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Amazon, Microsoft, and Google are building the same thing
Tue, 21 Jul 2026 05:59:41 GMT
Musk doesn't need Grok to beat Claude
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Kimi K3 just topped Arena's coding leaderboard
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OpenAI's first gadget
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OpenAI's Codex just hit 8 million users
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Hands-On AI Workshop with Microsoft & Cohere
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Anthropic just extended Fable 5 — again
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OpenAI, Meta, and Anthropic are competing on price
Sat, 11 Jul 2026 13:07:00 GMT
And ChatGPT Work makes it five
Sat, 11 Jul 2026 06:08:23 GMT
Selected Message
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Date: Sat, 11 Jul 2026 06:08:23 GMT
Subject: And ChatGPT Work makes it five
To: [email protected]
Date: Sat, 11 Jul 2026 06:08:23 GMT
Subject: And ChatGPT Work makes it five
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<div id="preview_text" style="display:none;font-size:1px;color:#f2f2f2;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;">Plus: Anthropic wants you to use AI to decide whether or not you should use AI. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#48607a">July 11, 2026</span></td>
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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">And ChatGPT Work makes it five</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">OpenAI announced <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3lvW649VB68_hBVtW63V8Kz74vndFN6K6dphBNcMSN2dTVcSZ0XsGW7q9nkZ4JhgK8W1y6KX38Lmg4HW8Yc-mD2CQFMyW2d6PLG3MYbLpW1lMMjh12psQXW1MJGyl4lMDK-W2BNQrT5ZdTfcW2s4cJd4QQF3vW6tLz5S1b8rWVW2KvSYq8-8hVBW3B14r812kLqMW6539R08fc-BDW5r2zDj2HpdZDW4XRqpT7S5zSTW7yFfPF7nwh5hW7BHTQk7hT-5rTHGrV4Xx2BPW6HDRV58DrPxrW3RHbJ78TqKQnN7R-SssrsyrHW61hZ8B5QGPVbW4HPxZT3bZgLWf6nzGVv04" 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="jXgQMZ+R" target="_blank">ChatGPT Work</a> this week and began rolling it out to Pro, Enterprise, and Edu users. Running on the new GPT-5.6, it opens a user’s local files, edits Google Workspace and Microsoft 365 documents, and carries a multi-step task through to a finished deliverable.</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 you can add OpenAI to the list that already includes Anthropic, Microsoft, Perplexity, and Amazon, bringing the total to five leading labs that have now released an agent of this kind, writes Janakiram MSV in today’s lead story.</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></span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3kRW5S-H655CTRPfW4yNrCF225pH3W32c_Rz7ZCNnDW7qgHs28qwtVlW5ptjQ63JsjY5W86XrWn2bWzhxN51_jfxPzX_BW3bRj6r6pGnVdV5D9YK14GGP-W7ChfzG1Bg9W6W78mGfR15JlDxW3yb0py5qTtzCVCRMdD3z5VzCN2QVD1P-1vZ9W7LFqqy8sJWfJN681PLjVMFFxW3MmFWR4v4D21W4Mc-7j8s2Zk4W2V1j634_BjhqVGdDBN2dfCFLW5Ymbf62qgk5MVxmzCS13vXLRW3p38kX14l7CNW8Mmv_H1t1KQMW2-b-TQ7LNqRrW58VCBs6jDxcldtv59K04" 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="eLqtNciP">OpenAI, Microsoft & Anthropic agree on who runs the agent. They disagree on what you can take back.</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"><i>More fresh reads from TNS:</i><i></i></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3lGMhbH9CtfbnnVmjm-H24GbZFW25Rmvs2Y0R37W54xs3d61R-tsW3FjvVh8zQDmDVqvVZH2K-jM0W6VVsqx3wVddvW3pW98v3YpR8HW305SPF84rDrSW20vGJD1CqkbyVWHv3r41Cy2NW37xt4n1FYP9HW8nBfsK3R1D-2W7v6Pq76Y05kHW6TXZZL6lMQR4W69QFtX2GjjVFW8PHcgY6-FM5RW2XZt9S3-HDg3N6nr6BTn6QtHW3lSvGl4lHcx6W3nhzVQ3GWtQ3N5N3xzSJfN3DW7CJR5X52yX18W59Ldz36QPCJmW97QS-14Q3wxSW8kdMQB2gNX3hf859-z-04" 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="bIS01V+d">“Every IC engineer is really a front-line manager now.” But are they productive?</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3m2W8SVCPN2jvPkhW7bD16v69JwJ4W1DQYjl6v8W55W7VMyvT4d2w0cW6VT2NH30YwrTW3CFjQB8Fs0R_W7GmxRH282QpqN7JS3CPPvghjVg8clw8_bQQQW1fjzZy6pQZGgW1mqrrb4LdY3hW89bTmz475BSgW8wq-CJ3lwfbtVFcvcn4NlW-0W6QBvrv1M05M1W5JK_T_8XH4rVW5T3qQX5Lv92yW4zCX253jxGDVW4n170M5jqMzkW6NV3dv4PGcJwW8fPDqD4Yw4N2W17Zg6d7tHT_8W8Plwp846c-mpW8-mrN452tfCHW4v3s5N4M5LJsW8Y6Kxj994632f4xf2Td04" 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="XzlHhnh2">Anthropic wants you to use AI to decide whether or not you should use AI.</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3lPW3hsyLC6DxTpwVF2dm-74c6S2W9f9G8f84JwkTW2H8xnf8qFvc-W3rMyPV8c9rDjW4KzY8547jfrxW2cq12w15ZzcNW44LDjh2qd3XFW4Pvw-T7FnCtmW5dPQCN84gsCYW4ybLf58-RSt_N1hJxnmsczb2W1PX_sV7kN0h8W1W7YYQ95RKrbVPKV6b71Q4cKW5S-njf1_yzHcN8HS_GGVJ_ppW7ktH_18Ms1pDW8nyZ4s8ZV3Y9W5rSdlQ1VhPPLN5Dp_lYvpq3HW7Lk6fX5KdTg5VBGQcJ1_4l3pW98KN-08zzVlkW2b67kL535l1hW4-H6F31Cq6vtf1rSK5l04" 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="rRC0Cxy9">Meta’s Iris push signals the next phase of AI infrastructure</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3kvN1qbhFtg7rQcW2C5_0022f5WPN5s7dPDY7FKXW9b4gqC42QCyNW8HZn9f4Z7ZtWW1w5f8D48DQc2VMBMNg4cRRGMW2QHZvp6Pn0vgVhdNcy9crBPyW4ZfzjB8YhzYKW7Rx_vP4xgCc8W8lKDrf4JD-mQW3PWz0b4bgnFQW4Qf621807_KsW2FDqB38RfLJlW1VdmbD1N4X99W9lWB9K10d-JzVR75lv7nJn7MW6l79DQ7Hrss3W6twRJZ1yNH2lW2w_vJ04sM1K0W1Qlm2s7S7blFW37f1nq8mJ-qQW2bgKNn7sl_V9W1SfhPb69bcTfVvxM0v2pT2Mlf451t6j04" 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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZ05g8t6W50kH_H6lZ3kWW2z0D0H5sQMTmW7WxMzJ3S75JHW6Dj4P81lFl7lN6jLl89ksDPBW506mbx5F-Q0gW1hDHQK3WxJ03W2Yq0jY1Nf4GnW4-rwtT25_LNSW5fN4Zd8QjB4lN6mgzMCbV1g1W5mFWf85Zt8TmW8bxzlW9fl6ZwN6msyDdJMc_QVH0Bjz62GSnqW3db-Xc2gCpGxW6ny4Nj3r8-CxVXzQyP3R0Q4hW7RNKM26ZbvzYN95w0WPrHByLN8qhsJkmt4TVW37w8vf7NKWWnW8hJB348r6wpJW51Y6fx2fZXNhW7FQ55p1sCDQ9W3nvlVr6NPVZmW3LfctH6mS0jQN9cQ2-4qWLZDW6FDNyF6-ZCN2W1yXjP-2XH69sW2bR_Gt6rYMzkW6qhyyJ1k0RWPW681RGY24ns9Kf8JgZM404" 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"> Still managing separate access tools for humans, pipelines, and 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 strategies weren’t designed for non-human identities. Traditional PAM tracks admin sessions, and VPNs grant broad network entry. