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Selected Message
From: newsletters@...
To: [email protected]
Date: Tue, 11 Aug 2026 06:05:10 GMT
Subject: Meta just dropped a Glimmer of hope for smaller AI
To: [email protected]
Date: Tue, 11 Aug 2026 06:05:10 GMT
Subject: Meta just dropped a Glimmer of hope for smaller AI
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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: OpenAI’s newest model is already dividing developers ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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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 11, 2026</span></td>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbts3qgz0W6N1vHY6lZ3pHW81YPd87r8FDQW9gV0P_3g2qKPW8C45yC5C3FD7W5c0nfJ7vBVL5VsN9Kv6K7bcXW7ByRk580NSHfW7PXNjn5frZtHW37-cwK1gN8pFW2gdCl12X-ly6N8FqmqfxSxKfW7dJnCf7DDk_kW6RsPrz2QYF5FW7fl7Vl5NDGwXVhvPsw63WLYFF3BQqDTFwq-W652P-g7f6JTLVK8l3X43_vHbW4p58qq4-5zvnW21Dmft7jzDKwVYMpzp2rsBgMW5dnRJf39Z-6jW68X--J8YpmB-dgxkTM04" 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="wjvtrQYv">
<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/2026/02/[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">Meta’s Glimmer of hope for smaller AI </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"><strong>Meta released Muse Glimmer on Monday</strong>, a 30-billion-parameter open-weight model designed to run agentic workflows on local hardware. It’s available for download on Hugging Face, but even more notable is how Meta turned its larger Muse Spark model into something small enough to work as a local agent.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">The model was trained using Spark, allowing it to learn how the larger model handles complex tasks. Then Glimmer was compressed, and a lightweight secondary model was added to accelerate longer tasks. This approach demonstrates how companies can convert effective cloud models into smaller agents for local deployment — a process that <a class="local-link" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbvl3qgz0W8wLKSR6lZ3lZW1NSJT64F8yS2W1z4MlN7VYw5BW3HxQfF9bKrpWVLSNpm1R4-2dW2GyNXb6rxGYhW5G4-XS1qdx20W3cZdBV6zlVz_W2HjH_93qV0x5W3Ytdx83_lc3XW2DkFtn7R9c5MW4kWKBf1Qln4bW3zskPD8mMMydW28MdbS8k3Wx_VM_qwY3jXy4hW2sJ6xQ3FsNQSW57mjws65VQvcW6Z674N4nS2QQW1ygk9d4X0zSnVTkk_z7cyxBlW1vDKZ08kBYtmW7_lrjd8jffBwW34mxLP1tGsQxW4SQSRY8w8b4qW1NdP9H6kZrn7W6JVKFd9g16SFVKZHzj5GvTBpW6xy2YP2rcCkpW9lZJgx3jJm5tf2DNhzM04" 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="oBIYb0c4" target="_blank">Sam Altman recently dismissed as a competitive concern</a> but that Meta is now building into an end-to-end pipeline.</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">Our story digs into how Meta turned a powerful cloud model into an AI agent that fits on a laptop — and what developers sacrifice when they shrink a model without shrinking its ambitions.</p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Go deeper: </b></span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3mgW5fYbHb8FdZwXW47N84p1HD8HFW8DwPyd4Zcj0gW4rlC_B7YNxPZW4kN5R969hBv_VFw2Xz3XwYswN6rtXl8Dnc89W5BkxLQ99xv27VgfpXk1ZWD4XW4TbRgk14yQ7rN9gqn2SxjW0fN2p-65J1GDLtW3xnv236VYTndW6Dw4Xk2Bf-y9MLm1G34CcK1W2lvt506gdCPcW7ZBD6s8ccn1FW8pgrjK1nzGyxN58rGNJLMVW4W372mxp2-JR81VqlY5T39nydzW1N1lzf95BD3XW13T9xk89jvsyW6xfhLH5qPH2vW8S-yZs1wrT1YW2yhcyf1KWMpvd3_YhK04" 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="CRzmekQB" target="_blank">Meta’s Muse Glimmer fits on a laptop</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">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3n2W425Hm67Y7SJgW98tJ5C7ckls9W4jp0S88Xxvl1W818lhM71kRqsW88XZsf7ZRV0dW4KVzcL8z9R1gW82-jBl21kkKVVlLDQX6FVqQ6W1msGf_7-xDRwW1KJ4st3yCS-3W1BLTDs22fScfW66jkkv8q2FC8W2JWFl64vgdT9W1207Cr3gmxbYW8FMflx6QmfrxW3ZsJFk3pk_FnW93J_hf1SXBDzW6Sp-dR2Y0f1LW5WkQYq2ht12SW7bpkT34wb_BrW3VMF7y99T4dnN1Lcvy2_S9lQW4wHYgC16Q4HrW5Kdsf35-VQ5PW45_5px2MTQchN44rqqLW_RPLf1YnJmP04" 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="7AtNmCv7" target="_blank">AI coding got faster. Why didn’t engineering?</a></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbvl3qgz0W8wLKSR6lZ3mcW5j3JV-6VWkdKW7wDB5Z59kpM3W2JLTDT4JvfctW3VfgDD8zypt7W3D0RRf4qwbddW45H2qT95ht_tW7WDJC_391q3mW2xGGBS5HzDMcW3gYfm391GfrRW6RXKhV8BPH9kW3pwNpZ4-XGhSW5WWgvV8Nj6wdN9lrW-csQKtlN5SC5PhGN9PLW4hY-j28pKNRGV18VYY17fTxyW8D8MY24SvY8lW8KJHG87_HmsXW1Z28Cm6-MwzvW3Y1nv54Y0yZbW6-Qs3S5xRrX_W8Gxx5L2B3GnPW8hm_fY81BMC4N7cNdbCgpc9sW3Wn4PZ6lKR0pW5YbNZj4wwM_fW2t4PDB67qTrnW3dJgQV5CsTBff1SjFxC04" 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="VnUawFpQ" target="_blank">Coding agents can be evaluated. We just have to evaluate the work.