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AI agents just found their favorite language
Thu, 13 Aug 2026 06:02:17 GMT
For AI leaders: Join the AI in Action channel
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OpenAI’s power move on Claude Cowork
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A shakeup at Google AI
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Selected Message
From: newsletters@...
To: [email protected]
Date: Thu, 13 Aug 2026 06:02:17 GMT
Subject: AI agents just found their favorite language
To: [email protected]
Date: Thu, 13 Aug 2026 06:02:17 GMT
Subject: AI agents just found their favorite language
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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: Meta stopped worrying about distillation and just shipped the pipeline ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#48607a">August 13, 2026</span></td>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3qgz0W7lCdLW6lZ3p0W6_rlBp7HWCBmW5pRBwb9lzLNVN3qgwhQF78WtW2GYQKv41s-7KW5T27c91TYq0HN210mlKL7CCvW7yV5Vl6zlLmsW2snBHt2w4Z9jW5Knkdk2yqwy0W30yR7X2FYyztW5LYZJC5PbRCmW2pN_DZ1qYPHRVFQCYd5hM9qLW7x4SBf61FF68W1GGFFg5LwSrCW2SsWRp87NfNyW3sfj6M3F-j2RW2D19qr5MN5p_VqxZ3m3tLC9QW52_htS3Nv6ygW1HnNDG1PYYK1N1cwcMqFyfKZVNfxXr7Df2shVmdDsS2qZ0bQf1k-Fcq04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Ty5Bv2nV">
<span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a">Together with </span><img height="24" src="https://cdn.thenewstack.io/media/2023/03/[email protected]" style="display: inline-block; vertical-align: middle; height: 24px;">
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<style data-hse-inline-css="true" data-hse-element-inlined="true"> /* TOC Description WYSIWYG */ .toc-desc p, .toc-desc li, .toc-desc a { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .toc-desc a { color: #1a6fa8; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">AI agents love boring Go</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Google Go is now positioning itself as a language tailored for machine authors. On Tuesday, August 11, Google made its case on the Google Developers Blog, pointing to Go’s small language surface, static type system, and integrated development tools as essential guardrails that help AI coding agents catch and fix their own mistakes.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">With coding agents producing code far faster than developers can review it, the engineering challenge is shifting to <a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3nxVNXTqy6rd_F3VvNtC81XcMhqW8ttcPy2XSNQqW6KzW8j2gSSj-W96Hgq78lvnKMVCKDWf3LzVxdW11PZy393Gy2LW3t2KKV5pJ_NMW3BRZB59b6-6SN6BZHZ-TtfcLW8lqXt791yQxsW5s0kd_4rXr3yW9hF21V4v0NZ_W1n50dg1lfqz0W1pqSQP3Kk8LpW7J2Nhl7rk2FRVfyfgY8jg6pcW715k8m2Tn2FVN7gt3B6b7VbtN4yRtcnhRWc7W3c_XFs3BY5wgW54W7zG98_BrlW1tbrp17zT0pGW7SJ7f32-sf59W21C1BR8wrqGyW2fmHLg7GVjpbf23-8VK04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="C5MnQ6EN" target="_blank">checking and maintaining it</a>.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Go deeper: </b></span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3nHW4JCG_22VbLj9W1tb10x26lLTyW8SQHf12CjNq4W54W4fZ1tBLccW7pfH-r4j5jYVN8gJHLLRBWv7W4ztj0-95N2pWW7gDwBG7QnD41W3L-pjr2XdT3HW6QzRn83cH0snN9cGb3sYJLhNVNsYJH7D8JLDW3vqZBg1ghz_tW27yqVH1WxnhRW8phq3g6njQBCW7hR0wY3K_WYTW1FWM5N9kCh2XW55R6D04S06j5W4-Ls6v7hZQBVW5G414w3HhhlTW17M0Ds3zqwRqW8YgQkl5l8snRN4Fn52MJSw9QW17jWsx3LDStDW3tf6_f2jNzXKW13TDjH4ydcZcf7Ck_s404" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="btfDDzqe" target="_blank">Code that passes every test can still break the next AI agent that touches it</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><i>More fresh reads from TNS:</i><i></i></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹</span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3p5W3BqzY-33ZGWtW7GjJM61jFyLWW8B-z3p6YDqHBN4pzFPfWRTgNW1yWVXL7yr7WXVlW-xn90rw_kVT_SDR66WRB2W4v2rg19hjGVmN5fpxMSb0DmsW2BLVvH8QfLzdW7D2mxS4V28h-VYFwP_69qZPPW67QL5j3XkfhrW1pr24C1xjc5yW1ZghbK2LLjxwW908Ggj26SX8NW3ZJ-Cv6J5BqDW5CgDS86l7HnZW2QRFN899YY5NW8cBx-C91cjGqW4QqYGH23XwMFW7Blsx51KZ8W4W1QqqXg1Yh5vtW1Jm6Fb1jkRqhW8KBjgV76vR8bW5h8c9x85hBf1d3QF7604" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="GXgPpo/a" target="_blank">Anthropic gave agents the ability to dream. Then developers woke up.</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹</span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3lWVTpZJd4X3zktW3qVpBN9bcNqzDgrmWhYZjlW7hXtXS6lh9DGVlY1Ng6czPlhVW8_W17hSBh1N5GZTLbn7lf-W4rckdq121GPhW3KRzp36vKWhvW2RMylS9bhV-1W3rkR1H4bPtr_W5wYTXk3-tYxPN88D5Lk5YMCWW5CJyMQ59rvvSW96w5G94snYrsW6XXvp485xTbDW9bxGfH9c44z_W84n-zf2SnbgVW1x089K1BhZcXW7T3c0S5z-WDGW44mNR220bxzPW5B0ZJ52SVQ60W65p-H86-FWWZW8HZXrj6M98G7W8XWrqn3T_zl1W8pB5H28czMjnf34Y75K04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Kuqkn7W2" target="_blank">Coding agents ignore open source contribution guidelines, researchers find.