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZ05g8t6W50kH_H6lZ3mMW3wNWjs87tSvVV1Kh9l1F4Fl_W5px-kg578L3nVRpcTs5lBlmrW50GRLh7Kb3lWW1HRGXF28Q6J8W47NyHV9lWbvMW74WDvg68qL6GW3Q5l702fYFCRM973zjpJqPwW5ZG-0f34cg4CW6tKpqW6Snpk3W2M8vg39jqQXYMcDtTmR3hp9W74hnRg95Zqd6N5wKgPtByFXVW22lSVQ7Jr7ngW6n9sff71FxMvW3FQML36ZLWxqW5v3qgz60VxtTW5ZspHv8308rSW3cP8841TMhDfN3hcyYq5RHJjN6DT9rY36YSgW4vGPLP9dP4mMW1pzhGD76k3pDVdFY0m8yBPVLVZpxcZ5-TlJgN8Vy5DxJJsn-W3bB9Cc4dZHyKW6qnPWp4h1ByvW7SxFlH6LPyNwf4bTnwg04" 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> as we work through what a unified access architecture actually covers today: human developers, contractors, pipelines, and AI agents.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZ05g8t6W50kH_H6lZ3mGN3XDbq-psBM8W1CYgBc7zjLrfW6pz-F59kJMSBW8L25B64hQN-TW89YqnR6V20jvW6RCyFJ5v2xDBW7bTPMV7G-NdYVJk_K-3HH4vTW8BLv9p2dym-yVjh5953ZhRVdW4tD5YX4g1nndW3pnqPQ730dvkW1qt2Gh6yj4dRW5LpQKC4HsV35W8Drpgq6fNnSdW59RkJG4m_vzBW5YfDmZ4tDHbVN6yWm0X2MQFCW7HHfmw4RjkYpW1Shz118RpblZVN01tD8pdY-jW7yCnnt3qZpH-W2c0b6y45y4s5W4LH7rx2m8gBGN6y5w2Rd5LS_W3pzmw65BjS78W1vzscv8Z87bVVVF6XD6qhRmtW66FRxZ2LlTYwVx7V_C5MJJ_mW2KfL5x5WKp6qW3HVRMx30XqCZf6WMGtg04" 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">Anthropic wants you to use AI to decide whether or not you should use AI.</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3qgz0W7lCdLW6lZ3kNW7ywQ8B2SnJPfW2sBrSX63qZnDW6gZKYW3vBdWlW2Sr8Tt478DxFW77blqs1cy7C-W7qtPRD15ZxXnVHWb9t1Yrw-5W97phyv7QtYhfW87y3GQ8dPf5jW6r96mv6-d087W63hFPc3mhVlfN5Tr1HnBYgc4W8SqFRz5j5FnYW828LMm96jgKnW1mvkL_5H_-QxW2ZF9v33Y-N2JN8w0MV8DYSyGW7gDQ2_3KynvyVL0wBW6fNRQhVpCgsq3V-7gqW5Q0Z3-7jHfs4W872Kwm23TtLkW40PZXL36X-vdW7dXrGx3znqjxdLypkg04" 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="JZrd2Rni" target="_blank">Meredith Shubel</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3lcW95dhS28Rlsy8N1HcpL9Q-YHYW1fSg-Z5cBXrPW1G3Np64MKlcDN4yGqRRmClVCW5sL4yZ2D2khrW2mqNFN87T3ZRW7pQFnh7dshp_W7v1PG35bc_97W1yDLMR83PcRPW7Svn3M847gdMN8Y0YKfVXFNXW7FpxDr40MlC7W10rMgt61b7PbN4LfZCh5Z-vMW5YK9JK20-JH2W7W03vj3r3-SRW5gx2s42Mmjm8W1M5lmt24ggpwW1QwDKX3YrySGW5Zcbfp9gH7_CW6L14PS1sH1npW2CstkM2cv-4xW4qzsCf5XyLh6W38sqt81dX4vZW3jxNY422MMJ3f8QPJCR04" 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="/UImcvC2" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/07/b16f789f-designiments-uqofv8ptckk-unsplash-1024x683.jpg" width="524" alt="Featured image for: Anthropic wants you to use AI to decide whether or not you should use AI." 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"> A new “reflection” dashboard lets Claude users track activity, but engineering leaders question whether it can really help improve AI discernment. </p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> On Thursday, Anthropic released reflection, a new feature that lets users track and review their Claude activity. Available now in beta for Free, Pro, and Max users with memory turned on, reflection was designed to help users “reflect on how you use Claude,” per Anthropic. </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3pPW5B735K4dTMkJW818NP85sTbydW955yhB1G0y_xW6dbdvn34jwPYW2fvKD85k2PP4W4WpHb46n8LHFW4dd4zg355--WW2b1cBl7tQNVLW4XqvMM6fdZZYW5cl8bf90VVfkW1BgSgT3pfbgjW4c7Gnr1QjkZ1W6Mqd5D7cdTT0W3YRHHS7fk6w-N1JQv1ptn1SCW303hG84vKGsFW4LPp6D7KxMz-N2xxNrBvsltcW6w4lwW7h5KmzW4xbswx6FLH_tVYBNRY1cBgYqF8GW0t72jztW7ND2Vc6gh9sMW3sDNcQ6cBqdWW1N80-V4dr1VmW1Nj4ZQ6HJszLf1lX8Z604" 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="ZNT/aatE" 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">INFRA</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Hardware</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3myW66q9wM6Sqd6qW1WmwqT1S-th6W2xbXYc8d6yKtW6XXCHm77bsjGN5wsqNkVGzK9W6Vyw1z90ZYvVW3ff3Mt5vJndGW1mTY4g8MBqGHW37f7Kq5trwgZW1KhstL6vbTwDW5J7CBt8C1q5lW4BxRvl78_TVbW2rhp3G8LKGpDW6VwC186f046JW6xMjcD7jXvmQW1cg0nb7__LMDW1WDWkH4fzTWBW2bJ8zm7kv-VcN2FyV6S6f4QPW23Y6s27mgQypW4jJB1M1J7K7YW44PgT058G1JNW5ryJQv1b2GkPW5vK3SQ8DpFqLW1y__Bd4sgg4FW5wjdmv2PMSZ-f85nFXY04" data-hs-link-id="1" data-hs-link-id-v2="W14n9uIk" target="_blank">Meta's Iris push signals the next phase of AI infrastructure</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3mNW269RpJ2HtXckW6nGqLS6gqPXZW2dS6j690Q17MN77Kml6r_lYDW2yVdx01-VMTzW8JXGnp5PZXPNW6GHsvr4TWNjQW6Y6-CW6JYyLWW6Xh5Ht8qRBkVW85Qb_L5BdyvKW87Xz7w17-qj1W50xcRF12Gqm1W2tMcTs4qXlBFW6Jk0sz8dwKQ_W18T-Sf8WHsCtW5VJ4VK2w4bLJW7HDZ-c7yHJ2nW1k1yPL4zhSsQVXhn_L5HGVQTW4C5B2P6PyDdbW1qCwjv98cPFYW5ftzB_6gZsbtW5ydMxB2KbkzvW35HQY-15DzWsVKFf3x4LPvNnW2KwZgf8sMW7df3ZQBSg04" 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">GUIDE</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3nJW6MklBd2mmNWTW5cbh6M5v09-PW42YDqJ3jphtDW8KvHll6F1s-TN6RHFn8m3DXDMPkL77fpDDkW34w7SN15Mh32N62pVXKvqWwyW89bKXQ552bhMW4Yns356cLxtbW5ytmFp5jfc6YW69NFK94cgyBRW4v4F9Y7tbV8HW8k1LpM2vNXW1W5Bm_Xk1mk8L8N2BdGw7G393GW1vp80l4wFxR4W7WFBBT8cs_jpVKLd_Y1zjBXGW63t8624qGzDcN2N09G78sFt2W3BXZ20908tZZW8yLcKZ31SrSDW2p_FSy53bX2CW1SzX7Z728SGkW465Lyj6dyPM7f44z4P404" data-hs-link-id="0" data-hs-link-id-v2="oC9vkUvw" target="_blank">Why retrieval quality is becoming the defining challenge in AI agent