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Why Argon’s price won’t stay noble Sat, 17 Oct 2026 13:12:54 GMT
Dude, where's my context? Sat, 17 Oct 2026 06:04:59 GMT
The devil's in the daemons Fri, 16 Oct 2026 06:05:58 GMT
Patch me if you can Thu, 15 Oct 2026 05:59:44 GMT
Workday just gave the UI a day off Wed, 14 Oct 2026 06:03:33 GMT
Karpathy just gave us an AI reality check Tue, 13 Oct 2026 06:06:54 GMT
One-model loyalty is now dead. Sat, 10 Oct 2026 12:59:45 GMT
AI just made up its mind Sat, 10 Oct 2026 06:09:03 GMT
Copilot just went local — sort of Fri, 09 Oct 2026 06:01:27 GMT
AI workshop with Microsoft & Cohere: October 20 Thu, 08 Oct 2026 15:02:36 GMT

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Date: Sat, 17 Oct 2026 06:04:59 GMT
Subject: Dude, where's my context?

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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, Muse Wonder vs. Claude Fable 5.1: Meta’s new model came closer than I expected ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ &nbsp;
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					<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#142640">October 17, 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: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; font-weight: 500; } .toc-desc a { color: #ff3287; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">Dude, where's my context?</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><strong>Every time an AI agent has to trawl Slack threads</strong>, Jira tickets and old pull requests to piece together something a company already knows, the customer pays for that work again. Uvi, an Israeli startup that emerged from stealth on Wednesday with $7.5 million in seed funding from investors including CT Innovations, Cardumen, Mana VC and 91 Ventures, says this repeated context-gathering is quietly inflating the cost of running agents on <a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3qgz0W8wLKSR6lZ3mNW2RQtJk96cBVgW5_hx0F6pCv09W7TGGW_4yf57YW7j15T-2Vw-G-W3Gcs8d6VtHKKW3H3fT74y2ZGKW767BSF6--FtSW41Jd1f3N2wsFW1CSx2d25dPsgW8CvVgs5kvPRKW249FtT8G74hfW6Xb0BX3NrYw_N2H4_dS_52TNW4DLB8L8JK0QYW2lPFPW6LT0qDN1qLFPCC794xW48gLkC8Ks9MYW65RFW13lF5DQW5W7vqP467p10N8mRD3hw6pq6W7tNdbb2mzKNTW8ylDkt92CPH-W9lNdVn2md8WPW45fQ3V5Ybp58W4YyKcz2tFlPZW5nDwx93y8fJHW7Q-WL81jBlTMV1FYYY5DB60Sf3_9rwb04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="ImoMAkeo" target="_blank">frontier models</a>.</p> <p class="wp-block-paragraph" style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">The firm says in-house agents built on frontier models, connected directly to six company systems, cost roughly eight times more than they needed in internal testing, mostly because of repeated context gathering rather than actual reasoning.&nbsp;Uvi co-founder and CEO Gilad Salinger tells <em>The New Stack</em> that models are rented, but context is owned.</p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><strong>Go deeper: </strong><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3lJV6XLqQ8c3Q0wW2gPjX68jbz_pW4sDXNh4mJyWBW419RC_13NN4MW147lrk2cKDR2N3pHZbXmGGcmN1Ycr9r8fKmQW40f1Dh2RQy48W3JMkms7brDl9W5QdK636NYhmxN508nV5xKgscW4LbtcF8-887KW35yCH52wv29WW3fXsfm4X0PBdN499fjSWlX0JVlZr-w8vc9z5W2x0V081VnDJXVDzsSv1Vl_nqW6QjMC61Jvd2dW70XP6Y3kTn-WW8Sxdpj7-fvV2W7QCxGB18jZ54W1Xbgxg3yDcgZW6bxKWX7CLw05W4_w4VL5hV1MjW15S_LJ8Bx947f6x0cHx04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="oNZFqWVt" target="_blank">“Developers are paying frontier prices for amnesia”: Uvi wants to stop the agent relearning brain drain</a></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500"><em>More fresh reads from TNS:</em></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">▹<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3q4W1n2jYX4vPSmJW7H3yTn6WT809N2R4Wgmy007xW287LjK3VZhKYVpb53w1Fd_g6W8h6NSF3fmYBRW7VfVfz6KKbNpW3Vq-gz4y1myDW66mkh08YSl2zW5R5r_n2HvcgjW7tmkzH2G47jKW1vBXKJ2_jLDmW79F8N41SH00yW8G51-h3Gvq2_W8vVQ4-6bbWKpW3f69xs6TkS97W7yMjNb2cfQ5GW65kpfv8qf1QxW8-DSpV8xlgB3W19w-8-1x9L7CW1Th3Nq1pX5dVVt0qjM1xG6MHW5xzX027ZhT_vW27kvyx6tS415W6phQJ58WCXsRN2M5ZBKMJNsQdYgNd404" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="73B/aTet" target="_blank">Running local AI models on Microsoft’s Surface Laptop Ultra: What we found</a></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">▹<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQW25nR3bW50kH_H6lZ3mbW5t-btr8d9tdQN7S4HM8fy1HDW7gsqVL8PT6yqW2DNFHT6BH1JGW5GM50h7QQ739N3_vpFQHWvqwW3V0D3P3-HrFRW7Db0C77PMbQHVBs31Y5R75TKW9hstlY2ryVtGW5t423s5xK_jTM5t8YD_FMDRW1jlTms6bHQMtW53QtLH74Rj6-W3-x7Rr8mLGSYVVTT2D2-jpvcW2yzlsf5x7zpZW5G57sR4xN3qpW4BSWkl4860tfW34_mC3123601V3FVvB7jlRzqVNL5Vh7ttqdxW6wxxx03FBBHlW84RRmF9dDszGW4CJS4b4mnHbDW2CSMFd8tXBbcW6s7SSJ4S-yL6W8K_5LK12Q3pXW1QvJbr4r_bvnW8GKwtL2qtySQW5sWkjg1mT7sxW7wL5l36d8smZf8yBwqs04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="kMLScZT4" target="_blank">Hackers hijacked 1,900 GitHub accounts. Then they went after 30,000 repos.</a></p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500">▹<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3n1W5jcJpn1CbqdHW1Sg1Bj38Y_DxW7jWfTy1zgfP6W2zFD5z90sH3tW5PKt0M5GnN2vW98L7kW5CVV0jW6ypGrR6vfGcHW9g_zk-1tTbV-Mp18W2G2ktkW5nV7l42_YY-vVjl58L5H4GjrV2jwXQ6Mnzm4W2vFWqz1pPWnjMgKx-rbXRJtW7jMH0j7G8NqqW716NBz1TWHqRVZ8MVn3hV1zFW2FSb1F2NKdq1W2fb84V4t0H6rW41KlzT83-T2gW4lDxph11jbymN75dHb56Cb5RW6RMLCp1N6yrFW8FYnf87JvdVbW6y-V326lnrk6W41V5K62HgSNQf5Wg2rT04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; font-weight:500; color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="MWVr7v8f" target="_blank">Meta ships Muse Spark Open, its answer to China’s best open-weight models</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/2026/06/c176528b-cropped-54a705ce-amandacaswellheadshot_4-600x600.jpeg" width="48" height="48" style="width:48px;height:48px;border-radius:50%;"> </td> <td class="author-name" valign="middle" style="vertical-align: middle; padding-left:12px;"> <span class="font--default" style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3kSVbGx3D4tcL6jW3ryjXT7X71xxW6b8fVw1ddvS6W5pQxDm2wq5lCW1Q4gMG3cD2lQN9b13gDdwzkLW2HvRLB90WBdLW3FPDmD5Zf_PVW1vc5lv2gw8LxW7vQnCB7HJlp3W7YNtdZ4DYMhnW1Zslkt2f0VXyW8HCvX54XFkm4W5d8zjQ77bbtJW8vJ82G7Lwd0LW4st3HT7-d0QgW5CGwSQ6mkkP4W4qLzbL9hNRXZW1WMPRT2V8bcSN47WXxmCY-k5W9bZdqQ1Tnx40W3m4R-45xrQf1W3vyZGt5m5bsmW1zSNJd5_t8PRN2dfRwd7Kln-W8--2Wf1XpRbMf7ThX4x04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank">Amanda Caswell</a> </td> </tr> </tbody></table> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .sponsor-desc p, .sponsor-desc li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3hCZYW8wLKSR6lZ3psVQp9ND2r-VkVW4V4yfg61Nz__W3YFv2K1mf0-nW30c3W58px9pqN3y6Kn61ZDGSW78NPTW5v2m7XW6dyJt927Nb8qW3BD5Hv18THNyVTWHs62x3T9jW1LDvl-4HXQqVVGn5-Z2J2KlSW1FRv5Q46CvNhW61rH8V2fB8MkW3F9VhB7FKRdqW58KwT78tqSdRW8HMmTk5FMqXDVggXg_504N5HW3LFKP-3JcLJ4W4X3X-S8F5Wn9W7S-dD14kdb9vW6rDsMq98z2fnW7CbW5Z30-Yv0W6w9PwG92QFD7MzmSJcdQM-LW55Nd5n4CLKFtW3ZkQcq385W21W3nPBdW1nRKQnW77XtBh8Cd8MqdRpqNb04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="AsV2H3kI" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/db7fac8c-traversal_webinar_22oct26_speaker_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"> From invoked to proactive: what changes when your incident response agent goes fully autonomous </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Most teams talk about agent autonomy as all-or-nothing, but it isn’t. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3hCZYW8wLKSR6lZ3nDW5PsMpw8f0F22W1Dqbwy3h4hRxW67-kTY8rKzBvVrw3qq3dRTzYW36Q6DV2W9xJyW402TP561mF_1W4NK6rP2zbp29W3tWzMY5y7VmKV36L5Q3XMy87W2QmjWV3kbKvBVvdk0T4Q3LmZW5JQ3V5470lHpW6vP1BX6r0PP9W8-pskr8BST5SW6ZDfp_5s659MW3bmNbr3mdXDyW8JLBss4v4KhdW651Htx5mvNk3W4VXQgW67TGzzW2YyfhR4649yJW5pzNBj8Bf1M1W7183qv95z41VW7S935J7_nFsPW8kMWH14gFXgqW4_jkD23-bkLjVLQcPr1ltNTfW1ykCnY9bCYbgW6rNnVB64sZWKf5NzVj404" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="CJBQm3H+" target="_blank">Tune in on October 22</a> to see how incident response agents progress in production, and what it takes to trust one enough to let it act on its own.</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">How agents move from invoked to background, to proactive</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">What it takes to trust an agent to act on its own</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">What changes for your team at each phase</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3hCZYW8wLKSR6lZ3m0N2wd1zRjjGprN2zpXZZbN7xwW6qJtGY5CRKqNW5LczKV25HVzzW29RXwV3m1168W15zfkh3hPNp7W8FH40w5PX-YXW8PpcGg939TQCW4NG_zQ3X-Nn5N1HkXW4BvYcBN1tj5RWcnCt4W6tF8mH4QH1LnW1dqPcg7bWpgxW2jvRRy2yZqKRW1H0CFd1NTmlwW58lQL-2p2Wm1W7CSzHR8NDzDVW3FcBsR1T4pbRW8Y7bVY3hhnBXN5llCSNkhnxnW7QWHMy3CPW5KW9hfMb29fWchRW6bPrpf1fZdwJW7sThyY8QC4LnW4n0tFj26XYP3W16PjJ78_NzjFW2CzPFp5Wc7cwW70xyy22SkFkbf7H-YBT04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; 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letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">Muse Wonder vs. Claude Fable 5.1: Meta’s new model came closer than I expected</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3lDVfzT437tJlHJW8_6DSY8ZD_FDW7h4WJ_7YnSk5N2Mb6-JNQSnwW7nPfYm1x_2GkW98Hzwz5zPsMkW8zTqGM2Ldj4yN4gyG9zLLSzHW2Xn90-3KcM7QVbX7vX1XfKp6W6V95805S8f4tW146kG72cN4VdF36DD1JkTrQW7CtFr81-zmd6W4jKbXV6n679VN2bsrT7XY8gqW56c7-p1-yD_rV-hFRV7LTNy2V40t5b3_H4Y3W7KqfV_25kXhSW2Qr7pF2zbs7xW5_LL4g2YCMs8W32JtH77YtTtMW4B5trT8VpKMDW4wWBF13XNPYQN872BTRSQ5xff1LBZ_T04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287" data-hs-link-id="0" data-hs-link-id-v2="BE+tX4Xl" target="_blank">Jessica Wachtel</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3m2W5x9y708fg6xjW6f2ZQ36HYqDgW1Yj6NN7H1vyQW1lHvbm1Z-p4tW5XP8yM1JXhczW2wQttb1Fn1qHW3cz5c81vQ3KnN26FPsf_FfWKW44ZWJ447JqmrW5D_mKq7xnp5kN4tX7K8jQ-NKW7pTYGg8YTj2QV2Vx2p2cx-_JW7fl7YB2gXrJLN2k_gggjJcMsW36HJkf7zFh7tW48J2K78fDV0QW7z7k1M8c73jqW5yF_l97-ZxB7N3Lcvy2ZYMwrW3fwRdR7VqKn8N1TdlM3gfNvmN1hC_hnzk4XnVwbvCg6Pmyw3W74-zbn2sb09FVpKQGx6PVMgbf1MyYTR04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="WgyldLpr" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/10/c6a667e2-squids-z-tkicg0jmgem-unsplash-1024x683.jpg" width="524" alt="Featured image for: Muse Wonder vs. Claude Fable 5.1: Meta’s new model came closer than I expected" style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #142640;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Claude Fable 5.1 refused 34 of 50 turns on a webhook project. The first refusal hit an environment variable. </p> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Meta launched Muse Wonder on October 12, about three months after Muse Spark 1.1 opened Meta’s paid Model API. Meta says the Muse Wonder series is strong at personal and professional agent tasks, tops its internal MemoryBench memory test, and, in the Full version, leads coding benchmarks such as DeepSWE... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3n3W8H3q5T6hpmMjW6z2WQ-6hYkL9W5BXkR531V1X3W7lwyd95p5d0tW6lN1tZ9jjgKQW2gm-cL7bXbDSW4PBcZ11jNyWLW23d5dN2-DKKHW3Fd00S4LnF42MTZp16xzb_XN4YzX2xdGd7SW6ZlWbC1nTRZcW94hZZV1zGWf1W59W7KG6XtV0fW7hBKXl8Gthm4W7md2rx8D8kYSW5kqmnt7WJS0xW8pfVbX1XPz1rW6fzpCk87PxWfW8j58bB6FQc4tW4dGWfS3MgbLcW81pjpS4qVX84W8n-znY4FQ5N7W44T3HL55x31nW5KXwy35f4jxMW95mDkv5xkvztf4txkBF04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="khOzDzax" target="_blank">Read more</a> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3nrW2MH0DX4nF6TJW3FrfGV2R5j5pW14V5HG6g6cXwW2XGc_p75bNcqW56S65848NhQrW1QsLxK2vmRRKW15ksQN3FS16yW6DQ1St5pGCgWW48cKwF8CkSSPW5X-T6Z7szt6nW4sWPpk54kS15W4zMJWP58JPG9W3WCFF7469pSbVnL14Q12HXglVv0vVD6qn4r1W3jvTKP4zRFQNW768zDd5SY2NkW4Bmk097nMc-VW6rfNm11W7c_FW5rlVjF8LWWPZVpKh_C4n5-PxW18SBm83Kf3HWW8R_MdS446fKkW3B7MSs1-bFzJW5XWHyV3LYsZgW5gL_KG32tbHJf1JWHTd04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="bB8QiL1g" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/9a261836-getty-images-u0axzkvx1qg-unsplash-1024x695.jpg" alt="Featured image for: AI agents turn one request into about 20. Kubernetes is evolving to handle it." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Kubecon Cloudnativecon NA 2026</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/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3psW7dbBpM1ndlcnW31K9sX5rj9ngW2gxgsc5f--JzW2_QyHG8Ps6rQW3zKjGv33q8LmW55413774mSpkW75Gv6x7ST-jbVF62wM4NYNjwW41sg8v7VnWZKV7VcBk581jnzT_H7t1q1QGMW2VhdpN87q0nbW5PRqw92yXrc6W6jMcbL3G9N0hW2npSxS6fxJl_W3fcld14T6SxPW3D8hXP5rrqwmW4W20LG2L1GtXW42FJzc7GGtZPV_9qd75w65DrW9gLyMG6_lrM2W6FtlvK6v_h95W1_cpvb8KjRpCW3gTmfr8c_qPTW4hJrgZ8KcNYcVvg0zN6GNY7cf1zzdsW04" data-hs-link-id="1" data-hs-link-id-v2="kc9eErDL" target="_blank">AI agents turn one request into about 20. Kubernetes is evolving to handle it.