</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹</span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3mLW7K8PP81BHCvvN4lXh41X-P51W3h6qqt1wXFznVQBRWR1Q47hTW8nkMgj6wZSDJW806xwZ7jGxDWVG103Q6lfW-bW7s1ZbX4dyKn8W5LLY-y4v2f76W6_g9jp5kh0jbW9dJ5-n9fngCvW3bBJMH38TcgwN3Fr5v-Q0Xz5W4WGRRb7L4H7CN4ygym3SNjRHW6rGH4S2CLKmlW32mbYB7tjc0qVSWJ5V5wbrCxW26XQFw14_S_NW7d9XZy17QlrJW155FYz5VPlf_W1zc03t6-6NnGW1rgQ_g5WSMgNW7KgRwS3FD_rkW2tM4693Dsd6SW6BmJm54Zd5Xgf2Svs2-04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="+ybdn2TI" target="_blank">How I learned to stop worrying and love hyperscaler capex</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:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3pyW6J3HHR13H1SgW1n39K86zWR59VJQBpk7Nwd58W5rsx7y3lzS7fW3w5nVD1R5jq3N7t0yDpQJh-nN6PwhblXbxKPW69LkL744xrx4W8h1q7-5JDgMXVFRcgG4V5n4rW7wX6nP2YwP0SW2Cs6wx6CxwM_W5q20-r3SxLzwW8yPWFJ3G5_CgW8LH3SZ2ccdxhW8-hTfF4yrcBdW1pKy_Y4bVyqnW286ZWk8JT0nxW7fHrwz5S8dl6W6j5gJH3C1Vx3W1cc6_B3pjXLRW7Pz8vM5BjHDGW3hkYT_8JVY0_W1l7Ph_18xDBDW3Q0Zgn7nV4BrW7JVZJj6B3PkTf5jKHS204" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="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: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2023/03/[email protected]" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3qgz0W7lCdLW6lZ3mGW1v0k2t7TK0tmW61BkF-3TMs_MN1ZkPKCmQ5LXN3g5RKj7gLdRVMfn3w5yhJJpW2bJxVf3fhcZFW45JYY83sN6X6N6Nws3LtSbP8W2VK56C5Cdzp7W7yj66m5tL_T4W4Vj4vl8pLMMKN7k_YyW1hXCFW2DkRb4287BJlW99j1BM5MHqmHW6sP7mc1zgWkyW65yf3h689-HcF7ZV2HqDm6HW8CxX3s1Clgf2W91zLtz68mx-wW4xZDdQ71fLMnW3vTLqm7LjxphW8X81gP3HVGthW90KFTj4PXl6VN4hpB80tPj1Bf5hgBwl04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="wX3el9Zg" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/37aab393-thenewstack_campaign_banner_5.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"> Your Current IDP Is Hitting a Ceiling </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">AI workloads, autonomous agents, governance and cost complexity are pushing Platform Engineering past what it was designed to handle. Broadcom and PlatformEngineering.org’s new Platform Engineering 2.0 white paper defines what is next.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3qgz0W7lCdLW6lZ3nZW8b2CnY8mKM7JW4-PRb25r-tg2W8Fnxgl6LBxg8W4NXKc43J_PqrW2j_b-52DkVVHW13z3SD2ZBKCpW4qn0wq4QX6z2MxtFx3tf3-TW4T_PgZ7jtG-tW4zYWTV1SHkRlN8L75tD4yQKVW1Wn3_02tPlH4W2cSMDj2QQWlPW18kTnV5P7yW1W2yZRlD681dlyN3ptvk7TtjHTW3WvmjM6zxNsSW1wkd6Z4Sx-FTF3ywZQzDKj2W3M7vmv3DWcn5W2Mx0L-1T2lhTVZf0765RjTgwW4xCHvz8RHyJDW7LNBQp4K47Z3f2b8f3P04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="xfhxGKI0" target="_blank">Read the White Paper</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">Meta stopped worrying about distillation and just shipped the pipeline</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3qgz0W7lCdLW6lZ3mpW1Ps1LT4f5CQwVkys7x4gx2-0VTzpsw4GWRNwW3HG8zl4YgVHmW2cm2sk5D_rPZW8YtnqC1j3TlNW8bLRQL3Ny2LyW991wmv7KvSJSW647tmg8vtLF9W3HfKn88LFbSnW2Ch5Xf7XfpgbW474NG-2tGdMXW7ywMh57G0_C9W7_bkgQ1HTZVmVBb9lf3qXT6GW5yZPhT34FR0MW13NgBp7jxcyTN6wMD4djJHH7VKY-rB20QfnsW6QhPx13KvGbmW23FgMC8XYFtNW8_5ZDd7dD5lpW25Ns6z5DH5YCN49qN_yh_D-CdW_YMj04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8" data-hs-link-id="0" data-hs-link-id-v2="6GPz8nv9" target="_blank">Janakiram MSV</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb8g3qgz0W8wLKSR6lZ3n2W99DnJN8znQ_GW7DlVSL4G-3DGW38FC-X1XzQRSW1g-W4L2SNVDXW83ggJp6cfW8DW16j0gM90cMF_W4_7bxw5fD1k1W5_QCKd8TgmWBW3FWvGP4WylKZN285vwNX0fdCW3_p_yP5X0v2pW20dhnR87n8z0W6Wqr5J8Sr0l6VltPZ03sRM6JVfM2RR6dPTJ-W66vMqC70Ym4sW5Bt-Mz6ydKkKN97ScdLQz7rcV-qYlM7fpr3MVHZJpP6f_fwzW128KzG3vmYqrV2zczc8v9RYyW24fKPD4l0FNDW2Jw1Bq6f2vrrW5WzfWJ709fP2V3m2D-75Km8wN5X3_7SLmN1LW5z0VyT8m0C19f2pTgKH04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="dFVJI+IN" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/08/8c988936-steve-a-johnson-yyb10fo2bjq-unsplash-1024x576.jpg" width="524" alt="Featured image for: Meta stopped worrying about distillation and just shipped the pipeline" style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #48607a;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Meta’s Muse Glimmer turns model distillation into an enterprise lifecycle challenge spanning teachers, students, quantization, licenses and refresh cycles. </p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Meta released Muse Glimmer on Monday, a 30-billion-parameter open-weight model distilled from Muse Spark and licensed under Apache 2.0. The question worth highlighting is what a teacher and a student model, shipped together, do for enterprise model