architecture</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3l3W37TTDS53QvWgMPx6KTj28DQN6FfHYqdxM98Vc_CM87ydgyWW95clbp6k5xP_W80YXVJ7vZvTrW7rf_CL1Pks3YW50cD_l4YhJXYW69gyQj2Y4zZnV7q8pC3x9JkmW5j6SKy5W8JSSW77JM0p7n9z5yW6dKZff433tTsVwjtXj3fJY-KW74QQBh1Hll0cW66KrVG3kBK1QW7LYck08CfypwW8hyrrj29wL1tW18sfY386c7YLW58nFQd27KSF5W7GTrJq6kv0MtVJ5H3p97BF3tW4fJhbR7ZZp-5W1vDZ9K8mWHrHW5T7d6s8fp01JW2nxD9T6tKwFRf38g4zR04" data-hs-link-id="0" data-hs-link-id-v2="r1MCBGSg" target="_blank"> Isaac Flath </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">CRASH</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">Kubernetes</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3ltW4TP6FN7Z_nWjW3x9Mk66mVVmHN4wS2n5CXLMMW1XPQJ06th87cW3lNGZQ28_FT6W7DY-J_8H2zC-W4xP_Wz2sYfRTW2WvKWy7m8nJPW6kz_BZ6Nd5jHW7PwTP12ztTXFN3sJjT47m3_VW43DHzf5lCsxmW2Qs1vf12RGFCW5MLHCN29pq4HW7hnnSg2prCMpW4hQdgR1Cv_-HW4vPJQS3nHHq_W51356K14G4gWW2fKH1C2Fj6GFW7wk2QD4b2-mRW6tpRSj7JprNLW5rhV3c7sSD24N63wv_hFMYVBW3JxlNk29jRtlW7PCLY_14mc69W2L5zjT5SSJQDf7B8mFs04" data-hs-link-id="0" data-hs-link-id-v2="4wbEmrGd" target="_blank">What running Kubernetes across millions of clusters taught AWS about zone failures</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3l5W74VM8n3v8PzpW3jvM0W6Z3_-_W4VbdgQ3686PSW5thsdk2lVFlGW43bh1S2JXQKbW3k6Mj33qNl6jVjQl0l15S5rFM5rQm9k9BHbW2VrtRT5C9VqbW7JvxwD5Q9HbGVCqXkq2jRFR8W8TKdVl3qmKvZW641MDr31cxJ4W6J9YTj7LNpB7W33dv8H3XzGMFW1Gbkml3_tDcxW1kc2Mp1Qz2sWW6bPwBq1_ZJjqW2wf7gV7kpc8nW7wVyMj6sFrgMW1GYyLX524H-DW7F46bY5c0SjbW7VYbrR89w9cgW4R7gvl75YlkhW2wDqrB4STQmpN7vS2C1g2GZMf8ZGGr204" data-hs-link-id="0" data-hs-link-id-v2="mFDYJPdj" target="_blank"> Raghav Tripathi </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--4" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#c43aaa; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3lQW6b_mGs4RsjZVW2-tzcK7HQgTDW1QpWNT8c84-mW8ZBC1d4GvT6WN3L3myXvw3_6W4l_ffq7Tt-dLW3xkSfw8VJWm1W8c43WW2k8pcbW50R5pZ4gxTTbW1mstlG5bkSZhW8FyGr32w5YsSW6grvSV1H_363W5wxK2S5ZZ3frW7M0Y3F4yJtbRW6Cxy1N8h_rl6VLWVzB9h_Q5jN5M88DS3gCCKW3bH5jH8kdMYMW8969jv77HtNhW3Q2VLT3bl_W_W70rPf85RN4zxW8WYgH982tMkBW3X_rh738kNQ_W4t9SV21ntNyFW3Q8XB83WjgK-W3fl9Gb4Sz-kpf2vDSJK04" data-hs-link-id="1" data-hs-link-id-v2="LsEB2H99" target="_blank">OpenAI, Microsoft & Anthropic agree on who runs the agent. They disagree on what you can take back.</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3qgz0W7lCdLW6lZ3pnW6vdzc155dcdqW2FvF086c1SJgW7yLj5B22Z58mW54xbSY8gJ5_RV2KJ5w2PHS_YW5DkGQ95mByDLW2khZYs5zy0m7VllYMQ2zpmkLW4QSc--6F2bQpW8b0gL44RQZdxW4wV2VR72Wy4YN65H7pLQwZM7W6-55_v5WDcLbW3_vx1r2rb-M3V18y7Q1Hhw5dW2cWd9l7p4L5zW4XvTXY2C67KbVjJDLl8RXkrVW5fYFBD8_NYl6W4pHdVD92G4LQW984HZt72QtrwW1kxbHp5vFgMkW2vSM6D14b0QXW3Jd8Jc4L3DBNf7hxSQP04" data-hs-link-id="0" data-hs-link-id-v2="6GPz8nv9" target="_blank"> Janakiram MSV </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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3qgz0W7Y8-PT6lZ3nFW4xcM6f4f56d_VCxbR55S1FQ7N3wvVcbhsYNRW4P5RtG7_-65SW3PgSCb7bw5XqW2lt_1934SdY3VxzXYf4pwFwWW4lr7jM6ZkcYvW2Jxz-92q0gkHW2s4vnC5rXZwsW5yZdbh3QpmP6W3h7RYh4GD4hWW8nqkrX2NtzFxN3vg7XPXBDs_W3X8sBG8bFWf7W41H6hg4mRS_7W72d7Pj2qHK9bW2R5jlt1nWxhfW6GWVJx7hZnX2W92lrBh2PHZ7TW7fRfz08RH4NFW1TwV_P1j3PZ6W3N-y-T7Wk3GrW5tKgzk2kLLMLW3wwP6N91RM0SW5-mF4f4fTF53dLj_LF04" data-hs-link-id="1" data-hs-link-id-v2="zjW/szKN" target="_blank">“Every IC engineer is really a front line manager now.” But are they productive?</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3qgz0W7lCdLW6lZ3pMW8zcZBr6FG7RMMpDRjw3nc10N3vg7Ch8ypf5W588WPk3_sbxvN5vM7nfkDl8VW2ycmHR2W_FvsW1yrjJt8BMN5tW4hRg7K2FKFjpN3QbQ_PX6qBdW1Jb3wt5VC_TyW78Wsrp976RgnVcbZmF3VwpkMW17fkWc6vNRX3W1HxK7l2mp0HlW8nckXG8z3x9MN7b_whH2-TXXW1y5P7V2Xw_hyW4XYWsC1bpcjqN6tRkjkvn20LW2BPncC31khnDW2z18_v7KTXLKW8Lwb5m6SHVY4W1-7vlM2hpW6HN5Jzc_9KQvZmf2gs-3T04" data-hs-link-id="1" data-hs-link-id-v2="fkh0PjRw" target="_blank"> Meredith Shubel </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; 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letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Time-series LLMs, explained with t0-alpha </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">A practical walkthrough of time-series foundation models: Master how they forecast using patches and quantiles, see where t0-alpha fits on GIFT-Eval, and discover what its reproducible result says about the field.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-P3hCZYW8wLKSR6lZ3lsW9cR-wS66_S0-W199G_x7RvNsSW4DbJ4g8R2BtyW2jRHz84XwccXW7vZvl669w_Y9W22f1Tf4X7WqNW3L1VCh6g3-QxW5002jz43RSXnW3sSTj156vXDQN8yB3DMYbDYcW6_XphR4Vwpq7W1kWpC911JV_YW3STDGF5_DGyWW6KWQkV6CbZd-N5cCJMyH0Hr_W3G30XQ22GzZWW5pQxdD8gyQJJW7mt1Sr2LCp19W3vWCGm8YM2SrW22v4Kd7SDzwDW4SMSc66rp6nnW8N-ZMZ4Br9WqW40Z8dW7YPg4WW5kSYPf2bVfXcN40rRVl7rB_PN80bcXVL9Q1RVWQ43S437GkPVrSX3X1lk759f626gpP04" 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="NwNGAlWg" target="_blank">Read on Towards Data Science</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">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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3hCZYW7lCdLW6lZ3mTW5SBHQf5kzGdrW7hTfQW2jdb00W83T6tM6MmTt-W5dmZtz7Cc8S7F7FCBJMC954W88D2447pzrndW1QNBLx2QtYPmW4ybn-M2cvhHBW2F4S0-7BH8DpW3b3_zD1B_kVNW4LG-pR2gF0dCW1wSlVQ3wF25CW26zMLJ8tVx-tN8gQ2vr2mgs1W2DzXN73xrjQXVXNt-r18TsQTW80x_wt6Db8NLW4yfF7D6NtnJdW6fjr3B1MMPw0W4FH1gM83x6jgW4Y6X5H6VgQyNW6fx5NZ3CPj4WW3XMqy6102129W2g-XYj5pL6L7f4QX3Dq04" data-hs-link-id="0" data-hs-link-id-v2="natgC/w6" target="_blank"> Agent Toolkit for AWS includes 20+ agent skills, but your agent might not load them without this one file </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"> The Agent Toolkit for AWS ships 20+ skills, but a 17-line rules file decides whether your agent actually uses them. Here's why it