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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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From: newsletters@...
To: [email protected]
Date: Fri, 09 Oct 2026 06:01:27 GMT
Subject: Copilot just went local — sort of

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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: OpenSSH 10.6 deliberately breaks two features in the name of security ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ &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 9, 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">Copilot goes local. Your privacy takes a detour.</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>GitHub Copilot will soon decide whether coding tasks run locally or get sent to cloud models</strong>, with automatic routing expected by the end of October. Microsoft outlined the plan Wednesday in a post co-written by Patrick Nikoletich, a GitHub product manager, and Stuart Schaefer, a Windows platform partner architect.</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 announcement coincided with GitHub making its new sandboxing controls generally available, but the protections differ depending on which tools Copilot uses. Shell commands and local MCP servers receive OS-level restrictions, while built-in file tools rely on checks inside the agent harness. Remote MCP servers remain outside the local process sandbox.</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:&nbsp;</strong><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRz3qgz0W95jsWP6lZ3ksW5FTvtR3NbmSgW1NY4n03mffHKW36J7p-8FSZjHW3ldq2f1lKd19VjtcCh8wbf_FW1Yr0CM5BfvTNW4NS03M3JP9JpW1JR6Rf2qzRCLW3P30gw1YYtYMW6BT3J-2WnVyJN7C2xQJPRqcrW6rV-632YK7szW90-xsN6Hhj33W8q7QMy2JLDkrV2zv3r8VZv7LW8Gph-F2JNYjYW2zpc9L33VNFnV7n1kG25R4ZJW6K2CpS16xR90V9nwYK5pmfKDW844kJ52XwCjFW2z560k577RnQW48QVbb741-G7N8F9qYzV51bbW2JW0Ks5btH7fW3KvwlC8L6r2JW4fRxJl7lyFJzV5Nys95LhTX1W9k8zSc8phvb-W40b3Yp1zZml1f2jZ0js04" 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="3zF9oJ+S" target="_blank">GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud</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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRg3qgz0W8wLKSR6lZ3nMW7DcSlS9jFM1pN8gFxcxggpXJW722wfz7JKPVpW2CHn0l37RlDZW2tfMvl94d_Q_W4hVNRH3smjlKW4KJ_Yt1g5b-rW3FDc1730V7VKW8cPgGP47bdkJW2d8c-C2m96fYW4KYvyl2B2NMSVGxb3b67cw_bW57bStm3VwWNjVrvpkH2jXTw-W27KtKj2ZQ_g7W4MJbXC70RQ-pVrmk7r98-VV-Vcz0t57tmVLbW4P_Y972hnZrWW5Gd0Ss932-0HW393QDQ7hMXvwW63SD1D3KtM5jN42T9RNLqgkKW5hz03H1DgyWLW1hdBJ11pj_1jW1V7-m-1NTqNgVrZLFw5nsY96W3kQcrW8wh70vf3zjdTx04" 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="xMQmt/wd" target="_blank">“No reason why everyone should have an identical Claude experience”: Anthropic’s mods let you change Claude Code’s look and behavior</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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3lLW3gblgB6TkFbHN7_GZC7NDpSPW4xqzpb5c-5t7W1_-sY64KGd4HW5FY-g22Fr2KzVN1Hq68dp-0TN86xD4zS4wWhN4tdkYY6qHWCW8pJz1_7148dSW3Smw5y7klx-2W2k0Q3L4XdK8YW39mc6V6r2l_4W55rf6K5mHSsqVnn4H96ktCprW1k7rl21k18Y1VtGS185PfWBXW1m_GDM7TyMk3W98j70J8pKv5YW5QcFdG1T0_mcW33Ff2l5L8NmHW1Dk4vM10hN_qW4yMhSb8ZHKX8W2QSc0y8KBRMpN37BFmDWZCz1W8r0px04F6mWJW4f3Q1W5wh27Bf75kLQP04" 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="Ne7EBqNl" target="_blank">Agents have made CI the bottleneck. Faster pipelines are the wrong fix.</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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3q1W4tCF6H2BLRlNW3nhw0576wnx6W6Tk9Sr1Rnt6gW13-QXT8fL9V0W3nlP2q2tQQFMW6JGN7_8-rhBfN7dvRBDNzMwYW36wDxj6sYxdBW2vnDR-2Gs1PrW1-vdhF12P5BjW3ZMcYh9jKwrGW8Dscs_4d6XVNW2r1kdG7JvfGyW5NCJHV4zzr4PW35NbFD7HZkksVplN7W1jmn7ZW6-jscN6PNkmvW8D02Mw8hpnlmW1jDbSM32xj4LW98vVbt3zTn_kW4WxbqR5pC0tBW8j92vh1TTdrYW4q13wC92MYCvW4yzgF7768G6-W26Fd-G5fp-NYW6hjHwg6xmqdHf4Xh9zW04" 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="TZJqtBgH" target="_blank">OpenAI’s former safety lead says it’s shipping “new capability and risk every Tuesday”</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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3n7W92YYyd4wdcfkVlcYhf4Q70nzW2QrLDS3v1PtgW2wwJdr7M6zMyVmM0q46LJjT4W7p80gx3ZlzgwW7fH54W1mT_4VTqPFV4b2h8lW4X6Gk-7XVv73W8ppkpq1xBrtJW5FQcRM7kQcyCVKs_Wd4N93LlW37_X2_1lZ0d8W1rg4Gw7z63VRW2Fk8pW6BNZDnV1_Lyx5GRdrBVQgJwP5kn7H6W27BFmB1h7z0WW7fx_BH2pPsMrW2yWV7P4vbJ8cW6TqsdL4N9xLxW3wh0b02r5FSjW53dP_F339X1KW4rk3fK611bNZW3Gjl5W3WwGwVT_yqK2ywqw_d1c3Nq04" 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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqPv5g8t6W50kH_H6lZ3mrVNKLz84YTmp_W8HDbgh60XhFKW95DZwz7lvkMhW7bCJm62VwmsTT2W4w7vPjQkW8ZlF9r16HXpSV9TdTy6whp7bW2HN8KG1v1YKnW6lxsYq6c1bvMW10-lHv4dHJDLW3FMtYG4hqw1_W82NzTw9hRCHsW5V4Rt-8S7kd0W4MtS1M48397xW2h-8lP23NP6BW6WwmVm9hgyQ7W5BlZzG33gNprW7sm-BM76zr2WW49Z14B8RHKlxW4NHt3t7_XrDrW4_-4Cx2hK20mW1T6qDv8hMJl1W6j9y8d1ZhG4MW5gcG4M4Sm2tGW2yVztL4sP0gCW97fWK65VkyhDW4MMMK77M7XpvN2YcHLTNcQljW3Cq7t41KkyRZW8sRhyL6Hs53FW1hdPzR4rG7W8W3f56fB2KFS43f8c13K804" 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="7u7F3hBY" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/b1456ccb-arango_webinar_14oct26_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"> Six data requirements to get your AI agents from demo to production </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 enterprise AI pilots work perfectly. Most production deployments don’t. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqPv5g8t6W50kH_H6lZ3mDW7wNkjc8nsQhhW4rj2nm8XyR03N80x68nRV3NBW9224284JY1j4W4PnS3S32GmRtW6K_Xx_6y3f1NW7Xv2l_1gpMJkW27fp5B5GBQ2GW3zB-VT1NF8hpW7wRMkB7PW9QXW5GfZK74WK_FQW5S4J_z4cLkdTW55wZYZ24JQkRV5D3ZK3PGMmkW4-yrYd64FbD8W8zw6Yr6CNVRYW7979-h2-ZGDVW98xCyP8lKHVwW3NHkkR6VSDn0W3hrGrB3l1_Q_W5P0_6J3F6q2dW2phZDy2vhcLZW8RSTQY7f9ZtmW3DcYJn2Q-R7VW2zcRT_3KmsYbMCGDHGBnvlyW3VV2Yq25rLRgW4xcRxb4gMXFGW1zGyPR5FQWHTW4pHb-f1yYQ46W16PghZ3k4FV2W3pTLp48G18PFf3fchbj04" 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="S+ISY260" target="_blank">Join us live on October 14</a> for the six architectural requirements that separate agents stuck in pilot from those running reliably at scale and learn:</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">The six requirements, from semantic clarity to unified persistence</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">Real production patterns from financial services and clinical research</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">A framework for evaluating whether your architecture can support the agents you’re building</li> </ul> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqPv5g8t6W50kH_H6lZ3nlMdwzWb4XbwgW56Gvbc3Sy00HW2csXR840y7sDW3jHgxQ7J_jzBW7f8J2r7yx9CVV8xhcY4rtpMnW95619W616w0qM2pBzzcChsdW77hBF0912PP1W5rQBJ16CM2llW2nWT7D1mf5F1W3bZ7Gs3GsY5_N8kFsKBKPc6KW6VDwX643dD7kW1FGwMd2wD0y5W8q-Jfx5TRdndVSvdjr2YJT0tW6t64YD33QJFmN72XK-l220V_W5KBT6k9hM-zWW7nbFkB5w9YPMW41H60P6vsqTcW9kq46P2mn_YFW6Qpxrh72jDgdW9b9pYY3CpPcMW190vKL3QtrJhW4SWPB75yHQk6T6SPG1MjlmrW7Tx38Q4xsxw-W315TWF8vGrTCN52CY20gK844W55_LX36njWt9f6TRBvM04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:12px 