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3nsW2v-gWr3t5_GDW7Nkkbj6l0B1SW7RtYL52kjwSCW5M5Xks13zFLdW537bFb4kpmp4W8FLPXT6sBsj_W23B78p1zdMVhW7BsJr-8X7fWVW441xJ_2dbKxWW1TrPsL1qHVMxVF-Lrf8Qlr8jW3hV1535jg4w5V4cWkh2DqtPvW4r1J1k8fcs4gN7-PlnQ6fTHDW4SKjRV1vvGcTW3M_rHv4kCMP2W5dN0-M4fPRwpW7VjtvQ3Y_2S-W52_F4V8hCg61W3J7cfB19s5mlW49PfD_4psGhfVSWYt8801zh6W8r7Lkw8zYHydW2ynTNL1M9fZ4W6MC2sb8sxFXWf72zFQq04" data-hs-link-id="0" data-hs-link-id-v2="cKCNQDl1" target="_blank"> Bill Doerrfeld </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3qgz0W8wLKSR6lZ3mdN5tSltkfZ-TwN724prCflGXJW4jY6w298TDW7N6nXBp7bzwJhW4zxdz_6F2G56W1gw90D4ykqGkW4HydJy3ZP3cxW6JnkzB64c47cN7QCMZQPjqqqW7r15jK5d2r-PW4W6YYY1wjp4-W77vjX98LZxzNW5mD9lm3WNDhvVNnL7x95nglxN7KZFNhszdcbW8TZpyD8xFtzmW7wqkGq7lX6zTW2fqxKy7LhSBhW5kfqhP4PNfpCW4__ndN4gnWpSW2nzf668MSdCNN2yQ0Q5csxc6W25Dm827sBqySW4LlDxp6FydqbW1vhg1n9cD_KCW3GQXrL6m0nclN4Mjh-B2CmTGVW7Qj24JxtYbf7G-gfv04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="Mi7bE6Sz" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/2aee3ec0-kirsten-frank-wovzqv7ly6e-unsplash-1024x683.jpg" alt="Featured image for: Only 34% trust synthetic data’s referential integrity — and it’s holding adoption back" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Software Testing</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/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3qgz0W8wLKSR6lZ3msW4zHHrK7ZwwBNW4_XVyq4gkX9pN5gNK38KmxssW8sWWQs44g72cW1LT8-824NFczW4_JmCD4Vs9xLW7vM5Hc8-kWjhW1_ws509lv6nzW5sKDFF4vxfBQW87pmmW5vqpjJW4PWq4Q6p4cXYW5SJLdD4MQ6d2W8w4qPW6tN-30W1KHG3h3NrW1bW1j_SDL5Qjd6SW1NkRyv5hDl7XW7-DjF77NHKmCN3KjSv1txM5HW6G5JRf1BZnTzW3XNCV92JhccXW6GkcJh4gt1NpW86H4rL9lZTHZW4LRxDZ1Wh_63W3Y18D07DVkVzW4yvs526PWVWqW10h03P4hFpZ_N29SGqkdqTK_W1yjnCz3S_K-2f3WBbP-04" data-hs-link-id="1" data-hs-link-id-v2="ZOLXq8Bs" target="_blank">Only 34% trust synthetic data's referential integrity — and it’s holding adoption 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:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3llW2JghPM3VzBbCW2W49xM3mq0s2W3LwpKG5YJRGjW996mK15ZsB5MW4vrs2W386P1XW6616yD296v96W3mb9Wn87fH42MTkDKR_BQctVk5h8Z8Bj9W9W7BMHF87916ydN78dp93_y9p-W8_G6435p4MYtW7vww5S6qtb5fW35Vwxv4G7-5kW7NBtj35PdcLdW6cMp954mHCjHW2W8S7y7-1NK5W3HPXjr5_hvGHW17h_xp46_bH_W7yFhpM5r0XdsW4JWQB95vrCQ4W54_7Xt7PzYMsN3cHjfJH-SmSW6syXrJ7DJ8NbW7V4w9Y27BtPkW1btj9J5WwkPXf5bD1xx04" data-hs-link-id="0" data-hs-link-id-v2="9pk+aHw9" target="_blank"> Mayank Ahluwalia </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3qgz0W8wLKSR6lZ3mNN2dQv1GtbX3kW6Ry6sQ8jqnf7W1LzDXW4BdBRJV_0jBH7dV1zgV-FdzQ5K50lCV_x5y84hrjsjW19dL093MK4v7N6W5dWjc4bMrW2dhKfs4MYr8qW67FBKV16bZr6N3Vl93NL_CVpW36WJdV7bJ5VwW3THfPW7nSmC_W8K4HlY8CdqrnW6Y0HrJ4rWy5yW57Cdlz2Gr2w4W2-dcns5vRykQW6K-9HX2GBYzHV1lVRN23Nl-pW3WqfYD4y0_yjW5N4wfy5CBfd3W1hnGW23kJlk7W3Zt4BT6nyGWcW4f8vsb6vyPtDN5jLSSkkfskXW6CjBW667dj5hVsBM2l4xTT42VzLy1y21V1Byf38LsnC04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="YOpYac/S" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/10c0e182-ubaid-e-alyafizi-3ll8bdtzqya-unsplash-1024x768.jpg" alt="Featured image for: Employees are vibe-coding their own apps. Cloudflare open-sources Void to give IT a handle on them" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Vibe Coding</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/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3qgz0W8wLKSR6lZ3nQW73nPd_12C7nhW1whBVX70s6yJW2ldWPB2H_fmlW83gz-Z7Jj-fHW4PBlHX5LqFtmW7fTkgd1fgm42W4SJf333cSwnrN99ZN9dnL4XHV3dgGV8gcbjdW7XKN9k3V21C8W8_xfHw525cbSW1JF1sN8_yjFWW15029m7vjJxdV53jV07p6JFVV5D_9b6MrZNqW8SdDJ35qJPJGW8zdlv01QH2ZYW3LPLs83fcmJ-W55CR6Z56LGcvW3fqlvJ2W2-YSW7FddsX6JqS8fN5hblXDb3WVyW18tXjv41kn4QW8XBMNC4h2TsVW7kjcCK518BDzW5NbXhH3mWxHvW3KmZNn5vfH8xN7PcWwPp1xwHf578QQl04" data-hs-link-id="1" data-hs-link-id-v2="uUDfJu9P" target="_blank">Employees are vibe-coding their own apps. Cloudflare open-sources Void to give IT a handle on them</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3p_W8-6KPz22TJnGW8d0h6-1KBz4tW6jVng83W60xtW8sWV3G5fR2ZcW4wZk9K1-Xcr3W8l6Jbx5M0tJPW2L1cDh7tvG0dW6gDFY85QmhbrW5gHW1w2lJyqLW78RStV35Q4SsW4QjcCH5mMV_PW4FsT_C6ZB14RW13-GjR2jwb-kW1bKJvG3sQdm-W5p-Z0m3Z3t0dW5YdyGB3M2f1qN57GK8DJSQk7W1FTf8W7lYWWfW3JsLjh1q9fjQW3v3gv24RQQtjW6kPR6H1Q9BY6W8tM2nZ43CncWN4jHxnLhhy0CW8q86pj87lND1W6HlcrR6JDbttW2NHvfg3HhYq8f1-ZS9z04" data-hs-link-id="0" data-hs-link-id-v2="+oM0MZMP" target="_blank"> Paul Sawers </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3lvW7H8Ys418wtfGW3pcDs97kPBh1W3XXW4f5kTg6LW152KPC8Y2slSW2fMmQY7J5K0YW97p_wy6QNWJ1W4LsNNf1l_VYvW6QkRZT8_mzhvW1NYcch2-lDXRW2WLxr81Q4G3RW6CvjVc3NB9JVW7WTgNH9lJ-pgW4CBWyN4dsVKkW2MH1Wm6h-dSbVDB4Ct8TRYLHW58mTsh8g2Dj9W6TqPsV6MbsC_W7YpWVK1b1K7lW8zrvg36L3CKKW18jwYC3lxrp-VyQlMd8dRpcdW2HPwV58YRkdgW7QY3bP7nJPPKW51jkQ_5bys0zW2p2ZCz8wW4llW5fkhVY8DrXDkf4zJT5F04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="aVg7g7qd" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/75617890-b04-surface-laptop-ultra-nvidia-15in-1ed-duo-platinum-nightfall-attract.avif" alt="Featured image for: Running local AI models on Microsoft’s Surface Laptop Ultra: What we found" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3ptW8mktKZ7pS2vJW5kyc5f32Kd0PW16KP9l3fbcpfW8Y_b0y4HgHvhW3xwgyk7fDjH2W8R6Crr7Fp-TpW41qSZV2BJ7bWW7ChQH-6hy685W54kTFJ1989VYW4w5mw-8w40JtW5W-7fR1snVsWMKRh5j679h_N1NMNbPBhk64W13m-l-2Hg1wFW2Ggj5T2pDl2SW1KY00886j5QfW5RzsNj6pmwZTW2l9MYQ2KG8x8W9gBJF349G5q2VpcyCX838kP8W8SzFJR5Sql6HN6mJpmWrXjMPW5Z_D7-46fY1_N2FvlZtJ6b2RV1zpj36J32BYW4mKBxq2xCCGVf4RZT0004" data-hs-link-id="2" data-hs-link-id-v2="MPrBB50C" target="_blank">Running local AI models on Microsoft’s Surface Laptop Ultra: What we found</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3pYW7zYmS-1N0FMHW47KQnV7gQrjdW3vptps3n64JWW1Qz1Xy3yzrHlW1SRvJj39Kb6SN8bS6SbkHhqkVw7gFp8DM6CvW4JBkJH2xfcFQW2bxjnr2rmxkpW22nDC78d6jyqV-R-ry6H7DSVW71d7Qz69Pz0pN6P3GvVLDdDkW1VTVQg1CQl5QW4QH_cx4zj5-NVn6w4M5jtrsYN7n9fLMygQpNW5Ylmvc3xPMmcW2dR6tz2QkG6XVGCNnB8Rk0bNVZHKQR16VTgpW83Tt-z1ssMzhVXhPDy3L3kBDW5xBncs6gL7FvW91YjY252RBG2W59kdG07Q1fkXf95HngR04" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ" target="_blank"> Frederic Lardinois </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3lvN5v6jSrkQVTBVzgXv_33G6TGW7NLCtH4zkMw8W6yMpmW52pNRgW1gXJxk5XvhNYW6q2zp435R6z1W6q9VVW4zMh8ZW1Ggmvt4-9268W1M2WvF4_cg3NVjYMq_59YCsDW46GpMT41yDwcW17GkRt3B27dpW4fxtJb4dGn1MW6BXWYh1g8vJwW8XJFd54YDx-LW8Zv0m67qG5F1W3wqJ2b54g15VW7-JW2_6M3kwpW48XsvM2nGHnWW3h2NJ81bqK5pW6BC-nV1GRx1HN2KFxVHbwQNkW8VD9lx1DgQDgN6cn4-h3Wj15W5nnpBt1dKFTxW7Dk3J-7BMRM6f3B9_Rx04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="2BCh6aOW" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/87306aa6-getty-images-7ptspkjflki-unsplash-1024x585.jpg" alt="Featured image for: “Developers are paying frontier prices for amnesia”: Uvi wants to stop the agent relearning brain drain" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3nKM1DgdhxQ11MW5R7gbQ4P_PQCW6PGVvQ68rrv8W52cXDL6ptPQ4W6CHxCW4qWyH9W2mTS5n2G7rb_W7Zd1Hs1Z45qsW3Dfx7M22zDt9W1GyFl36FqlSnW84Jt-J5VTpfxW9hkZdV5RWj9dVvTvl2402gZJW2XK91z2T_l7VW2NpCHF2f80_PW8TBQj45N8VPbW6m7tWW5fB6tWW3TNzL78kwnQ_W8HdG061n98JQW1Svk-F2Qh62rW4jkyT53Nt6pqW2kXTrR5Zfvp2W9h_J_T8hWNqcW28B01-76DnPWN12fqdsPvCfbW4ltbNL5_MVVNW1bsrx_179Ltjf7Lrwhl04" data-hs-link-id="2" data-hs-link-id-v2="cNkW4wp0" target="_blank">“Developers are paying frontier prices for amnesia”: Uvi wants to stop the agent relearning brain drain</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3mGN6zfdR08_0JKW83j_Ft3TXK4MW53YwZp68ZTtpVm8r_X6Ltd0WW8B7NJr3mjX2zW510DvV2h-YJtW5K9L_L5tFSLXW2cJ2lk55FQJhW4kj48W63jvJQW4ZSV-D8yRrQ-V3j5Gn1-fgsNW8H1_fy5c_d2LW8d5RG08KPJRtW79BbG491N1H3W1jGsDH26BWFXW4yJh3m3yPLnWW4DCZGK7nxGs-W78xtGd7yryLKW5hfHR71rff9JN4mxh1Dn6DgzW5kL6R82sLNqPVZ38c54SBRG_W6Hml9K6BFq9dW1WVv4Y5k7Kc8W1bt9dW7RKd6fW5_lDld2mX7Y7f7wmWss04" data-hs-link-id="0" data-hs-link-id-v2="qXcC9LlC" target="_blank"> Adrian Bridgwater </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQW25nR3bW50kH_H6lZ3q1W8xL2P11H_fs0W8b0swG7tJgbDW2n2ymx5G7YJ2V-Ghk-8F9ypYN1FMWVBK57ZVW2j3Q9t5Dg0HKW5NbpQ03nDNtSW18qNp76Ps15NW50zFr68kGW_wW2794Mx4-Vn7PW3ggQBR7l5ptTN6tSbmK_6F-FV8kdfW3ySHDTW5lDQxN97D1KcW8G82bZ3cHMv0W11wC8Q5P68CTN5cxRkzgF3GqW87SCrD4y3qlJW3Yb6Wh39GRmTW2jtkp_5VXLwRV2y5L44V0nvsW74z4pb6WpLNRW18cQV65rpRw4W1MQGzt5W6Xm_W6frG428VzVQRW6f4_pL7JxYblW6fBgG32rs5MZW4t13_n41Y7xXW7whJhf7DLf24W9lmCMY6_0pn-W3rNS9264Bw-0W4f_47b1WWLnTf8VJHvd04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="NedNsLk+" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/1804ab51-allison-saeng-ri6pbh2pyve-unsplash-1024x576.jpg" alt="Featured image for: Hackers hijacked 1,900 GitHub accounts. Then they went after 30,000 repos." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQW25nR3bW50kH_H6lZ3lkW7_xmwN1xTbp6W5K2FhM7JfBW-W1XDSwG1dnL5yW5V-KGg7qWmF5W6_TWQH4HhwhnW332JFz29TnPBN3CL9y-WJ5ghW7T01z0450Q1BW5GCc-V88yL32VFTG7M7l_3L5W6SV6cp5Kn1lVVq0Qrc5SdbzQW7VTNfl7_v_6jW7DQw2-6VjXtdVbjmkG2f0gcTW4JzTVL2kFYXtW3WwXHm3_cxK7VNYb3w1LNc5QW5z1kXm6QBZKZW1RF34V6vGcDbW2ff9JY6QJ5cPW5yj7725YFlL8W6m__V68vv5JhW4Cwqd36VXTX-W1XLwRk56gCXdW6kPZ1h8kFQyCW7cvK1_2q8jFtW1hjhNZ7MVr0qN2hQZJS3HzNtW8p7Lm64szP72W8DG1cP8cFW3lW8_69104Y0dMLd66vPd04" data-hs-link-id="2" data-hs-link-id-v2="gS61YDPE" target="_blank">Hackers hijacked 1,900 GitHub accounts. Then they went after 30,000 repos.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3lgW7VNkqc3jDvddN17xfMnZxKmRW229mcD5mJzD3W2Ctnd47S3vPyW9kBS-03BPKHRW53H6Fl1Bw_jpW7wz6s92Tst5cW1h60hq71cbdzN770v93JQF6JW3TnBSX7tzrtpW8CP1Sh1LhZgnW5P69Rm3KjWQFW9btDvT3Mvp_CW8GZpWd6flqFFVB8ZrH2ygks9W8tJtNT1_S4z1W4VbdJh6xvY_2N5SrTrPn1K56N6TmnNMyTBq4W2nb4Ck11vQ6LW6HmwB31VxGMKW3VwsMV2KT3fhW1HZq176ScKw9W3hf3x648GBN4W941GcC7qnmw_W904Rh69ghvDLf57fDY804" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3lHW6zHPgD5yPG0VV2NXcz61sFjKW98rCQx494y97W6MsPBg39LDThW3dTT-G2YF1G4W5r23Cs1Z6jYTW925F971TvCv3N17CpzrLgwXKW1VM56k1Bj_ccW6dF1Xg4zNX2vVFvkYS2hsgCMW7xqQn74s2sYjW8pSR4q64jkgGW8x7C2z2QlxPJW7y6n8L3JVN0KW66YDlk7dljktW6fP-Y_4m_kWMW2tDg5S88-wKJW5HP2d14cLY1YW4R4J5c5BcvsPW7Zswx_6606XjVXSrkd4XMt6CW4CkL0Z78RVc5W40Bk3q6mYn1kW2Slj9x2JPpy1W2_-VWH75Zlcqf3KYvq404" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="hl5P4wul" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/b6c422ed-screenshot-2026-10-15-at-11.25.32-am-1024x660.png" alt="Featured image for: Vercel adds always-on workers to run more of your backend" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3n0W1CyjMW41FQ82W5MTrx44vvwR0W4PgJ9F321DkwN5NGSH_xRPQ_W14zDvb1n0F7qW4xqSVQ6J58t4W3mtjp_5cYlHKW7ChX7S29cGz2W5xGHZH8C_QmGW3nr4Jn6_mnT1W2ZKnNf4XcprHW56_Fqr77VvYMW3-p-2Y2GjshfW6wjKsd8y8GgvW2T8XDw4y0DTkW36K7yN7gCTWgW3hnHXl5Dh6XyW4dG2GF6dmj5VN6PmNqrM9JlWW655SKG2Wb21vW1b85SM3x-B5cW4g5B195SxG64VPSKQk1__zm2W56bFrV23NVnrW5c7PQC4HbMvrW1wWjjg3XMrWdf7-KsF404" data-hs-link-id="1" data-hs-link-id-v2="fCLhQ5Z8" target="_blank">Vercel adds always-on workers to run more of your backend</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3pjW4wY4z63dj-ZWW7zk1Kk1bwhxHW1DfFm130TNc7W4_GkFx3J8n0SVGYwBl8-PZVjW32ghvL22jxx1W1K2hB641TNMTVmLSbF4GBKDcW1D8mTq2KRzgGW2r2kJk6bbsZsW3rQxQM8-jr6dW45RWDc5q0S5QW2nzWvw4dZh04W26YlQ18b28zkW4t9Y1c5JTRWxW6vHh307w-PrdN4qMBf_qThNdW3fpBr38WYsJkN2lYFnthJf3kW2D-wlM9kBPZhW9dfXWf707ZVjN34D8dXg0cKTW4kwMpC4-dkLMW81GY6m6QQ79wW3fP-bP2KXMRfW328v6r4WsQ8Yf2DFPMM04" data-hs-link-id="1" data-hs-link-id-v2="BhaE5+a3" target="_blank"> Frederic Lardinois </a> </div> </td> </tr> <tr> <td colspan="2" style="padding:16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3pkW46q6Xh7pFR6dW8k2Wrh4v1rx8V-YFhp7fCfXpW2S7CDH6v19K5W8rWVyX1VbbVtW5jL5qv7NKfTPVbD9Rq6dLLLrW5ktGFN8ngrGvW7w7pNn21xbYcN4Y_rk-78zz4W6w2gvN530-N9W5XqtzH2HlpzZW7lhhK24MJkF7W40NS7P9cwd5RW33Fs_H6W831-W3XyP9K5z0qtmW59Y-f97klwQ2N7ZYy7QxYMQsW97dnh62v0FmgW5f4cYX6j7lzwW4YLVDH1M7F-fW7W9YQJ6rYWbCW4xt3hd3-cPd4W1ZMZ3Y1zCbYYW5VWm297mnXpDW6WwZGv1L4tntf3K3yZF04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="0" data-hs-link-id-v2="1EHNOGiX" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/fe1b843a-nick-hillier-yd5rv8_wzxa-unsplash-1024x683.jpg" alt="Featured image for: OpenAI promised developers six months’ notice. GPT-4o users got three." width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3l9W5_NvYy2qHcFzW93WDhq36TXzxW53mrt63bKLQwN5JsJJ9cf5mMW5Tnb4X12CQLyW5w1TNC96J4WVW44hmj08c-JMlW341wJw88F6mzW2klMzH8M4z1QW1yBgBp4wx1pqV7FXlY4B6G4lW2h29mR7S8wQsW2Vb0Hg3YcdDvVl-yY792H4cLW7-Sp8L1CWPMmW3vQcJP55L4kgW30-RFs7JSmY-N5B_XVsJWyKTN6rjv9P1509rN3p_6s2H-8ThW7Q-yPt2vklDRN1cCVnKShJcvN8srXmWpyg-QN4rNwZpF4yr5V1V7Fb1-lmx_W25DrlC6VpC_Ff2lWcz004" data-hs-link-id="1" data-hs-link-id-v2="4tr0KpLP" target="_blank">OpenAI promised developers six months’ notice. GPT-4o users got three.