matters. </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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3hCZYW7lCdLW6lZ3pWW7gc_4n3zytQsW4MsVtf7m_S9vW8rpLjP4dFl3gN6DSc3Hh_YtFN3z8jjJtXGvwW5Qv6X05BQv_KW4c-QH55cSVkbN1gNLdVVYlqjW2tktk958rNbgW5TG0KL1MbsSQW6P89dw4Z3bJVW8XZ7gX6QLsKPW2sBcdf6Fk4_nW54yrFK8vM0JyW3mYm__91rblWV_Vh3L3DVS8PW1m4kw86PdSqhW7nDm6m971xZPW1q8Blw7CY3j2Mrzz90vYQlpW7VB6t41P-zvzW7YvjRD9kDpWnW11kHxn6HshTfW56r2-G4pmbtnf8gGh-404" data-hs-link-id="1" data-hs-link-id-v2="vFryJN6Q" 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">LOOK</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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3hCZYW7lCdLW6lZ3m3W8D7BMN4v0g9zW6t8m_123xnCrW5gyLdN4cJR9jW2MPqdK10Y4_8W49nHN83Sr_FlW6xFC9J1mHpJFVxg-tL7BBXdpW7wwCSm4hmv6XW3jyDK04DH95GW4X90s923NzjqN43WYZrGZ1-zW12kQsb63W1wjW71R-3R5F3RYkW6pymns17j0LWW7xTKDs7nRlH1Vb_vFW2LcqmQW8HVzHf6YbM31W6CcXqy6Fy-4TW8qL10N8467QJW2cgy5N4m987FW5yMDBq7c4WW8W7Qt4_m63Z5HtW4WF0Ql78RnXMW7WxmH86Vj4-fdv5svd04" data-hs-link-id="0" data-hs-link-id-v2="/Gu0p5Cc" target="_blank"> AWS just put $1 billion into forward deployed engineers. Here’s why it matters for enterprise teams. </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"> AWS is investing $1 billion in forward deployed engineering, embedding its engineers with enterprise customer teams to build and deploy AI applications. </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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3hCZYW7lCdLW6lZ3kCW8ghL0r4vz9MKW5cFjdd1sHNbwN2jSqrjY5vrdW7t_80Z7k9K2RW2325N23_5LtmW12pqzV4HqPnnW8x7VL056WST1W4jMZ4L735KMwW3cQZ6Y1mzDvvV4lY1R5v6RV_W5lQ2pD2MHyVJW39CRm72qWDZQW9bRDNW5RlPLHW9bVC_R7NqZsxW13qzhM86-tP7W5f9br132kxpGW2lwrg79kNTr7W53pBGf6LPR_bN2Kj_zMdGD09VGFw-S8gDHyLVqSLz21FjDCgW66syYy40sLV9W64X4cb98RMt9VfS5SM1VvzQYf3QQnc604" data-hs-link-id="1" data-hs-link-id-v2="4vxgCiiM" target="_blank"> Take a look </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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZ05g8t6W50kH_H6lZ3n9Mjb62lKW6fvW9l7sd06J8HMxW572Ncb8y37B0W261XMV716Q7rW3TBXsp1TnqfbMhkPnQhQnSqW5KRKrK18m6M9W2StgGd4tBMBnW7N3HGL2gGCzRW347kKy8r6GfqW3ScFZQ8FsyMXVGf_zb7L9G7xW3SS39n4sfFZqW8klsT255X2yhW1G1gCh7Qsf4-W4j8DSL7LCrq_W2NsJ_34fh-WyW8wlB1f5X0YqlN8D8PKWLCj8fVlnj9M8JvPLFW51cckq4QCfgRW6mkhR65R5vnBW923T3D4WNv3BW3HH4R632K7l3W9bgH49542VyzW1t2p8M6x-3crW6GlF5G1QKmvkW8TScf15kKTw9W88kPQb7dpxZYW8VZ_M64HzMtVW37FQLL30_G4_W4zWQHz4nDTBVf772CsW04" data-hs-link-id="0" data-hs-link-id-v2="RNIai+Us" target="_blank"> Operationalizing AI in observability: from debugging to automated remediation </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"> Engineering teams have more data than ever, but humans are still the bottleneck, manually stitching together logs and traces to find answers. Get a practical look at how Datadog’s Bits AI moves teams from manual investigation to autonomous remediation. </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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZ05g8t6W50kH_H6lZ3mkW1FvnsW4kYqxmW5hfqCv7RtxpzW5YkHKx1hb1K0W2vYDbX1D1zGBW8zB5WZ30msfbW5tMTsK4VdKm2W3YsDFP2_FFH5W5dpyyF4D7WVLW1mjN6c6vHYqMW8kdGmc3mN446W69P3fb2cyC3wW4GyCV_6DV2lFVQQtl040K-qxF8rTjFJVLcNW6sZmSc5thmmKW67JkGz8ttV__W4S-h0L3TwDtrW52qvZn83kHn3W2M5D0w6J6Q17W1TCFHj7Pqz-7W6LbmB617c1Q0W75v_Rf5MKQ8cW7PtDlk51LnMjW31Hjhg69kLl8N8x0tr-X5q8_W3mxtJW6-Q67PW3wCvRs7CRZ_gW4BStw789rNH4W8Kv40_6zG_jNW6yhcLJ20c_-PW7Ywv7X3jXBx3V_7P6p4vYwQhf1glcwl04" data-hs-link-id="1" data-hs-link-id-v2="nnyq7H1Q" target="_blank"> Watch on-demand </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/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZ05nR3bW50kH_H6lZ3pRW2Wq_1h7nFG_kW51xxYm1CSw7BN6j5zPwc-5cNW22Tdfr4_KJ3FW7PNbJF3rPFNWW2tsnyp5zzGsMW4thjGM7RqFlKW1NMSWn94WjtCW5QzTFZ4vv3JNW9dgMrm816DP2W58Qr8l5yXM6xW6xRvBb5P5ymLW4pQLDx5Gkh7PW6b6WmR8dkJ_TMLMcG6s9-QTW5fMmPC2sz07kW6hgzzc6fpFxsW2jxQ6S13zl0XW7XW7N83jxx7kW8Fy__66hH6dNN948_F-pZ6-JW37jx2m4LDfCtVmm68Q8qRBj7W4QX2Rb2r_0fXW7pkqgl8b4GfSW3hdsyb4WDg-5W19FhR-817ttVW9l2RDz8yVw1kW5S8VNB1Gcf8GW4DPFrg6_TYPTW2sJ_fg1-rhtkVv9Mqb7qc9QXf5NN7D604" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="wplz4Gf6"> <img height="30" style="height:30px;width:auto;display:inline-block;margin:0 8px;border:0;" src="https://cdn.thenewstack.io/media/2024/05/fae341c5-tns-daily-rate-great.png"> </a> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZ05nR3bW50kH_H6lZ3kXW2kG6Zq1186l8W51k5m92W53NHW6Qzd6K7lsVjhW8lF6Gk3THVW2W6dsgZg7DvRpjW1v1qJf58rkf7W3xLhnM74pLJGW95-P3N4_vYFtW4HqYby3jc-VnW24mFPd1gY5nBW3wyT7Y2Rb3fgThXGX1_t0RwW2Yc-Sg3XYJTFW2N8QQS4svy8SW8Rkn2s23RLpWMqMPQ9LKRSJW5CPkkW2m9Q6fW3zbKw056HbGCN1Qqbk9htB9FV1Md0_63j_dSW25fPms68yg4MN4dmz0CqMRTmV4wJD76k24JPW5qFY166Xpmp_V8-2vj8g97_bW7-z0pg6BRWv7W7pNQLj4w5gGGW2XH2t_7GSb9GW9cdxYd2mdJNXVJKLtn37qMwCW63kyWP4Gc84YW1Z5-wj1QGH4Df66vWF404" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="34BKa6vS"> <img height="30" style="height:30px;width:auto;display:inline-block;margin:0 8px;border:0;" src="https://cdn.thenewstack.io/media/2024/05/8bb71286-tns-daily-rate-meh.png"> </a> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZ05nR3bW50kH_H6lZ3nvW8F2KDy4BvWQgVs56z27Y3THzN5WZWjKVX_HPW8-hcGp3Jl13_W8bklVW9k-N3RN6G4jD_HCHgWW1SX4cl8r7C5pW1XqMtb6L4THnW5BjQw51LFGY8W2FsGPJ1LY-51W8FZ0Yp5_Ccm_W6-Q7Q_2sYFQmW31Vnn01td0JsW6-Fd2m7qSdX8W5WFNlx6gygdxW37SMlH7Q_gRxN8Cvdk6G9-V5W5S1b9t8nSZgVVmv5mm2jvP2XW5_R3yJ15ksgHW2ySDf22X58n-W8fL1772TPq40MNMv4Wt6_JmN4fb298Bbn4VW7t9LZK88YpysN1yY23mwTg3cW7L7bn34xBhFgW8kX3N67b8YsrW1mB3pR3w_hl-W6zyW1T5wPft6W1_N3Hp2tCZlwN8kHXd-zGXZ8f3PwKJl04" target="_blank" style="color:#1a6fa8; 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Plus: Anthropic wants you to use AI to decide whether or not you should use AI.
