzKT8W2HXp2y18DFqrW4vVPrh69kkPbW15BnRP63HylJW8nhDQ940xxD8W7Szgd54flsM7W1tCs4Q3fGDgQW1NRBws2JfGprW7Gvgq01jZgqdW3Jz7G18ZJDXFW4y1w3r9llht6W6b9Pg56HmNQQdf5TNv04 )

BRIEF

APIs aren’t dead. Here’s where MCP fits alongside them.  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3gP0xW7lCdLW6lZ3plW8syj945G2KHcW289bzg4PzrLBW5pQdP92l1TW6W7dLY_K4wzrk9N1f-WVLTwJP7W7p4l5M3bXv9FW5YYyjN64lgnLN6rlXTJ6mVwsW1dBtZt3WZ4LHVW0d_X3PlSZtW461h5X3j1N0NW2VpM-y96f8sKW5fsjpW1Rng0kW81MHzF3WNCq3N6MZp9-3LPQNW2bHBJ57831k5W7tcYlW2z1159W35p9Pm1kYnJcW44FBhF2tb0yGW28Yjhp5N0JMhW3j74b449F5rjW8jCqJz8QvVqtW48SB246nC1QyW4m9dFm3-5yhbf8-H9fz04 )

APIs and MCP each play a distinct role in incident management. Here's when to use deterministic API workflows and when MCP's AI context wins.

Read more  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3gP0xW7lCdLW6lZ3plW8syj945G2KHcW289bzg4PzrLBW5pQdP92l1TW6W7dLY_K4wzrk9N1f-WVLTwJP7W7p4l5M3bXv9FW5YYyjN64lgnLN6rlXTJ6mVwsW1dBtZt3WZ4LHVW0d_X3PlSZtW461h5X3j1N0NW2VpM-y96f8sKW5fsjpW1Rng0kW81MHzF3WNCq3N6MZp9-3LPQNW2bHBJ57831k5W7tcYlW2z1159W35p9Pm1kYnJcW44FBhF2tb0yGW28Yjhp5N0JMhW3j74b449F5rjW8jCqJz8QvVqtW48SB246nC1QyW4m9dFm3-5yhbf8-H9fz04 )

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/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3gP0xW7lCdLW6lZ3lxW35nk2L8kx7GVW5cQVPp4cZhg2W7K4ph045dtSWW66-Y0r7vvGJMW16LkkD90p9pXW8RCSBQ4y1wfxM3CX24hP3b2N2h1PjQ6wS_WW5L8Dx44P2dn4W58Bf1w6PMkD0W5_bTKn5pV8gYW5TwQcw4ZkrhwW8N44FL196MBVN5w_ys6m3RjqW6LXxlM3Rd9QNW6CgS7w2zftlkW4MGnYV7zFt9tW7mF9xq7XYGflW9b4sm14rBLp7W4Jf2D77JnJNGW5qRSJW201YKHW2gVFDs2CKgTmVswNw08wkgWgW7HCwL45bz70Gf8RGhsd04 )

Gusto launches Cofounder, an agentic AI platform for small businesses handling payroll, HR, and back-office tasks with proactive automation and consent controls.

Watch the episode  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV-GBZ7FdKMwW7kRdTM8YPBSdW8BHpjy5RQPxfN7xs-wR3gP0xW7lCdLW6lZ3lxW35nk2L8kx7GVW5cQVPp4cZhg2W7K4ph045dtSWW66-Y0r7vvGJMW16LkkD90p9pXW8RCSBQ4y1wfxM3CX24hP3b2N2h1PjQ6wS_WW5L8Dx44P2dn4W58Bf1w6PMkD0W5_bTKn5pV8gYW5TwQcw4ZkrhwW8N44FL196MBVN5w_ys6m3RjqW6LXxlM3Rd9QNW6CgS7w2zftlkW4MGnYV7zFt9tW7mF9xq7XYGflW9b4sm14rBLp7W4Jf2D77JnJNGW5qRSJW201YKHW2gVFDs2CKgTmVswNw08wkgWgW7HCwL45bz70Gf8RGhsd04 )

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!