</a></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3lqW8W4YMl4HfP71N5v9BjbZF_y8W7mtCTv3G7PSZW5m83ry3CQCpKW3598N64F0Y2VW8n3V7k36QmFFVVKQRf3ypQWjW6Cgtq-2FBX0hW7cGZJ82GBfcZN45MjW8bqD9kW9hGY2Q7fpz9qW8hPg7d4YV3fVW4K-Jhl6M9ZFzW9lLV4C1Pjhx_W5GHXLH9k2FblW1w0jTz1qTLCvW34ZVFg6b8DZbW81Rry339RJ98W2_nhFG5_fp7yW3tqP8W7DPzPdW8s0x7r94nNs6W6VvjLg6w7XRzW84ZzsG8PlbB5W4_7N-H66nbd4W2w5cks40QvcvW3krLLD2Qbhthf7l_NFs04" 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="Z+upw0x6" target="_blank">V4-Flash vs. V4-Pro: DeepSeek promised better and cheaper. It’s true, but not how I expected.</a></span></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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3pQW2nn03_7_GDyFVg3J_F7Jp3KSW57DB073lK7lLVjxRLy3pzvtyW7j-k3p4Xd12WVg8pMq3dx5Q7W9fbCmv1z3dfBW2DBgFn5H8TStW2z4G1P6wwY1xW1qTYdj3S8cHGW2_vvb453vqbJW7wQR5k9lyx6hW3nCyPn12sKhGW19SKHG3gPfcvVRY-104lzSDwW45GWQT7RqS59W96fQ3d7Q6LNBW7YjpzN8ljJH_W3kr5Wg8Pcg6KW6h-CfQ8jRSK_V_V61j88-_-jW8jzj2n2fW3shW4H171r1pHxwWW7801-m4Hbp02W5p5rGN3nMZD1V4Qg7K56nZcbdwZhdH04" 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;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbsz5g8t6W50kH_H6lZ3kQN34ycLqfC60kW1FbSJH1jYBWkW37Nc_p8cfTVwW2XYdFJ2HjpXrW3y4Fwn558St7W8FJTVm19bKx9W7QRBGH1WbV5_VhDhfz3wNqrzW4HShgt30gclxW9jybGt5-q_3-W3CHR6b4JHFZ3W97DjXr70JZH-Vxj1MT4vQ29WW13VKGt94jn3vW7rzg8X16S_WJW8BD78L90rKg8W720NKN74_xLFW1VXn_q3HBDPMW7smG2626Vw4DW3qYXyP31TJnrW4DB-WF9l09XzVyq4Qt8wF6LlN2K6s2g6XBvCW418Twn8lHCjyW7qyt_j5NKG6kW20FL3c4-LW-STYkTR7ymdFDW95S-N825LglnW8QrNXh71XnkmVfKlDq7CnwQfV6rQfw5dl_c8TDtdG7CDSd4f8Knf3b04" 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="Q5BeOvlA" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/27751154-linuxfoundation_webinar_10sept26_learn_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"> Smarter alerting, without the tradeoffs </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Most observability platforms force a tradeoff: alert on everything and pay exponentially, or scale back and accept the blind spots. This live session shows how two OpenSearch capabilities close that gap, no licensing tiers, no ingestion ceiling. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbsz5g8t6W50kH_H6lZ3lmW6k1F4m6kW3D9W7bgcvQ2KlKB3W6cVxwD2QcQMlW2WY0wM77Fz_rW2F_qcC4NkjN4W4X20N46DRztJW4sC_8b7vdQsvW6hDG856mh3w6W6DW3cz4plNL0N6bVlrXLfdP7W82XwgK8KL-SXW3DCgPL1KmRLGW46PvY77J5SV-W733tV719QMzPW3lghjQ1JgyR9W4GF6hz8dXh6VW2ps5TD4Mcv7BW78qysB7hQ-5cW6dXLJR3JmSJPW6hP46K63GJR8W2_gMss8g31RwN2Yt-6LhmTcDW4qrSS_4TWqmqW5Z67f_3CZqW8W94-csH5639CxW9cfvwz7v7HMQW7w1p_R5D-9QsW5zLQz630mR4BW9gM0ws22XPZyW5vsbFQ6q_snyW4QsWvq7CD6ZHW5xk7S_8rvmNJdD6RKR04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="Z1tJDdvh" target="_blank"><strong>Join us on September 10</strong></a> to learn:</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">How PPL’s Unix pipeline model simplifies multi-step, cross-signal alert conditions</li> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">How the Unified Alert Manager replaces per-tool notification sprawl with one centralized system</li> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">What sub-second alerting at scale actually requires, live Q&A included</li> </ul> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbsz5g8t6W50kH_H6lZ3l0MynN1PLT5mZN85l6J7b7PmvW3DK8vm2dr20VW5xL7mc4nNRmHW3zm5gg5tR1m0W3n0Ws561nWK5W7slc_f67clW_W8b6C312R7pprW1rPQc57V1KMvW1TfXXs5xdl77W513RGt7Zb4s8W1nCcjy8ZHL0CN2v_CCHQM3X0W2s0mdw3Ky8HbW1FzhlV2Bm8PJW67Zn8R1WMKCpW5wS6lD165fp2W8xddk19c1XjbW7B8JCM2hYp67W4y-rXJ8nxmBmW78-V_v6dwhXFW7X-7J08xZlkcW95BPt17kNVYLW29lGKK5MjrK4W80sc7t2C_b6DW71JG2Y8mGprYW7vfbhY1v8yvpW84PGrj5Qn6FwW6j-NYC2fVZZXW5R__Qz8g_6HWVw353-25V5hBW1Z8H-z5nGT9Wf6gt4rz04" 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="jn/1c6vs" target="_blank">Register to join</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">"It blows my mind”-“It has a tendency to overengineer things a little”: Developers react to road-testing OpenAI GPT‑5.6 Sol</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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3mFN1ckdny8rgKsN7xmdhP5B7fYW75PPz-55Wx_8W74vfjN2yHdksW4y3Nqh5CPgjZW151c7G9ch2XpN9cDctLwG3-MVRVHxS4XZQ8_W8ldKQg7TMH3TN5QjBXb2BH70N3bhyVDQCm5NW8Z-NVg8hrjY0W8cHTBC5f1CFmN5lD-__yrdbxW7sNLJw40pQRhW2l9X8N4cLN3qW7yWw-Q8QZZH_W2JVTML9jnrcrN3q_JRls2C5qW1XVGvZ3tSqFSW8ng7Nk3151wVW5gHKLX2bH0SnW6BRvz37wMW6qW5LKPxP6HkmyBW4qd9Gd8GgJj7VQZBZv1C567jf2JgyhF04" 