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZC5m_5PW69t95C6lZ3m0N2913n_ZTdPJN9ddp95Zjd-BVQjXgb1FNZnXW1Px-6t5xC5cXW6dV3Kd7mZ0rhW7yPqFy74SsmhW74rXZQ8ff4KrW2XYk3G7PJ-MxW5sf1JC585q7fN5SNJQKcRq7ZW6x88824b8NgsW3TJ4Jl2bB8_TW1_wlrt2hMgQBW8jzNzn7mTyWjW15tHKc8rtrZcW1Q52n5175jGgW1vDmtm17whGtV3nmgd3Th7XgW5pGRjn2lHL-hW8dlcFp4RVyTwV_XKKw8W5Z2mW2SZpqL5MLNBhW3l9jjq7HkVlyVtfvnn6lzh58W62Bnvf4yLMWvW6B9gsF62SMRGW3RB6kT4w5F5NW4wFs4m34Ty-zW1l9wRx8sn8pzW3nkwXH4D8ZPHW7vZtNl58xDcsW7V5hLT3xFvFjW2zwRRS4Q8y1SVQL1nY2j3p0cW2MgWFh2wnw0fW6fwqHq6Dd3Z8f8Zzs7K04 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZW3prCCW6N1vHY6lZ3ndN1jRm-jDBy0VW15hM604sTcN7W1fJ04_6T-WppW8d_htS6LRYj5N3Q7c_536-1YW7DxsvT2-zNNHW8PNC-G79Z-yvVB3PC93gr0JwW3M61XT79jpWvW1st6zX4PQVCBW2KHtjT6QDth5W8BhDKf8SqQ8QW5Mq3G85HKtybN8dGKQNv-TJzW5VHJrS8R9v5CW5JTS3G5XhhbGW4ztWvV8lf78FW1zHKh81CRbKgW2Vb10s162jxFW67sXTQ5QTGplW16wS715W07dFW5BZK373sjMRpf4Sc4gH04 )
July 11, 2026
And ChatGPT Work makes it five
OpenAI announced ChatGPT Work (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3m3W2x0cMq32h1S6W8YY-319hCsLMW4TfKYX7xTppSW4TLDww8W22lFW4fVkHk3kG-hSW3lJMn249H86TW7xgJ-H3Sg5hWW9cj3gx1B0j9_W217KPs7HPBd5W38H4L33GF6GqW7NDyrF8fd3GRW6mb5Xs9c-81dN16H31XTPWS2V2LGzR8_QglgW4tdC8x8dQhLHW5hhdDr83kBVFN2S36L8pc7YRW6LX6YD10D-0jW19-tJR18-KwrN798DMjfckhdN8fp60csd--cW2mlSck2_830-W5MS-yb45LG-QW8WNRTC2bzRW2d28wBb04 ) this week and began rolling it out to Pro, Enterprise, and Edu users. Running on the new GPT-5.6, it opens a user’s local files, edits Google Workspace and Microsoft 365 documents, and carries a multi-step task through to a finished deliverable.
So you can add OpenAI to the list that already includes Anthropic, Microsoft, Perplexity, and Amazon, bringing the total to five leading labs that have now released an agent of this kind, writes Janakiram MSV in today’s lead story.
Go deeper: OpenAI, Microsoft & Anthropic agree on who runs the agent. They disagree on what you can take back. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3lsW5dvHd_6tCHl1W7y7ZYT6v-_RkN4N94tkrxTQvW9cYWnL5ZFcd_W3vwPDq8Th9LqW87y_1V6rrWwfW7FyW8n70kHxJW3hv_KL2L1jXCVh4Qgp5-6smTW5BMCHt5XMtX8W7mMHks5WMDwWW7tdx1346lnLpW7R0MV-2HJx3RW2_c5Xj19cK2HW8cQ6S23hrS3xN24KKPz8YpzhW5VsVsx5NyQQJW3N6HW873XszTW7TPxyC58Xr5lW6XCRYg6yb3RPW2Pw_703Z9wdjW7Sh_v46pGjnMW9gMbww21ps2cVNkNl12lq-jPf8-cPyY04 )
More fresh reads from TNS:
▹ “Every IC engineer is really a front-line manager now.” But are they productive? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3prCCW7Y8-PT6lZ3kGM-rc0WNh9BpW272t7x77Y195W7vfWcZ7MDzQsW5tVG8t67WMpbW5T8StG7Q8wBCW2F5TJc7kwD53W3Kk3r_202KTXW7jh-_m3y-YWpW5x18DQ8jzqCWW5DhLGr4LC-RwW93vDdV1ft6LhW8TjwHQ4cSSytW67B59k4d_zhxW75s7WZ3lmgQ3W2H1dZK4j4q1DW6mzJG86BMZH7W2WJTd76N7L_KVsx3Gg5_RrZgW2ngPRJ8F6n8VW3WzXFl4-kS9kW1k00Wv4TcLyhVqQ7Kh5t1BS1W6WcBlL23FskMW6pPDc95ydYxHW4jx_km4m6HM2W5V67D26yKBCjf8NCgJP04 )
▹ Anthropic wants you to use AI to decide whether or not you should use AI. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3prCCW7Y8-PT6lZ3pbW6M9xTF8fRgSXW66MPyQ54zqWyW1CXkgL6M7cWwW1vrhZT3wcR95VTTGYm5mlglYW4Ytb904yQ_3gW2X5q_k6NYmXvW5-7tfS5WJbJ9N6G2_Gc65LB3W6dcfWL7v5jGwW7yGC4r7X36qdW3MDLhD81XknfW27CfFY7knKV6W1pgbtb7kg9ZvW1QYmr_1Zv_vBW2Qwqcb424VGJW8tdFF68TzDn1W87CdHp6NrqhfW12ZkdX6jyFP1W7N2jn82DxscQVfYXRv8QcByHW85Bd4y2GKJMQN1XKbBy9HzxhW1T8ZhY5jwPs3W815TDl4PH0NzN5LNd0Xp-qx9f643Skg04 )
▹ Meta’s Iris push signals the next phase of AI infrastructure (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3nvW7XQFZ52PjQ0yW1FqFwM6s4TJZW2Ldx7x7ltsfTW1YTLy772kQ6NV4L9VC79ddxxN7-Nrh0zCV-4W3sPPhB5-m8HzW6ZQcxF6fcT50N7rXph6Bb4L3W5CQQd42M2pf_W2hq33v93m6_xW3K2W1F5GrhrQW7DztC79dnh33W6kvv708KlN1jW9h_zX64l7nc8W8ZZC6F8wmBhzN4WBQ0XGChNFW6b_23X1VRD2NW60tG4R975_SWW5Dzhq65YQt_tW5zLRkp6_nRVRW4P3vm_6VBp6hW2M6xMP6Vq1K5W1zqWn59hn4jWf1ls1r204 )
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3pQW4SpBRP14qVhHW4sFMwN2Ty-28N7zg0VNTHzXwW3vk1NH72HrNtW2X1nGm4yZQmzW1S-H_74NCbvbW3_q7vx1-RGl-W2vKy9J3KVx53W64PRtx29zT5GW4DCqJG2_pRwLW8DqQ5T5CSL3tW1Ln5tX4gZVgXW78xWpz6xdRSkW3gllQ195_xhzW13R-dC3Wh7jNW5cqX9x6VY3NxW2WYvTN1dyMftW2C2KQQ4mmJ2BN7bLyz4L7Ws1W4v_sdY7vX_3tW3m7gCN1tdmWjW63NbXg3VvTdHW6tBRjg8lth59W98J6X_4_F_Qwf2f1NFM04 )
Still managing separate access tools for humans, pipelines, and AI agents?