30px; text-align:center; font-size:18px; font-weight:700; border-radius:6px; text-decoration:none; background:#ff3287; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="bgABBguB" target="_blank">Register to join</a> </div> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #142640; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#00aff4; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">OpenSSH 10.6 deliberately breaks two features in the name of security</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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3lDW8zFjFJ5lF-FTW7BR17g7rPXkXW5SGcpK7CqmpNN6LzVNq4h7cxW2xvTCs8TvJR1W1zkXTl48sF5kW48tjF855HRk5W23VSZ34-yHBHW61tX_D6Y-KGqW598tRS6TGjJhW2sGhSn8yp6YgW3kK8Fz59cQWVW20q_4z82dZ65W7tL6qj75Lg2GW51tBx21XCXyJW46ZQh550KN1YW3QM7Zq2Z9fL9W1sNTGy76X44_W1qP61J5h4gDkW7mKvts2nmwwKW6hxsfT686vYRW7F2-Wq8mHb8fV8fGmx11Vrx8W4JCnms1sQRnQW1zRN372bwDDZW30M2837CcC55f8-LWtl04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank">Amanda Caswell</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRg3qgz0W8wLKSR6lZ3kvW89C5Qh6S7RwLW40N2-Y4SF-FGW36k52R83C9XpW2psrJs3QSPc5W5j9whk7XzC0CW3mhrkq4V1kslVC7P1v9bKWj4W8fGdxh5pLljkN2m0R1k9LBVhW1XbJhf6sLWgjW4rS1gP2vdVB1W2fg01t83lt8DW8p0jTC8ZcnhYW2x8FXQ7x47fZW7DQntP2_zfc6W8q0HsJ86MBzjW2tq0WJ3ydQVhW5B7WYq7HYkyxVyFmKD4SsSnHV_2p5g1CQsGsW3709hz9hSbPDW1N5ypg6mGc2qW2fYXXV6Y4028W3ZJYMw1dQHxLW5Crd8J5ynL83W4lqsl_3DPrVbN1JB399J7qwdW98224c41rPwhf21j7xd04" 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="kOAj0V3e" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/10/ed1f90f1-heather-green-nndxjya1kyi-unsplash-scaled-e1791412532533-1024x580.jpg" width="524" alt="Featured image for: OpenSSH 10.6 deliberately breaks two features in the name of security" 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"> OpenSSH 10.6 weakens SSH compression and rejects $ and \ in command-line usernames to close a plaintext leak and a shell injection risk in automation. </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"> OpenSSH 10.6, released Tuesday, makes compression less effective and rejects some usernames that previously worked, and the maintainers knew both changes would break things when they shipped them. One change disables the LZ77 dictionary coder used for SSH compression after researchers found that sharing... </p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRg3qgz0W8wLKSR6lZ3pjW16gsXg4rn9qWW5C9r412_XW5SW2PSHY88vkB5rW4MnzRR6fsjLvVqDRzl491H-KW6vnBYB7kl0CxW4m7N6x5GPByXW1dnL6Y6psq_8W5XfSPq776pJQW6mYxmw9hvCBbW5j0fC_7rJhfRW6g79g08RcBfBW2mF7xB3bB7vQW6cp1Gk7Nh6bjN5SND3wf_HRNW7ynRRz27Q2wCW1YKqg-9k39tjW5GW-M89dL8gPN64bYDczM5jKW95yZ4z7hcK9yN5K7B4Q2H9xFW85KSjl67H29cW1WZj-h7NJHfRMGQCwgrdwxHW7lXz6s8hxg7qW5x-grJ141JHvW55kF075XTlKcVMNHkf7j8SfNf2d2Px004" 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="k2IIKfOs" 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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRz3qgz0W95jsWP6lZ3lCW7njJSp5zcQ_xW20TDdH2MqlXJW1DR-nb3hjs0NW8xdNlb933HsQN83Sz7RmzvPdVt_Mkr8g9H3KW72Y8hT3yTB0XW4-F1988RkyrmW63r6YQ944VRnW4KzFgn5cW8-PW7-fNwK5vhxq3W6TZNN-10YdLcW3hSg852Cbd37VTGjBv6fMS22W42WbpL8RNfNXW4dVmZ_71Hw4YW5Fp5gf4qmsfyVzl3-J7zgDYjW81QGjm7h4CY5W45CJp27zgxjxW3NPGZ-3gbRvXW1rK0S11R3r-FW8GkBLR4sTxslN51zW9qZ1WcCW4MRS9780w-_qW4TxhV74lHZcQW7BjsWP5qP_PKVpLznw5p5t3mW2C5rwz3-3NWKN2rdCsx2TNXBdfv6Xl04" 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="0c9Znh0k" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/01/25870d76-screenshot-2026-01-30-at-19.58.20-1024x515.png" alt="Featured image for: GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRz3qgz0W95jsWP6lZ3n1W7vd_KC8WJd1rV1HF-D2JCqGvW6rlpqR7qkD__W3BmFy64bgLypW6MjfMp6vGcbjW8Txzh36fYjLNW8xP3PS3y31C3W8HZrnF4Bf5ggW7vcSZK2ytpmnW3XxxVH7nkTQkW3wjpqD99T2C_W2cK_Pb5JwgL_N5Q0yyVqsX33M9jR5yKsX7yW11HRPH6vGpHlW2zwy-g1klBhLW19GD4t7dhln_VWc4yP1b7D88W5Kftcn6dMKZBN73HVPJRVK63W2jmF6l5vb6YVN295BnPzKd75VHW4qM5gzwhvW2j1vRP2rQQRLMGzYdWJYC3lW3r6dNB4w7R9bW77fQK751TGjzN49D3Msy-lgHW97xfPK6kqKpSW35GvtM725lTDf5FQ3wv04" data-hs-link-id="2" data-hs-link-id-v2="dt3jlGyp" target="_blank">GitHub Copilot is going local — but Microsoft won't say what gets sent to the cloud</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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3lFW8NZJrp8Dd9WXN13Wd2PvNtgDW1xMl_l2hfHdZF32yLvWjZGqW1xvQTB1ZGL8qW77vhsx2pypW4W6pVpnW6qkthGW5gQpkn7KM1YhN2Bbv-3fVPnMW6df_Y96__WhfMtFpkK_DhTxW45LPts6dZhpkW65psfv3_3q7gV6lSl34hnWkVW4mjSzN3Jrh4nN6l4qNQtdb6rW7JnSFq4L5g1pW5bcN3B3-dSm0W5J6CYT8PBCfGW8b4Tqv89BlqCW1bjk014JCCCZW4N01R399Wgr7W3v-7Vx4n5H7nW9jcR5q5cNMNPV6R5yT3WkVQwW3McySy5B8vDMf8-gGHR04" 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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRg3qgz0W8wLKSR6lZ3nbW6Fbr889fvY-YW510mPG8LW4msMZ5GNVvDz75W2_ZL_m7W1z0ZW8cm1vS51xrZYW56_5mk2QwpmmW1bCzj864h5dlVWrHBF3dys9jW4GrKlR84srz0W3Kwgc134WKJfN1whMwvPBrHVW3_9y8v67r3dBW2YM75l72zxNqW4j3rJc2dWV0WW2WW6Zw7v0jD_W3XxS181vrgpvW568X5w6L_zhBVTsM7M46tlZQW6Fgv9P8xCb86W2NCjMZ3W-LJMN8-Mj6lXM0vjN1hf1mBm--7wW3Cwpr07JkV2wN3hYJws3twSvN2zLzVfwK0fyW58b-Fj7xMFr4W8tM6fQ8WQ-rFW71t5dB4nC09bf8vyPL604" 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="HwQiXO1F" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/07/78b12e3d-aakash-dhage-q_d2ilpbmjg-unsplash-1024x576.jpg" alt="Featured image for: You can outgrow vanilla Postgres without abandoning Postgres" 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 Engineering</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRg3qgz0W8wLKSR6lZ3pNW29Q8dX52J9KNW6Nm2lf7c0gcBW80W-xN4SvJPpW4m6KGl72R_m0W8G-9t198zKXgW7Gg1Sy22Hzm3W4mJbpD7QcxLTW40WYYJ4f0jN7VJPyTz58CcJhW3tPl4N5y5dxJW9g2HF_5mlNzlW2Vg29926vFMsW23tk955rhVPNN3452mnDqm_mW5sp_S546GvDnVZ0Dzz66SM_DN1pZ7V389FZrW4NRYpg2DV_YCV3DpX-8jQyS1W6NnKNk47T-kcW8TstTP4kWvWKW83DRsq2sljtkW6BgfR-83X7lSN3slkZXX8PhfW4j1fw747GMzrN2t3xR0XYvxJW7YJmmW1Hj7NtW955LsG3pD9-qf2Vv4WW04" data-hs-link-id="1" data-hs-link-id-v2="8xADgULR" target="_blank">You can outgrow vanilla Postgres without abandoning Postgres</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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3kWW3HYCc672Rz76N6nR6DGdr6LgW1lR-x94jZK2_W6sxXzJ618kWYW41XlRj8ttPJMW8LbH5g6xBdmqN2M2ZgMgTmlPW39vZ2s77KtYhW3LqzFX7LJwPrVR3Pks13J4DqW4VC0gz4L0JYpVhdKzW8jJGWmW59Sg1b6fp6T2W1y4wLc6NxfH0V9zz9S3TC4-bW4fGnHC4hTbsrW8HXmrv3qgbFBW1pdzc345RzmqW6y6dl44lt85yN7HrcJDpLm0PN17gLRy7vTnDW6hQ4gj5vYLHGW2dwRhV16MsGPW4fhGtc72B86jW8Qrhsq1P-P52W4kPg6s3MPkn1f7hvVHd04" data-hs-link-id="0" data-hs-link-id-v2="3SQ5+VKo" target="_blank"> Kimberly Fessel </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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3llW5y2_8Z1-XcYXW3NTR0S67h4ZGW4cn1Cr7zJRs5VDNq054BTbBmW6tT60S7VXDDWVQKxc142gsgGW91w_rG5tm82bW97KN_06Gvj4vW2pXHwD7cFkWZW23TpQY3njMBRW3Kbbtp8N76_vF9br2dTTWrTN5XwgK-pqQCpW6kL6wN5wv6kjW6r7KD443bmY_W5V-_VD6lVgB_W8Jdnf-43c05tW6YmhXY5B4WdJW2gBynw4_BQ2gW2-2ySN5h0NG5N25zjTQTkpBRW5n4fx975FNYfVVd2p77G_WyZW6pRf513zT_91V98Hbh46fXcgW17FRyW6hfhssf7P6K6n04" 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="bLtbTTRf" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/08/e2372247-osarugue-igbinoba-vfwig_hleny-unsplash-1024x576.jpg" alt="Featured image for: Most AI incident tools still leave a key decision to humans" 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 Operations</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3pFW6WR1B74LlBXjW2v7Hwz8pj_LQW8lwLnP3jXVV7W6Jwdc683T_VRW4DWTPN5P066wW8mXszf8b09jsW2pj60Q21h3kcW30rgXn8XF4yLW8sGDrg5Lzk_NW3DYkMx35QBh1W65QBHy4v5J2yW112WmF920PyFW7LgV2d5tHYlhW1802Bg5crV8qW7mx83W6R56D0W95FfCk7ZF_-CW7v2z3W8yHkHWW31tTjc3YzHk0N2B25TdjrmZ8W4LslzS17shr5W1_v-Nw83RRSDW3nhnFv2R1v3BW4t9S7m4sZ6GxMzZ7hzNgtPQW6fTzkg6r8xNRN1S1blSs9Jn2f6DBB7Y04" data-hs-link-id="1" data-hs-link-id-v2="DKKktd2+" target="_blank">Most AI incident tools still leave a key decision to humans</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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3mhW8G7lC04zd54yW2K3fBd6rD55XW4lF58z5jRzsRVcF-7V1646VVN6qj7H2KfmglN4YpN3VWpSVKW7ldwTG4Klg0pW30rD3c80_SFyW7vjbYr56WH-xW1F096Q7zxXv2W7t3t6l8fS2cWW95bbpm1JWKZBW7FNQmB32BPvmW4xRrl84Jz6pwW4fTPrr5XdXjnMQbxfV6mRXCW4TdHHY5B1cD1W9hBtKK4PWRsSW1SMKCv1dG1plW16gQ6d63fQQ3W97j1934pgsktW8FYCSW2mjlk4N18Vhhms_XkJW5qc88C3tgxkBW1h-4Nx428ZbKVbfzFk3PS14Kf46PgYR04" data-hs-link-id="0" data-hs-link-id-v2="5s81fwL0" target="_blank"> Charles Humble </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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3plW3V0gcc8y7jFVW5fq-BX1_m3YzW4CTsQh4V13DQW5yXFXD1Gnd4NW25C7nt1HmWNbW4zptVf7561VQN8V-ZcWWGzPFW18Hwlw6GbvnMW3FDVWz7jc5ghW4ZsJhk9fnmD3W3qtpW23frPWLW2T0fth52SBmjW3S94dC7W1gHrW1jL5sv7BZNcZW8Td6BV6lYwn8W40bhvC5f_rgYW2qvzMj2zJPr_W5x2NBw8bd0KFW8hK0mx2Qyr0LW6Ww7Jt92pg9LW972jSF2_BdwwW2Dgwpx5T91LdW8RyMl02nCCSCW2DZHWy98X154W5rxXrC9hdL-pW89cZqP4BKpFzf1P82cK04" 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="pTLVaPcr" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/9cace81a-a-c-iz6mqstjffc-unsplash-1024x546.jpg" alt="Featured image for: Your AI agent just provisioned a resource. Who owns 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">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3nLW5WLDLB71Bcb6W10n7Wm19qT6WW23pwnl1bnqCvW7CFZf329yNpdW3ZMcfB2SZJrSN33H6p7FQ9SgW4Ty_Kk6L_7KQW6dgnBh1blqQ9VcC0pj68hJFZW867Rl_5x9BvvW27lW4N4l_4fPW2GwQTK4QtDl5N6VcdflPHVR2W1Kc3S52GnKH6N2YFPTMHQ5yCN8_NbNrz0PbfN959M24GMTlsW6K7HNq8HQjqlV1rJ7P88BH_4W2Gby3B50YYsbW4h5d8y4w_5Y8W2HWv6_3hWf_rW86bbFL1SsrfHW7MVvf194SKZsW4ms3S28ttN-JW9hGl758XMcm6f54yv9v04" data-hs-link-id="1" data-hs-link-id-v2="LQV0YlZY" target="_blank">Your AI agent just provisioned a resource. 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Your tabletops haven't caught up.</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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3q5W8QgL8B2QTtcWW8psyMC3s82GKW8gh3MR2KRxtVW6ttQ_46M00PSW889Tmh6_2ZBQW6wFNqn4QS5XpW6gF1YQ4f5yv-W72dBK54WQs5pW1R0G6t2w8XlZW7SxKHp1BJsKFW7nXyxZ3pm-_KN7Fbf3vLwzC_W1JfmCc1dYCsSVwPSyM6JjVNPW39gWBb6r_rn1W1tHQqr596vhhW8t2PRQ8B4h7tW6H4KQ88x066pN5LXqVp8LXl4W5k2g5t86mj0zW7CyVGZ34g3XyW38wJDF1GV-YpW5CDvQQ55TX5TW2Xql9y65vy3CW5cRwsL1JsgS3W1cWgfC30Qf26f5gx8zR04" data-hs-link-id="0" data-hs-link-id-v2="Wg1S9UGt" target="_blank"> Andy Gombar </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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3nhN5nxjnQYJF8sW7VjclT1RkRKnV90Cpk3QNCs6W579M0t2yThpHW4mj7wF5Qn16KW13ZQsW9lBCCxW6_KlQy5srlhXW4W7XLb3MpKx6W6dy6SJ7knx1GW7LjHKZ7bnkBlW2__bk77J0SGlW7LLqzd3nSBwQW1m49GL68-N3WW3NTH3C4yX4GBW5qbxQS236D8DW6QBBy38M3SzJN1kf3HScKBV4W6nYBz81Pj70XVx2fZ967XjS7W8LTSYX2lbcb_W92w2GK91DqhXN6-v7lZK0T_GW1Km9X62xPY_yTfm8m5Zb5V9W3D6zwD68SJ-4N7vKgGVGctnmdXpz1b04" style="color:#ff3287; 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letter-spacing:0.5px; color:#142640; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#ff3287; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3pVW4knJq24tKCHSN7WbNGcrqkFRW8pzcFF8S3pXTW27Xq978HttGNW8vFRN42pyb5HW1DJZbx1y4cbGMKzxrjrk0jtW3SNVkm8FT_smW56XW_Y4cVZ8xW8C3PhT48R5MpW2hThwB6ggMvFW6PYWXr5K5rhGW7s4Rl86FzNv3W4Bj05g6DG0KSN111QR41yf7kW5pmnBV48xqh0W6WD6hX1hHP1XW88L7pQ3CmBS2W1PdQfs6__pLgW1yN6s3442bwXW1Zcw-z6l2p_PW6VjjC76HsxXNW2k9ckB45q0MxW804Ht54w6dXMN7hZDTjC-4jnW4QtgJy4gCJ55f7gZZ8x04" data-hs-link-id="0" data-hs-link-id-v2="BE+tX4Xl" target="_blank"> Jessica Wachtel </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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3mqW63jzrJ1h8LBlW86JkfH5SsvbgW3j7FNV637b6zVNS96C4fWR7zW6-tx2-2Lm47VW7nt41Z5w3m62W9c_sFH7BHtg9W5Fl2tt2z0kJ2W7gZWwJ1DWsg-W5nBzNk6q681LW25Cnsb4f2NbpW7KF5lB8Rj1F3W1nRmL298KmvCW56yxRy48xzQBVp_kwz9jQpVxW7TNzPj3dNgNfW61QnTP3n1y9qW8j6q7x4t1rDvW6D_jLC2rMvrWVjZ5rW5dBmp6W12qTS36kmTpyN8dZwFSfrjq_V9Sz4Y433dD7W5rtT7k82yzryVRNTNv5vv2LWN9b8PCMB5TM1f2tpyzj04" 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="bjQOt0q7" target="_blank"> <img src="https://cdn.thenewstack.io/media/2026/10/ee1a9e41-resource-database-joz4ohpe8f4-unsplash-1024x576.jpg" alt="Featured image for: Building scalable, agent-friendly APIs for AI applications" width="100" style="max-width:100%;height:auto;"> </a> </td> <td valign="top" style="padding-left:16px;"> <div style="padding-bottom:4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3ngW2MD9wn30tRfYVPvsyn69Mm_nW2WHmrt7rV18_W4CBxJl6mzYJ3N6hzbBbdSkwZW7lp_Yg2MLN_NW5ZrpDn7kkDTkW1Pnl6t19JQ5-W4RdFVN1MxLGwW6gL-Jq7jn-1-W3MQfLr1N_0DPV6sYQQ7fwB7kW5ftB6V905T-QW7Y672_1WQTkFW8cB2T03VSlM8N5b4WMG6kQ3PW8nRFHn2lK6myW5PWkvM4-DjpsMkR-hhS3p3XW1ZpWR190v9jvW5cbr3B88W91fW805zj615v-PRW2lDYB75p_wS7V-1D6x7ngdX4W59ycXt8Rn5fJW33G25N4ZVzYnddLQwv04" data-hs-link-id="1" data-hs-link-id-v2="Ms0e7n9u" target="_blank">Building scalable, agent-friendly APIs for AI applications</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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3qgz0W7Y8-PT6lZ3q1N6mgLQmjLb4dW59btmg2JGbDqW7kt8_K2kk3pzW3WgW4r7k4V36N42McVDyGwX7W7Y6lGx3cBRYVW1_S9cv2zJ8r3Vx0qvt1xP_CFW5wvczl1C2y3mW44rhml5WRYMXW3MFVfR2Qp_z1W4dkMht1c768MW44JrHh7-z7pkN2glJDP-lSV3W8bGNZR5cgP_tVhyrxJ2jNcsrW358JRh19fPrDW7sGmQ_20dr-CW3819q_6CxNLqW8XBTt26zp_t0W3ygzp370Q8TvN1ypBVKxMrBtW7rS2M891phmbW5XznW-20Y67LW2ryKKt1PHByBW2KNqGH8Q-GjHf782b3K04" data-hs-link-id="0" data-hs-link-id-v2="8R3M/e9n" target="_blank"> Nacho Martínez </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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3hCZYW7lCdLW6lZ3pqW7w67SZ1R0sGmW4PQmWj48NrFGW3XWVg_7swNqvW8GbhdS4VBLmhW62N0BH6bPkm5W2-CSPV4_2wCJVFk61j62VHkBW5JzJks7ygGpvW3dLv7X4tPLFwVfTRnN3yw_JZW3qDX2f8mLQ0MW721RK84-r81-N4J-_t3HvjhTW3b6hgD5GTqn6W8MhLfg1ZmQxbW74KbRz7tYx5WW6rrg4h8p_QvjN2bPqj_vhZL8W5swh1K6sFpNHW5G76d-5XQY3rW4_DpMb7nmWdpW2yWXHG77-BmYW61g15S67rL5rW85rh3-7YtK8Sdbsmw204" 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="ZyRfpFGw" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/09/e2108bcc-ardian-pranomo-qgg5mpxk5pe-unsplash-scaled.jpg" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> AI agents speed up development — data access slows them down </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">AI agents made building internal apps fast. Getting them safe access to live production data is still slow, manual, and scattered across every system.