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3kCW57w_wv3S9hTdW6rCHxM1LV9xgW5BXT115M5kVBW5GhhpY3Psd8nW2TKhQ71yHvvNW72Yzd58vWjwkW4d2BTr2LGpzcW1l0GVv6Ld_SBW2cTB9R8w75x7W9c4DCR4M4JTNW26LJCr5Y4bx5W6ZqPfd2RYhsmN77XcCLtJhZ8W5WK5KJ5qWxVTV9hfx-2_813dW7nhNjT1cmQFTV5_NwL21Nt6CW7MbBrD7Qb7VKW4JY52b5bMk8JVl9y0M3vgQbNW1rSVfS6TGchTW5VQ0_H5sVRM_W5PvzLv74vjdjW44Q-2X6_m-WXW7lpML292VBVbW3qnpDV8J0mW4f4JTvkF04" 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:100px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3mJVRZhJC8JsZS1W8skjww5XW11ZW4DYBx5140DdvW43d-RW6LFdbcW6X_SJG2cjpX7W9hdX5y6v1Vt4W1zr6zH4lNtb6W6cNW3Q1Bs1yLW1w4Hh06LXdYvW5ZxHxV1Rh1ZNW30N44l2S5dP5W4j8nWD8f7nYFVgn_CB6-8KT5W6-sfZH85vCxmV1KD_8763bxDMn0cjslVrWsW3PW92W7nMGJlW4b_ytR8D9g9dW2xfYNq317M7NW2-kx-G2kwNnSW1WTFJK50m7lkW6Wx2Tm90ZhsrW21N5gK8tfys7MRwk5fPjxM9W2hTq6M3gXp-7V_VtnX1qhJKdf7PVqkP04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="p0bYgOX6" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/f47a9e53-muse-spark-open-header-animation-1024x576.gif" alt="Featured image for: Meta ships Muse Spark Open, its answer to China’s best open-weight models" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3pkW5PMyzX5mD6bXW4zmfH11_kSX5W4NP8Lv39n3zVW6V-Nx04WbnKHW6cF3BH3qt2MbN8NcNr-vZzdSN3_pv7rdj5JdW7dpdfn4HTqPmW4hM9bB3CGxPWW59W9dR5Tjp3YW1Q3cZK5BLZLMW8pcbc37Qt1gJW5tJz3G1-QFjMW4qgP0J96H8n6W2b_v-Q95Z16qW54yhkG1Fz7TdW7GzWZx6XS6fNW8ycrG52RlNG_W59yXy38jnXDhW8Xf0Qv7xdvdnW4JQtDz2SspTqV5tZHB8cHwp-W3hlt6h1s0DrBW70M0vF5ZGgMFW1zQ7yc4LvMG7W7g5D_75LGx_Qf6yQJjn04" data-hs-link-id="2" data-hs-link-id-v2="tWJicGBK" target="_blank">Meta ships Muse Spark Open, its answer to China’s best open-weight models</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3qgz0W7Y8-PT6lZ3l2V-mrRB2LRL86W1sVsxj8TR165W262RNJ2s0bl1W4sgjZK96PXPYW4F18Qk3x6W2tW2QDZXf8phSHGW4GWDcG8YlkLpW5BP49l6T6VWZW6jfgWb16D-FQW4ZGYqL58X5bnW1-RHts2ly320W5NN43N50nRGWTWFJr4rK5dsW1mFTJ32f8-7qW4zYmjf81p-flV_l5pB6ml5R1W6fyHLH20SBLxW3v59p-8zFZNlW7bMBqt7QH-fwW1fq4vw17GJQhW8D-nJC8DD6BgW8_HGHM1_f19yN7tH2hdy4H3MW82dnf234fDfCW3h44RC73TZlsW3SDbTD1bqbCpf3fTGDz04" data-hs-link-id="2" data-hs-link-id-v2="MLoEWkA0" target="_blank"> Frederic Lardinois </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3hCZYW7lCdLW6lZ3mCW4zgNQM6lk4sDW8bB1-N7r3kdQW6NWddT6pP0fNW8L8pLV3h2_2MW243YV069Pb53W5PxX3d2q77GpW6WWrrv7m5_PRW7N9ZM861T2MzW7gq68V1tQ-tgW3LXq7F80GMXXW4x7MKR2NhBGgW1pBHMK4hYRqjW8m6K2x5sycRVW27VkyL2Pfmt2V7r8ZK5r9yJDW3Mx8J_4NWcgvMk2CkkkxvmTW1d0vqW5s3CvxW4JJkC08Fzw_hW2grMDm4QJN48W4sL_Z_8Z5FC9W6ywfXr4PGv0vW1WC9G65NXQFwW6R5fwD940Zlyf86Nnrz04" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="Huv+X5ih" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/[email protected]" 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"> The tech newsletter that does the math </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#142640; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Cautious Optimism is a daily newsletter for VCs, founders, and engineers, covering technology, business, and power. Every morning you get:</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Analysis rather than aggregation, so you understand what the news means</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Where technology and government collide before it hits your roadmap</li> <li style="font-size:15px; color:#142640; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">The honest read when the numbers don’t back the hype</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3hCZYW7lCdLW6lZ3p-W4Smswq8ZR3XFW7qKR616qGKy1W3KfcnD5BSswpW95TVqj26T6djW6TZ99p1zSg31W5SC3QM6qDH_QW2sNSgb4yTxZHW772Kys1K4_skW22Wp688fJMzbW6LJ4LJ7B6mrBW5mXlXn1d1T8NW6ZPgR_5cp_0SW90bL-04-jBNgN3mhXkKdBqsfW6JqwlL8g0hfQW2MjX9j52tGkDW58CL8D2F8PX6W7Gwrkg5sMVZfW81YTq12VjBTKW87FT-T4rdRXtW9bQfzk4Qfww4W1nvWlt1Mz--fW6Q9JH23s3Tv8W4_0qsX8HRM1vf7qWrjH04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="zVM40a0m" target="_blank">Get your daily dose</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">WEBINAR</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3hCZYW8wLKSR6lZ3kHW7zZWxj91YPVTW1MJ3sf2MC-LXW1F68Zn6XNjdgW8kgWyz5XhPrrW81Xz9t6bBf6tW4kPcv625BklSVfFJGf2fY8DNW5NStzY2fl7b6W4zjKSj6H3Pd4W8Zr7bB3K0YZ4W7Nfgst7cmprwW7bl-Xf81D1v0W1103yD4PrQ0yW66jDVp3fwBfMW8HtPSC60VHj4W6l_CgK7jmvDJMXTS9ps9F_gW7Sj1vd1HG7V-W3B_x-04BS3jGW38q7Ps5BNF_2W95P_cx402Zr8N6ZpghbcYWy7W8-Y_PJ2v6NBcW75n4J67vNlhCVPHCNG8ZGQW8W94mSjH5BjzmHN3S4w52N9PxYW7g6Nb93Jrc7vf1Y_3X604" data-hs-link-id="0" data-hs-link-id-v2="l3sgGiHb" target="_blank"> Why the best reranker can't fix bad retrieval </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> No reranker, however capable, can recover a result that retrieval never surfaced in the first place. Watch on-demand to see why teams keep throwing bigger models at a problem that starts earlier in the pipeline. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3hCZYW8wLKSR6lZ3nBN3Ts25Srp9p_W5Ggt5w49PykPW6CB96s4Qm8wCW3Tzx375fq1lhW8hBDV63N5z-PW170tyj84mJj-VYyZG748cZy4W355-Mn4XYJp7W778qbL8L2F-hW4VXjZn4jb2MnW7KJKpd6dNr3QW5HKq2M7S6gw9W7vrkY94hb89GW7CqCRF62VNG6W5PHJPJ6KlDH1W5-D1LQ26-PbWW99cP0z6vh-X8W73GZns3ZLzhfW5Z5B615LJbSsW5wmJJC8NCqQBVkxcYS8zMFTzVHBcj-2_T4ZfW12XB_v7VXqtXW6tRfrN4g6g_sN8Fj0sLc7BRRW6Fj_Hw7C-jxPW1NkyYZ6y5Cc7W6D5zkJ2S8WD8f75XHnW04" data-hs-link-id="1" data-hs-link-id-v2="boOg7cA+" target="_blank"> Watch on-demand </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">HOWTO</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3hCZYW7lCdLW6lZ3kNW645J-m48sgq-W4WT3404jcyy2W7s81fV3f5bwHW1xY2H366s6zWW2_Hxgh3b9mgLV41dqX32sTmpW5v3k141tpTXyW5wx-TZ6TGyq6W5ph9VL8MFCSkW7CYnqN10NSgcW1rcyhx2kfD6fW7CklQX6WMrDGW1kRX0x73HzNkW6pzY947tkZLvW8vM2NX1nrScTW2NDGS15K2p8LW8z2hx310Flz0W2dcPZR1JVyT_W3xlsC76JSy2VW36Q_hL3n2dmVN3ZlGnQzn7jyN2S7VKys2KKFW5CQt6J6zZKl7W1Wmn366k3frFf4y6hnd04" data-hs-link-id="0" data-hs-link-id-v2="ODZce4pB" target="_blank"> How to reassign resource ownership before someone’s last day </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Catch stale cloud resource ownership before offboarding. Learn queries and policies to reassign infrastructure when team roles change. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3hCZYW7lCdLW6lZ3pMN95B4rWRK3v-W55mdMn95dT6qW2CVl5y6JknFxN4Hs59txlmncV1YT2F5V5fxfN25TCRynkZt0N3kn_xLS4vQ4W8q3Y_d5Q7qGGW4L3f966-0D4QW51n_Kj1GZL6QW51WL9M2prZX8M2J35T5t_XxW1KHr1-1xfpvcW7kWrCm9hMNlxW7gR8k-1wfqszN4FV52RFz1btW2Lw8RP12FPcpW6n0cTq3Xn-C1W6zhd9f3slhCZW1gCTky84XgL1W7RXv-Y3x5Rn5W7wPmBk2L9-cBW2q-rNf933sT1W2J-Rqy7pyLPPf7rZY7K04" data-hs-link-id="1" data-hs-link-id-v2="HKSJ9Vmf" target="_blank"> Read the article </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">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/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3hCZYW7lCdLW6lZ3nrW6Vq0W88-M_srN8rWsdxCBCwkW6cZ-8s35TDK1W1ZHNhm95ZSPCVR98dR4MZTJFW4vzLQg4kCp6XW5FnXTB4W6hPlW40_Blg68y8LSN8km5Hb57qX1N9hX2C3tTq3mW1z-3Dx4ZFCnYW5md2M43MLK68W9cZGKk79MS3lW2lMlK72sNL0-W7QdGSG8W-R8TW54-Dks2k5WCPW1qmm9Z6LGnptN5xfVldp9DhPW1pKvL44qC2BzW43Vr1w50N59yN6XSp-cPZSvQW3g7nBH4KfNpgM7lFMp2MGDnN11mT5Zzbjs0f7jLRSb04" data-hs-link-id="0" data-hs-link-id-v2="+ioRb6mL" target="_blank"> Dynatrace wants its AI agents to fix problems instead of adding alerts </a> </div> <div style="padding: 8px 0;"> <p style="color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Agents should hand engineers a fix, the company says, and teams should still check the work. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#ff3287; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3hCZYW7lCdLW6lZ3kvW4nXgrY1XNHjlW5V3MxV648GnTW8ZTQf75xvM1vW4J4lQ81rLmj0M1699bGwdjJW1NxqWG7gdLMwN8M7J0Z-sfWbW1RGd8s1Gg2dwVZMMy96PyP_pW1bZRdZ2VTl93N48cN1Rm_fdrW1B8fM93LJRhvW79q6G64132vQW4tFTt43ClhqbW7W-T0757ynSfW4RYKgC7Wq50KW8KGK4T64DVJzW67Rt1b5lZ3CGW43vwdw7Pz8BxW1Wymd1693Z1ZW1DLcr98X8gPXW2Chm651mVPWLW76FRBm3nKxF4W7_M5jf2SJ0ZpdW-JST04" data-hs-link-id="1" data-hs-link-id-v2="fOY5l6e+" target="_blank"> Catch the episode </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table id="rating" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff; padding: 28px 0; text-align: center;"> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:18px; margin-bottom:16px; margin-top:0">How did we do today?</p> <div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQW25nR3bW50kH_H6lZ3kGW45ZQQG7Q4crQW7bXtp28sMq8wW5zvMcS6x_j5mW8vLFs02Mz1kRW1tgn-C88QbPLW7bbM-Q5MmZR6W5pSNFR7fTWhKW6LNwT-6k0VnNW1_HWM_2RmqdmW8Sl2bz5KnGSMW41B-gc2xjvhbW1Yll9n5S3GH_W76xvkM8xdjpgW1rv9P88bcm8PW3yrR-p2F_G4pV8lC2f7gJtn6W1cJ8R_6bFHcxW9bf8pX1gHvZnW2RXvBb4YZjn_W5B88Ys3TkLd_W1kzDgm4VJl_jW3D3H8c6Gb0HDV2Zb4S8pvfjRW26B_TP394ysXVtGgTC1l3MKmW9hgvjd6X240NW2cxCmG4jSVBBW4qvRMm8qtQRfW1C62Ll7VNTHKW6tgr5M6Q1nzqN3l1m1F3YJXSW5CGpKg6SCx9md2q_gM04" target="_blank" style="color:#ff3287; 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/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQW25nR3bW50kH_H6lZ3kzW8c2J7886hHT6W1SrylH2-0Y9_W2cmzT95ZX0LhW987HdY1zV6Y-W8-7bTs575Q2vW18xV0w4LTQ-gVlZd5J8cjdRCW7S1pwY37B-vxW42S9JT71GvR9W7_hd5d49MmXPW7FBQpF87KdWYW7x7jyz47slt9W8c5Tl280fckbW1g649k64-h1dW6YJr1L45cXPbW7NdvfC7nsZc-W2qMxZ42fzNjwW6JPWFX9jwvsKW38TY2S3GYqXXW6HXTML6wcfNTW5yHNkw31CQ2NW2vG7c04ySGNbW1SqcN66ylGXPW9hHrKC1KsR08W84lRx554RyKlW7PrY3c8_fsgrVYtVsg8_zNtYW1vWNZT2G7zRPW8t8PWr4WKdFBW8zPXSR1VwGycVLT5ZX54f3S1W7pyHgL9dH-t0f1BbGgC04" target="_blank" style="color:#ff3287; 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/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQW25nR3bW50kH_H6lZ3nJVW6M6K4gb64CW8my3Cl4y9Q5nW7C5FhG3ZKgpgW4vd0nV4q1x9WVRqJ513fWNM9V3_y2q92mXnZW4qgHZY5WlymyW3DjSrh5HgClWW7DRk2b4RKvQvW1-1DkR5GKd9pW59cP4P4zqn0vW6p-Vl-7yXmJLW4LF1y85DRxl9W5P8tJB6MvRp_W9hngXt608thgW2hZllT103k_vVrDsGN2540pBW2bD7lZ1QPvVYW41p_LP3phYlDW7_7TL08dDxNTVTTX4V7wlKp9W8L5jVs80DZ8lW65fmZ13qt60gW23KJL75DrB5FVGCw213lJ1MgN2nwb5gRbkcpW9hbzKW81W0MrW88gS5t2Qg7PlW8rpl8z8gm_4fW9bkPg78GZ6rhW27NwTc64V9ZCW5MNS1j8hyfHvf7WttyK04" target="_blank" style="color:#ff3287; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="vlMlS7rH"> <img height="30" style="height:30px;width:auto;display:inline-block;margin:0 8px;border:0;" src="https://cdn.thenewstack.io/media/2024/05/6b6abc92-tns-daily-rate-bad.png"> </a> </div> </td> </tr> </tbody></table> <table id="img-family" 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; text-align: center;"> <p class="family-sup" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; font-size:13px; font-weight:700; letter-spacing:2px; color:#00aff4; margin-bottom:6px; margin-top:0">ALSO FROM THE IMG FAMILY</p> <p class="family-title" style="margin-bottom: 1em; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:22px; font-weight:800; line-height:1.15; color:#142640; margin-top:0">More communities worth exploring</p> <div style="margin:0 auto;width:100%;font-size:0;"> <style> @media only screen and (max-width: 480px) { .img-publication { display:block !important; width:100% !important; padding: 0 0 10px 0 !important; } .img-card__desc { height: auto !important; padding: 0 20px 10px 20px !important; } } </style> <div class="img-publication" style="padding-right:8px;display:inline-block;width:33.3%;font-size:16px;box-sizing:border-box;vertical-align:top;"> <table cellpadding="0" cellspacing="0" border="0" width="100%" style="background:#fff;border:1px solid #e8e8e8;border-radius:6px;overflow:hidden;text-align:center;width:100%;"> <tbody><tr> <td style="height: 50px;padding: 16px 0;"> <img src="https://cdn.thenewstack.io/media/2026/08/78cba4b5-roadmap-logo.png" alt="" height="40" style="max-height:40px;width:auto;"> </td> </tr> <tr> <td class="img-card__desc" style="padding: 0 10px 10px 10px;height: 80px;"> <p style="margin-bottom: 1em; color:#142640; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:12px; line-height:1.5; margin:0">Community-powered role and skill-based roadmaps to guide your learning journey in tech.</p> </td> </tr> <tr> <td style="padding-bottom: 12px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQWY3qgz0W6N1vHY6lZ3lzW5DN9MR1h6sJ8VTWx8l4lfftzN3P_JbZsrj9cN4zNBCN5d3vjW6-TQ3h2PP0lHW2JzWJq6_xqdqW1mt7Nv6QRcqDW5PVgfD7zxR13W52bFth94zmJ7W5dW8wc5nMl0KN8XyBw9gbcHGV97FWd1fgzfkW83XDPh1XrXH4W4RX_kt62y2sdW22VVLk8klxRhN6QLxynDGn5sW2JpK3X4WkDXpW7Zdh2D5Y4HYnW9gX7kg5pLyTpW2Cj8xM78vrWjW27g2ss5pkX2yW8dx-hF66Ysvvf7yPTBz04" class="sub-btn" style="letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; display:inline-block; border-radius:4px; font-size:14px; font-weight:700; padding:12px 18px; text-decoration:none; background:#00aff4; color:#ffffff; margin-top:8px" data-hs-link-id="0" data-hs-link-id-v2="aFKI7hZB" target="_blank">Subscribe</a> </td> </tr> </tbody></table> </div> <div class="img-publication" style="padding:0 4px;display:inline-block;width:33.3%;font-size:16px;box-sizing:border-box;vertical-align:top;"> <table cellpadding="0" cellspacing="0" border="0" width="100%" style="background:#fff;border:1px solid #e8e8e8;border-radius:6px;overflow:hidden;text-align:center;width:100%;"> <tbody><tr> <td style="height: 50px;padding: 16px 0;"> <img src="https://cdn.thenewstack.io/media/2026/08/714a0cc7-co-logo.png" alt="" height="40" style="max-height:40px;width:auto;"> </td> </tr> <tr> <td class="img-card__desc" style="padding: 0 10px 10px 10px;height: 80px;"> <p style="margin-bottom: 1em; 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                                    Plus, Muse Wonder vs. Claude Fable 5.1: Meta’s new model came closer than I expected