management. </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb8g3qgz0W8wLKSR6lZ3n0W6tMPMd97JVfZW2XDVz21vm3glW6DHB68176NVFW3nsyrV1SyzJcW97CX5q1fVrzqW2gbzC115Q_5CW6JVj018fsQwkW15fKGl1QzFv_W58ZnPs1Tmzv-W1d8sLv5_9FLGW6wm1wC746r_QW60JQRf8Wm6VtW972d8n87qnfRW1t4qWB3tdMDbW2wSx4p3Y6JGTW5mmDrx5kQqwBW8jtrFB7XnF9JW84n2qp4Ys_Y1W31zdKf7t0q7pW59jDSd4HSYzMN1mHj7JhRz74N4Pg5wFwSprRW7b_j537G-vbHW2BZtlz26q0cjW512D7F9cC1vpW6n96hJ4FmdmQW706HsJ2rvYSdVBdybs5wncxcf2bWhyK04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="KkhJ5eMF" target="_blank">Read more</a> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3kZVPl8BV3D1tw4VdGr4X8bV1MqW2tBqGL7139mgW1w1j0K7mMV8fW798gl72Xm6Z3W2c4KMP1F050fW9fswSk3HQ_jSW8KTyCK89K3KDVhxDXX1RSlBfW49S1Z23jRyQKVQ61XB1dcP1nN1H4slQKJyM7W8D9gGv4mLVDcW362_zX34kj0FN3mNdpTdc6SVW1dwMkx68-LhfW1cDCSd1Nn643W3kVCc262cXc3W1lB8yn25wQ86W3Vg5fG6qbb7RW8pfbmH1jvfDTW8bZHv84xJyVGN58DK0SC6S31W1ffw0s7w4nmHW5NCTY-2NbhPmMtrYYtGb8wvf6tBpxR04" data-hs-link-id="1" data-hs-link-id-v2="pTNQahpI" target="_blank">Code that passes every test can still break the next AI agent that touches it</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3n1W6TMQ4J59fVgGW78ps_M4C1LK4W8rlbdy3Pd8sdW7h9hNF4dkH9bVkJrcP4SLq1wN3plRCWkfXm9W1v4X3j2gk8bFW3mp_TS5ZsR-ZVdP2Z-645GccW2-2tCw772VFjW6Pb_Dp11M973W6mCz4w4PTssdW2SZq8w9dXcygW7jWXgw1mFDcdW2KQtMD2qgMv7VLlNfd8chFZJW2dKb4k2QQNvBW7dmw0F4zl9hfVql8154W0Bm4N3LDl21KPVkdW7Qzpk67vzXJlW26TWrF23xjNbW40SKf83-_GHDW2kwgC88JDlYHW5-LpmZ995nFDW6vqb326zj119f49dS1604" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">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/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3pXW8C7wVP4kpd28W436CCG4mhvj8W1HpV_p99FDs6W6n-HqX6B4X7xVTNpFB15L-JNN5sZpD9CSCMyW3BV9Bm49XLVbW1CNtKv2SdsfzW1tVkLw6P4bmRW55qn9x27_Q06VN3-nZ4dgLYYW2J2M4k2P3gpNN67dHt9nhvclW67hv_471f-P2VRfK1R38FqrBW1wQNCF5PfNhdW5Y9G7p64NtDyW2RRMmx1dxcPCW5Rl2523v4xH3W78dk7P7Qrz1dVRVdlw7yB9QhN7y9fcQw8p3FW92k-Sd6tZlk0W8WjpFJ2xdGGRN4d_8CWMm2FrW5ZpVzb8W45JQf93K7KC04" data-hs-link-id="1" data-hs-link-id-v2="gAynTRln" target="_blank">Anthropic gave agents the ability to dream. Then developers woke 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:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3nJN6Mg8N6fb8-jW2qSbqB4Q-8r9W5xDqd86t6T8-N1qFZDSwgVZ2W3Qwksd7JhC_kW4NSPjN6-KM9MW48YtsZ2r5_CrW4MwKCf2LTFrGW2QwYDG8KBLR3W3CK27s4RSTtfW8Scvct7Z2DFpVt6kVJ2m2CH7W2Q9-tS8sdFjdVmx6tq3C_5nlW6myMKV7PzcKJW2bTDfr7fTyRHW29kXMy6HM-QCW2gVpTW3KYft_W7bvHD532xMFCW3tl7n78XrbF6W7dRNrk4_zjX2W6JF1dW2rtYhNW3ytb-3550Q_XW6nSQK478SSjCW1rdv835hlpvSW8wxc4b75B-xlf2T2Thg04" data-hs-link-id="0" data-hs-link-id-v2="qXcC9LlC" target="_blank"> Adrian Bridgwater </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3mKW1JjPVC5tjr6xW75zr1T1Rg63-W6TrWhK7_s8hHN3WvrCJsVZpCW63Kp8m5kmcJfW2zlxNT11Q5mQW25KrP62-x6j7N6T_wN6dkZ9RW2ny2tB5Dpd8QV6Q1nJ94-qn7W1W7wTy43jzZFVXSGCQ6Tp9hnW3kj_Qs3TMXQWN7RghwT5jFH9W8RtcTV8hv3ZmW2JxFXY2YB1lwW7fFq2V59h9G6W1CLFNs59JmdqN7_KW0hKGddFW1JHwDh9gk7lrW84qwmy3BxtY0W4RbQV97_HfJKW4YL00K2_ZRbrW35J0hg2TShdCW7K7Dck70zlkmVTzwQs2DkH6Mf55jpKs04" data-hs-link-id="1" data-hs-link-id-v2="lnq1/N9r" target="_blank">Coding agents ignore open source contribution guidelines, researchers find.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3qgz0W7lCdLW6lZ3lMW72RgDG6HX7fDMcMzX-dpK3QW4hDqw61G0-KFW2gvlGK40VdV_W56Q23x423fSpW6s-Xrk8KXKQTW5CBFXT935WhjW1j3rrm6Pq_pVW67xjhb982HY6W4YMcpZ5N6JNQW4qfxFD5Qt76WVjjXJW4JlQzfN5jYtvvThx9VW76pJ321XJwvDW7rst156SJ3PKW93xW0s5VwBc4N7RZrMttqCYpW2B43y944w5fgW8b5f6F6bHLbtW5Nwk__612SC8W4HCZgc5xf3MDW4gWN_75h-L2zN3ZpkRR7dFtVW3Drd7B7x-08Yf7GKxBK04" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni" target="_blank"> Meredith Shubel </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--4" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#c43aaa; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">CHAOS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI 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/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3kQW72Tf908CFtklW58VvFJ7Jnlt_N1RqHKyd9zbVVY_KxJ74wPC0W7bqKFk10_vyxV9h0Ly3vcPsDW2vczFD4XWzqnW8przlt20hcXQN4LMWslv7W4fW3LgxkR75-hcdW7tdf082N7T1NW26hhgq2fcqt9W9cHFB36X9LcJW9bt8pB6GG-3cW4nBgS72xV9K-W7YBtct1fxJ1VW8N2Byq8rsWCPW7b5lNM4Qpk43W7QnNfC2nln0ZW4mdK_W8nPh_jW2nsDRv40KQqYW79QBXk2XB-SrW7RYvZb4ZqL6-N7ryLYW2vWJBW7dBLFQ6cSnbZW18F0xr1q6WsHf2RTZ1g04" data-hs-link-id="0" data-hs-link-id-v2="Nu5yt1qV" target="_blank">Your AI agent remembers everything. Here's what happens when its owner changes.