</p> </div> <div style="text-align:center;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3hCZYW7lCdLW6lZ3l5W4tnWFy6vvG9WW8TFnD31nkpKmW7qzCv4709tfGW6DydbD2ynSg8VL6trj95n5jNW7jRswj5m2j6lW46CHtH1D4B02W823gVd4FkVP2VrdLnr17svQjW459TmS40f_FCW4FM6dd8B2pJfW8cj5Ly56c2g2W5g9cT25KpS-dW6qVWSs30-4nxW3jyBBF2rj2QjW6Bfs_V5vZx8HDk622hn7N2W8BygZ24Vl0QtW4wnf8s1c8bwPVk-23d8VPt_3W81-1XK1yNKmVW2KGV6Q1n_q4wW7TsqQZ3K0wXjMKgL_DHyQV8f4QR_-404" 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="2OxfAGpz" target="_blank">Read more</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">TOOLS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQn3hCZYW6N1vHY6lZ3p6Vw6wHp6JGHprW9gt3ZG3nj9XzW3DLMhQ7PwhSZW1FpLzM1Bqg4PW4ZTvs91-WZVKW97yJvK2lPp_lW2yH_Vn7Jlb1yW2fzr6H4_4DFRW57yf8c4qr9GQW3zp91T8pmfWXW3Q7NM58lK1g-VjvC3F7ctXmfW6cly5c99KLQGW3rCkmK4DY950W632HQc7Tm1pKW4xV_0z6vl8kZW1P5Lm74dDGk2W3TKZH72cz__5W8jkMHJ4B4BVNW51FDZv5LZfbMW1TpZJh4p5LQwW84kxS_6SC09Cf4vP6Yd04" data-hs-link-id="0" data-hs-link-id-v2="Daxm0IpW" target="_blank"> Learning to code shouldn't feel like reading a manual </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"> roadmap.sh recently launched Lesson Packs: bite-sized, visual lessons paired with real hands-on projects and an AI tutor that's there when you get stuck. No fluff, no filler. Pick up JavaScript from scratch with hands-on projects, finally make sense of the CSS cascade, and learn how the internet actually works under the hood. </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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQn3hCZYW6N1vHY6lZ3mbW7SJ4Hc8G5k7XW1h0Jmq1DKwVyW98Yx2N57cbPzN5Jc7cMcL4F5W5Vgyj69b7-2QW6-Msgt8yqZwcW7Mr6X_965wrcW2QwxDV7gvt3wW2993Jh93NDjGVJn_yc8KTf--N33LT3Z-GMchW8RkbLR6756vHN7sjPj-w9wzCW1llPb56JGj_vN6BT8RWVQQQzW1f68KZ53SL04W9hPdVT4BbNj3F2t5L0KKKzMW7xvLD34x_BqVW3tZyg23zySTCW1JvVCq8qbncrW6TM97-70GvYFf8Q1jVg04" data-hs-link-id="1" data-hs-link-id-v2="Cie/+Q9Y" target="_blank"> Browse all the packs </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">WATCH</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3hCZYW7lCdLW6lZ3n9W19MFYR6-6HdjW3JrbZG6n_Ls6W7424Dk2-7wBkN1RBkpXVvqzKW53G16v76x6x3W2-RXSY9jPW63W2j8xK22fvdl7MBw5WWCkM97N3YXVB9v6hgmVfxfJb5xcGfyW8tY5Jc5MGV2BW1k-LGb91LgY_W3gb_m25PXM6bW6xyc0p3XKqMQW1_FH3z5sqZ0pW4wN2gj3Z-PvzW18s_5x4bLB3PN2fYbW032V2JW5LMY488dsPGFW65bT2z90ZdpDW5fMZ757HptqfW4kLZV06hK8cPW36kF0N2p2t1DW1zm_y31pxq4Gf23VPn804" data-hs-link-id="0" data-hs-link-id-v2="unNlKohQ" target="_blank"> CloudBees just committed to an AI-first pivot. Here’s why it matters for enterprise DevOps teams </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"> CloudBees' board told new CEO Mo Plassnig not to stay the course. His answer: an AI-first reinvention built for a flood of machine-generated code. </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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3hCZYW7lCdLW6lZ3pVW6gxcy06V0J3hW2pcbMm7_h8sHW4C8DZF41JvylW3nZbBr5W5dzJW8vmvy27DcBHXW96StN18vxv4PVTy79Q6F5x_bW6rcbVd8JDT74W1tc9yG84xPYFW2f9gLg9lm_c4M6wYSWKP7-7W5Y0v9v328zrmW9d6J9Z3Xj63xW7sYhK827RQ5ZW8pTc1Z1SDzPtW5jNnXS13gXwJW1nXmhB6X_2l1W8jTWP65wVpJPW6_R7nC3G183rW5Wq4XK57v1L6W9jhHrW80xkgrW8j1npw7XhGk-W2BpkHx8w4rGYW6wpCyp5XSV4Gf775ltP04" data-hs-link-id="1" data-hs-link-id-v2="LqHQUtnt" target="_blank"> Catch the episode </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">INFRA</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3hCZYW7Y8-PT6lZ3m5W53-s-_502-JCW6lZtGX5lhh_QW7Kf4RV69PFQqVvmQS15g9tLMW6DyvbD1yJntXW2K-FJm36BKCTW4HBH-K68SDdhW3cXMYs7nPPV8W7MHBzd6X_K41N1YDslsV-5bDW3fq1Rc6gF6F8VbmW921bJdKtW7x1pmL3DkQnlW5wD8Cg9k2Nk6VckYQj7392BKW6x5GVj3V2yZBMVwYsm-271xW6vKB9553d5TsW3SY7sr2zY52KW2_pH7T261JkDW6dLDPl4NGj3TW5F_JYt4GfMPDN1_f1Z9BGq1wN2nX_TTPVy14W7SDf8m3Qs5pPVlF3-b87vNk4f587n0M04" data-hs-link-id="0" data-hs-link-id-v2="Nxvq7jfg" target="_blank"> Enterprise AI desperately needs to protect data and models. Here’s how confidential AI could do it. </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"> Enterprises want AI on their most sensitive data. Model builders won't hand over their weights. VAST Data's confidential AI aims to protect both. </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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3hCZYW7Y8-PT6lZ3l1W7RzR-Q1-NrlFW8npg2Y8vWBWvW4C2rL3616L5QW6w862f3dVtNSW2Rb6-l1BhTW3W1g0j9p7q0F3gN7q0jxwCfl1zW905ZLd86DC8JW82dpdF4V7csmM2vNFtRHKj0W8NqTRY38ldD8W3KnM3L4pXcy3W6PqKQL5gGgSZVGPXBV1Y9_4ZW243wZh1pTRddVHnKBS6zv99MN6ddMbp1BX-BW8v9KlF7HY23BW2xBx5-2WDk9gW11lM3j7clj0WW8R_35w8jz067Vh0GP18l6qX3W97GJjG8N9nDtW8jR-2N1M9J2BN2dxcSJbgtgbW5234XJ8-hmpZf1W4rFs04" data-hs-link-id="1" data-hs-link-id-v2="DpOp0JK1" target="_blank"> Read the article </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table id="rating" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff; padding: 28px 0; text-align: center;"> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:18px; margin-bottom:16px; margin-top:0">How did we do today?</p> <div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqPv5nR3bW50kH_H6lZ3pRVWS_nP2-3v6HW2D_w1F1f0T5jW3hHvt74cYbK5W3q86Zp1w_whrW8GHRvL7Kf8ndW7w2sFh1LVdpyW7yQKPm76xJ-HW8N7G0s1HzVMKVdz73M1jWrzsVvwVBw1_8nQ-N4hFq7WTKZ6lW8CPGxC19BV-3W4vCwPl2xPD01W1bTRWL8xrYkrW2Kth7n1KhrJtW9h8l9Z19YJHdW1C1Rv55bBJ2YW66BXj_6sZdHdVtS_-n7WHfG_Vcg8R71-HmLRMNdS60f87hgW1PQtx78xZYxHW2Sd1S06Rg2QMW8cT-Tx6bWg7bW44hV1m2zpPqTW1b5yxy8_8wX_W8l9m263msBwYW4txf431cl7QcN32FQtF1thh2W8jXSNH8YMvd9V9gV059bhQ2MW5-sJsS2vRzVTf36sl_b04" 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/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqPv5nR3bW50kH_H6lZ3mKW5G2STk1Sl9KzMRz8PVrwXHXN9kCgK2Pm6RLW1k9Vp05909MNW4B47Kh6_3VPLW8P5H2n7jS0jdW6mdgNC5XhzwcW2TmV0d1qx1zfN7-1lPhYfWXgW91M6Ct4QK-j-W1FNwm526jDwXW9jQBvD176gL_N2RjsMPdx9hpW6JscdM1QXV9tW18_ZFt56tYGJW2bQ68s2n3XXJW2K-pVM64hfJ-W1VSnXr2yg2cQW89l4VM84tSMDVCVH897CJXsGN2cynt7J892lW4JFg5n1df9_3W1YXBGv1S6G0XW5J4nGb3zJF0cN6gSL4lrqG9CW29zH596ycX6sW4FtqbD5GJy-nW7JvgXK2XJ9qRN1h39D9zhpfnW14wK3S1fCcZxW3w4-P91xGdbBVtTTdB1ScXRkf21XVn404" target="_blank" style="color:#ff3287; 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                                    Plus: OpenSSH 10.6 deliberately breaks two features in the name of security