Most access strategies weren’t designed for non-human identities. Traditional PAM tracks admin sessions, and VPNs grant broad network entry. Join us live on July 28 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy_43gP0xW95jsWP6lZ3ntW32sxVG48KBs0W4C95SM8ylwXWVhkVXk3HTRsNVrmj3h89Vn9tW3YGkCQ5RX88NW64DXZb6CYD3SN1H5zKXf6J56W40CLGq5njRd7W2zXzP18sXZ0CW70gj7s9d1KTmW4qWTnN97FJ2TW8VW0Y_1S8B9QW2Nn28z1pnf07W1Sq8nQ2Qbw5hW4B_zyC8-ydsfW56plvg1FygP9W1d-lhB3SRSWkW14d7hN3fk4DTW81qt8L2qRFZVW8gFBBD6Dn34VW4mFpqW62tdDGW4rlXG17jMJZFW8M-nJk3-pGfpW4lmVPQ6vLNDsW3JlK191qVFWpW7Nh8tt3YCJrjW7mbvNF3XFS6yW4M19H51b3p0bV1_ZyM8LYBndW1Mjp6X7y0Wrxf68hr8R04 ) as we work through what a unified access architecture actually covers today: human developers, contractors, pipelines, and AI agents.
Register now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy_43gP0xW95jsWP6lZ3ntW32sxVG48KBs0W4C95SM8ylwXWVhkVXk3HTRsNVrmj3h89Vn9tW3YGkCQ5RX88NW64DXZb6CYD3SN1H5zKXf6J56W40CLGq5njRd7W2zXzP18sXZ0CW70gj7s9d1KTmW4qWTnN97FJ2TW8VW0Y_1S8B9QW2Nn28z1pnf07W1Sq8nQ2Qbw5hW4B_zyC8-ydsfW56plvg1FygP9W1d-lhB3SRSWkW14d7hN3fk4DTW81qt8L2qRFZVW8gFBBD6Dn34VW4mFpqW62tdDGW4rlXG17jMJZFW8M-nJk3-pGfpW4lmVPQ6vLNDsW3JlK191qVFWpW7Nh8tt3YCJrjW7mbvNF3XFS6yW4M19H51b3p0bV1_ZyM8LYBndW1Mjp6X7y0Wrxf68hr8R04 )
TOP OF THE STACK
Anthropic wants you to use AI to decide whether or not you should use AI.
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3lJW82Tnbs1CbqbKVgRfXC3m5LzKW7t1BMC4L0HY3W3JN12f2wP16VW1gBvJt3pqFNqW4hVNTg1ChwPLN2_2cX_xqmk2W3vYlD05TB5Q2W6X1NNd2l913rW7GwkS81qxcV5V3NQMr6LZ3pWW3zSdZJ20BQXqW98Z65B2NzKH-W21FHbN6xW3ZfW1bsjnN2QCgzlW1ywNG-6g2hc-W2jmzHF7Y52RvW3zZ0GT6WK21lW237MVt2vj0wTW6CGVx_2VWG0mW5YPmGh2_B-jYN5rtp3DXlk3BW83bc2t20BMmPW74v7kW1p4Swmf65by0R04 )
Featured image for: Anthropic wants you to use AI to decide whether or not you should use AI. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3prCCW7Y8-PT6lZ3pbW6M9xTF8fRgSXW66MPyQ54zqWyW1CXkgL6M7cWwW1vrhZT3wcR95VTTGYm5mlglYW4Ytb904yQ_3gW2X5q_k6NYmXvW5-7tfS5WJbJ9N6G2_Gc65LB3W6dcfWL7v5jGwW7yGC4r7X36qdW3MDLhD81XknfW27CfFY7knKV6W1pgbtb7kg9ZvW1QYmr_1Zv_vBW2Qwqcb424VGJW8tdFF68TzDn1W87CdHp6NrqhfW12ZkdX6jyFP1W7N2jn82DxscQVfYXRv8QcByHW85Bd4y2GKJMQN1XKbBy9HzxhW1T8ZhY5jwPs3W815TDl4PH0NzN5LNd0Xp-qx9f643Skg04 )
A new “reflection” dashboard lets Claude users track activity, but engineering leaders question whether it can really help improve AI discernment.
On Thursday, Anthropic released reflection, a new feature that lets users track and review their Claude activity. Available now in beta for Free, Pro, and Max users with memory turned on, reflection was designed to help users “reflect on how you use Claude,” per Anthropic.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3prCCW7Y8-PT6lZ3pbW6M9xTF8fRgSXW66MPyQ54zqWyW1CXkgL6M7cWwW1vrhZT3wcR95VTTGYm5mlglYW4Ytb904yQ_3gW2X5q_k6NYmXvW5-7tfS5WJbJ9N6G2_Gc65LB3W6dcfWL7v5jGwW7yGC4r7X36qdW3MDLhD81XknfW27CfFY7knKV6W1pgbtb7kg9ZvW1QYmr_1Zv_vBW2Qwqcb424VGJW8tdFF68TzDn1W87CdHp6NrqhfW12ZkdX6jyFP1W7N2jn82DxscQVfYXRv8QcByHW85Bd4y2GKJMQN1XKbBy9HzxhW1T8ZhY5jwPs3W815TDl4PH0NzN5LNd0Xp-qx9f643Skg04 )
WHAT ELSE IS NEW?
INFRA
Hardware
Meta's Iris push signals the next phase of AI infrastructure (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3nvW7XQFZ52PjQ0yW1FqFwM6s4TJZW2Ldx7x7ltsfTW1YTLy772kQ6NV4L9VC79ddxxN7-Nrh0zCV-4W3sPPhB5-m8HzW6ZQcxF6fcT50N7rXph6Bb4L3W5CQQd42M2pf_W2hq33v93m6_xW3K2W1F5GrhrQW7DztC79dnh33W6kvv708KlN1jW9h_zX64l7nc8W8ZZC6F8wmBhzN4WBQ0XGChNFW6b_23X1VRD2NW60tG4R975_SWW5Dzhq65YQt_tW5zLRkp6_nRVRW4P3vm_6VBp6hW2M6xMP6Vq1K5W1zqWn59hn4jWf1ls1r204 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3p5VKnXCl1tn8HZW7Qjqxm2h_yTGW10Kslc4TVh-_N6VLxmRb1DvxW7MBjbj5Hm5FVN4WvMLvmgvd7W4G5jnK8qC6LrW2q-4hY88HxzhW5gfQnz8k5nH8W4W2Wn54LkhKZW3xP6w98r06fkW8pbjYm8GSzq7W31_smJ1j7r_kVzxrV36MDjkfVHJxmQ7LLnT2V8183v5cBxKvW6JKHg789vhg2W4NHPvL9lPB1jW2wSq7P6qpJgxW301QBR2C8yMJW5Xcqzf6PYMd5W8CF82s8-YMgSW1NxnS28q6f-ZN89pNPDYkYLVf2knYTn04 )
GUIDE
AI Agents
Why retrieval quality is becoming the defining challenge in AI agent architecture (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3prCCW7Y8-PT6lZ3nWW1VG_ZD7hhtFHVZQshl220sVbW1CSlby83pQTTW5Ty96H2xyl1nW1c1YBF6qWtzJVwKcng90-YmsW8Lhj6h2xrzjPW25mJhd7dGGwTW1wYZkq1W1G7BW23klS-1BTKFPW3nK2Kb6NvppmW98sXL_2TcgH3W3xVBVc8njD2cW6F9S_S8GgsLwN1Z18VG59WxsW1CwsjL11mkvdVcDP4B8hsh1PW53tkZK6XYn3vW2B00wF6dP5nzW8N3pbj9jZRh6W7_08_44ccsyWW5cq_Kw2pr1j2W5KBPb93TttFxW3v698p2DKyhcW28zVS08hf9_hW7gK6wH6yVf26f7m6CDP04 )
by Isaac Flath (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3n6W4Bp1n87vvKYSN1MPsBZFLDrWW47bDMy9h728VW6BNb9Q8X2lvVW7sP0B13vKlSXW1_JRqQ4WtqDlW351RSr43NszYW610ybr8KQYzWW6cD77C8nzM1VW7zYXx83xsX1LW31ZBQ57wGpLfW4Y8xYg1TQX6_VRVy4X5lCYDgW7Ynbfs8MLdl6W7fmZq75_sfqKW5XMbcg4dtv-nW7v19jT7GVjRsW7W_xtZ1KvbTMVDPlS34WmpHGW1vR3yv4b_z5YW8BX2gK27p8GNW6HR5008Zn39MW4G2p-w84vTphVLB9ZW1KbJjyf23lZM404 )
CRASH
Kubernetes