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="qXcC9LlC" target="_blank">Adrian Bridgwater</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3kVW8_yp5n4Pjm5yW4bYbHg70L2dvW6cQvXp54C6vtN55jzXt_sHTVW1BZQ3P12hdwPW7p-Yt66B-6z8W2lK4R03Ft6hSN93_R1NQcq4PN7h5zPBQywz_N6VCHKrKc36VW3MKVq31q3kp2W5JCyYP7Ff611W6BbjcL2hWfYWW564mM-8T68w1W8WGykf4GJg6RW8JjBfB8jTRKvN6vVDdnvj6WNW2wFjw76DFKs1W1pLLty2Dl4mdN57xf9FPTJCDW8JzCYX7X9FgdW77yTSF57fp1bW1r-T6x3XW2PRW6sTkq88y1QRHN6pCsMVLDc7VW3jh5CV33hjRTf2HbtyT04" 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="B61Yk4hC" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/08/913450e5-dimitar-donovski-1024x576.jpg" width="524" alt="Featured image for: “It blows my mind”-“It has a tendency to overengineer things a little”: Developers react to road-testing OpenAI GPT‑5.6 Sol" 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"> Developers weigh in on OpenAI's GPT-5.6 Sol, from database audits to Erdős problem solving, as it takes on Anthropic's Claude Opus 5. </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"> OpenAI made its family of GPT-5.6 models available to its app and API users globally at the start of July. Since launch, users have had the choice of three model versions: Sol as the most powerful;... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3kyW4sZ7QZ206dpZW1FNZv56VYPWwW3Dxtd273Gvv7W8S40gQ3YjjknW8J3P-J8vFz4FW6hN66f2lbslCN6Yv0rsXk8hwW8j6fJG6bWfy8N44JsP7JHxV1W2tQp9p2frpMPW7vMzVH6qyfcYW2QJJH184RslMW3GJNTM27vzwtW7t99CL4S9Y-fW33Fk4C5xZn60W7zt4lC5VcqM4W60SlV57H3c6PN1wL1HZkV0MnW6fGlgT2PGDL5N7WvRvYFNQPwW4_nDdl1Ck2XbW1tmhPh3RhkjcW8dwjVn3Rfsz8W80zknk2XfscgW3y2F6v2PJ87qW3l1M7r21Tr1gdcY_CR04" 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="jCgZI9Ns" 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">SHIPS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3lKW7R79Q455xX7SW2Tk9Bd7lTsn_N91B8YxKBHz8W6Nl53t8Jz1BMW3j_Hkn1mkYJhW3_hDXG13DyHJW2Fk3x82s7s6VW6MXr0D5WDRhSW4tXRYc1m8DTLW3_TwD34nhYFlW7t_0rq8f8JqwW6CxK4y1sDK4xW6X7HwW51BYl5W4yd3xq68P19LW6Pyjph7cxWsLW1Yh4mP6BFKkwW1fbqFB1YDkdMW6Q1_XS3f-gxNW3P109k6D15-1W1Nnm0527szVyW34_nck69VSNxW16jHTX4c6vt5N1g78G9bZSjPW4rbSVx118XTPW4F1l1b5ysyp5W32sQgn1S6v0Cf6mQ0Sb04" data-hs-link-id="1" data-hs-link-id-v2="KVjX7Tsl" target="_blank">Meta's Muse Glimmer fits on a laptop</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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3mCW6CqzSZ3rJ9_yN56h-YL1YCpnW1qzjJY4LNf--W2rX0Js8gfRxYW1DBdT_3QXkbHVQPQL_8fF_BDW53JyY69jzKNGW2Y0zSd8sqTpwVgnyH-55Jyh-W1lkvkf7JPw4mW79wSP_3yJXP2N6XV-TMq8KHsW6c4JsC7v51tBW8CDQG88t-H6lW3XQNCL4shzcDW94Q2C32QCXN8W5y7dnj8kGzCdW8QW81w3t4_m_N1D47n2-1V5cW4RM8dg4g4p7nW3TcBQB2QcZ7TN6FZjJrGZRBxW92Mj-d1Cc-bDW4_GJjj4gSfmvW8llmz614dxsvW86g28821VZGSdF-gvd04" 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">HOWTO</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Infrastructure</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3pkW6tlJPv2hbk7yW8G0hCB4Y90knVGW4Xx1zdDcCW5c9QKJ81NX4VW4Sk_sK5b_z5zVGczv-99D0HfW3kgSs490DlPkF8sfhVKkRNXW2HkSt72mptJMW85HLys8gV3dMVpcLnG28SZlnW11gj8B1xXdyHM_6608qpj35N55s9V3Gw3f0W2dDXnR1N7KpMW1ld6MT4wljxJW1ZH4J_6tG100N1x05SzM37z7W728Wq81ysb1tW84VTjX79jktsW8Mr4mq1mpKwXW1G8c6s6847LGW7WCzcg8Ns0G0N3xj9mcLsm0BW7CF4cC6cHrCYW3WCxp97D0plHf62QvtP04" data-hs-link-id="0" data-hs-link-id-v2="VgfN6IC4" target="_blank">Pulling multi-gigabyte container images in seconds on Amazon EKS</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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbvl3qgz0W8wLKSR6lZ3pzW61xKsq5LnqKPW5T32c86XGTgNN1N8JVw5TxL_W66890p8rjfKqW4LLPLT2DzDBFW34c_8B3Nk9zCW5LwnMz1n_TFGW8VlP6W51dyBPN6GgqqLdpCk4N42XbQlc81BJMl0Tqdqnqm8W3W4hhT2NCJ_sW18FCC06-2NBNW7K5HWz1S4NN4W1v75sl7zhyr1W4wWmtQ6Ym-xnW5NCCMt1rCsqbW5zF_8Y3hJWTqW7qfvmF2txtW_W4n3CdM1x8Cc4W4ySmH83FznH-W4btmcP4Y4T74W6lz1-z28jPZjW4WVHQ-3tp_JyW3M7k7J6YFn1DW7_92xS1sSRsZW5HrwTN8J3x5GW433YQW7kYDLff76s5fg04" data-hs-link-id="0" data-hs-link-id-v2="tG46D+7l" target="_blank"> Sri Saran Balaji Vellore Rajakumar </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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3pzW6p_Mvy8X_grwW6zVV-R1J9TsLW6tYr6s8cFTqBN4BRrr5_sVRCW3FqjYh2s-rK0W5_PFft1259f-W7rlcqh2QnkHyW14vg4t1cc-RlW3WKqkt32B6S0W2h8y2d4-pGLjW5g9JLF6L949kN6YsfwHLw57WVRJlS05hwd1BW7TfZcX4fdf0wW1p4rTH8wSsqbW7M0SWs9h_ST1N15_D6yfcGM7W89KLCl4wxTP8W8pSTCc5h_Y7HW1QRvS97Q-l-cN2gyv1nQqqhmVJtgND1hZqcsW2Q2c__66BNCyN1r30sDs_gNpW6Bg9nr2cmCzKW3V94Yc4rBTRrf5Mn2Vg04" data-hs-link-id="0" data-hs-link-id-v2="peZuCQo8" target="_blank">Meta Muse Code vs. Fable 5: Meta Muse is cheaper, but at what cost?