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October 9, 2026

Copilot goes local. Your privacy takes a detour.

GitHub Copilot will soon decide whether coding tasks run locally or get sent to cloud models, with automatic routing expected by the end of October. Microsoft outlined the plan Wednesday in a post co-written by Patrick Nikoletich, a GitHub product manager, and Stuart Schaefer, a Windows platform partner architect.

The announcement coincided with GitHub making its new sandboxing controls generally available, but the protections differ depending on which tools Copilot uses. Shell commands and local MCP servers receive OS-level restrictions, while built-in file tools rely on checks inside the agent harness. Remote MCP servers remain outside the local process sandbox.

Go deeper: GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRg3prCCW8wLKSR6lZ3p3W76tKKm2rfygbW9bnhDN2VqYSrVCfNCN5rx1SrW6VR40Y5xGZZnW6CgY811KPRDFW3N5bjZ2HNw-HW429cYY2-_ZNBW2S5-q32xRNyHW81gVcD3w04cyW5v2-RM6FDSMLW7mt3JB84CsFcW6p5wq597ZH5XW2nRKD71hKh7tW10_HgM43Y9TvW3nD8Mx3GgjPTW3RG4cF6kWxQTW4hj8dg7pRfHqW59scy15zZYSmW3s7spb4Q7RdxW58cV8l2Sxls7V9jX774qwnSGW7Sf4Kw1LmgvfW8CRZkp83psC6W924WdF7jqKKDW6fBsmh1pn3tHW6ggKsh48Px2KW88zlV-2BBCnWN6hkJWb8BGD9f39mdZq04 )

More fresh reads from TNS:

▹“No reason why everyone should have an identical Claude experience”: Anthropic’s mods let you change Claude Code’s look and behavior (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3lHW5DY4qK3hkLp-W8HzgHG5dy3WqW7G65p55rS0-HW5pWsbD4761R9W94hrZY1dM1c2W4Pbd5h4SGbJrW3b1nNP2z4yv7W2yYvM76_8j5fW6Y4CvJ6jYTsdW1t7wjv2h57fSW4twdrL2fnfzkW4YKTmC6dJwznN9hVK8lsZM5MW4XdvLK8Z9Q05W7P-Gvy8B6nrFW7_0wlZ8PBxQNW54QC3-8Y713_N3B9hM-wDwx8W1b5QCt1GYz1nW74JdtQ2krrNgW5wgsBp6Zmx3LW6JJ2Wt7yp0_RW87smst1fmn9vW1yqrcQ8SNksFW88pdGT3_z0N-W3BwlGL82lwhBf257T6d04 )

▹Agents have made CI the bottleneck. Faster pipelines are the wrong fix. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3nWW8FVbBg2wmXwjN8lQRz83g28dM5BhFNv_mdmW2xt3lL4Ppp5_W2nNtsv5xFFv2W6bdt5D8m_P1hW46-LpM63cQRGW5RmpRH53BzHQN87Wr6n1jrn0W5Vl5Wr45C-3fW7gkjg21MrBcNW53FXYF6LpTTkW6MQkVr6xVSWbW1MdxFd71SLw1W7q6Ym95MZnl6N1wTp8xS_M6PN2mj4h54-yN_W3nTDcG5mznBJW2KhtPH84dd09W5V42yn5SKqYqW1XsBFz5_HZ8JW1K6rMQ8w0T5lV1MrHz4KKd3bVd56W21Gy7CCW3Y21mk1m-P_BW3L-X5M82dbM6dwxvMs04 )

▹OpenAI’s former safety lead says it’s shipping “new capability and risk every Tuesday” (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3mcW1rBvk24xLKR_W3wsWqS92SmHNW3V_x4_2G8PyzVs1Yr-44NvmZW1BZbXc4rj4YrW8jfL0064cRg3W52Xvkw2hXxhXN2prmnkL7B3BW5M57RG6STVsNN4CrRGmGKVFWW774c4M1NmSvKW2pcrJR3WLxyYW5s5BL55v36r2W1cNN_03Y7tQrW6pWPHy2ddZTDW8wpmvK4QZnN2W6l74mL7KsBDKVbZn791HKr7ZN3WrLqVV26MFW3cmrzx7b44gwW3Fqjzw6y7wNTV51fW82XDZGbW7KS3rG4Nyyq-W3HW-Nd6tXRZdW96Gfbd1_G3WwW95mtR-2xz024f626Vqj04 )

by  Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3nRW7_qG9W11VjXfW21mW8z5r-3NmW1sFdH41ggFsfW90tSYn32bRnwW64Zjgm2lQPTcW2s9tj71d14tNW83_gkv7hzDh_W3rVxcT6mWJ3SW35Rm0l2KD60XW6XKSyZ9fC3rRW2ynbQQ6_yJMSW5__Fh65lLhK_N2H--3S_9bC8W4gc6jH5_MtFsW7v9l8h6DPgK-W3J0DBr3kFDBqW4r0byl8L1ykVW6vYqCN2cR-BdW1kQ3LP1Q5Sc4W3lcQFH99S3PSN488b3jHsslYN5CchTScF529W3rHQ5h1JV31ZW5SzQqj9h0l-8f5r2p6804 )

Six data requirements to get your AI agents from demo to production

Most enterprise AI pilots work perfectly. Most production deployments don’t. Join us live on October 14 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRz3gP0xW95jsWP6lZ3kwW1Q34Jy5KZtY3W9hv1Nt86YVNZW6vPbyP7VQj94W6xykqb4Xqd8gW7Sz0z-4R55lmW8RF3_P9fVXqYW4ng0y32bD3zdN2vnSLRl_yLNW7DvD8B1yGbdTW177xNT11mcZQW3DJYKr8c_-KGW2CyPLM8t65tQN79Wk1-vRYBsW7-67Db73sB4nW166_rq3JqhY-W2bGLTM3YTdWqW6MMmvS3xhFyJN3CwxBMrCR5dW5yl4TF3jSdnFW1H5vyt436rySW19xT2D30PqJzVrWqdH1Fypr0W7NGBY-8XGNSYW4986q-3jWfrMW4q-rdB3WdsnfW2h__m76ZCxpgW2lfWjz11P-VFW2kg9lb9jJB16W65C7DM6TLx1fW1J_Tjm6rMcrlf6Tn2K-04 ) for the six architectural requirements that separate agents stuck in pilot from those running reliably at scale and learn:
- The six requirements, from semantic clarity to unified persistence - Real production patterns from financial services and clinical research - A framework for evaluating whether your architecture can support the agents you’re building

Register to join (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRz3gP0xW95jsWP6lZ3kwW1Q34Jy5KZtY3W9hv1Nt86YVNZW6vPbyP7VQj94W6xykqb4Xqd8gW7Sz0z-4R55lmW8RF3_P9fVXqYW4ng0y32bD3zdN2vnSLRl_yLNW7DvD8B1yGbdTW177xNT11mcZQW3DJYKr8c_-KGW2CyPLM8t65tQN79Wk1-vRYBsW7-67Db73sB4nW166_rq3JqhY-W2bGLTM3YTdWqW6MMmvS3xhFyJN3CwxBMrCR5dW5yl4TF3jSdnFW1H5vyt436rySW19xT2D30PqJzVrWqdH1Fypr0W7NGBY-8XGNSYW4986q-3jWfrMW4q-rdB3WdsnfW2h__m76ZCxpgW2lfWjz11P-VFW2kg9lb9jJB16W65C7DM6TLx1fW1J_Tjm6rMcrlf6Tn2K-04 )

TOP OF THE STACK

OpenSSH 10.6 deliberately breaks two features in the name of security

by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3nRW7_qG9W11VjXfW21mW8z5r-3NmW1sFdH41ggFsfW90tSYn32bRnwW64Zjgm2lQPTcW2s9tj71d14tNW83_gkv7hzDh_W3rVxcT6mWJ3SW35Rm0l2KD60XW6XKSyZ9fC3rRW2ynbQQ6_yJMSW5__Fh65lLhK_N2H--3S_9bC8W4gc6jH5_MtFsW7v9l8h6DPgK-W3J0DBr3kFDBqW4r0byl8L1ykVW6vYqCN2cR-BdW1kQ3LP1Q5Sc4W3lcQFH99S3PSN488b3jHsslYN5CchTScF529W3rHQ5h1JV31ZW5SzQqj9h0l-8f5r2p6804 )
Featured image for: OpenSSH 10.6 deliberately breaks two features in the name of security (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3p7W9bn97V2M4zpMW8M-B-c550cy6W1tVX5f73fPP1W96MKh-4zF-rbW6_LHK-1L9N3cW28MxJ518fBlwN8QZK3j_GYf_MSzVqMHD5ynN1bLlyHVtfM2W5489M33KxLtlW52Vg0K1lPML8N3jl7r5NTnTZW39D-_G8kxpQYVXG6DK7r8qdFW5G54sb7J_9YKW8NQSMG6RT4RgW5q42m17pg35KW1bCSrj3vtzSxW3MJkLM1P0ftCW7bWvGx5vTqqKW8Jbm0p7H2qWgW39G3hm8zwzjTW2q2n4K7XdJXPW6DnjCn7GDvrMW6gQLgP3G-297N5p3y0Pq00M_f8XBjZ604 )

OpenSSH 10.6 weakens SSH compression and rejects $ and \ in command-line usernames to close a plaintext leak and a shell injection risk in automation.

OpenSSH 10.6, released Tuesday, makes compression less effective and rejects some usernames that previously worked, and the maintainers knew both changes would break things when they shipped them. One change disables the LZ77 dictionary coder used for SSH compression after researchers found that sharing...