</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3njW4XJFC_93hVkDN6ZCvFhKD46yVMM-Jn2nc739W5qyy7d1p3vTcVJJXy94twPNlW4k5sG57JqYJPV2mKM389Nvm3W5ypJDb5lSP-8W1GZcZH2X2y0hVkffHM19qzjmW2m7n-X3FJ2NCW5tFc4r5D8xtcW4V2Pcw1BFMfTW5hBYM85D1_QjW94HkVx1c-848W3VylT_3gfhrWW2vG-zg9g5mNNW5cJjxK41T3Y3W8wC-J512mKsNW35N25F9jgZJTN8nybX0N02jBVYrCFC4N7zLvW6sJjWY49Zkv4W7d08308hR1tfW4BTdXk1Z2gpgW1dqcJC6-fjh6f1-dSvW04" data-hs-link-id="2" data-hs-link-id-v2="8DYaPFb+" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--5" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#ff3287; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">BUILD</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3kBW1sC-vV8Y1VQbVKBNMx3LVJC3W5dm_d46p3yz2W6gty548YjLVJW6bV7_v2n1qp1W4bqhP73X9mP0W5g2Nnj6h70ZvW9hcmgp5c6l_lW83tLtx6lBVHhW2mpf-j2kP-pdW1tdKsB2HndQlW96TycH1MLVG2V_9wvf5T1BgDW5dZzq027h5bTW6Vb_PX2N65mhW1pNw0t4kGF1YW2YBhMg5yT4ydW1jzQZH4TngCmW3xhhnD105mzLVFVFR15R8-ClW2ln9s61VtbT9W6-rYCb1gQk6VW3CRGX04r_tQRW4lv91V270mZ1VYGFp1691XJhW4wk_N86MnsSrf8bBX_K04" data-hs-link-id="0" data-hs-link-id-v2="M1ZUEY6o" target="_blank">Why CPUs still matter in the age of AI agents</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3qgz0W7Y8-PT6lZ3phW6GBRhR7M6gD_N3b4Hds5g1-zVpCzfs1L38rqW8wyRPP6_T_k9W8kx2GT7p3bwGVGqXch8_HcdkW7M35q-1NFwbbW5DQC4l3J1Cz_W8Rbjxl2fw-pNW7rJvcr4w-0FzV_w6g77CddfSN4zK14fV3pscW1bQJy88xj_s2W2XRPQ-6fKNN8W4XtDw272HYn7N9d6GVKJ5LDVW1Hm5hr4cqv79W7CmZ0F7pp3JvW6V_7c04m_xpsN6-lmKWwzZQpW4vJ8fy8R9fH3W2RMz_c66nmM7W4Qhj0Q4DxBwXW6N3tv05lNTqsW1gmd_r803S8FW8lRM-g8Kx77df6hsG8-04" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ" 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;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2025/04/[email protected]" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3hCZYW7lCdLW6lZ3p1W4Bjjw01GqDnfV9WBFg6rCH-hW30v0zk96BcqdW997pJf2ftTqRW2h-B4P2TZXphW1YcNV_6xLf5LW6_7fQt60t59yN6_p0X-VLcsZVM0TzK2Ny0_4W24JPLT2p7rYVW629vv58tNkZzW5Sk2bh21lGWBW8lTHH-6gN4-lW40Hj_W2W5WQlW6nBVKj55JN38W8K7J1R18-sfZW6rQDwc3Xl5d2W6lB1DT5l8gF_W18YFlD3mhLmyW1BZ4393jKjdMW3rN1Bf5v__mQW21bW517mZXVfW1b4Qqk7kdYCfW4zcDbj4zPKRKf6brdR004" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; 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letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">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/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7n3hCZYW6N1vHY6lZ3lPW6CYH7v8RlDPgW8-fgB82W6nmvVDPmQr4crWzSW233JsR7gRxymW62bQWt1hkFDNVmykh62qJD3nV24fJ26Qq6gBW7tKDTD5X4xgsVdnQ7W4pPwhYW4KmryM2WmTf7W845T9519sB1RW8VQCWQ4DzwzgW6mgc_Q1zVx5PW2r2R7D1fZhySW3t97pQ6yNmMXW2B_f6L4rVdWLW1-9xCT7gKZDsW2mFXN37yvbxpVCfBSV20nvd8W7GCLBC3jWNy6W3shlQ37CWdGrW3BdXYP6k0kdpf6FZhxn04" data-hs-link-id="0" data-hs-link-id-v2="GkZ6ySkK" target="_blank"> Master SQL with roadmap.sh </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> SQL remains the essential backbone of the modern tech stack, whether you’re optimizing databases or scaling data-driven apps. Our sister site, roadmap.sh, offers a comprehensive SQL course designed to take you from foundational queries to advanced database management through hands-on, practical learning. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7n3hCZYW6N1vHY6lZ3nvW9fW8dt1HmN8-W8xGgyq2LkDDpW34ZX424fjxLkW1nq_KL12bjhLW58Z5Sl35m3KPW7kZgHV7KY00fN7x1n5LDF-0rW3jprdS29cYNjVRPKRM5s95pZN8nTsSxfDHDPN6BW34WnKzyjW4TDWY57FjGHXW85WP_g2BwWCcW6vl7833jcQmWN5sZDc9R7ZMwW2S0sPv70dWWrW63TLK95KZtldW6BVdPj3b_4DtW8n1hK95qSdWdVj0-7480ng81W2HPwRx7zHKXkW5Vzwh219lGMLf8gz80W04" data-hs-link-id="1" data-hs-link-id-v2="HTxD2h0T" target="_blank"> Get started with SQL </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">BRIEF</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3hCZYW7lCdLW6lZ3pVW8CY1Kl6pZV22W2Cxlxx8B-Pk4VK1MdX9gfTmZW94L7c06-b5G4W5PBybf4LrL2zW3RvlnZ1d8CtWW8PMjdM8t2DfnW87vPZF7nPdx-W10X2Bd4NtRHVW55W7S32cFYFKW32fdMB3Sb2DfW2_zx0B2LLLjhW7v6NZP1BF-PGW32NW0G99X6YhW8ZxrLR96NtDjW14mSb95y9sZTW3zSdFh7klh3mW4-b-TC5S-RVSVXgkpK78TDMyW8nCKYk4jHgl0W4Sn-pm1p2_77W74yxF03r6jqhW8HFbsz6n-HQyW98mxy42_nYcyf2hVVpz04" data-hs-link-id="0" data-hs-link-id-v2="IIcK8vba" target="_blank"> How routing keys isolate Kafka consumer tests on a shared broker </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Isolate Kafka consumer tests on shared brokers using routing keys instead of costly topic duplication or multi-cluster setups. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3hCZYW7lCdLW6lZ3nJW1DGxrv5L876CW65Y2QX5WM4lNW7V9D1463DB7_W7V0mmT48dKScW44KDRP3t_-5XW9bsjp19gH5S2W5jJ4vT6D644QW7Wzwcw8lZynQW83s_rl6qXckJW8FzyW34zFsVwW5dkyHN9b-XccVMzVt996fGg3W4GpcVM2prLdTVNQbtV9j4zVCW7LNS3z44NdsPW2L1tdc7PZzxpW5dJdrq95TMMgW7FY0DL33r4SVW4MsfSD1KNsJ3W4FBXTH44jNFbW9jmXS47bmQpBW3ZrVZQ6zBz-xW4jK87X5N3VfWW1NfRwR1jNkm8f5lvBzC04" data-hs-link-id="1" data-hs-link-id-v2="OyMt2opk" target="_blank"> Learn more </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3hCZYW7lCdLW6lZ3lQN19qw6PpBpx0W8kBvDl5qMc0xW5DcnHn3D5S-dW2wjqV28bjtxjW8-wwKH2gFCl0W68FT635VPx_rW4L6V7K4lg9_tW6Y_xsv1lbrbCW8WkgYh7S3NCwW4y1GKc7fcyGPV7TMVd3CmDpxVZ2dbZ6M_QVMN24MvSh3B5ZkVQdjZb2Q0X5MW52gJ9j10ZSLGVM9gf08whGKCVKD4Z66JL_v3V_QLK_7hRmmgW3tySgP1lrNQMW2N85Py7pY6YhW3MXCbF3GmgYyW58Cz376DrDrbN4VQ63fnFqwqW6vNmXf4L8H5Xf4mhpBP04" data-hs-link-id="0" data-hs-link-id-v2="SwuEAwRZ" target="_blank"> Every software company will become a dev tools company </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> AI code generation shifts focus to platform engineering. Discover why software companies must build internal tools to harness AI safely. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3hCZYW7lCdLW6lZ3q5W8p_88Z7D7JTVW5RwbHt3t_cV9W6_PGpC7_rwNrW63vvv97dc5rTN59ydCXrBRHCW2xtFCL1pphthN8gRJ74FR_VcW5XgtXt37l0xBW9lpSqJ5GkLDYW2krKln2wr0gmV9_jwP1VfZ1wW1L9hpZ8jcx4fW3Vzx5J7769cgW9h43qm7tD0cyW4WWc-R1rHlBrW8pyPhS19qwTRW6yxV36877RTwW4kMmtN9dZY0hW6FwDjK7Lf5QzW8mFXfj1F1hlzV7VX3h393Yb9W17BLx-6GLv03W54Y-6Z2swkZcVtFLzr131FNmf8lmBVl04" data-hs-link-id="1" data-hs-link-id-v2="o2RDrTp5" 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/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb6v5nR3bW50kH_H6lZ3n5W2dfWTs2KnNhhVR68-d13kJMfW7s6jSG5jPr1KW3jD0xt6SgD0dW3Z0R9q7BdS05W8ZQFJg3GxXjNN2V87v2zTWrPW4tKcXQ4jPxljW73k86p8cqvFTW6nr0Ht6TW5CnN2w4yKRB_ZFpW2g4QQP1TMxBHW6tLKns82nV8mW7cfzk28sbdZPW3N3mbr19jNmKW1W01xr1_TZ_JW1fft9r7lWV2xW5tCf4j38yzD7W3cT2Ft7kRBx4W3cm21C39kTKyW7QQr2n1r-smvW2mR8Lh8t0P7VW2SM6DB4bc50TW7nlxGs8jX16zN203VKq8dk-gW3msWcL5rXv5rW6tFWfj53dS9-W4Mmh5Y3c1tFqW7rjBSX3spgrnW1_K87j5xFHQFW7vs2YQ8qhkG7W784HxP78kBnYf3XCtxH04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="wplz4Gf6"> <img height="30" style="height:30px;width:auto;display:inline-block;margin:0 8px;border:0;" src="https://cdn.thenewstack.io/media/2024/05/fae341c5-tns-daily-rate-great.png"> </a> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb6v5nR3bW50kH_H6lZ3kxW6phtM77ZtSbLW3T42HM1L1lTPW5zSh9b555vDXVd93999gBXSXW8gdHwF5Xt5fTW3CSnPm3RwCspW31PMKW8kD0kNW3kf3Zj6H5gHQW5cSXCg44l7kGW77Xwsv2LCbSwVFxCYn7_2B4dW52W9nx1wp1tdW73J5qt741Ql0N2tPrdGs1MFzW3-8KZT4jlkZzW3wLhdN33vFwHW5sbl407tR4KhN82K887v9GGlN11g9pHsjxzPVvvr4G98bXSPW1nMkpP1nsxjRW6Zvd_82Y3p9XW1S8lCs79Smq2W4zfrf88_9txyW1JYxc74-tfhtMzCycLwlwbhN2Ml04nX7HbWW2VKGld2xVbX1W4DSK4g8js3pXMYpcrfrkzkLV_tMRK4lSl4YW6drBr52R5cb4f2nPQnd04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="34BKa6vS"> <img height="30" style="height:30px;width:auto;display:inline-block;margin:0 8px;border:0;" src="https://cdn.thenewstack.io/media/2024/05/8bb71286-tns-daily-rate-meh.png"> </a> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb6v5nR3bW50kH_H6lZ3kTW85-5qX774hGLW8vLBDR8nCcxYW2ZK2D976MwMgVmx-cN5L29jqW1ZGp3z8m0snXW5nCh_h6K8Bm9W60NThy9fyKXDW5s0-0T7tjgRvW84N70t50spqYVgNl_p1B-jcRW912CJq3dYF2rW5Sz_Zd2CnwtLW7J-gds4c5pVqW9gp_1L8hhX7RVzdSVK2mG2ZlW21VTKx15DhDmN16fm9hRR4m4W5JtxN150WzhcW1tn8LR43YKlFW8JdYmT594Tk9V4mb5F8ntyG4W1xbCZZ2B5YJZV97dZN1qdwV1N2t6Sy-9f1NSW6ptDJX3M4NxPW2c7rVN1bVcHrW2NLmTC7_PlB0W3Wq-fJ1FGHfxW4YqkTd7lR4wTW5vyMZp7G-CRxN3msYRKn0r6qW2fSdvx67zfd-dq0q9F04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="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%; 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Plus: Meta stopped worrying about distillation and just shipped the pipeline
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb745m_5PW69t95C6lZ3mhW1DVkjQ7ZVX0BW6bw6nJ5npFt9W995TJ-96s6wGVSv48x3J060JN3mnCw5qPcywN2xRccF6TgvvW36SnRP420nlRW3wQPvt86mYMKW5myKLV5bHMqDW4CR_kT1CQk5zW4VdpWG2dvdkGW3WNVCd93Y5TDW1mnHT_2BSP6VW8F7j6R8d5c4HVrGYnH1Vck5hW5ZrFsY1yZtBLW7m8XZq5KlTDBVMV0qs2SWsFvW1r61FB7kZL_2VNK2Fb81nXhQVY70Wq4KG76BW1GpHRr4mZnChW1vK2V01VssMbW8W9JTl3R5sPTW88yjlx6p0_WsW3gw3sT6WN0l5W1VrPMm6NjrHcN3pc1gNv3Z_hW91qKQf4xw6QdW5xZGtW6tRd1FVMm3Cq1BkpHVW3-9KJl22PtLzW8lRxtK79jF4yW6xKjzK77jR47W4pXgtM1H8q6kW12S9cP6pWP42f49tS-d04 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7n3prCCW6N1vHY6lZ3kxW97vx-M65bckbVpbfx79crY5zW4zLbqC7nD9thW7BqRhp8L30mqW8ZBTsh7dRpxBW33-5fw46FTfjW8nwGsP12zRg_W7vtLM07-lD6KW6NV59b3d_vXQW4yDhKT3H8nBtVrqSzB9bJHqYV662z_24NQscW1GMpdC3br7TNW5WZWmd3vMFMGW4bb-xm2yD8bwN4P-gnzXqRLSW19jMGZ7jcbS9W7r5T1V3SZK4PW4yBnFY2DFwP6W6cH0pm2Qd2CjW4Mf4f151WCPMW6b4FsY9d6N0lf7vKHDP04 )
August 13, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7n3prCCW6N1vHY6lZ3pzW4W18JM1kJzmkW5VsJGx5BfKyPW3gYmNZ1fXFCfW2bMFBQ5s41BXW2KJrWq5zJBcGN719Y9LPfg_FW6fCxFY8f-TbjW3f6x5_93RqWmVH-3_04zfB6KN5Yppq6ptyXsW3pSXqH5yMSz4W55Bf8B9dDBM4Vjz-qw9g0NY0W5hZnmP3lg2bYW2htlN02z3RdMW3VV7b67pR2mwW59y0tq3kV4_0V2jZV691vtmNW3cP8jg7nf8bwW97cyHP6ry7SmW3dfwL82CBX79N5NTvqsFd3Kmf2wg43g04 )
AI agents love boring Go
Google Go is now positioning itself as a language tailored for machine authors. On Tuesday, August 11, Google made its case on the Google Developers Blog, pointing to Go’s small language surface, static type system, and integrated development tools as essential guardrails that help AI coding agents catch and fix their own mistakes.
With coding agents producing code far faster than developers can review it, the engineering challenge is shifting to checking and maintaining it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3kCW6bFp_K74LXw7W3WVx1j3MWpnHW5m134N8QM2g8W29ywLh4swLsWN3WT6m-WT75vW74JPML52WBNBN78bb5rT17tyW2l1hNY1mHCsLW5-rqLD18ckpjW2PZ2t_3h6SkgW4ZB60g5yJYw_W55QXzY1-Mm87W84vsrg2g_lddN64_6TzTwnN1W5zVZSn3rkkqVN88K-dNzpX89W2fJ1KN8y6KLTVMRSTC9lwcwcW73ZvZB8pGhd4V_28m380WSk7W64y2qp6mvQNgW4kH6Sw4Zz16lW8pL0Cg43bpRpW4_bQD41TYPrxf3N6Tfb04 ) .