</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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3kzW11Why14H3NtmW502bRN6y5Vx4W3VrFW7632G77W5fbVCK8xjG8-W38hw4-7J2LWLW32y31b52WYVfW7BQK9_82Y3DKVXkFcV8gZYJHW4qdX9V8RdQ5zN2ck2s6vgYlxW1d8ZTS3SjRX8W5ZBw5W2gf2W3W6bSl5v4BWvNPW3T_lsM8LdRQzW2_wvTT3r8VPGW3NpLhJ6kmnPCW3rKVqF5p8H9_W27-3nl9fMRPyW1j4fFd3zDnY7W7t6Ncb8mXj7ZW7dBzv75_fSBxVSFHZX15DDbKW5CNXvL4PZfHhW24ty0Y17C9mFW5sNkT_3bxVVdVk4DCS8LyDgff8DWTM804" 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: 52px;"> <table class="item-label item-label--4" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#c43aaa; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3m_W94xZq82fQx3CW4hFQqt6dJkGBN3WyS8l4rGSGW6FC82w4GG4RYV8MHtw3yyggNW5tnnML2TcP34W7mky637qG070W2jxXMs98xmlQW8RTQbZ20tq4xW5ZQVnR4NTmWcVMRJGG8xb6qgV8KYPH2LHfgqW27z89j4xdQYdW5vkXCV3PS1PTV2rPss28xmFsW4p73-d1_KnWVN4-j_5lSSW-KVBvBKT45NGxTW3-SRzR64lStmN1sKx4pt3XlFW6ZKlGr5hmz1MN2pCN-H3BYnLW3l9Xrj11n6q_VPfvZG2-L5lZW5Dqb0B69WxMrW224JQY2YnZ8zf25N5sn04" data-hs-link-id="1" data-hs-link-id-v2="n3hXDxy8" target="_blank">V4-Flash vs. V4-Pro: DeepSeek promised better and cheaper. It's true, but not how I expected.</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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3lBW7XvR1n5G7kmRW1PFBm789_zszW4tGV6J5rbDFKW3Jh_Qw7M7pzyW1tnVyv2lqLX5W22pmqz2Xnxc4Vfsf-r5TYsvwW8hcgnn5mDL-XW2rrmnM7NYRnZW7VLD3M1N5Z22V8KnbR6zmXQ6W7jTgRL23g9KCW2dK86P7z350PW6-16-02JBVfZW7QQsT33s3pvGVxxy_Q6GMzQSW8z7FFX30f67PW3Lc8j86ftKq7N5kPwnp3PCRcVLsxMG8RsbGkW4tRs7T7-526WVBnvTg348JYSW5PB65f1g-yxsN82JPLNk50YHVg1sxp1B7pvbW8CP2nk1ccQCHf3yhpGl04" data-hs-link-id="1" data-hs-link-id-v2="1NDycu6R" 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: 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">GUIDE</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Platform 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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23qgz0W7Y8-PT6lZ3mnW8kbFrg3flGrKW7t0yYX21Yk7CW1JcGwk1LT9kpW91DqVJ8gMC1CVL4hsn5bqLdGVFjgdM1xL203N6C6C9pBnD8RW8LPPSF2wJGMxN2whgb67fNJyW6B3FX-3GF8_HW2nNXmJ4W5FPZN986GLB_NGB9W5wkTmK76C9ZHW7Rk8wh1NJVGlW6cJJ158dM7P4W5tZy4p7nCp0VW6_qNTP7XFMfHW62lskn3Br3NcW5_32Pz1DG_FjW4m4PzG6KJGVGW2QlnkX8KTsfBW4p94kp8XZ_HTW7V5Kns82QfvWN8J5gtYLX_kdN8qLgH_B3gQLW7w3JHr5g4fx2f5WZBhl04" data-hs-link-id="0" data-hs-link-id-v2="VDz4vqt/" target="_blank">Platform Engineering ROI: What it costs to build your own platform</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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3qgz0W7lCdLW6lZ3lLVNBlpq1nxCWRVWDx4r3Yk8p0W7tt45g7WfcLXW41bYFn4J1llpW3ZnNMS82F8lJW1czth28L88X0W5_0LJy7QV652N7bbKx-sQNCgW29SrQB1C4XrNN8jv6qjzsWWWW6k0gz185747-VBNQB_4rDzNqW6pcQtZ5qrF-7W1JP7Sn2gJbzkW8b1src516lQcN8dd466cP001W4BV2SR1LMM90W5DG9tq1WLMKgW3JKv493JtnK0W4KFKcx3mn7MkW8gq4tR5T2HzGW69h82V7v6YvcN3tYpn3X7JQkW4ps5BC8b8QNfdbkHYR04" data-hs-link-id="0" data-hs-link-id-v2="mXY7/hzh" target="_blank"> Michael Coté </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/2026/02/[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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbts3qgz0W6N1vHY6lZ3nSW69cgnB2yP7hXW2S_hvb7Fftr6W3v6nVM3rcwB7W3R414J4hjgn7W2KSJNn3f3G9RW7qymZ97d4YGNW4jFHMF8PWk_BW4Ng5Jd4xng89W7Y87qM13Chp6W8VN6r28K1wP1N67H09y_bcDTW2D3Xx112789fW2J5czy4BN_zyW9hrv-G5FyVCCW5tnSfR70_hxFVNdvL457lBNKW5c87cc5WY5d3VK6XB23gQrNtW87DYG428DvKzW8T77rx6ccTrRN1N8BG4tDL5mN5dqVkyv7Nr2f6tJk0n04" 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="c0Rie5WZ" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/efafe84b-mate-horizontal-1200x600-4.png" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Is your SOC designed for AI scale attacks? </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">Mate’s agentic Security Operations Platform investigates every alert with full business context, scaling your team to machine speed.