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3p7W9bn97V2M4zpMW8M-B-c550cy6W1tVX5f73fPP1W96MKh-4zF-rbW6_LHK-1L9N3cW28MxJ518fBlwN8QZK3j_GYf_MSzVqMHD5ynN1bLlyHVtfM2W5489M33KxLtlW52Vg0K1lPML8N3jl7r5NTnTZW39D-_G8kxpQYVXG6DK7r8qdFW5G54sb7J_9YKW8NQSMG6RT4RgW5q42m17pg35KW1bCSrj3vtzSxW3MJkLM1P0ftCW7bWvGx5vTqqKW8Jbm0p7H2qWgW39G3hm8zwzjTW2q2n4K7XdJXPW6DnjCn7GDvrMW6gQLgP3G-297N5p3y0Pq00M_f8XBjZ604 )

WHAT ELSE IS NEW?

Featured image for: GitHub Copilot is going local — but Microsoft won’t say what gets sent to the cloud (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRg3prCCW8wLKSR6lZ3p3W76tKKm2rfygbW9bnhDN2VqYSrVCfNCN5rx1SrW6VR40Y5xGZZnW6CgY811KPRDFW3N5bjZ2HNw-HW429cYY2-_ZNBW2S5-q32xRNyHW81gVcD3w04cyW5v2-RM6FDSMLW7mt3JB84CsFcW6p5wq597ZH5XW2nRKD71hKh7tW10_HgM43Y9TvW3nD8Mx3GgjPTW3RG4cF6kWxQTW4hj8dg7pRfHqW59scy15zZYSmW3s7spb4Q7RdxW58cV8l2Sxls7V9jX774qwnSGW7Sf4Kw1LmgvfW8CRZkp83psC6W924WdF7jqKKDW6fBsmh1pn3tHW6ggKsh48Px2KW88zlV-2BBCnWN6hkJWb8BGD9f39mdZq04 )
AI Agents

GitHub Copilot is going local — but Microsoft won't say what gets sent to the cloud (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqRg3prCCW8wLKSR6lZ3p3W76tKKm2rfygbW9bnhDN2VqYSrVCfNCN5rx1SrW6VR40Y5xGZZnW6CgY811KPRDFW3N5bjZ2HNw-HW429cYY2-_ZNBW2S5-q32xRNyHW81gVcD3w04cyW5v2-RM6FDSMLW7mt3JB84CsFcW6p5wq597ZH5XW2nRKD71hKh7tW10_HgM43Y9TvW3nD8Mx3GgjPTW3RG4cF6kWxQTW4hj8dg7pRfHqW59scy15zZYSmW3s7spb4Q7RdxW58cV8l2Sxls7V9jX774qwnSGW7Sf4Kw1LmgvfW8CRZkp83psC6W924WdF7jqKKDW6fBsmh1pn3tHW6ggKsh48Px2KW88zlV-2BBCnWN6hkJWb8BGD9f39mdZq04 )

by  Amanda Caswell  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3nRW7_qG9W11VjXfW21mW8z5r-3NmW1sFdH41ggFsfW90tSYn32bRnwW64Zjgm2lQPTcW2s9tj71d14tNW83_gkv7hzDh_W3rVxcT6mWJ3SW35Rm0l2KD60XW6XKSyZ9fC3rRW2ynbQQ6_yJMSW5__Fh65lLhK_N2H--3S_9bC8W4gc6jH5_MtFsW7v9l8h6DPgK-W3J0DBr3kFDBqW4r0byl8L1ykVW6vYqCN2cR-BdW1kQ3LP1Q5Sc4W3lcQFH99S3PSN488b3jHsslYN5CchTScF529W3rHQ5h1JV31ZW5SzQqj9h0l-8f5r2p6804 )

Featured image for: You can outgrow vanilla Postgres without abandoning Postgres (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3q1W2vLWRL2W1tkbW1C8vCq45FLl5W8LNZgw1-4VKTN693Tjv19ZBhW4przKZ8p-NHYN4-Gtw030wkgW4VndJT5KFzyGW7M9F9B3ZDRZ9W2xY8x23dzJrvW1VqPQf5zZW_gVD8RhQ3QJq96W2cFkrG1gXg28W185Y7g6lxjchN9js1jwZCHvzW12y6cK7Kdm3xW6V5QCV21ZvFkW72T5tY1nFQrfW8_3RYz7hbYqcW6CFK1r8m2Z2RW2qX6Z011TKqzW4PFkt96MgBNsW5jpcCD9kZjTzVZqGzl7W89kHW3k99tl7-JGRtW7dWGYJ35Bb4LW6X9GLQ2YtZbdf6t7-yv04 )
AI Engineering

You can outgrow vanilla Postgres without abandoning Postgres (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3q1W2vLWRL2W1tkbW1C8vCq45FLl5W8LNZgw1-4VKTN693Tjv19ZBhW4przKZ8p-NHYN4-Gtw030wkgW4VndJT5KFzyGW7M9F9B3ZDRZ9W2xY8x23dzJrvW1VqPQf5zZW_gVD8RhQ3QJq96W2cFkrG1gXg28W185Y7g6lxjchN9js1jwZCHvzW12y6cK7Kdm3xW6V5QCV21ZvFkW72T5tY1nFQrfW8_3RYz7hbYqcW6CFK1r8m2Z2RW2qX6Z011TKqzW4PFkt96MgBNsW5jpcCD9kZjTzVZqGzl7W89kHW3k99tl7-JGRtW7dWGYJ35Bb4LW6X9GLQ2YtZbdf6t7-yv04 )

by  Kimberly Fessel  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3mYW1t-lnt6s7-BmN9847L5vLMv3W5htWdQ7G8MrzW2mwdhW76TMz4N4kdXWvZTSlTW5Xzrtc7p0dq4W1v72jh8x3nn3W5ZgPfy8SlXLCW77HSnH43FzXTW8vw2_v16yR15W4cbw3k6vGn50W2BvhVN8h7BQWW5-q8SD6Dg2shW6hgCVx3kKHXTW705Cql8_Dhz0N5vnDHn2YHFsVDdKn74BPk9qV6vPDp6QwtBwW2bx0HB6fhlR3W395p2v317nCvW67Y-mX5xLt3pW9jYJYG8vKV93W660zqG42-kkKW7qYHs2320cVlf2GjfR-04 )

Featured image for: Most AI incident tools still leave a key decision to humans (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3mcW5stB-s12kT4NW8M1Mpk3WnM_ZW1QpMdf3wz18nVY30dQ64zJ6dW4-QhLn2MlKCYW85ZT1S1Xp4vTW8x0qsv8KYGQ5W7MVtjD8svQ7VW53Nscj4sFZ20W1Z8X9B5z4plwW6WfK633H8K50N7p_x1djhNz3VB91gh8JJ668VFfXT067d_z_W6lrTHN3PzlWsW3l_qdJ57rg43Vn1hxG8rLdzSVj-kkC3XZDgMW2TXpQ144STNGW2snfLX4t83_WW7m8h0V72dPH-W2WM4lq4Vmgz1W8g5w4H7ytvp0W3rQpFr8GwcKmW7mHcP81qT-GCW7GMx6j5qjQq4f9hR7fq04 )
AI Operations

Most AI incident tools still leave a key decision to humans (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3mcW5stB-s12kT4NW8M1Mpk3WnM_ZW1QpMdf3wz18nVY30dQ64zJ6dW4-QhLn2MlKCYW85ZT1S1Xp4vTW8x0qsv8KYGQ5W7MVtjD8svQ7VW53Nscj4sFZ20W1Z8X9B5z4plwW6WfK633H8K50N7p_x1djhNz3VB91gh8JJ668VFfXT067d_z_W6lrTHN3PzlWsW3l_qdJ57rg43Vn1hxG8rLdzSVj-kkC3XZDgMW2TXpQ144STNGW2snfLX4t83_WW7m8h0V72dPH-W2WM4lq4Vmgz1W8g5w4H7ytvp0W3rQpFr8GwcKmW7mHcP81qT-GCW7GMx6j5qjQq4f9hR7fq04 )

by  Charles Humble  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3kqW7qrrrH8CLYprW8s72Bn6Rcf_JW4JRQH56sFNqhW4gKMFX3TJtvqW1lNYJt6VDNwkW3h7Jyh1b34sJW6QZyt97614RKW6SC7Lx2hBG82W9bBXct1sHdMmW2rwy4R2vjF_SW7sJ8383nkXd8W968-5C33gLVlW7c-Y8R22TPx5W4dJQ7f2Gn-RkW30SRXr5Q5lfwW52FT-y5pFFLjW8NhCjJ6dTJ56W4YWTBN7ZYfKXW4bpkQC5MHNPpW26q3GH7gdZZCW5lZyB_2rvNptW3b4x6N1DypflW7vZBL37fBRZ_W2HMSGq57jsYXf35tCw604 )

Featured image for: Your AI agent just provisioned a resource. Who owns it? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3mpW7bbD6g6ZltjQW73sZVw61FgtnW6t_jrD6y4nFdW4LM4qh7mddf0W1pCHzB1pqTrQW37vc797hylVHN5j1_R2_ZfP0W4mjqFc8xk0qKN6k31bFBxHqQW8bkyyt4WwPpdN22YZscFklw2W8NSLXT9fbtCsW3MRkhp94665_W4n8QD63GxcVzW72PGRd7_6nGNW59lryJ1pn4RWW74vS-G2jgvXdN87ySlZyfdfyW5tF_8r3pfQD5W3hqSY53clbFGW6Qz0z-8smVPTW77ryXp5kM_xKW7cPTR31Q9fsGN1LNwp6JZ079f8hdRY-04 )
AI Agents