Go deeper: Code that passes every test can still break the next AI agent that touches it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3nmW51PQP55n43C0W8GXDF64MRtnzW1NLmbj82VHYcW1LspmY6Kkn0pW47YJ-H3Y5B42N3S8Yqd9vdHzW6Hqs3429XtwxV2pf0s9dVL7-W8L430H2PQrQkVDKyrt5Kvzf3W118YJz6GpRXkVbnlSh5FH4RWW97fpF63PDXCxW2rlv-16nj4hNW5L-09X3W2LvrVgDvwQ2428PmN4VKS6ZnBwh9W1D8nRG6TBRFwW1y7Txs4Z7FtmW3tVc5g13ttmLW8gYv5C6104_9W8KhsNV765NNbM4vx3g1dPJHN86P1HwBJB06f5ftR3K04 )
More fresh reads from TNS:
▹Anthropic gave agents the ability to dream. Then developers woke up. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3prCCW7Y8-PT6lZ3p9W7qvgYc74pKm2VCBxF32sDrD1W2gdH9N6CFKJQW3NwWvD56Cjr2Vhr5yb3KszJTW6yGPhK7ksf1yW3vYYnr2XkwNTW5WRfxJ94Rj-YW1GFVdL5D6KpYW3cWT_b62b_ZNW1s-T5z4SkbWVVNxTW58GdQl6W3gzqnZ5Yn8tvW8z5xST76T2z7W1srf4h7QKSdwW81QhPD6h2FM7W4QQPSK5xwd3jW5SnzBG4k_nwzW5RDmwM8rxCCtW6zvRwH4MwJPWW4ZxHzR8Nq5LXW3H-Tg88ThqlgW5wk9Qs4Vsb6_W90Y2037K0PTSW7knvpj2_P4__W3LV4913-RQwqf2q-jkP04 )
▹Coding agents ignore open source contribution guidelines, researchers find. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3prCCW7Y8-PT6lZ3mTW2WlJ0z5x_qRBW7xs58z3kbjpVW1nr5N_1gQG4tVvV6Ts4_x-HZW2rqVHZ4BS-W6W8gJkQF5FdjrbW5nNHK97gbxfCW4MmtXB1PVKxwW20_Ztz40bP4bW8y_drX7g08n-W5rZ-PJ62rsbJN3XrHFHbT6x5W39RL6D8Ks3dsW6d2LVx7_YG60W1SlJGZ4WT1QqW5XxFfl2RpN1ZW86ff8x46FCdkW2CPtvB93j7RMW6pdmgG3S-l7LW70y2jw5-Km9sN8lzlcVHYQtkN2kTFT82NQqPW97xXGS3G0L2NW3GzXNy8gL64GW2mXY6R6g_-5QW6SGDvv6XwK97d3nQKC04 )
▹How I learned to stop worrying and love hyperscaler capex (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3prCCW7Y8-PT6lZ3nrW16537G4KhhxWTrpQn92P2PxN3WF0c_mp6R3W5mcbWW7HFDZXW7TQJyB5Jk8z_W6mQpNd8CqCwtV94SLm4QB3gfW1wzKpl65JgwbW1PMl628LPbB7V5PrYg6z9mRKVXN89T5Jd2g7VP2Y392ZVBm6N8Q9k3N2c3XBW2ZHXKS71NhHvW4V7m6S92yyB2W40XWwF2Twbx9W19xhKC3kTBRWW8lm_H_8yZGstW31cPms7vnMygW1jtj409b6RHXW19XBJp4sYZmrW7hT27q10p6GgVVs0Gg1PccqyVsbPm94_bw_HW7_KktX591vsCV86FcG72vLDrf7rl3-x04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3q6W7Q7xNm4DHLvRVtSVw21mwFtfW5NjX3n4zmTw-W7bZ_bH1RBjdwW5mg_Gz3Fl16wVwJbtp1sB1QkW12q8Qc14Gq-XW1GHTKP1qKSG_W6f2Yl62T-Z-HW1zssZj45qsR_VfnvG27p7JWtW4nQX4R4XqrPBW95TR_45_c75dN4djpf19CfSSW1WJ7yC1mnLRRW7rN1-s7ljmhLW8WJQ6w6WXbn-W2CKk8h8m4N04W8bZB7s3CzRBjW37vbqP4rYXqDW7S2KWv8Cx4QvW8Hf8pp17H8PRMPnl67G6CFWW7FlXX68hvNvJf7BvgSb04 )
FROM OUR PARTNER
Your Current IDP Is Hitting a Ceiling
AI workloads, autonomous agents, governance and cost complexity are pushing Platform Engineering past what it was designed to handle. Broadcom and PlatformEngineering.org’s new Platform Engineering 2.0 white paper defines what is next.
Read the White Paper (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7n3prCCW6N1vHY6lZ3pzW4W18JM1kJzmkW5VsJGx5BfKyPW3gYmNZ1fXFCfW2bMFBQ5s41BXW2KJrWq5zJBcGN719Y9LPfg_FW6fCxFY8f-TbjW3f6x5_93RqWmVH-3_04zfB6KN5Yppq6ptyXsW3pSXqH5yMSz4W55Bf8B9dDBM4Vjz-qw9g0NY0W5hZnmP3lg2bYW2htlN02z3RdMW3VV7b67pR2mwW59y0tq3kV4_0V2jZV691vtmNW3cP8jg7nf8bwW97cyHP6ry7SmW3dfwL82CBX79N5NTvqsFd3Kmf2wg43g04 )
TOP OF THE STACK
Meta stopped worrying about distillation and just shipped the pipeline
by Janakiram MSV (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3kLW4mHSJd3vJzH6Vsk4ng20dVZYW7N8WST6XJqKMW5N0qpY5M2Tx9W8Jcfb-55rvB9N9kyxkkkmKfSVBTd4J6rW00DW8-5g0k3RXkzjW1nlx5M29MPJzW5Rbzkj2jFWxBW7DDVtq7NTwXcW7VfShr94W-zfW2LxQ4x8p576WW9j6FkY6sry2PW47VbFp2cSLFfW1Ty6p_549DrWW6355LG4sVctdW1VY1HS4MR21QVp0ztZ1bh7wtW7jlBp_8KskNwW1dL5F_7ZSygnW7HDxMc77cV-cW3gJgRn7MjR8_W7YWYpm5DFvL2f4mWHNv04 )
Featured image for: Meta stopped worrying about distillation and just shipped the pipeline (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3prCCW7Y8-PT6lZ3nzW2XTrvS6S7y7FV7W7T-3VWN6rW3BVrYx814y5yW5ytPj46-VcsgW75jW9H6Gnv7wVGtNDL3mTxFtW33b64Q3yJfsTW6zMHbX7GbsH-W3rRyp97CdR2pW15r_-W1j6NvTW3RZ9B96NZ38bW3-wBmR4ZnFTSW8n_-bX37hxCzW4lpzQR4JWtTVN8T7MbB5yWFmW2LBWjn3QLWqwW5W-7v835WQHnW7ncrH4505787W1YXN3v27YW5PW3hyRhb5zVgqxW11vtlP5q4yNLW5lNxrS6gJvq5V6Cxsv9hp_NjW7JspfY2GXT5GMy07Y3b8kNLW21py6S6Kh1GFf4Dhv4804 )
Meta’s Muse Glimmer turns model distillation into an enterprise lifecycle challenge spanning teachers, students, quantization, licenses and refresh cycles.
Meta released Muse Glimmer on Monday, a 30-billion-parameter open-weight model distilled from Muse Spark and licensed under Apache 2.0. The question worth highlighting is what a teacher and a student model, shipped together, do for enterprise model management.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3prCCW7Y8-PT6lZ3nzW2XTrvS6S7y7FV7W7T-3VWN6rW3BVrYx814y5yW5ytPj46-VcsgW75jW9H6Gnv7wVGtNDL3mTxFtW33b64Q3yJfsTW6zMHbX7GbsH-W3rRyp97CdR2pW15r_-W1j6NvTW3RZ9B96NZ38bW3-wBmR4ZnFTSW8n_-bX37hxCzW4lpzQR4JWtTVN8T7MbB5yWFmW2LBWjn3QLWqwW5W-7v835WQHnW7ncrH4505787W1YXN3v27YW5PW3hyRhb5zVgqxW11vtlP5q4yNLW5lNxrS6gJvq5V6Cxsv9hp_NjW7JspfY2GXT5GMy07Y3b8kNLW21py6S6Kh1GFf4Dhv4804 )
WHAT ELSE IS NEW?