</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Closes up to 85% of false positives automatically</li> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Cuts investigation time to minutes, not hours</li> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Runs on a live Security Context Graph of your org</li> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Backed by $35M in new funding to scale the platform</li> </ul> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbts3qgz0W6N1vHY6lZ3nYVnvLpm3qp-ppW8CfTK06-VFK0W5KWw-27Y1MsYN8sDjZpDchGCW7_K3Ts8P9H-rW9hLJfN7p516PW7VxmX98s2X2mN8047nrSFkTnW63fg8d76_HQ-W4dlTP437V1f7W5_k7Wq8Dp1GZW1zyw8q3VtXM5W5c_9213v2p9BW1pZp437wVFpQW8vcqvr52zYszW7VhndZ628HWvTm9Q73rjw4rN1436QjSGW91N50W7bmCJzmqVlqm8Y7TCkS9W39YgnV17Gm1FV_BWy45Hn-MCf7h9K8j04" 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="nnmOBMna" target="_blank">See Mate in action</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">GUIDE</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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbt83hCZYW69sMD-6lZ3myW22qlwn1r1LrcW7bJNtk3jGTCvN40wjKX2HqsbW1rgV2X4HfPrhW5Q8X7c83bLSyW5ZFPJS7kq44_N5PTTv26Qw_JW7KwDYD49lcfzW6RJ7rH2VZ_CmN1Wy1RBZJW0pW5_JtQg7F4FmlVkfWW45dcMr3W1t0GqC1gtrHPW2dJ66x4NwwvjW31zpk916kY74W6FG-l04qSmV1N2Mfhr4m94mLW4SHw8m9kPV93W748N_j8QpvJHW3qw2Nc1znNbYf41GcCx04" data-hs-link-id="0" data-hs-link-id-v2="2JqVEFaJ" target="_blank"> C is over 50 years old and still at the core of the world's infrastructure </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"> Our sister site's C Programming roadmap is a step-by-step guide to becoming a C developer, covering syntax, memory management, and the fundamentals every systems engineer still needs, from operating systems to embedded devices. </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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbt83hCZYW69sMD-6lZ3mXW1t9ZkM6-dgPbW5DCCJ17kRrNFW27JM151gSNKDVrTL5H6t6x1jW3VNbRB1dPZ5gW6nw2Z83K5h0WW2JLmfx3vFWB8W6Gr20J9csMH1W4hXcWM4kH9MWW7ghz754qgvtvW2kX0yG5P5kRXW7y-pv37xrG2TW57xV_616vkc-W984bCy67D8cdW2JL9th2t-k0CW5FXzrj6gK2p9MyxP-cqW-JkW3CYgH03ZJVKXW5w_fYR93yNBpW3DPH4x1t4lpzf50NtMn04" data-hs-link-id="1" data-hs-link-id-v2="JOINUD/j" target="_blank"> Explore the roadmap </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">AGENT</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23hCZYW7Y8-PT6lZ3l6W2b53NM3wcvqlN1TRBg2vwNhFW3k8NYy5pC69xW73m18-57wF6jW2QNndh1hlC9NW9g5x732XrW6bW89NBvM1p3-czW2sbvhv7QPx80W3kB10-2qMtP9W62CpKG467-HnW9kQHjK3gG71mW66r3-B3SSCkKVtrjmX1dYxhCN51D8v8qHl__W7cjDXw6V2gBJW8xpD-d1x_Y2TW4KW7JR4hsSRJV2k2Pd2Qq3W4W1p4n3G7BlcPDW3jDqFY90nMCdW5pVkHJ2Cv80ZW4ZvXGL8SdgxJW8BGkFL2d9y63W5cg_gb7JYYkNN6VW6H35b0v1N94NCq_XwcqFf5FWltY04" data-hs-link-id="0" data-hs-link-id-v2="PSpLOpZb" target="_blank"> AI agents can create database sprawl issues. YugabyteDB’s solution is more agents! </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"> YugabyteDB AMP uses serverless PostgreSQL and four AI agents to manage database fleets, scale idle workloads to zero and support scaling without migration. </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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23hCZYW7Y8-PT6lZ3pFW3Tpyph3DQZc9W286t5-3G3LtRW3-zLNc9hQ5TrW4yVRcZ6-BrxKV3JJt04DhzkbW96QFHY1qm0tGW1KBQ_727ZxQPW5_JRQP5FHkbLW75_y6Y6XckLMW5wYZKQ13bv2LN2X5hrCclbjmW28rSlQ8xqmpjV9dqlF1tsmRDW359Mj48XZhtVW1jKZPB1WRFdkW1QR-bK9h87DWV4kqfs7Z0p7FW8pm_kx8jZ0VhV9h4xZ28gGxlW8yCmLt29YBX5W4Cf1Wx4_bcWwVd3Y3-1DzpvrW7cTcKv6F_yphW7glHBq7tzmk7W6dCVcZ4N6JgJW3RY_nj7Y3rJqf5q8bVT04" data-hs-link-id="1" data-hs-link-id-v2="KJDSc2FW" target="_blank"> Read the article </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">LOOK</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3hCZYW7lCdLW6lZ3kMW44-cfV3MDMdDW6dgbzx6s1DkZW2DYKc71Vc8qWW6YHvKX8dB1d9W2l_LzR2NdBTdVq6kS372LPXnW9dg9QM5tF5DhW8-qN2X1bnnpSW3_B97V4sR3kcW2Gh8Tf2pDLczW4WXTRB1fhcMQVHV0b13_p_WTN8PK0Y_bXrkbVTF8S410fBB_W7gYgXY7GcLh4W92MXnK4HHnHtW124C4R5HqqHgW1LKmsl9g800DW3zb6lC1RdXYBW6hrClr4Kzmn7W3zx3gx8xHyVJW58NDkM6QKXtyW5RcH1t8ZfZDcW98zRNx8jkBYFf5RMN2W04" data-hs-link-id="0" data-hs-link-id-v2="I5TtAKeZ" target="_blank"> Alibaba’s AI coded for 16 days straight and every commit is on GitHub </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"> Alibaba's Qwen3.8-Max spent 16 days building a CLI tool autonomously — 265 commits, 127 PRs, zero human help. The GitHub audit trail is