Your AI agent just provisioned a resource. Who owns it? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3mpW7bbD6g6ZltjQW73sZVw61FgtnW6t_jrD6y4nFdW4LM4qh7mddf0W1pCHzB1pqTrQW37vc797hylVHN5j1_R2_ZfP0W4mjqFc8xk0qKN6k31bFBxHqQW8bkyyt4WwPpdN22YZscFklw2W8NSLXT9fbtCsW3MRkhp94665_W4n8QD63GxcVzW72PGRd7_6nGNW59lryJ1pn4RWW74vS-G2jgvXdN87ySlZyfdfyW5tF_8r3pfQD5W3hqSY53clbFGW6Qz0z-8smVPTW77ryXp5kM_xKW7cPTR31Q9fsGN1LNwp6JZ079f8hdRY-04 )

by  Zeen Rachidi  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3p0W64M-Jy368xJNW715-9f7gs-5kW1GSzTJ6vWMvBW2nRKX_3GncJZN50-gctBRcSgW5kmwZZ4mXvDPMJvwTWjD2wXW2ztWlp1SymzdW5JfxpL8ySlr-W3w649f17HV56W4FvpDw5vP396V8pjQC29VYmmW3xTBxF3SPTMNVTX-0h6wrRk5W9lwvpY99KMlzN38HdY8VchphW7p2m5S8SwkS5W75n_Wk4rX2XJW68Mq-d3_CY3JW2-ML6z1s-JYXW9fvvYG98cx8wW1YBzc31wG7SbW53R-cX1wlqPtW1_cMDX7Jm2Qmf1P_2yF04 )

Featured image for: The audit log says my name: what an agent inherits when you hand it your credentials (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3m0W6GkBz_5Xm3w2W7S0YBx8nv7CHW9lFwpf8M420KW1b9Hnt5QXngFW1bfbhP1llyQ6W9jfqsy1ZkZ9RW3SXjnm61PNwrW5WKpVZ6M4jv1W52NMsj44xZCGW7wHPFP4ZMK6lN8NwP_58sFL2W5g5PSG6JS0BWVZntXP81myTLW5Tf2mX17SlZkW6y0lRM35y78pN2KwKLW-d3LpW4n0Vz-7yqRgkW4zSRY4420xZrV977bJ521BhTW4w0cd12ZbPt0W99M8l35VwWsvW6Km8ng7jhG4hW3VlnH34bzwwRW1_N7G_8-S1Pvf5syRBT04 )
AI Agents

The audit log says my name: what an agent inherits when you hand it your credentials (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3m0W6GkBz_5Xm3w2W7S0YBx8nv7CHW9lFwpf8M420KW1b9Hnt5QXngFW1bfbhP1llyQ6W9jfqsy1ZkZ9RW3SXjnm61PNwrW5WKpVZ6M4jv1W52NMsj44xZCGW7wHPFP4ZMK6lN8NwP_58sFL2W5g5PSG6JS0BWVZntXP81myTLW5Tf2mX17SlZkW6y0lRM35y78pN2KwKLW-d3LpW4n0Vz-7yqRgkW4zSRY4420xZrV977bJ521BhTW4w0cd12ZbPt0W99M8l35VwWsvW6Km8ng7jhG4hW3VlnH34bzwwRW1_N7G_8-S1Pvf5syRBT04 )

by  Naseeb Ahmed Mian  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3nJW5tdZmc4C5kYqW2ZW3y14_3lt3W5L78Bf5Lxx7qW5tH1Br3TDxWXW9cWzC_5WNh1BV6g_1d28xSmWW8THNY-8XR9sXW6NSY6m5trYdDM-YQgN7Xk9KN84_-0FpdBVDW70sXR31HsJntN3jmN9MLtc8hW7sw0DW3YGdfXW8dv87441Y3srW4wNSFy8FRwnDW5QFMPV5ttBglW8QPRbT1cJjHgW20TjZQ5LDqhJW4dfLwX46KdfcW4b23xd7fXZlKW8Z_z_C5FFhlsW4yPNGx8RWwFwW4mrnhV1ryxRQW2jZv4d3ycD2gf76BSGF04 )

Featured image for: The API tax: Why AI agents stall without infrastructure context (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3mkW1y8bTL4G63MjW3yJHns2Yl7SrW6zDNLl25G1C-W6-YTPz7BNtXbW47YXmY2Bx6G7W4b3TK76x0GSFW37N-ZQ2C1Dj1W1qg3TV4RMThGW1CgWrB2PfLRMW8-Yff93NlLhQW15RKw07700N1W39hZbk20CKnkW2pXW2S8ChsyQW175V4y1WxBWlW6yJXfm6_8CxYW11xxvJ5zczr4W8VXY0x8QKHTwN3pjNbQ-r204W1K4-L52wHtQnW30Xn3M97m9qFW3ZdLxk1MwXynW8n0d3y1K-XfZW2QTQ747zqwH2N9gb2TFsjdqJW4JZwYF82xRdCW6S5hYg7zxCDlf2-_25Y04 )
AI Agents

The API tax: Why AI agents stall without infrastructure context (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3mkW1y8bTL4G63MjW3yJHns2Yl7SrW6zDNLl25G1C-W6-YTPz7BNtXbW47YXmY2Bx6G7W4b3TK76x0GSFW37N-ZQ2C1Dj1W1qg3TV4RMThGW1CgWrB2PfLRMW8-Yff93NlLhQW15RKw07700N1W39hZbk20CKnkW2pXW2S8ChsyQW175V4y1WxBWlW6yJXfm6_8CxYW11xxvJ5zczr4W8VXY0x8QKHTwN3pjNbQ-r204W1K4-L52wHtQnW30Xn3M97m9qFW3ZdLxk1MwXynW8n0d3y1K-XfZW2QTQ747zqwH2N9gb2TFsjdqJW4JZwYF82xRdCW6S5hYg7zxCDlf2-_25Y04 )

by  Oleg Danilyuk  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3q5W1G6q4x1GcRVSV9rQnz59vwfzW19PZVZ4-PTKJW8gW27x3nPqQmW2c7Hg75X7RTwW2KBSqX8qrcj1W8f_6tr9fC_SfW5pXmjF7Jd-wNW5LTrdr75LxzNW4pZlvN2psCKrW1MTTL62mSQl-VCPqXQ8JmbVHW2tBSVT4Cz2xCW6K8d6k401VpZW7slCQc664M0NW5Vb62Z5X36v_W8XT8c15SWMV1W4LK13Q8mymV3W18y-XH40JnVMW3Q4y4d520SKzV9KLNk4swbbfW1GW98Y4MtPT8W59jVSk7Fd3dQW8cqWn714qsTHf78p8HW04 )

Featured image for: AI changed how you respond to incidents. Your tabletops haven’t caught up. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3ngW2vc6PZ2gyH9lW2bKw6C5sZGd8W4TVw2m2BkPYzW741Ck-7363XSW7h24ds3N8jdYW1GYmmD2MGnMHW7hBYXL9kjc_TW3rYT172zfJXYW2VsDpy85v2RQW49TMPs5Z-MwbW6Km44K2ZQsyvN1j53b0SWq5GN3mxyYx5HN3BVGWQg76qzXyvN1JQfhY68h8VW99cLTN123LkxW4bzl8N7k9k30N5nhgV0ChphkW1GPfXC8_XK_LW3c7kPj8jwT-LW5P3bb57QS2sGN6BfksZ20g0KN7byhv9lKClfN8VBrwk2QTpMN7zRDLrCvpFgN2lDKgPkqnD4f31Tj_l04 )
AI Operations

AI changed how you respond to incidents. Your tabletops haven't caught up. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3ngW2vc6PZ2gyH9lW2bKw6C5sZGd8W4TVw2m2BkPYzW741Ck-7363XSW7h24ds3N8jdYW1GYmmD2MGnMHW7hBYXL9kjc_TW3rYT172zfJXYW2VsDpy85v2RQW49TMPs5Z-MwbW6Km44K2ZQsyvN1j53b0SWq5GN3mxyYx5HN3BVGWQg76qzXyvN1JQfhY68h8VW99cLTN123LkxW4bzl8N7k9k30N5nhgV0ChphkW1GPfXC8_XK_LW3c7kPj8jwT-LW5P3bb57QS2sGN6BfksZ20g0KN7byhv9lKClfN8VBrwk2QTpMN7zRDLrCvpFgN2lDKgPkqnD4f31Tj_l04 )

by  Andy Gombar  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3mLW8-y6DJ1K731GW65ftzk3c_qjgW1qVkkV4TzdxnVJQGRc1_tSQ3W715BRF1ndQbVVsND0C54VYH3W5VyvcB3CgT8hW4KF4qQ4CTwz9W1q246p9fkfdHW3hkGGG7YJ0mhW92DhkW25R1gMW1s1t_V4G_SrRMs5x30HLr5zW2JWcKZ2x11G6V1cwjC31ynF7N74xh_z-TQMnW6yPTvz98RjlXW5pY-TS612VZXW4VNftl49gyP8W6txjt415k0R-W1-t3-T5LR02kMLJ_6QpqcgcW7bzhjF8XrLkgW371mp-4h5NGlf87sVVb04 )

Featured image for: Claude Sonnet 5.5 vs. Opus 5.5: 42% cheaper and perfect on every run (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3lXW65M7q-6TTBPXW1N36s-8C36j2W7XM1gz3H1sJLW4shtz18GL9jwW8Zyvch7C8h8JW43hlr14GR_HFW1R52qW6LXWVHN4737j5mYMW0W6KsTWt6JkTHmW9jTZHb32jb19W43v01v7HLckVW93wm031sXSc_VnD6lH1-l9PPN6kv2vrK7PWmW7kGx3D4tkn1ZV7CFxb3j-fRFW6ThwWz7tLDnFW4dRYtL4dw6XWW76yJTJ6RNPJGN7CYBsRbM7LwW96KVDg4LypKYW8Jg7Px1N0PgtW6Yln7c3n5PM0W88N-Ys776gB_W1TnBjZ48YRJcVhBgJ_1YfJxHf882dSF04 )
AI Models