TAKES
AI Agents
Code that passes every test can still break the next AI agent that touches it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3nmW51PQP55n43C0W8GXDF64MRtnzW1NLmbj82VHYcW1LspmY6Kkn0pW47YJ-H3Y5B42N3S8Yqd9vdHzW6Hqs3429XtwxV2pf0s9dVL7-W8L430H2PQrQkVDKyrt5Kvzf3W118YJz6GpRXkVbnlSh5FH4RWW97fpF63PDXCxW2rlv-16nj4hNW5L-09X3W2LvrVgDvwQ2428PmN4VKS6ZnBwh9W1D8nRG6TBRFwW1y7Txs4Z7FtmW3tVc5g13ttmLW8gYv5C6104_9W8KhsNV765NNbM4vx3g1dPJHN86P1HwBJB06f5ftR3K04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3q6W7Q7xNm4DHLvRVtSVw21mwFtfW5NjX3n4zmTw-W7bZ_bH1RBjdwW5mg_Gz3Fl16wVwJbtp1sB1QkW12q8Qc14Gq-XW1GHTKP1qKSG_W6f2Yl62T-Z-HW1zssZj45qsR_VfnvG27p7JWtW4nQX4R4XqrPBW95TR_45_c75dN4djpf19CfSSW1WJ7yC1mnLRRW7rN1-s7ljmhLW8WJQ6w6WXbn-W2CKk8h8m4N04W8bZB7s3CzRBjW37vbqP4rYXqDW7S2KWv8Cx4QvW8Hf8pp17H8PRMPnl67G6CFWW7FlXX68hvNvJf7BvgSb04 )
TAKES
AI Agents
Anthropic gave agents the ability to dream. Then developers woke up. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3prCCW7Y8-PT6lZ3p9W7qvgYc74pKm2VCBxF32sDrD1W2gdH9N6CFKJQW3NwWvD56Cjr2Vhr5yb3KszJTW6yGPhK7ksf1yW3vYYnr2XkwNTW5WRfxJ94Rj-YW1GFVdL5D6KpYW3cWT_b62b_ZNW1s-T5z4SkbWVVNxTW58GdQl6W3gzqnZ5Yn8tvW8z5xST76T2z7W1srf4h7QKSdwW81QhPD6h2FM7W4QQPSK5xwd3jW5SnzBG4k_nwzW5RDmwM8rxCCtW6zvRwH4MwJPWW4ZxHzR8Nq5LXW3H-Tg88ThqlgW5wk9Qs4Vsb6_W90Y2037K0PTSW7knvpj2_P4__W3LV4913-RQwqf2q-jkP04 )
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3q3VcLWC-4M1lWhW7VQs9L7yQdF0N1zJsV1dBlXFN40wY6_TVgMYW1nz6D07c3cQmW37ywgL8SlT16W7SpmKW5sV6DlW3_d27l2BKM9cVQ5CHn2r6jTgW6nFv-J1V22wCVl_yzd5qHHR0W6TC_m83xFv14W1Sf_2n12MqHTN2TkJcLYq37hW4f3-JN8dVbJZN3B5QNnFDXsDW6VxF464TT2WwW3XHnvY33zxmhN4R5MS315gYLW7Hv0tR1YnGFkW2G5VXn6r-nG-W2j9n3g6R4X54W5FNZfv6Tt3fNVhb7wn2kWK2Mf5S1f5q04 )
TAKES
AI Agents
Coding agents ignore open source contribution guidelines, researchers find. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7-3prCCW7Y8-PT6lZ3mTW2WlJ0z5x_qRBW7xs58z3kbjpVW1nr5N_1gQG4tVvV6Ts4_x-HZW2rqVHZ4BS-W6W8gJkQF5FdjrbW5nNHK97gbxfCW4MmtXB1PVKxwW20_Ztz40bP4bW8y_drX7g08n-W5rZ-PJ62rsbJN3XrHFHbT6x5W39RL6D8Ks3dsW6d2LVx7_YG60W1SlJGZ4WT1QqW5XxFfl2RpN1ZW86ff8x46FCdkW2CPtvB93j7RMW6pdmgG3S-l7LW70y2jw5-Km9sN8lzlcVHYQtkN2kTFT82NQqPW97xXGS3G0L2NW3GzXNy8gL64GW2mXY6R6g_-5QW6SGDvv6XwK97d3nQKC04 )
by Meredith Shubel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3q7W2ytm9936w0ChV6gng11nDhHBW5Gx92n7GhZKPW8fkxrY6B2s-kW6H2PBj3VcrxgW8GHvS0436G1hW2p137z3NKDn0W5jPfz43hkzlKW7s9nbg22s745W6qyG2R8_R3S7W7bK36r9b-FVWVQ50FW1cLS03MQ4wfSnzPK6W7jk0VP2mp8RxW7TK7RN61JzgFVrbT3S8qvhmjW1LtFts4H_Z6NW3qM_PC56z38FW43HhNj3Ts5TJW8MgB3p4kd2K1W1ghxX34jLx2lVKYRzS7DqDZHVwq8Td8nwdNsN6MLB02pWTXmf3pn8Y404 )
CHAOS
AI Agents
Your AI agent remembers everything. Here's what happens when its owner changes. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3q3W2tSD4f2-b1gNW7vktQR41YpNvW1QtKx43-ys48W2ZP7rJ5mRY43W70ZYCm7S3f-tW4sX1f62W4Cn4VBrK2X6lpD1bW7dTs9C4fyHkcW1PMNjh2pm7QFW1hzqFH79pH6kN1QQh0PrX6lSMJl9pxNY_rvN45JYq8RZF9SW5-htgG56WtKwW63DwTh3vnqlbN8DwrK1cMQkDW8qG8QT3F6TRyW5kLq5g1J5RLhN6Kvb3q2nJKLW4HQmlL5PFyWCW8sFy0R8gLJDMW4__f043Bcc4SW2_8kBj7FlXRpW9grTdv7sXMG7f4qWCmz04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3q6W7Q7xNm4DHLvRVtSVw21mwFtfW5NjX3n4zmTw-W7bZ_bH1RBjdwW5mg_Gz3Fl16wVwJbtp1sB1QkW12q8Qc14Gq-XW1GHTKP1qKSG_W6f2Yl62T-Z-HW1zssZj45qsR_VfnvG27p7JWtW4nQX4R4XqrPBW95TR_45_c75dN4djpf19CfSSW1WJ7yC1mnLRRW7rN1-s7ljmhLW8WJQ6w6WXbn-W2CKk8h8m4N04W8bZB7s3CzRBjW37vbqP4rYXqDW7S2KWv8Cx4QvW8Hf8pp17H8PRMPnl67G6CFWW7FlXX68hvNvJf7BvgSb04 )
BUILD
AI
Why CPUs still matter in the age of AI agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3nQW3M3WD22jlpssW7Ml34d1QfK4SW95sPx36kZHb7W4Z0DDV8hgWNFN2sdqKBvxt9JW8H9mQH1-w7QrW1VX33s1w_lz-W2Wg4sG3d-tlbW9fd5cs8B1rNfN4Vr08gStK9-N10W64TnPPVqN7K0W52XqDyJW7TDg2l4nnhGrW7B36212wJ8LZW29Gbx18tH9kdW3gL8T75sGXwmW3B-lXW69K9gsV3k0MK37JtBZVGGFXc2WbSxwN17bC0NwwQpSN6-ymxVt1HSRW2FVlBY7QtVDGW1TlgWr1QQgfVW5VFytn34w1Rhf7wVFrK04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3prCCW7lCdLW6lZ3lhW66s7J75MTjFMW9dRY-z6j7ZmXW841PFR60l_NMW6lD22K5nD3W4W5f2k9Z135jZJW1k5Jlp21TFVQW2vysmd36Ws3VW2JqpD-95JvBYW10-b1N8ZxyckW1C90b32BnNlfW2HdlRQ4DVl8fW6Dm7542PpyFfW1cjtwX3lftRgW8jjvkZ3g03v8W1V2Sk16FvZm8W5mRJxs2X1xyZW4v0D301ChJ6SN2skfwTl23tMW7Jsttn88SR3vN75W53zdmcKDW1LSBp44pjpG9VYrCvR6wvNc5W5GHYPY4MDK98N4wzyyC6gcl6f7F2TQ604 )