What running Kubernetes across millions of clusters taught AWS about zone failures (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3n3W74-_qJ2y7gXGW88NBtw7c6cZnW3LrkrQ4XZNpxW9lDZX77G4DywW4sdL2V51SpM_W7lfgCB2KPY0xW7-D5r-5hRNnGW5ZyFwn5s0TwyW2dgpnB3l6sHjW4YG5kk52xnMRW2Bq5TQ2hHrd4N2t2NSygx6sRW7HPKb87fzbkpVg1tfg3BkPT_W4gwSj74gQvLqW399thN3fDmtnVpxvHl8YfG1bW4Z1TtM7Y7STRW2Jhlsq51Wxv4W1WJJ6g3Kv3Z9W68tJZh3_yCKbW5_QSr-3lSCv6W4v605r5V4r80W7h0fb57wByq7f4dQ9yq04 )
by Raghav Tripathi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3nfW1FqVsh7dMTRWW2ZbFdb9lNYVQN3xGsNghlXkfW5l-J-x4D48GCW6BFSGG7F9Y-XW71s8h0853DvdW9l6DnJ38gKz0W7Dyh711Sc1XtN18fNp4k1bk7W8fYcn332DmZlW6RstCs6vsws4W73w_sh48cYLKW54S1Vk3sglVYW3d2NmY7TNtbxW6R0XTH8X089dVK2Wwf8vzrvyMB-zKP1ZTtLN1YVZjZK7MkVW5tB8H42sX5B0VvK6b11psCd-W871cY_3NdR8tW3yK7FX5701S-W91JDRl349XHFW2_WyFN1nrQj5f8tKgcq04 )
TAKES
AI Agents
OpenAI, Microsoft & Anthropic agree on who runs the agent. They disagree on what you can take back. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3lsW5dvHd_6tCHl1W7y7ZYT6v-_RkN4N94tkrxTQvW9cYWnL5ZFcd_W3vwPDq8Th9LqW87y_1V6rrWwfW7FyW8n70kHxJW3hv_KL2L1jXCVh4Qgp5-6smTW5BMCHt5XMtX8W7mMHks5WMDwWW7tdx1346lnLpW7R0MV-2HJx3RW2_c5Xj19cK2HW8cQ6S23hrS3xN24KKPz8YpzhW5VsVsx5NyQQJW3N6HW873XszTW7TPxyC58Xr5lW6XCRYg6yb3RPW2Pw_703Z9wdjW7Sh_v46pGjnMW9gMbww21ps2cVNkNl12lq-jPf8-cPyY04 )
by Janakiram MSV (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3pHW35Gvt84dbBrRW6f0Tfs2wGg45W562Sly6Tr6zGW80Ycm71D7JVFN7n-h1xBs8WmW6BYx_91Zlz19W5PTGVP48TRs2W2bnRqG3cR2B6W7wYwnT5m1g-6W28kXW83LqhJKVtgncq3RY9P3W8CCPhr8y8jbqW69vP626nW8msW3vmS1v4xrHBbW6dxQyQ36NJQdW1Ll57y4pXGjqN4BvlVxZ8sTHW8ByYry9gW4mKW2Nh7694YzTXSW5rdjzm5nq2f6W11tcfD3fmV4SW4PkHBB9711BKW5jQzZS4wmRXZW71fWww4pPglHf8W8T1l04 )
TAKES
AI Engineering
“Every IC engineer is really a front line manager now.” But are they productive? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3prCCW7Y8-PT6lZ3kGM-rc0WNh9BpW272t7x77Y195W7vfWcZ7MDzQsW5tVG8t67WMpbW5T8StG7Q8wBCW2F5TJc7kwD53W3Kk3r_202KTXW7jh-_m3y-YWpW5x18DQ8jzqCWW5DhLGr4LC-RwW93vDdV1ft6LhW8TjwHQ4cSSytW67B59k4d_zhxW75s7WZ3lmgQ3W2H1dZK4j4q1DW6mzJG86BMZH7W2WJTd76N7L_KVsx3Gg5_RrZgW2ngPRJ8F6n8VW3WzXFl4-kS9kW1k00Wv4TcLyhVqQ7Kh5t1BS1W6WcBlL23FskMW6pPDc95ydYxHW4jx_km4m6HM2W5V67D26yKBCjf8NCgJP04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3prCCW7lCdLW6lZ3lJW82Tnbs1CbqbKVgRfXC3m5LzKW7t1BMC4L0HY3W3JN12f2wP16VW1gBvJt3pqFNqW4hVNTg1ChwPLN2_2cX_xqmk2W3vYlD05TB5Q2W6X1NNd2l913rW7GwkS81qxcV5V3NQMr6LZ3pWW3zSdZJ20BQXqW98Z65B2NzKH-W21FHbN6xW3ZfW1bsjnN2QCgzlW1ywNG-6g2hc-W2jmzHF7Y52RvW3zZ0GT6WK21lW237MVt2vj0wTW6CGVx_2VWG0mW5YPmGh2_B-jYN5rtp3DXlk3BW83bc2t20BMmPW74v7kW1p4Swmf65by0R04 )
FROM OUR PARTNER
Time-series LLMs, explained with t0-alpha
A practical walkthrough of time-series foundation models: Master how they forecast using patches and quantiles, see where t0-alpha fits on GIFT-Eval, and discover what its reproducible result says about the field.
Read on Towards Data Science (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-v3gP0xW7Y8-PT6lZ3m0W9crPcy6g2kqTW4HCw7h59LR0FW2Bsqm02b_sLyW5-Tz6p7fqf0bW6jlv3K48cMBDW6KN_0R21pTn7W3w0t7f2NYh4cW8LG-x-8WF4r6W8Sgkxk5q73xlW9bDKQT8mvjwsW7RCmrS4_WzYYW2B8cvc1SM8CXW33ksbZ8PpDkTW47NX7m1DGgw4W29MS-h6RT98fW7hhgk-54xpW8W2dRPPN75c6r_W6DmyKg4mrFgSW73hQ9x6L-_-GW1rVDfp29jbVNW8HTyk_1hH1bLW1h90hp5VyWbmW8DMNNB2dsQ3vV-lyL57X31z7W82D6p57d41KFW87wNbk92cgCtf358gRj04 )
FLOW STATE
AGENT
Agent Toolkit for AWS includes 20+ agent skills, but your agent might not load them without this one file (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZW3gP0xW6N1vHY6lZ3lWW3-4vMR8hFPz8VC-R751RqcFCW1j1JQQ6Fw-X-W3ym--S2swbfmN9jY3DBs09htW7z_hLT541gMhW8LDlc57VP00RW5fXx9w6vf9mQW6nfRSX3qpYHyN43-fYtJl_N6W68P8SC2sqfnBMgHwX0ZW59xW6yKSxh7ZJzd5F2KVyKYDGMRW8s00Mr2MD0cYW5SkF9Q3YChMbW8_yTwr8frYsMW2m7cKs8SClj8W4nmSMV2F2H34N5tTfg7tXZ5QVRWHJ-5JxfdPW7Tq-dq21Fd6_f5W4Fjs04 )
The Agent Toolkit for AWS ships 20+ skills, but a 17-line rules file decides whether your agent actually uses them. Here's why it matters.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZW3gP0xW6N1vHY6lZ3lWW3-4vMR8hFPz8VC-R751RqcFCW1j1JQQ6Fw-X-W3ym--S2swbfmN9jY3DBs09htW7z_hLT541gMhW8LDlc57VP00RW5fXx9w6vf9mQW6nfRSX3qpYHyN43-fYtJl_N6W68P8SC2sqfnBMgHwX0ZW59xW6yKSxh7ZJzd5F2KVyKYDGMRW8s00Mr2MD0cYW5SkF9Q3YChMbW8_yTwr8frYsMW2m7cKs8SClj8W4nmSMV2F2H34N5tTfg7tXZ5QVRWHJ-5JxfdPW7Tq-dq21Fd6_f5W4Fjs04 )
LOOK
AWS just put $1 billion into forward deployed engineers. Here’s why it matters for enterprise teams. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3gP0xW7lCdLW6lZ3kLV9SV0S2QcQfmW1X0Xkn2b2_56N7GC7Hx-WbD4W8-4RqX4pRT77M6G2nrpZH8JW7_hTTt6FRChTW1KXSVK5D_T-pW3c6yQQ4C6XcZW8MP1F21G133DVg5PVz3yjnKbW44yx4y7p3wY6W5X36js56qDxsVZgl6J6dl7m2W8GP0x76JMQsHW140TYk8fskq4W5_ky0N5-GBzRW1NbdVB45l61QW25RhFR2TPp6_W3Cpq1F4tZDkXN2DYycdJ1W2ZW7Z7Tp03SLTFNW8nycFN39vTJ8W1NpJWm5Qky0yW25PFcM35zRPGf8W_CMs04 )
AWS is investing $1 billion in forward deployed engineering, embedding its engineers with enterprise customer teams to build and deploy AI applications.