Claude Sonnet 5.5 vs. Opus 5.5: 42% cheaper and perfect on every run (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3lXW65M7q-6TTBPXW1N36s-8C36j2W7XM1gz3H1sJLW4shtz18GL9jwW8Zyvch7C8h8JW43hlr14GR_HFW1R52qW6LXWVHN4737j5mYMW0W6KsTWt6JkTHmW9jTZHb32jb19W43v01v7HLckVW93wm031sXSc_VnD6lH1-l9PPN6kv2vrK7PWmW7kGx3D4tkn1ZV7CFxb3j-fRFW6ThwWz7tLDnFW4dRYtL4dw6XWW76yJTJ6RNPJGN7CYBsRbM7LwW96KVDg4LypKYW8Jg7Px1N0PgtW6Yln7c3n5PM0W88N-Ys776gB_W1TnBjZ48YRJcVhBgJ_1YfJxHf882dSF04 )

by  Jessica Wachtel  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3nxW8rFG7H58l_zgW4HJB1C8PlWZlW6n0mv01-s0jkW6rsQfw5m6kM5N7YYDSK8zxwzW95gsfd8RQksjW5JKB7t7CXpc6W8FMM2G2j0FVcW6HFG4y95-1LkW6fb1BR6RVnY5W3J15LL7ShVdrW4gpjcF7SF2gxW5j6SYQ3k_VwbW4zK2JH2jCV3dW2JDxw529L365N3WpncNzZZS0W4hVJLX24jv3KW7prClX8fzGd2W3lbm6g3J_GXMW4sWc9H79qW9bW6vZ1vB72qGJRW2Dspqz8vY9NkW3Q9tdm31C7FNVJrf374ct8LCf3jYTn004 )

Featured image for: Building scalable, agent-friendly APIs for AI applications (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3l7W3RXmK960QZhsW2NHBcl1BfRt9W41HqTM4wbjbzW6G7G8P6CJ-JnW54hr6j37Xx37W4cbRXF2pLhmpV9XJ0V9l1Nl2W22gJwZ5RQJf9W6278PW29sx02W2lSKgZ7Cc06DW5yDzqt5RlQGjW6z88Nx3HmM6_N4tQXKFLfff8W39pTDw7F5Y6jW1qp-2c1vWyGTN7F5fNdhZgmSW4ds5Sk8W6ZpMW7pK5Z-5rVm09W78lqpk17nF-bW2kNFx37t84b7W9fnnlP36G8yHW887BY14lt8VfW8JPfyL1M25TpW2Zg-Q07zXBLkW8r-6914VDNjJW4jm8Zh6HlZ3Wc6nBq04 )
AI Agents

Building scalable, agent-friendly APIs for AI applications (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ-3prCCW7Y8-PT6lZ3l7W3RXmK960QZhsW2NHBcl1BfRt9W41HqTM4wbjbzW6G7G8P6CJ-JnW54hr6j37Xx37W4cbRXF2pLhmpV9XJ0V9l1Nl2W22gJwZ5RQJf9W6278PW29sx02W2lSKgZ7Cc06DW5yDzqt5RlQGjW6z88Nx3HmM6_N4tQXKFLfff8W39pTDw7F5Y6jW1qp-2c1vWyGTN7F5fNdhZgmSW4ds5Sk8W6ZpMW7pK5Z-5rVm09W78lqpk17nF-bW2kNFx37t84b7W9fnnlP36G8yHW887BY14lt8VfW8JPfyL1M25TpW2Zg-Q07zXBLkW8r-6914VDNjJW4jm8Zh6HlZ3Wc6nBq04 )

by  Nacho Martínez  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3prCCW7lCdLW6lZ3lsW4sgybJ7DBfNFW3KtrN16HJsN9V3k0pR5v8brpW4q9Zff9jpWKJW7bLvhV1nZt6lW34Xx7J2X2vNJW2Pmhcd5dy0SsW66DsZ788zFhhW2c4NJh4RrbgxW6zw1Cb17Xqz9W8PlDKk6J9MZ6W2vfS0K4ZkF7fW6YJcZC5lVpnHW7nz7494RYFVCW2_KjPG6F0vNhVW3Pfj5FTjRMW5tM1Wq2QYfgtW8KV0fd3JQmSCN4xXhVJGRhkLW3ym4Xg2YYQ0GW3lCf7w1xp5NNW22F2sh2W2SyxW9c-bH-91N0k7W3mx16h5rVNC3dfY-_204 )

AI agents speed up development — data access slows them down

AI agents made building internal apps fast. Getting them safe access to live production data is still slow, manual, and scattered across every system.

Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQn3gP0xW6N1vHY6lZ3q0N4MR0QByd5-cW21Ln-M12KnbGW49JpRd8j8BSWW7DDdNK8JQWzHW6-VxNn6f_vgLW7nVSDv7MK1L6W3CSv9S9ft8XJW4C2mz94Qry3qW7Fjsjv6ch_PkW62dgt092dzsTW1bhBRJ2k9NGHW1T6-123Dbj7sVv_Fft1KzZ_3W3g5_Nn1FDVPDW1SSQLc38XMgXW8rSPhw1dN11YW1KMk_S8t5dDVW4H6vvc43P2PCVQZWdq8wzGnyN3PL18vb1GN4W3r_9zl8qHvj0W3hj1y05YGkhzdQgW_l04 )

FLOW STATE

TOOLS

Learning to code shouldn't feel like reading a manual  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ43gP0xW69sMD-6lZ3mbW5TtVSX6xt2WVW3xGkRd8nwLB7VzX-F418fqvBW91qkVl2HL-QgW2HxYPk121MT8W1nn43n3HM5w-W7tm5tB44jT-kW89Pb638r-kkhW1wqq1R3brVrsW7gHtt47n_tWvW53QzXq8MzjZjW7MQGDr5_yvFsW1Drfgz5cj1YSW5BJp1L3WhHnFN6bKKl75TjJFW2QDB491Gk4VmW84LKGp2TlQ_GW509Ddt781NpBW36bDH_50v3rGW7KjkFW3BG404f2DysxW04 )

roadmap.sh recently launched Lesson Packs: bite-sized, visual lessons paired with real hands-on projects and an AI tutor that's there when you get stuck. No fluff, no filler. Pick up JavaScript from scratch with hands-on projects, finally make sense of the CSS cascade, and learn how the internet actually works under the hood.

Browse all the packs  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQ43gP0xW69sMD-6lZ3mbW5TtVSX6xt2WVW3xGkRd8nwLB7VzX-F418fqvBW91qkVl2HL-QgW2HxYPk121MT8W1nn43n3HM5w-W7tm5tB44jT-kW89Pb638r-kkhW1wqq1R3brVrsW7gHtt47n_tWvW53QzXq8MzjZjW7MQGDr5_yvFsW1Drfgz5cj1YSW5BJp1L3WhHnFN6bKKl75TjJFW2QDB491Gk4VmW84LKGp2TlQ_GW509Ddt781NpBW36bDH_50v3rGW7KjkFW3BG404f2DysxW04 )

WATCH

CloudBees just committed to an AI-first pivot. Here’s why it matters for enterprise DevOps teams  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3gP0xW7lCdLW6lZ3pJW3yCl6_5hQVK6W8vl2XS2b-p5wW2rD5XC3SDG88V5mMRP16-TSCW8FzmF37Q44jjVGGSMc5S-5vQW7K-zPd3yWPvYN20B3XKlG12lW28w2PJ5wKcfpW4mWmjj4WbRYqVpyhRz4WsJBQW3YRVz578FNJWW1cZ_S33b8-cPW7TDMpd3py_JpW4srCC87dpGsVW4z6dQz4S9d0ZVQCPr31qnrc6W2Pf6X84mK_7-Vz6Z1_5P_-2KW97RyPw3vVb_fW70xgjp4RhjhdVF6mDW33jMLBW4BH-ZW4KFR5QW1G8qwl7yFzyNf3KXGFj04 )

CloudBees' board told new CEO Mo Plassnig not to stay the course. His answer: an AI-first reinvention built for a flood of machine-generated code.

Catch the episode  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3gP0xW7lCdLW6lZ3pJW3yCl6_5hQVK6W8vl2XS2b-p5wW2rD5XC3SDG88V5mMRP16-TSCW8FzmF37Q44jjVGGSMc5S-5vQW7K-zPd3yWPvYN20B3XKlG12lW28w2PJ5wKcfpW4mWmjj4WbRYqVpyhRz4WsJBQW3YRVz578FNJWW1cZ_S33b8-cPW7TDMpd3py_JpW4srCC87dpGsVW4z6dQz4S9d0ZVQCPr31qnrc6W2Pf6X84mK_7-Vz6Z1_5P_-2KW97RyPw3vVb_fW70xgjp4RhjhdVF6mDW33jMLBW4BH-ZW4KFR5QW1G8qwl7yFzyNf3KXGFj04 )

INFRA

Enterprise AI desperately needs to protect data and models. Here’s how confidential AI could do it.  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3gP0xW7lCdLW6lZ3p1W6P4tRF5XBpPmW4BQrDq4mdZxzW1l133C69FzDWW3_KjN58N_MTfW3N4qnp7fKVpTW84KmTv2SCM4LW6GRXkq1QcPc4N278qG14bfJNW4VSB6r6b61p-W1zP4ry1FSq_fW8ws0t52ZkgX-W1gwkPg3tHPmgW5BflQD8tTfgpF7GKXm79fZSW2p0R8k3k6KBGW9jLspH2J8XXgW1LrmW_4Hb-lpW6CrM1k8-t3nZW58Zf6x5tMZdbVBfZC398qk4_W7Cdm1N3ZmfJxW3K8sWH6c4r7YW5PYzQx2b1Rh3Vlq1pw6Bchjxd-CXpT04 )

Enterprises want AI on their most sensitive data. Model builders won't hand over their weights. VAST Data's confidential AI aims to protect both.

Read the article  (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV__hB10gLj1W8WBhml1R38LTW4nNzqf5VW-prKqQH3gP0xW7lCdLW6lZ3p1W6P4tRF5XBpPmW4BQrDq4mdZxzW1l133C69FzDWW3_KjN58N_MTfW3N4qnp7fKVpTW84KmTv2SCM4LW6GRXkq1QcPc4N278qG14bfJNW4VSB6r6b61p-W1zP4ry1FSq_fW8ws0t52ZkgX-W1gwkPg3tHPmgW5BflQD8tTfgpF7GKXm79fZSW2p0R8k3k6KBGW9jLspH2J8XXgW1LrmW_4Hb-lpW6CrM1k8-t3nZW58Zf6x5tMZdbVBfZC398qk4_W7Cdm1N3ZmfJxW3K8sWH6c4r7YW5PYzQx2b1Rh3Vlq1pw6Bchjxd-CXpT04 )

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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!