View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQWY5m_5PW6N1X8z6lZ3pCW9grxV_2HzQjtW8cRf9X6zjX0MW7xrx2G72wk1dW27_dBx8nRlvPW2m5Z6L3mnfk4W53dx717v-cxvW8T5p6T4yDjsdW85Xm-41VcgH8N5V_cBLWJbT-W9cS74F8xHjh3W9cScnT4VmK6QN8tFrzkgfWVMW2HHR1D7VMFfLW6JB-XY13WBW-W211y0t6hLk1HN4_S6v_vX0TPW4Pg8Nb2ll0xLW1GgSH869T-B4W99MTcb7HJDtpN7CXgKY9HjQ_VDfxJf57_mKBW8VJd4w96ScMZW6-byS73CGLwqW3pHWF21Wz20jW8s2TfP4JTBwSN8-wR2LXyXt2VF1mmL7shzqzW2ZlHKx4R2mpCW8dsHn483YwLDW29p1Zm1zjZQDW5zQgSf4JDdq9W50hmZ14wpMzpW4z3Mjp2xCSNRVNpMj_4T3wwwW3CCkjn8RBgXGW59dlxc7wxj_3W5BmRxX17VgZjW7Yx6814Kmw0xf2nMLDg04 )

The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQWY3prCCW6N1vHY6lZ3l0W1y2829313nPYW48B63V6Sy-L_W7SnGcB2m9rffW9kDQkv5hSJ6NW2_HGXq4WnD0lW41K1Rh9kTCqhW33FmHh1zbnBZW9hK4jX4Mhwv6N9lfFw0ZljvsW5SVDM93_rMjQW8rrZfb3HvqZyW7d7LKf38d9x5W3nB6K_4d8TZJW3kj24_4LK7sNW3cFFrL8NkQKXVFGCYH2Rn9-bVPrLwJ8BQgW9W69y_bB90WR2rW4JsgKc4hYTRsW6pbC-V3vWnjPW7NzhX13xQnwfW7zjxfD8JKNlFf2CX4xW04 )