public. </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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3hCZYW7lCdLW6lZ3m0W1z_FkB9h-HSSW9dB7YC6ytDJbW4nPNKM3FK1_7M5FcFpD_YQJW2QQZ2X4dyHtrW5LkccK5WJS_7W3CFQ1l2Kj5HTW3_tBmy5fVPqrW2YjzXW7bjdh5W5-G5jY18WdCVW7TgPTk5tRZlbW82tn8W4rtD3zW5YDcKl1HVzZTW2Dv0T32DKClMW18CBww8ByTH3W3hYHc_40fZrsW7SclW121wj8CW7znPGP7FpNhkW2PwVM_66lN6DW2m8gKd3jYGBnW6bcVHR13Cl0vW82ws5B5dFBwTVhv5H93xJKZJW5QzLln3Xw8jbddl3zj04" data-hs-link-id="1" data-hs-link-id-v2="ivtzDr8Y" target="_blank"> Take a look </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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbsz5nR3bW50kH_H6lZ3llW4B_Ch02Hx35VW13bwyX7b_ngdW1pZV_m4rKgS6W2Z37T48hP12rW85XKyr47PjFmW7m8gkx58s11RW3-FjpN3bjPW1W6mBkZk3SFGYrW2_-80j1rP-qrW2KcjP22zct_YW3zw_hK7bNYLhN1tH6lpgrWStW3tww8H82H8L_VjW3wN4cml-PW406xXl6l2W2FW5LjLdh1BsHF6W8FG1jt140jd9VRpJ2K2F2znWW5t84wL8Rt88qW1NKqw17VYvtDV91tgS6Tbb37W12Bd1N3QXWsFW7FkkQQ5Txc4tN6HTF0xK81kpVk_-T450cscvW80MLnj5NmbjCW6mr61D3w01LzW7jkhG01gbDW_W4QlCVz2HfL_-W7bwqBK5m4v0SN7hbycTcqKFXW3Fdsd92vyjwBf7gqBFM04" 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/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbsz5nR3bW50kH_H6lZ3l7MTfTpvwQ0TZW2ChhvY8f14s7N4rXyv0GG6M0W5xq3q44KwRpLW8CJyZZ1Rr7zMW8Q9YmV6zm5x2W8z_rFc2V7pTzW7ZVWVy2C8ZPJW2xn3wV2XmkCJW4dWytd6mWfF7W55xs-p6QKb8gW298knq5GwRjqW3Tqz5b8DbNv7W689gbz4YTYQ4M8xqsm_gZ5dW5GkGQs9jJV-mN3yG3RnGln1qW43T84v4hmx2nW5XRP615H9W7YVrDCJD2bMdryW61t28l6JK-l6N8VRd7VRn6lbW4_QCjG42DFKRW1j0p3Z1H22NMW1Bs2g46sQfTYW6lhR3v8-yz2FW7_WjFF3DDKs3V5w_fJ88CZ8DW73VZRW2b5m6kVZ7P1-1vFlSLVDDZ14363s0sW32n0Fk5VZ2ghf87tn6H04" target="_blank" style="color:#1a6fa8; 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min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff; padding: 28px 28px; text-align: center;"> <p class="family-sup" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; font-size:13px; font-weight:700; letter-spacing:2px; color:#1a6fa8; margin-bottom:6px; margin-top:0">ALSO FROM THE IMG FAMILY</p> <p class="family-title" style="margin-bottom: 1em; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:22px; font-weight:800; line-height:1.15; color:#142640; margin-top:0">More communities worth exploring</p> <table style="margin:0 auto;width:100%;" width="100%" cellpadding="0" cellspacing="0" border="0"> <tbody><tr> <td style="padding-right:8px;width:33.33%;" align="center" valign="top"> <table cellpadding="0" cellspacing="0" border="0" width="100%" style="background:#fff;border:1px solid #e8e8e8;border-radius:6px;overflow:hidden;text-align:center;width:100%;"> <tbody><tr> <td style="height: 50px;padding: 16px 0;"> <img src="https://info.thenewstack.io/hs-fs/hubfs/TDS-Logo-IMG.png?height=80&upscale=true&name=TDS-Logo-IMG.png" alt="Towards Data Science" height="40" style="max-height: 40px;width: auto;"> </td> </tr> <tr> <td class="img-card__desc" style="padding: 0 10px 10px 10px;height: 80px;"> <p style="margin-bottom: 1em; 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Plus: OpenAI’s newest model is already dividing developers
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbt85m_5PW69t95C6lZ3kxVxhvR17bYdnvW6fdw4c2wLhNtW2Ct1Hf2Mh6s_W3V01rm8jsj6BW6Kx4hn3jJp1zW5MVF185ywRg1N49jch4VVMgVW64LL7q54VxWpW2vbfnl6-WKYkW3b4L8K7Cs3NVW3yS_qy8Fbd7KW3DbrXL6hM695W1JZ-tx73DgpwW6PXw4y31XdC6Vs8kvs6tXX1ZW20S4rc63z5dcN8_J208HwTZDW7sbcYp2nJtFfVB-5tX86_SdPW17Js384qn4w9MSp3rMkWKxcW7XLkSt8ZbVfHW1mL9c75ZmdMCN7Dn6P5f3TH-W7TKSKn362fHlW4BnCr08Sk2-lW2pccDb70fcRNMmSlLXyfh9kW3l-z7f219G2-W2f3r_M7T0rmRW5mLxp55wCrr5VgW3qp8lnq3SW109XqC87xrcBW23vZRX4RSGMWW8v4t4-6xsD6kW4rCWn058QPhhf7_xh7v04 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbts3prCCW6N1vHY6lZ3pfW1bZsCM2BzP1LVYVg8G7zNxRTW2W12LR1B15DWW49NqY56jcrkzW5Gl0hd1PsHXCW8sPYy237ht-3W5JwPjz55Qc1wW2fqTpB30chLYW6YNL1C4K8hkzN8GnlkP6fyWvV1_2qh6XS9HyW1322Q53Z3xkCW3Sp2J72Nw_mQN4403ZR4B3lRW6wdVYb1PG9GHW4Gp_YC8JFmfZW73Y5Rc2PQxVBW1yFLls1PmK2bF4TM792fVQYW2dNxY389vt9GN8Hb3VVl3n7RW8HT9pK3C3Gz_f41SXVP04 )
August 11, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbts3prCCW6N1vHY6lZ3lyW5PfwYT5yjDXVW5rMJ9H94hJtFW51N1rM3MWVtCN2BHGZd35T4TW5WP6CZ2_1NnlV5VRvb2Vn2v1N71dcfL16trkVpvfkf7SZy6nW7YkBLL3PJpDrW8gmnZt8kBzsLW30CZPC6pYktzN7HGFg6ZQh2fW46SMr1667lbwW2ZwqJH8xHDh0W6bvhC99d171SW6-6WQj6scvYTW3LD05W7QTxlbW42jWFb3v6pwwN6VslH16PB88W4TM6hM46xQf-W81svGF8L8V-vW4bq2jx9cvnMcf7lzgPx04 )
Meta’s Glimmer of hope for smaller AI
Meta released Muse Glimmer on Monday, a 30-billion-parameter open-weight model designed to run agentic workflows on local hardware. It’s available for download on Hugging Face, but even more notable is how Meta turned its larger Muse Spark model into something small enough to work as a local agent.