FROM OUR PARTNER
“Just rewrite it”: What platform teams really think about modernization
Nutanix unifies VMs, Kubernetes and bare metal under one operational model, reducing duplicate infrastructure and supporting edge AI and cloud-native data.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3gP0xW7lCdLW6lZ3nCVZmyQm1rFGnNW3TcdXq3BwnynW6Vn6SF2zYM7vW841dM247wv_CW3DCbJK3pDYFYW7WnQKD86JNXnW7mtB655BZJNrW1PzdLJ6G-nnpW76NC2q85qj_LW4BqlCk5YslYSW1jc0Mz8r09-bW3r30Lr99tMWbVF7H605cTyNzW3DJkgx9g8TljN8jXM80kq8V4W6p9xb22QQLBPW4BGnyM6ZPbBcN2bhbF6CkMmyW691x7T5xd9wzW3RFcHy30hln-W1MFMnv2FK3FcW5D49RJ3cbY9TN3-pHZkv5zS2W48XkSP5d8s-bf74w5vM04 )
FLOW STATE
TOOLS
Master SQL with roadmap.sh (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb743gP0xW69sMD-6lZ3m6W7JWSF1752w4zW8JqSbH3Td4PlN96_DsJdyTd0N3c0WBnB4N0GW6PhHWS8pthQ8V4hPx_62xKsxW2_Pfk07KXwNkN2Fl-cBd7vDWW3b500W6dM6pCV-RjXq1DJQ6gW78_JnQ30N8StW4XnNns4dp0TGW1b28ZD3cXxDpW5jGbN05B7SX_W340Xbw8w4CjKW8XGNj37G5xLzW4W63zK4gprq8W6SjCM21vGgpMW2PW8F43tkgVBW2mx6Wz6mbc44f3TRqWM04 )
SQL remains the essential backbone of the modern tech stack, whether you’re optimizing databases or scaling data-driven apps. Our sister site, roadmap.sh, offers a comprehensive SQL course designed to take you from foundational queries to advanced database management through hands-on, practical learning.
Get started with SQL (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb743gP0xW69sMD-6lZ3m6W7JWSF1752w4zW8JqSbH3Td4PlN96_DsJdyTd0N3c0WBnB4N0GW6PhHWS8pthQ8V4hPx_62xKsxW2_Pfk07KXwNkN2Fl-cBd7vDWW3b500W6dM6pCV-RjXq1DJQ6gW78_JnQ30N8StW4XnNns4dp0TGW1b28ZD3cXxDpW5jGbN05B7SX_W340Xbw8w4CjKW8XGNj37G5xLzW4W63zK4gprq8W6SjCM21vGgpMW2PW8F43tkgVBW2mx6Wz6mbc44f3TRqWM04 )
BRIEF
How routing keys isolate Kafka consumer tests on a shared broker (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7n3gP0xW6N1vHY6lZ3pvW57bC_64TY2k5N91J83tc7dT0W5x8Y0T6TJSP6W5DsN6S4HbC3vW53fyN-2cc-bBN2-kLcScLLGRW8n5FGW4Y1pWlW1YZk6c5s7WWyW6cfQcW6q4kM1W1M2-Rd78jMl9V_4RhV7RpmkGW8qGkJx70jY4kW2Rn0t5620X1GW3scDGF7fm98dW7k1y-d5ND0WFW2Jy53n3BLWkRW7zD57k3CRH-6N403F9XQzTFTW2mndhM2rSK-1VfMfcT1wMczZVk80gk5T41g0Vr4FC36cn_WRf8WxN1K04 )
Isolate Kafka consumer tests on shared brokers using routing keys instead of costly topic duplication or multi-cluster setups.
Learn more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7n3gP0xW6N1vHY6lZ3pvW57bC_64TY2k5N91J83tc7dT0W5x8Y0T6TJSP6W5DsN6S4HbC3vW53fyN-2cc-bBN2-kLcScLLGRW8n5FGW4Y1pWlW1YZk6c5s7WWyW6cfQcW6q4kM1W1M2-Rd78jMl9V_4RhV7RpmkGW8qGkJx70jY4kW2Rn0t5620X1GW3scDGF7fm98dW7k1y-d5ND0WFW2Jy53n3BLWkRW7zD57k3CRH-6N403F9XQzTFTW2mndhM2rSK-1VfMfcT1wMczZVk80gk5T41g0Vr4FC36cn_WRf8WxN1K04 )
TAKES
Every software company will become a dev tools company (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3gP0xW7lCdLW6lZ3pXV4r2Wh77LG8XN67zc2B2s1XHW3b1_dY6-FdH8W6j8w4j3F4JWDW4FJVkF6WlMp-VKQ7bb6VmL53W13YgPy6Vzv3NVv5JDh7V7mnBW1fpQDS7yLmltN6TRLDJf7-sqN1TpKM6FsFNmW1bGTmz6K6vQrV6w-h77dZSpjVQv99k7kdWm0W89Hzkz1Z3brSW4GqGpb45DVCDN8MmLLB2-X-gW45MzmY1_HSr0W7SWXNg2Sy61gW3Dt7C47TwsNcW7xdf363cx-BpN3JqbYJrvwmwW1wm1_t3mV66hW82S1sD7BPDdHf65pKMW04 )
AI code generation shifts focus to platform engineering. Discover why software companies must build internal tools to harness AI safely.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWjT0W6tVqXBV37Z851qptFKVBzM2_5SFQcyN8Vtb7H3gP0xW7lCdLW6lZ3pXV4r2Wh77LG8XN67zc2B2s1XHW3b1_dY6-FdH8W6j8w4j3F4JWDW4FJVkF6WlMp-VKQ7bb6VmL53W13YgPy6Vzv3NVv5JDh7V7mnBW1fpQDS7yLmltN6TRLDJf7-sqN1TpKM6FsFNmW1bGTmz6K6vQrV6w-h77dZSpjVQv99k7kdWm0W89Hzkz1Z3brSW4GqGpb45DVCDN8MmLLB2-X-gW45MzmY1_HSr0W7SWXNg2Sy61gW3Dt7C47TwsNcW7xdf363cx-BpN3JqbYJrvwmwW1wm1_t3mV66hW82S1sD7BPDdHf65pKMW04 )
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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!