October 17, 2026

Dude, where's my context?

Every time an AI agent has to trawl Slack threads, Jira tickets and old pull requests to piece together something a company already knows, the customer pays for that work again. Uvi, an Israeli startup that emerged from stealth on Wednesday with $7.5 million in seed funding from investors including CT Innovations, Cardumen, Mana VC and 91 Ventures, says this repeated context-gathering is quietly inflating the cost of running agents on frontier models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3prCCW7Y8-PT6lZ3mNW2_hQsY2MpN3fW7sBfpS17X_N5W1ynl2B2q3QGCW37LF-g6DwgCzW7K47Gs4g-TwNW7FCl2Q45h5qJW8lvvRh2ypnd_VVRDg092wVrKVMcFkZ6wSZ4BW2mp0vL7cDp5VW36f_958bgMsfW18PG_t6RckJhW4Y16_M8Cc9JvW4jSqmQ3DtYDmW3z6nNl5fmb5vVsGJkX15bpkSN7-DMcfMd9wcW2sqvFk46TpqtW5WDL876Jj7YmW98v5_k60lztPW2hQp8G7_R1l4W4g3jpd3xbyQjW6cm72p1MmfKYW3-V4LV1-45jTW5pSDyD1Fgh48W8BBfRG44j_L1f3ywNjH04 ) .

The firm says in-house agents built on frontier models, connected directly to six company systems, cost roughly eight times more than they needed in internal testing, mostly because of repeated context gathering rather than actual reasoning. Uvi co-founder and CEO Gilad Salinger tells The New Stack that models are rented, but context is owned.