Take a look (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNy-b3gP0xW7lCdLW6lZ3kLV9SV0S2QcQfmW1X0Xkn2b2_56N7GC7Hx-WbD4W8-4RqX4pRT77M6G2nrpZH8JW7_hTTt6FRChTW1KXSVK5D_T-pW3c6yQQ4C6XcZW8MP1F21G133DVg5PVz3yjnKbW44yx4y7p3wY6W5X36js56qDxsVZgl6J6dl7m2W8GP0x76JMQsHW140TYk8fskq4W5_ky0N5-GBzRW1NbdVB45l61QW25RhFR2TPp6_W3Cpq1F4tZDkXN2DYycdJ1W2ZW7Z7Tp03SLTFNW8nycFN39vTJ8W1NpJWm5Qky0yW25PFcM35zRPGf8W_CMs04 )
WATCH
Operationalizing AI in observability: from debugging to automated remediation (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZ05fkwKW50kH_H6lZ3lKW1J-7FH67YZtFW2MJ4vM6Zxn-dN8dNkNzC27mFW8Y64jM6ZxKtgW4W7D6C1KFHVFW6bFpW_185RykW6W0XS-7f3TJXW2VTZ9R4MnlTTN22HY3pzDBbmN4jxTcrVMspwW775H752dk_gLN23CxTrNTbfvW7vRwsJ4t_rtHW8S1K6R99XsvzW5wKxC25jsXQnVhZR5g7Gx5HTF8G6TM4Dk4xW7SRjZ747KWbGW5VXgB443m3bwW2HygCb2Rq81kN7K-WcGjQJGbW5jx62M647-8GW2FqRVG3r79w2W1gG27T6LKf9FW6DjpjF7Yfb6QN4L0bZFYtbdKW1TwRv94ltwHBW3Hdkhm54wJjYVb29zr1s-y4WW1gnFpC1mnnQDW5ypTf18t55R2W3DCf6L7Hsmcbf2dQZjR04 )
Engineering teams have more data than ever, but humans are still the bottleneck, manually stitching together logs and traces to find answers. Get a practical look at how Datadog’s Bits AI moves teams from manual investigation to autonomous remediation.
Watch on-demand (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWFTTw9jTJKyW53KRp46XLmp9W7vv0b_5Rl4jcN1HNyZ05fkwKW50kH_H6lZ3lKW1J-7FH67YZtFW2MJ4vM6Zxn-dN8dNkNzC27mFW8Y64jM6ZxKtgW4W7D6C1KFHVFW6bFpW_185RykW6W0XS-7f3TJXW2VTZ9R4MnlTTN22HY3pzDBbmN4jxTcrVMspwW775H752dk_gLN23CxTrNTbfvW7vRwsJ4t_rtHW8S1K6R99XsvzW5wKxC25jsXQnVhZR5g7Gx5HTF8G6TM4Dk4xW7SRjZ747KWbGW5VXgB443m3bwW2HygCb2Rq81kN7K-WcGjQJGbW5jx62M647-8GW2FqRVG3r79w2W1gG27T6LKf9FW6DjpjF7Yfb6QN4L0bZFYtbdKW1TwRv94ltwHBW3Hdkhm54wJjYVb29zr1s-y4WW1gnFpC1mnnQDW5ypTf18t55R2W3DCf6L7Hsmcbf2dQZjR04 )
How did we do today?
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Not loving everything we send? You can update your preferences (https://info.thenewstack.io/hs/preferences-center/en/page?data=W2nXS-N30h-LVW3GRhrw4hrL1DW1N7bxj49Rl58W3JR3qn2MXqwpW2YxvY12RSkDLW4kCfwz2-g50YW32Fxlt3dgPTPW1N4Pjv2FSsZBW3Q_06P2w64Z0W3ZZkBM1Ly2-xW4hwqws257-cpW2-GkbM3XW_4gW1--8qd4fxXLyW49xYmj2RR74-W4mKH9Y2qGTr7W1NkCnn4rCSx3W3Fb2LD3g96gPW2qXF5G3j4PjWW2vSZlG2WF3m-W2MVMT_30KvMWW2RvZvh3QRKB8W2sRT4m1LrjFfW1NpqkY3_RrdwW47TYXt2KWpH9W2Fzwhm3zk-ncW3djmRy3b2tdrW2MLxcP1_6rDvW24-nwb3G-6NLW3QDVKg2qM4g5W2vz5hp2MPrVTW3jbftf3yZvtZW343V5V2199DTW3XwQTb3JDfBPW3SCSkr3LFHjnW3F99fq3R1xnqW2MBzGK4hNFq_W2Wv7bT4fvPFyW365Tnc24RV9kW3T2XQb3SMNd9W3HdkyY4fhyX0W3XHYt549mhS2W2t3kPP3R2HW4W4kfWCB23b8KXW4fQv3C3bzPpgW2sK_JJ1SxqZrW36myqj4kl1vtW4czMJ93GKpz7W2WPrkK30pNynW2CxFN24rpF9xW49Q4qg2MnlmSW2nHW-X3JJqV3W49DwTc4tf26jW22THQn38mPB0W38mhmm2y2-tyW3bz0CB1Lg50wW2-FvCR3gwwFdW41Yy8P1QmwJlW3H6S4v2v-YdrW4tD39m36g_V0W4fKq3z2-Dd290&_hsenc=p2ANqtz-8V8_ZSydLO0YZk23fCWlQykXJf5XgccxCDnTv39iDLN-xF3hsZtvWZVOkOIpwtJ8rYr_unG0m_j1fnT2b3elItKH4NwQ&_hsmi=427881320 ) or unsubscribe (https://info.thenewstack.io/hs/preferences-center/en/direct?data=W2nXS-N30h-LVW3GRhrw4hrL1DW1N7bxj49Rl58W3JR3qn2MXqwpW2YxvY12RSkDLW4kCfwz2-g50YW32Fxlt3dgPTPW1N4Pjv2FSsZBW3Q_06P2w64Z0W3ZZkBM1Ly2-xW4hwqws257-cpW2-GkbM3XW_4gW1--8qd4fxXLyW49xYmj2RR74-W4mKH9Y2qGTr7W1NkCnn4rCSx3W3Fb2LD3g96gPW2qXF5G3j4PjWW2vSZlG2WF3m-W2MVMT_30KvMWW2RvZvh3QRKB8W2sRT4m1LrjFfW1NpqkY3_RrdwW47TYXt2KWpH9W2Fzwhm3zk-ncW3djmRy3b2tdrW2MLxcP1_6rDvW24-nwb3G-6NLW3QDVKg2qM4g5W2vz5hp2MPrVTW3jbftf3yZvtZW343V5V2199DTW3XwQTb3JDfBPW3SCSkr3LFHjnW3F99fq3R1xnqW2MBzGK4hNFq_W2Wv7bT4fvPFyW365Tnc24RV9kW3T2XQb3SMNd9W3HdkyY4fhyX0W3XHYt549mhS2W2t3kPP3R2HW4W4kfWCB23b8KXW4fQv3C3bzPpgW2sK_JJ1SxqZrW36myqj4kl1vtW4czMJ93GKpz7W2WPrkK30pNynW2CxFN24rpF9xW49Q4qg2MnlmSW2nHW-X3JJqV3W49DwTc4tf26jW22THQn38mPB0W38mhmm2y2-tyW3bz0CB1Lg50wW2-FvCR3gwwFdW41Yy8P1QmwJlW3H6S4v2v-YdrW4tD39m36g_V0W4fKq3z2-Dd290&_hsenc=p2ANqtz-8V8_ZSydLO0YZk23fCWlQykXJf5XgccxCDnTv39iDLN-xF3hsZtvWZVOkOIpwtJ8rYr_unG0m_j1fnT2b3elItKH4NwQ&_hsmi=427881320 ) from all email communications.
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!