The model was trained using Spark, allowing it to learn how the larger model handles complex tasks. Then Glimmer was compressed, and a lightweight secondary model was added to accelerate longer tasks. This approach demonstrates how companies can convert effective cloud models into smaller agents for local deployment — a process that Sam Altman recently dismissed as a competitive concern (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3p1W2TS9Jq2QpJYFW3VL-GJ2qsRTnW44tXQ-6kDkjwW25zxK01C-z_ZW2dx2c76z6WJ0W2SPns46Gd-ByW5bBRNF6Sv2XWW8DCp-r7WXBKyW41fQTr9jNpmzV57Pgy65KHxvW6DHfYV47KTB5W6cW8572g-HtvVHjsJ18NdSgzW6KyMmV1xd9RNVmdnK21cHJM1N8CQ04lSqr6GN3--YF8KGG1YW8Ft1Qc7kgCKXW4f-c1f5ZC1SrVz0MVj6kd-76W3yDyFP8xGRFyM7RHFrlLZRXW25c24D2gwY0BN1slmm8p5cDRW2hr7sN2nPY5BN8jBQR-9bj7Sf9g8Fqn04 ) but that Meta is now building into an end-to-end pipeline.
Our story digs into how Meta turned a powerful cloud model into an AI agent that fits on a laptop — and what developers sacrifice when they shrink a model without shrinking its ambitions.
Go deeper: Meta’s Muse Glimmer fits on a laptop (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3p5N6RnfrFT1D5PW3VZQT-1cMTyVW92_gpk75kLYCN70yxcjLLHBWN6-cQYfyMq4_W22tQgP8XgmdHW5HpY_B2RvPKjW5Mg8Xl6vgtGmW87dFY48hwp-SW1nhLFr8KPgHqW8bvfqh3K7V_VVC33Kv6NKVKKVzVCJV2WhHngW2dGhMZ7qvYscV-Tzps5TM2TmW8vz4Qj1T93vVW1SJTnj7HBSbcW48_MgZ68gPqjV2NgdW59138RW2MvvXR1dnys7W3ymlBY7Xy07-W91wZcb44v3B-Vvr5GZ2yR1M2W1tb2zt3VnFRmW6l-DHp15qqcgN97gg7FkqRG9f7JPq7g04 )
More fresh reads from TNS:
▹ AI coding got faster. Why didn’t engineering? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3lxW5NJkBW6Fy0N_W5YVsjr48tC76W70x62-3b02YRW4C4Bd55NQDykW5bcTZK6n3sSpTBtbS3Rggg0W2rr3sX5_mvJ0W3RQTWj8Y96s-W6gGfgT6lQZpXW7RJ7ms179LMFN5lvw4nwNc5FW6Gb1JH8DwhfGW6Jyk158XCJkKW6mYGx_7QznVmW5nTXSM7DPnX6W4W7sHC1kwp4SW1_8rfr6lvGn7W1VBTNF7Cq_7nW8JZZJj5Pr_s4W18Jbdg2c9tz6W7tDzc-7Wc2bbW7VRZGR5XdLT9W2htmFP2LrKVxN6mpKCkfX58lW4gTmWK6V2pz-W3RNHHw4Ld39_f8K3GdH04 )
▹Coding agents can be evaluated. We just have to evaluate the work. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3pLN2LQqwyL83FKW2WKGks7jqz4MW7pFT4p5CQQmhW7xhzSc1G-fvrMy708JSyH0HVxJ66f6cFP9VW4_fRmd4Cjm2tVqySqP8gQ3qbW7cpCYR8Yx1QFW1nYyJP2K055DW9h8xLT85_FGzVrylW26j9FR_W1Jg_M434ryK2W5N8p8F1ChhmQW47rHkG3g0VdGW57lf1Y6NQmD0W3811HB5ql5SJV_jvwF3PMfm_N80Vd8d8jT97W6M3SVd4nZYZTW9f9xSt5lc-jzV25klc4xXHjqW8Kq8bv8B80j5W1VyjJH3V-TvSW6LktMp77tXkhW3TFfp298PnK5dBJXRR04 )
▹ V4-Flash vs. V4-Pro: DeepSeek promised better and cheaper. It’s true, but not how I expected. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3pnW2741Lx48PNLLW38ltyv2p6z3XW45gfPj3dq2w_W21XD9G4DztfdW7CbRxx3YW6-ZW5S4F1Z4hpWTrW8VwN214gH8jzW4G_X1d6-fZ8CW6Thtrg1DkwCtW3fVcbD1pT1cjN61VKy1vDGxlVLCJ3B1jtK23W8khLF61BcwgkW3sP6MS3lLZfdW8XNyLd2l1mW3W4_nHTT4SLgs3W2zr2_z83gB63W7dqtqq8tXqlyW7GzF5k67RhFNW4qZ72_61Zd5tW3z270f1_992XW1GGm8W63wlSHN9gSrzMBGrmjW1_H4vm7B_CDkW4Zm9gL6_STbzW3lbjKG2w-htlf8QSKFn04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3prCCW7lCdLW6lZ3ntW3PjCwV7fr87vW26WX4D59MsGmW3nWPYc57ZrQQW167fl_2mP-wtVP5ntj63jRCgW4yqDkL5j4c4kW2pq7T55hdPwkW4zV-F492rk_RVzRXJZ5bZ_yVN2Nj1NfdhMZBN21PRvNPJfshW4bQN885qXnzPW95Xrwl74Pjy7VdbDlX7L3nN1W8GXHLK88xlqxW5MZ65B2GzRHnVXwdPL356vqRW91Nc-J3Cgm7-N1F11RSW77fyW31PfmF69WFtrW1wxYtn3t0KpnW1Rkd6C75rdFlW946F8257167pW1j84mb893CRQf6mvPT404 )
Smarter alerting, without the tradeoffs