Go deeper: “Developers are paying frontier prices for amnesia”: Uvi wants to stop the agent relearning brain drain (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3kHW7Qh6Mz6Cbj8rW3T-wq99d-6XlW5YTsSy7rKD17W8RtvTV3DS-J9W6BbLhW4lmCn_W1rYMxm2257XJW8J3cVS7QxswkW6rKJxb8q2l8gW8ghTFH38FDvPW8mVtzM6lN7S7W17skD57FZh_yW4hjj4s83YFY1W5kbfF82NHcN8W6Vkgf-5K-G9bW1888GM44NRk-VLZskQ5BG5D0W1gK5Cc5DGT9RW1_rkqq88YMnRW4q5r0M1Q3srXW6hh4MC7v9RsnF8BPGqHZKn5VrN4RP17cMwcN8tlk4bFjWH0W1fqBG77YnLrZf3dMf6804 )

More fresh reads from TNS:

▹Running local AI models on Microsoft’s Surface Laptop Ultra: What we found (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3pZW5l4TC68wgfnfN20KgC_10sV3N4_FKhlJ33NnW2Jbhqj8pQNmYVH_Bds7r97tlW1Cnk464-hXFWW2vTVgQ5PymY6W3Mzgnz3JR4yXW5nkDXr2rY5YlW7b2hV_2FxCL7W2bVLGQ7XnFYjW89Pq198P9f7GMMRN_d2tdzMW2r3ySD3BK1FLW5NJqgS2RPYxLW7Gc4M74pzzyCW4Y0PjT3YfvhJW7yCBk812V1Z0W8-8X1g4x2tvFMPtlG8fJp7gW2B-p6m6Z91sRW8jnDnv58zQWBW5QTVWc43Hg_MW2yfMKJ8L5jbCf79w1TW04 )

▹Hackers hijacked 1,900 GitHub accounts. Then they went after 30,000 repos. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQY63prCCW95jsWP6lZ3ldN5XKKvMn0Dv-N2-Zv2-xgLQZW3xkhNY7DFwNyW82CjfR7L_8pfW21Stvx1y0T31W2gmg7Y1lRSqvW9h94S-90l9jnW1fL3lW2kfYP9W3ZZ6qP18zg-rW78ldNh8kN4LBVM3rPj6G95sgN6xMfFrf8zcYW5_L_Bc2gGC7-W6m7WK45M-q2GW3m9F598_Q9_tW3HZtVp2MD2qLW8BMvHD3sNwPSW8LZYt54B38q7W7XzqXh5hFbqrW1wM3m76W04-9V_bDtZ9hqjLxW7BLbDD7HzzZgW9hJ8cs7nBcyFW2TrsWX3fHymgW1zRjgp46KJ-gN9l7nfq9vct1W4kXvtx5BLL37W7Jt-FQ15GfB2N6g5TyLy9hC2W7s8wLR5NNvNSf1k2P-004 )

▹Meta ships Muse Spark Open, its answer to China’s best open-weight models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3krN5Wvbz4QtQ16VDmydD2cnNxsW25DPPK8rqdlqW2wrf2h6H8HtzW8MHtf66PQWdJW59zCG95wKKZ6W94mlTq4Nm-9hW7-bZvB63k8wvVRMGdQ2ynvtXW95QTYM4FHNqLW4KP_VG1N4s2sW72vVTQ1tplHvW12RxYF2LxgbsW7t5kLT2gDQqgVYHG552NCZs3W7wMHbp64y1wFN8M4lGVyz7MrW1hQJDk6CBbRrW3-PDY74Vd9Y_N2nk0481qDBDW8gT1g81tlgLgV5RfmZ148JNfW6-gky_6B6S7CW4D6Tvk89JZtRd1QmMd04 )

by  Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3llW21CJf48R6l7fW7Cl0f06dh6_5W7l3Stw3NsklFW8SPhzs2Kf2x_W73Yc0D7vwT6RN3cbWG15M_GzW6Tjbwv8-TMPJW6cXXXd1wMMlfW1CB-YC3L_WpxW1mJKdT5Q-dTjN4SVjKtY60gPV9V9y-2ccfNKM-SRbMwNqcvW84Q56319vtDJW5zbBvY57p3phW8Rw7lg94d3nqW94kv5t40STRNV9b1zw1rWNwfW8H9MQp3_FcmNW20ynVG3bYsWcW6cNvMv7xpPk2W4CN8_G97Syp5W4qbdpd86w_BHW8DC_Rm7VfMc5f2pKdSY04 )

From invoked to proactive: what changes when your incident response agent goes fully autonomous

Most teams talk about agent autonomy as all-or-nothing, but it isn’t. Tune in on October 22 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3gP0xW7Y8-PT6lZ3l8W4fKfYj1HrFLmW5P2hpz3ycM8mW6JVWfj6Bc80lN83srtM9M62SW8WLw9f6wpXcMW8RKbkY1dMp05VNywJz34-L-7W7zL2Hz17w25yW85MByH1HV1XYW32bVNX3nQKqLW6gX85y8JVFVBW8_874G2cVd9rW2WmxXM6M2pPjW1j-9568rCt_9W7nT0gQ81rWDnW7LTTfS17dRl6W80V8Qs4PV2q0W7_vpPg8hmnW4W8n_-lx8CRCz_W3hQgF-1PHlxJW8KPN7D1TW-ncW17Vyyj1V3P0hN2gJ6bRPHwktW1GVRkn1HR2krW6BPBMb3Nn-nwW1jfsZ91KvSXJf6p8lkl04 ) to see how incident response agents progress in production, and what it takes to trust one enough to let it act on its own.
- How agents move from invoked to background, to proactive - What it takes to trust an agent to act on its own - What changes for your team at each phase

Register to join (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3gP0xW7Y8-PT6lZ3l8W4fKfYj1HrFLmW5P2hpz3ycM8mW6JVWfj6Bc80lN83srtM9M62SW8WLw9f6wpXcMW8RKbkY1dMp05VNywJz34-L-7W7zL2Hz17w25yW85MByH1HV1XYW32bVNX3nQKqLW6gX85y8JVFVBW8_874G2cVd9rW2WmxXM6M2pPjW1j-9568rCt_9W7nT0gQ81rWDnW7LTTfS17dRl6W80V8Qs4PV2q0W7_vpPg8hmnW4W8n_-lx8CRCz_W3hQgF-1PHlxJW8KPN7D1TW-ncW17Vyyj1V3P0hN2gJ6bRPHwktW1GVRkn1HR2krW6BPBMb3Nn-nwW1jfsZ91KvSXJf6p8lkl04 )

TOP OF THE STACK

Muse Wonder vs. Claude Fable 5.1: Meta’s new model came closer than I expected

by Jessica Wachtel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3mnW8Z1v8r8NsY_ZVCBN3-6LwFMGN3M0hbg6gybvW4Qp90n1tytNLW7SBSqW2NvmkYW8FfVPq6Fh4v1W8P0KC960G19tW8td83F8mTw4qV_XY8f3t2_l1W9c92Cj7wvbQdW4JK5Jn1DJtmrW7Bs1yM69QKJjW2HmfKC2ds-1pW8n966b2HB7t2W1JFP6W726W06W97ZblN7b-67NN92RZ8ZJgpyRW1_4zG91Pd2NmN7w2s8dz5Cs5W1np3cZ7Pq8gMW7PFLf14LY5QQW4K6M-f3ZWXmwW2Y53p32dbC-7W32kbb-3qCl5nf3CVhSz04 )
Featured image for: Muse Wonder vs. Claude Fable 5.1: Meta’s new model came closer than I expected (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3lyMJNnwJPcTV4W7ZxhtS2pNnqcW2xXdLj8JFBYZW8JcZX-3WVWv8W7PR5mj1Vs9XZW6GM6SQ4pqmhSVC0bNR4tN8pQW3WVkCk8pKnB9W6mm3TM3xT-ybN7KFP7X-lkRWW2K1YZn6BJf01W2NBhXm6x6tyTVZ7dJT4vKvp7W1MtCTf8XZ141W3tvtL76sX4HcW3N5RmS3TZwy6W1Jd1Vp1JPG4fN8GH8sJzwp7HW5B09VW3QYc-HW7tzz9d1-2DpKW1Qk5H61b5NcRV7QylW8f9BLXW5F8tFB5ccHvHW9hPPL51hyP4Xf5K-8wg04 )

Claude Fable 5.1 refused 34 of 50 turns on a webhook project. The first refusal hit an environment variable.

Meta launched Muse Wonder on October 12, about three months after Muse Spark 1.1 opened Meta’s paid Model API. Meta says the Muse Wonder series is strong at personal and professional agent tasks, tops its internal MemoryBench memory test, and, in the Full version, leads coding benchmarks such as DeepSWE...

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3lyMJNnwJPcTV4W7ZxhtS2pNnqcW2xXdLj8JFBYZW8JcZX-3WVWv8W7PR5mj1Vs9XZW6GM6SQ4pqmhSVC0bNR4tN8pQW3WVkCk8pKnB9W6mm3TM3xT-ybN7KFP7X-lkRWW2K1YZn6BJf01W2NBhXm6x6tyTVZ7dJT4vKvp7W1MtCTf8XZ141W3tvtL76sX4HcW3N5RmS3TZwy6W1Jd1Vp1JPG4fN8GH8sJzwp7HW5B09VW3QYc-HW7tzz9d1-2DpKW1Qk5H61b5NcRV7QylW8f9BLXW5F8tFB5ccHvHW9hPPL51hyP4Xf5K-8wg04 )

WHAT ELSE IS NEW?

Featured image for: AI agents turn one request into about 20. Kubernetes is evolving to handle it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3prCCW7Y8-PT6lZ3lNVw7sD_1rrzNvW2mbdGg7Wy8hsVhVpvP3zGdMHVMYtHy17pj7FW5vqb-P6l3S96VvVY1S8Q5CfYW94Py7z4tYJKbN2Jrp3BDj4w2VVnrbV2ZnDZ_W3JSgdT3nRF6MVDWf218mLwrkW306k1-3TtRmQW9kZBMS8BSsh2W8Wszbq9bfJt5W7JW5KT5sTlMBV1WN9d2y8y_cW7DFpnY4YBrP6W1gR1KW6SSxRyW2yVQdx5j3qZHV6q-xM4ClRMCW2sqT0N5hWY6FW5jQb7Z1fd5FhW2t-tTg7JDkn9V5fbJM1pV2HGW9fWw5N1-pn71N3fN1PZ90t5Bf2wQg0j04 )
Kubecon Cloudnativecon NA 2026

AI agents turn one request into about 20. Kubernetes is evolving to handle it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3prCCW7Y8-PT6lZ3lNVw7sD_1rrzNvW2mbdGg7Wy8hsVhVpvP3zGdMHVMYtHy17pj7FW5vqb-P6l3S96VvVY1S8Q5CfYW94Py7z4tYJKbN2Jrp3BDj4w2VVnrbV2ZnDZ_W3JSgdT3nRF6MVDWf218mLwrkW306k1-3TtRmQW9kZBMS8BSsh2W8Wszbq9bfJt5W7JW5KT5sTlMBV1WN9d2y8y_cW7DFpnY4YBrP6W1gR1KW6SSxRyW2yVQdx5j3qZHV6q-xM4ClRMCW2sqT0N5hWY6FW5jQb7Z1fd5FhW2t-tTg7JDkn9V5fbJM1pV2HGW9fWw5N1-pn71N3fN1PZ90t5Bf2wQg0j04 )

by  Bill Doerrfeld  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3pVW2wtxnL8Wx1zgW4bmPSK2TWymSVTSKLq8yGBCJW4WpThV5Y6VX-W5c-pYQ5c4QxbV-TL8X7szJ7HN5G6BkcGmDhLV8_BCg56nMJxW7tRN6r3vSpxpW8ctRk56X3cJ2W1WRrzR4BQtnbW3RdqvH2sbJtpW7NnyMd4qW_8CW1r2kLR1sRPjCW6Rg_Vw1J7VBFW94553T97v3LNW3N26885cTJ4cW49PrB-43PN_tW6ZF_rL5RV3TgW3Y3Zkl1Gj6B0W5R2wZ01fFGw_Vd6rBr7bmbsTW30b5K44qSw8pVwfSw1323rczf8QXSmF04 )

Featured image for: Only 34% trust synthetic data’s referential integrity — and it’s holding adoption back (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3prCCW7Y8-PT6lZ3lRN8lvtdTXRJSZW3LrVJr8mL8F7W4vqDLp6CfBk4W6GrlLD8Y0btYW6kwtS_1qk1d-W2V9btm9g7pvWW8Z-g-W4RHTqwW4wCycq7dXStNW2pZmwj3Jj2DPVXgWtN7_qlCWW5ttXbG86bXWhVnZVcB6qdFC3W3MwJxj4Srw_RW5hXDz654BsnLVkbz2y4s7yyFW2DCbvr1FwjblW1T7yHb47dY03W84J2r91c0VYFVsSRPh6brNmXW90dSyB7gSjsdW4lNyXD1PxyQxW7BGrXG7Hpyv_W6nK_YQ4QcdKBW697sfr6DvBbMVJ-Psm1wx6mfW53QcKM1-q1qTf8YGcnn04 )
Software Testing

Only 34% trust synthetic data's referential integrity — and it’s holding adoption back (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3prCCW7Y8-PT6lZ3lRN8lvtdTXRJSZW3LrVJr8mL8F7W4vqDLp6CfBk4W6GrlLD8Y0btYW6kwtS_1qk1d-W2V9btm9g7pvWW8Z-g-W4RHTqwW4wCycq7dXStNW2pZmwj3Jj2DPVXgWtN7_qlCWW5ttXbG86bXWhVnZVcB6qdFC3W3MwJxj4Srw_RW5hXDz654BsnLVkbz2y4s7yyFW2DCbvr1FwjblW1T7yHb47dY03W84J2r91c0VYFVsSRPh6brNmXW90dSyB7gSjsdW4lNyXD1PxyQxW7BGrXG7Hpyv_W6nK_YQ4QcdKBW697sfr6DvBbMVJ-Psm1wx6mfW53QcKM1-q1qTf8YGcnn04 )

by  Mayank Ahluwalia  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3mnW5q1Pr14V3JmtW73JgG6604_92W8KWYK-3f1WzLW1RQR1r8htn_dW6FmXpF78_NRlW3Rh5PF3MV2p6W4qVkf32btZXXTFkpm8fKS5YV9glh8218bj6V8xJZG2SHYH2W616KKq6kw5GpW70GK-w86wR9CN4H_lsFzrn8zW6l8gXX20CnnDW1h1J933mbFSfW2qhpcX4wBfrhW6dZgf_3jdr54W2zmb8d4FdS9xW3TXwSD48qx0DW8QkWJj19zynMW8QtQ_s34PzC8W2mfXr68T_jXhW7Cgjl-8F4--BW9k5rQc2GPgXdf99WBGl04 )

Featured image for: Employees are vibe-coding their own apps. Cloudflare open-sources Void to give IT a handle on them (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3prCCW7Y8-PT6lZ3n2W70xFtM5DjqPnW78qV9W8TxdtkN4tbrT49ZlL6W3M7JBv2tkXWWW57694J6tWsdqW8jbdB34tXg4PW6czPcx2NnldlW7XCgDS8rFj3MW1Q72zM2ZZCGfW8jhZQ21R85k-W1H5P1w1Cc93kVKDBmN9hjGQMN3Tc0x2q3rN6MY4ZYsvqTxrW2R327N47JGvBN2LLC9t_c-g8W1ZRlmk8z5yrRN9jhs0cc3XVfW3K-frg4Pm_BDF8KFSJmB7_6W6BdsDR8nvdxjN6x7YZzZNJq3MpQlLBCdXGRW3ZnlT33VL256W5YDj5D4NjQPNW2yBvC77rlvl5f34f52804 )
Vibe Coding

Employees are vibe-coding their own apps. Cloudflare open-sources Void to give IT a handle on them (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXx3prCCW7Y8-PT6lZ3n2W70xFtM5DjqPnW78qV9W8TxdtkN4tbrT49ZlL6W3M7JBv2tkXWWW57694J6tWsdqW8jbdB34tXg4PW6czPcx2NnldlW7XCgDS8rFj3MW1Q72zM2ZZCGfW8jhZQ21R85k-W1H5P1w1Cc93kVKDBmN9hjGQMN3Tc0x2q3rN6MY4ZYsvqTxrW2R327N47JGvBN2LLC9t_c-g8W1ZRlmk8z5yrRN9jhs0cc3XVfW3K-frg4Pm_BDF8KFSJmB7_6W6BdsDR8nvdxjN6x7YZzZNJq3MpQlLBCdXGRW3ZnlT33VL256W5YDj5D4NjQPNW2yBvC77rlvl5f34f52804 )

by  Paul Sawers  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3nQN18-3SNp3Fh9W3hBXTR8033RyN9gk6nf8Fg_sW7cKFN652zhcsW7w5GrZ4fnTdBW554ZKQ3xWHC8W1tMZ8x7fzRPVW8_RbVR3FwCmkW1sqH8d6PZlgGW8Y5MtK4wPHcbW40n6jw3qVPRGN8KfpTD52dhSVqsSLR6V_hndW1jy8XY1_rYNfW5kTygT2yrRd6W5J3xGv3xJRkGW8lCqLh3d3WkjW43NJzS8nTXZvW97nShH1K0-zYW7fCdM93pZNz1W6gwWMm3Bqbn_W6hvHJS2JxdqqN3_Zsn12HF2HW6qNF0D5nxFDTf6YJQtq04 )

Featured image for: Running local AI models on Microsoft’s Surface Laptop Ultra: What we found (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3pZW5l4TC68wgfnfN20KgC_10sV3N4_FKhlJ33NnW2Jbhqj8pQNmYVH_Bds7r97tlW1Cnk464-hXFWW2vTVgQ5PymY6W3Mzgnz3JR4yXW5nkDXr2rY5YlW7b2hV_2FxCL7W2bVLGQ7XnFYjW89Pq198P9f7GMMRN_d2tdzMW2r3ySD3BK1FLW5NJqgS2RPYxLW7Gc4M74pzzyCW4Y0PjT3YfvhJW7yCBk812V1Z0W8-8X1g4x2tvFMPtlG8fJp7gW2B-p6m6Z91sRW8jnDnv58zQWBW5QTVWc43Hg_MW2yfMKJ8L5jbCf79w1TW04 )
AI

Running local AI models on Microsoft’s Surface Laptop Ultra: What we found (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3pZW5l4TC68wgfnfN20KgC_10sV3N4_FKhlJ33NnW2Jbhqj8pQNmYVH_Bds7r97tlW1Cnk464-hXFWW2vTVgQ5PymY6W3Mzgnz3JR4yXW5nkDXr2rY5YlW7b2hV_2FxCL7W2bVLGQ7XnFYjW89Pq198P9f7GMMRN_d2tdzMW2r3ySD3BK1FLW5NJqgS2RPYxLW7Gc4M74pzzyCW4Y0PjT3YfvhJW7yCBk812V1Z0W8-8X1g4x2tvFMPtlG8fJp7gW2B-p6m6Z91sRW8jnDnv58zQWBW5QTVWc43Hg_MW2yfMKJ8L5jbCf79w1TW04 )

by  Frederic Lardinois  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3pHW6y2JFv6Gz47TN3LTfkYFQlYTVPQ54D4GBZ_tW5lt5rg6SqXSjW585Yyb3Tkg4fW5FKC_J4cV_H6N1ffM83ZvwY5W8fsy8H3xwFFBW8tZWpb1_vxK3W7V-1MD8ZZGJXN5WKl81rWGcwW5YrRwN1LzZNgW63j4j22z9RGkW10CRrP1XZRNDW4Xgcsy47-jZCVX8CCl8ZDmkNN3rmT3gLQB9yVkF6qQ5ByxfyW142Hwh645CBLW2G-VBH5mfVfnN3KNp9H-9BKvW63ZXl12slGtsW6vKlS94NwBNmW1DzRFV3JdJ8df7BNynd04 )

Featured image for: “Developers are paying frontier prices for amnesia”: Uvi wants to stop the agent relearning brain drain (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3kHW7Qh6Mz6Cbj8rW3T-wq99d-6XlW5YTsSy7rKD17W8RtvTV3DS-J9W6BbLhW4lmCn_W1rYMxm2257XJW8J3cVS7QxswkW6rKJxb8q2l8gW8ghTFH38FDvPW8mVtzM6lN7S7W17skD57FZh_yW4hjj4s83YFY1W5kbfF82NHcN8W6Vkgf-5K-G9bW1888GM44NRk-VLZskQ5BG5D0W1gK5Cc5DGT9RW1_rkqq88YMnRW4q5r0M1Q3srXW6hh4MC7v9RsnF8BPGqHZKn5VrN4RP17cMwcN8tlk4bFjWH0W1fqBG77YnLrZf3dMf6804 )
AI Models

“Developers are paying frontier prices for amnesia”: Uvi wants to stop the agent relearning brain drain (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3kHW7Qh6Mz6Cbj8rW3T-wq99d-6XlW5YTsSy7rKD17W8RtvTV3DS-J9W6BbLhW4lmCn_W1rYMxm2257XJW8J3cVS7QxswkW6rKJxb8q2l8gW8ghTFH38FDvPW8mVtzM6lN7S7W17skD57FZh_yW4hjj4s83YFY1W5kbfF82NHcN8W6Vkgf-5K-G9bW1888GM44NRk-VLZskQ5BG5D0W1gK5Cc5DGT9RW1_rkqq88YMnRW4q5r0M1Q3srXW6hh4MC7v9RsnF8BPGqHZKn5VrN4RP17cMwcN8tlk4bFjWH0W1fqBG77YnLrZf3dMf6804 )

by  Adrian Bridgwater  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3nlN2PlT5CRf_1XVy1fRp7XC_wqN3T_Gl9MSSljVcMK6H916LFNVyYVk17z5xYpW1yy56b5cRQZBTJ0qx2ydGMhW56PjML7wQ4j2VwDbn22t6393W5FjDgz6K6H5SW7n4hmy8dK-_8N2VGpMvvs1ykW7931gy8B094_W1JdX-g6yBWjWW5BXfHw3WdKr6W1VHmxT3XphfJW2NTfbk86y5ZrN3bKc-t_QQmWW2QJn092yGdQ3W897Bqn5w1k88W1m7RYF17kv68W3s4-_V8QKFQPW2FWd234q42KCW7LKtzH9jr6bFf6XspFj04 )

Featured image for: Hackers hijacked 1,900 GitHub accounts. Then they went after 30,000 repos. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQY63prCCW95jsWP6lZ3ldN5XKKvMn0Dv-N2-Zv2-xgLQZW3xkhNY7DFwNyW82CjfR7L_8pfW21Stvx1y0T31W2gmg7Y1lRSqvW9h94S-90l9jnW1fL3lW2kfYP9W3ZZ6qP18zg-rW78ldNh8kN4LBVM3rPj6G95sgN6xMfFrf8zcYW5_L_Bc2gGC7-W6m7WK45M-q2GW3m9F598_Q9_tW3HZtVp2MD2qLW8BMvHD3sNwPSW8LZYt54B38q7W7XzqXh5hFbqrW1wM3m76W04-9V_bDtZ9hqjLxW7BLbDD7HzzZgW9hJ8cs7nBcyFW2TrsWX3fHymgW1zRjgp46KJ-gN9l7nfq9vct1W4kXvtx5BLL37W7Jt-FQ15GfB2N6g5TyLy9hC2W7s8wLR5NNvNSf1k2P-004 )
AI

Hackers hijacked 1,900 GitHub accounts. Then they went after 30,000 repos. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQY63prCCW95jsWP6lZ3ldN5XKKvMn0Dv-N2-Zv2-xgLQZW3xkhNY7DFwNyW82CjfR7L_8pfW21Stvx1y0T31W2gmg7Y1lRSqvW9h94S-90l9jnW1fL3lW2kfYP9W3ZZ6qP18zg-rW78ldNh8kN4LBVM3rPj6G95sgN6xMfFrf8zcYW5_L_Bc2gGC7-W6m7WK45M-q2GW3m9F598_Q9_tW3HZtVp2MD2qLW8BMvHD3sNwPSW8LZYt54B38q7W7XzqXh5hFbqrW1wM3m76W04-9V_bDtZ9hqjLxW7BLbDD7HzzZgW9hJ8cs7nBcyFW2TrsWX3fHymgW1zRjgp46KJ-gN9l7nfq9vct1W4kXvtx5BLL37W7Jt-FQ15GfB2N6g5TyLy9hC2W7s8wLR5NNvNSf1k2P-004 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3llW21CJf48R6l7fW7Cl0f06dh6_5W7l3Stw3NsklFW8SPhzs2Kf2x_W73Yc0D7vwT6RN3cbWG15M_GzW6Tjbwv8-TMPJW6cXXXd1wMMlfW1CB-YC3L_WpxW1mJKdT5Q-dTjN4SVjKtY60gPV9V9y-2ccfNKM-SRbMwNqcvW84Q56319vtDJW5zbBvY57p3phW8Rw7lg94d3nqW94kv5t40STRNV9b1zw1rWNwfW8H9MQp3_FcmNW20ynVG3bYsWcW6cNvMv7xpPk2W4CN8_G97Syp5W4qbdpd86w_BHW8DC_Rm7VfMc5f2pKdSY04 )

Featured image for: Vercel adds always-on workers to run more of your backend (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3lFW8S7D6v3MG6y2W8YmVvN39jmL9W2NK7bg7GBgSkW3kjDWH72Qdm8W8w27399bBYqDW2f3J1x556kqcW8ppybt25z9T9W1GfKzc2yFDSmN8TnSmKclHwkW8Zc-ND8y3Y4wW7l9BlK3T3sgYN6HhnTcq9s3RW4HykZL4jwYCkW6rtww03l8H2_W47lxq95gv9-fW29vrQs8Gy9JrW7gNskV5r6bTZW50wr0Z51Wn03W2rSN2c3X34nrW4Dv8pY6BkTWjW4tsw0c1nBWdYW7_x87-4wB7dZW37JBW32j0gbTMPnPmDBPjMcf8qbbkY04 )
AI

Vercel adds always-on workers to run more of your backend (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3lFW8S7D6v3MG6y2W8YmVvN39jmL9W2NK7bg7GBgSkW3kjDWH72Qdm8W8w27399bBYqDW2f3J1x556kqcW8ppybt25z9T9W1GfKzc2yFDSmN8TnSmKclHwkW8Zc-ND8y3Y4wW7l9BlK3T3sgYN6HhnTcq9s3RW4HykZL4jwYCkW6rtww03l8H2_W47lxq95gv9-fW29vrQs8Gy9JrW7gNskV5r6bTZW50wr0Z51Wn03W2rSN2c3X34nrW4Dv8pY6BkTWjW4tsw0c1nBWdYW7_x87-4wB7dZW37JBW32j0gbTMPnPmDBPjMcf8qbbkY04 )

by  Frederic Lardinois  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3pHW6y2JFv6Gz47TN3LTfkYFQlYTVPQ54D4GBZ_tW5lt5rg6SqXSjW585Yyb3Tkg4fW5FKC_J4cV_H6N1ffM83ZvwY5W8fsy8H3xwFFBW8tZWpb1_vxK3W7V-1MD8ZZGJXN5WKl81rWGcwW5YrRwN1LzZNgW63j4j22z9RGkW10CRrP1XZRNDW4Xgcsy47-jZCVX8CCl8ZDmkNN3rmT3gLQB9yVkF6qQ5ByxfyW142Hwh645CBLW2G-VBH5mfVfnN3KNp9H-9BKvW63ZXl12slGtsW6vKlS94NwBNmW1DzRFV3JdJ8df7BNynd04 )

Featured image for: OpenAI promised developers six months’ notice. GPT-4o users got three. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3nGW6HwXGr1l8pbZW4W_b7R2TXFcqN4y6lx4XlTqSW630ZG14Wl9TQN2WQtKXfjgsxN5H1GP2b3tJSVhLH1g9hxTxzW7JPTcY5vF7PmW4lw4Rx1WJKcrW7-GpW92305dyW8DkCqV8pjQs8W8sRjLp9fJ7_tW4YJfR34pRnY1VYRcgf7H1cblW8vPCgN7NdL2hW2KXVYf4SgGL7W8lSM4x2j7mcjW5hzmZM6ZhgfTN6sc2DThk8v2W4Pf8zG5TBzw7MCgNtXp6CJCW8wlDtS1jp6vpN25yzMKT6gKPW18QrVM676q6Xf1x0Tlx04 )
AI Models

OpenAI promised developers six months’ notice. GPT-4o users got three. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3nGW6HwXGr1l8pbZW4W_b7R2TXFcqN4y6lx4XlTqSW630ZG14Wl9TQN2WQtKXfjgsxN5H1GP2b3tJSVhLH1g9hxTxzW7JPTcY5vF7PmW4lw4Rx1WJKcrW7-GpW92305dyW8DkCqV8pjQs8W8sRjLp9fJ7_tW4YJfR34pRnY1VYRcgf7H1cblW8vPCgN7NdL2hW2KXVYf4SgGL7W8lSM4x2j7mcjW5hzmZM6ZhgfTN6sc2DThk8v2W4Pf8zG5TBzw7MCgNtXp6CJCW8wlDtS1jp6vpN25yzMKT6gKPW18QrVM676q6Xf1x0Tlx04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3llW21CJf48R6l7fW7Cl0f06dh6_5W7l3Stw3NsklFW8SPhzs2Kf2x_W73Yc0D7vwT6RN3cbWG15M_GzW6Tjbwv8-TMPJW6cXXXd1wMMlfW1CB-YC3L_WpxW1mJKdT5Q-dTjN4SVjKtY60gPV9V9y-2ccfNKM-SRbMwNqcvW84Q56319vtDJW5zbBvY57p3phW8Rw7lg94d3nqW94kv5t40STRNV9b1zw1rWNwfW8H9MQp3_FcmNW20ynVG3bYsWcW6cNvMv7xpPk2W4CN8_G97Syp5W4qbdpd86w_BHW8DC_Rm7VfMc5f2pKdSY04 )

Featured image for: Meta ships Muse Spark Open, its answer to China’s best open-weight models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3krN5Wvbz4QtQ16VDmydD2cnNxsW25DPPK8rqdlqW2wrf2h6H8HtzW8MHtf66PQWdJW59zCG95wKKZ6W94mlTq4Nm-9hW7-bZvB63k8wvVRMGdQ2ynvtXW95QTYM4FHNqLW4KP_VG1N4s2sW72vVTQ1tplHvW12RxYF2LxgbsW7t5kLT2gDQqgVYHG552NCZs3W7wMHbp64y1wFN8M4lGVyz7MrW1hQJDk6CBbRrW3-PDY74Vd9Y_N2nk0481qDBDW8gT1g81tlgLgV5RfmZ148JNfW6-gky_6B6S7CW4D6Tvk89JZtRd1QmMd04 )
AI

Meta ships Muse Spark Open, its answer to China’s best open-weight models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3krN5Wvbz4QtQ16VDmydD2cnNxsW25DPPK8rqdlqW2wrf2h6H8HtzW8MHtf66PQWdJW59zCG95wKKZ6W94mlTq4Nm-9hW7-bZvB63k8wvVRMGdQ2ynvtXW95QTYM4FHNqLW4KP_VG1N4s2sW72vVTQ1tplHvW12RxYF2LxgbsW7t5kLT2gDQqgVYHG552NCZs3W7wMHbp64y1wFN8M4lGVyz7MrW1hQJDk6CBbRrW3-PDY74Vd9Y_N2nk0481qDBDW8gT1g81tlgLgV5RfmZ148JNfW6-gky_6B6S7CW4D6Tvk89JZtRd1QmMd04 )

by  Frederic Lardinois  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3prCCW7lCdLW6lZ3pHW6y2JFv6Gz47TN3LTfkYFQlYTVPQ54D4GBZ_tW5lt5rg6SqXSjW585Yyb3Tkg4fW5FKC_J4cV_H6N1ffM83ZvwY5W8fsy8H3xwFFBW8tZWpb1_vxK3W7V-1MD8ZZGJXN5WKl81rWGcwW5YrRwN1LzZNgW63j4j22z9RGkW10CRrP1XZRNDW4Xgcsy47-jZCVX8CCl8ZDmkNN3rmT3gLQB9yVkF6qQ5ByxfyW142Hwh645CBLW2G-VBH5mfVfnN3KNp9H-9BKvW63ZXl12slGtsW6vKlS94NwBNmW1DzRFV3JdJ8df7BNynd04 )

The tech newsletter that does the math

Cautious Optimism is a daily newsletter for VCs, founders, and engineers, covering technology, business, and power. Every morning you get:
- Analysis rather than aggregation, so you understand what the news means - Where technology and government collide before it hits your roadmap - The honest read when the numbers don’t back the hype

Get your daily dose (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQWY3gP0xW6N1vHY6lZ3l8W19vJXQ95NQYVW2ryqXb2PXSBwW8qKTt83FNN-LW29D37Q12mTB6W55PK-05GgR1dW6tYp0t9g683HW6Cg1GK6z4VFsW2x78bS8hGBkbN10xfv1ztrVlN6Ylk7ZCZZn9W6w6T2J542hG0W7GZDT94YNNBhW4X-DpH7Zs5tlW7-W6Bl5TjCr1W54GlS_5b2vcPW5t7scr8RFvxrW2h3kHz4h9k6gN46CmNHZLP2pW5zmRpY5GxdZ0W766zZY18zWsVW1rg0W171txYlW36Zyqf97lrvbf6wSNCn04 )

FLOW STATE

WEBINAR

Why the best reranker can't fix bad retrieval  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3gP0xW8wLKSR6lZ3m6W3VNTLv8ZNSw7Vx00hM2ZwT0zW9kWc2C2SdvYVN5__sp_X8vRWN1xQw4167Xg9V6wswS6_b8FpW128DhW6SSgs-W3_dz-Z6VLYyqW1-HfWw65LcH-W39jhc-31F9tvW8K_p_q37wgmyW6NsJzk5F3qglW1t9QTP3M3xjmW8rWjNP16pnyBW5kWDQm4zyFtYW3FbQxN9khb8mW3thqVf29vY_fW8hNjZ-21ML0NW6b5rQc6-gFYsW5_YgxY1NGqbyW8S4xLF2-BqNdW6RkDWl4CQX-lW4G9QSF82Cy4VW8jWR4l7tCwRBW337qg_23SJh7W550njW7mtYjcVHxvk_8sgdhTVNl0Mk655mkDf182KQ604 )

No reranker, however capable, can recover a result that retrieval never surfaced in the first place. Watch on-demand to see why teams keep throwing bigger models at a problem that starts earlier in the pipeline.

Watch on-demand  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXR3gP0xW8wLKSR6lZ3m6W3VNTLv8ZNSw7Vx00hM2ZwT0zW9kWc2C2SdvYVN5__sp_X8vRWN1xQw4167Xg9V6wswS6_b8FpW128DhW6SSgs-W3_dz-Z6VLYyqW1-HfWw65LcH-W39jhc-31F9tvW8K_p_q37wgmyW6NsJzk5F3qglW1t9QTP3M3xjmW8rWjNP16pnyBW5kWDQm4zyFtYW3FbQxN9khb8mW3thqVf29vY_fW8hNjZ-21ML0NW6b5rQc6-gFYsW5_YgxY1NGqbyW8S4xLF2-BqNdW6RkDWl4CQX-lW4G9QSF82Cy4VW8jWR4l7tCwRBW337qg_23SJh7W550njW7mtYjcVHxvk_8sgdhTVNl0Mk655mkDf182KQ604 )

HOWTO

How to reassign resource ownership before someone’s last day  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3gP0xW7lCdLW6lZ3p_W18wX6K3-w_P-W4v-hJ64y09-CVv36kM8CmsMzW7XfzHD4G3B6CW1rjJmj5rQbGfW3g64B71MQrZ0W2xMC1K4sLTZnW2Jcwl92tz9CGW1YJ0RW6JK_XsW6dbqL95CpDGBW69sPGT3lX3fSW3vB44G3yjvM6W15RDmz54CdlpW3yxftt462T_DN2hL8k25F6BtW2dvZ-81KZpp4W1KDbBX4JG4kGVrGJW78m135GW80FntP2p9VWTW3_Q1vq6fKqx6W4Hk1mg47BYNXW5Jwj6D1NyWkxW3v01wD6CwjVsW5ZmTMk99_TH4f9d-Mtv04 )

Catch stale cloud resource ownership before offboarding. Learn queries and policies to reassign infrastructure when team roles change.

Read the article  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3gP0xW7lCdLW6lZ3p_W18wX6K3-w_P-W4v-hJ64y09-CVv36kM8CmsMzW7XfzHD4G3B6CW1rjJmj5rQbGfW3g64B71MQrZ0W2xMC1K4sLTZnW2Jcwl92tz9CGW1YJ0RW6JK_XsW6dbqL95CpDGBW69sPGT3lX3fSW3vB44G3yjvM6W15RDmz54CdlpW3yxftt462T_DN2hL8k25F6BtW2dvZ-81KZpp4W1KDbBX4JG4kGVrGJW78m135GW80FntP2p9VWTW3_Q1vq6fKqx6W4Hk1mg47BYNXW5Jwj6D1NyWkxW3v01wD6CwjVsW5ZmTMk99_TH4f9d-Mtv04 )

WATCH

Dynatrace wants its AI agents to fix problems instead of adding alerts  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3gP0xW7lCdLW6lZ3kvW7W6Zj76zbtRCW56md_s55zz4zW3ySN826R4Wb6N8b8qJt2L0VNW2D3NBv1TzD4ZW3kQRLz8zW13pVf-Qkc9jDjmFW6wJVhL4yZLpPW5zjLDk1DF0ZSW28JRkp3cfyYtW3sD8hX1G3pVnW1YlXDP7KX0RsW2zkyhH5-Z1-vVk5w2W53KqTFW7cnBWl76MK9KW1BpRy17FVsgYW98H2KZ5H4Rx5W231KDW4MXBwWN6_fLqMmw1lLW6l0CFR1gJ-fxW2xJMW21kdDcXW8B99J45Ls_BkTkghj2qb3FRW8gHC4616phlJf7lgYzn04 )

Agents should hand engineers a fix, the company says, and teams should still check the work.

Catch the episode  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VX6YB92sByZ7W1W5cpc2B9hkcW9fbdmV5Wd6BzN15bQXd3gP0xW7lCdLW6lZ3kvW7W6Zj76zbtRCW56md_s55zz4zW3ySN826R4Wb6N8b8qJt2L0VNW2D3NBv1TzD4ZW3kQRLz8zW13pVf-Qkc9jDjmFW6wJVhL4yZLpPW5zjLDk1DF0ZSW28JRkp3cfyYtW3sD8hX1G3pVnW1YlXDP7KX0RsW2zkyhH5-Z1-vVk5w2W53KqTFW7cnBWl76MK9KW1BpRy17FVsgYW98H2KZ5H4Rx5W231KDW4MXBwWN6_fLqMmw1lLW6l0CFR1gJ-fxW2xJMW21kdDcXW8B99J45Ls_BkTkghj2qb3FRW8gHC4616phlJf7lgYzn04 )

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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!