Most observability platforms force a tradeoff: alert on everything and pay exponentially, or scale back and accept the blind spots. This live session shows how two OpenSearch capabilities close that gap, no licensing tiers, no ingestion ceiling. Join us on September 10 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbsz5fkwKW50kH_H6lZ3kTW4JfRLJ6xXZKXW7H_6zg1nkZx3W3NHxpX6CvF3yW5LQhzM80_lxGVC7H8Z32Ppw4F6fXz2p1q1cVYY-zp4BrP3_W3jLM9D1MWN2ZW51qDJK7yf59gW5bBFb_60hNPyW43SPbb6Lp8_lW8DQvfh6dN8TKW3FMQhg7C97CdW5XTszd4d2rvVW4lJXk97CVzxFN4bTYsRHbGXRW2Yy7tJ7FYtX4W8VlQgh7bh4MCW4PYHc66T7xYSW3PL__W96-8HjW5XBWj_8BDs2qW43l3Tq2hl5pMN3dcgTRM96__W7382mp8YKPLhW96x9bD6RZ1SgW7QHjpn3XxJGvW78Dg8p8zFJ0hW2ys5PS2JGyt0W5xc9LG7Vr53MW6QK_5p3phD8XW3x8gwt4qt2SrN7n0RQWDDKqzf7KDNCH04 ) to learn:
- How PPL’s Unix pipeline model simplifies multi-step, cross-signal alert conditions - How the Unified Alert Manager replaces per-tool notification sprawl with one centralized system - What sub-second alerting at scale actually requires, live Q&A included
Register to join (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbsz5fkwKW50kH_H6lZ3kTW4JfRLJ6xXZKXW7H_6zg1nkZx3W3NHxpX6CvF3yW5LQhzM80_lxGVC7H8Z32Ppw4F6fXz2p1q1cVYY-zp4BrP3_W3jLM9D1MWN2ZW51qDJK7yf59gW5bBFb_60hNPyW43SPbb6Lp8_lW8DQvfh6dN8TKW3FMQhg7C97CdW5XTszd4d2rvVW4lJXk97CVzxFN4bTYsRHbGXRW2Yy7tJ7FYtX4W8VlQgh7bh4MCW4PYHc66T7xYSW3PL__W96-8HjW5XBWj_8BDs2qW43l3Tq2hl5pMN3dcgTRM96__W7382mp8YKPLhW96x9bD6RZ1SgW7QHjpn3XxJGvW78Dg8p8zFJ0hW2ys5PS2JGyt0W5xc9LG7Vr53MW6QK_5p3phD8XW3x8gwt4qt2SrN7n0RQWDDKqzf7KDNCH04 )
TOP OF THE STACK
"It blows my mind”-“It has a tendency to overengineer things a little”: Developers react to road-testing OpenAI GPT‑5.6 Sol
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3prCCW7lCdLW6lZ3lMMlq-DJtrZyYV9yCpx3LGY09W83TfVD6yZBgLW2FzSs-7Xg1tTW3--ND08F0GNqW3cTTb1527GJVW5lbN8h2HSpn5W49pcW08dFxnsVL5vHf4XbBJ-W8cWhsV4KjXcmW5nRV3w4MWLNYN3F6CC6LB4SMF6b9lkx4p6bW45HMvr90RqNzW7L39qx7NwHhXN26TFw-XYxHNW7KdJXP15wk0hW8rwGjT8_7BzBW1LHqkT11wBfVW7kCxSB4c_LpsN1gK85bnQLV2W61S_4k5y6tR3W5hwDs03YJQ94N7CbqvLtmRXhf42MxNb04 )
Featured image for: “It blows my mind”-“It has a tendency to overengineer things a little”: Developers react to road-testing OpenAI GPT‑5.6 Sol (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3lRW61-4-H7LNhLLW7Fn5yv5xCgS5W85-_XQ63WB73W4Ctlv786-60KW6N9Z471cdBP2W6Jsmbr7T7SVnN7DSFVDXgKP9W5QCqH67cHyctW1KRbJp2DVxD4W53fLQ14nljbpW98pYTh6bSzbmW2nx6Px21fq4FW5hKS_34PmgMNW82gb7Z4CSC1ZW5qNvjl8v2zyNW26R2c55WtJQ2W1Vsf1B3n5KqkW1ZGmpl5P_fYhW3J82lJ8X0NyHW7y3VF55LtwSjW54FbZj2Frm8fN557gWVx5xVdW8tWpG069-2Y-W6PBwpc8nVrxvN5W7jptbQh10VD31_C97Y26FdKCk4H04 )
Developers weigh in on OpenAI's GPT-5.6 Sol, from database audits to Erdős problem solving, as it takes on Anthropic's Claude Opus 5.
OpenAI made its family of GPT-5.6 models available to its app and API users globally at the start of July. Since launch, users have had the choice of three model versions: Sol as the most powerful;...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3lRW61-4-H7LNhLLW7Fn5yv5xCgS5W85-_XQ63WB73W4Ctlv786-60KW6N9Z471cdBP2W6Jsmbr7T7SVnN7DSFVDXgKP9W5QCqH67cHyctW1KRbJp2DVxD4W53fLQ14nljbpW98pYTh6bSzbmW2nx6Px21fq4FW5hKS_34PmgMNW82gb7Z4CSC1ZW5qNvjl8v2zyNW26R2c55WtJQ2W1Vsf1B3n5KqkW1ZGmpl5P_fYhW3J82lJ8X0NyHW7y3VF55LtwSjW54FbZj2Frm8fN557gWVx5xVdW8tWpG069-2Y-W6PBwpc8nVrxvN5W7jptbQh10VD31_C97Y26FdKCk4H04 )
WHAT ELSE IS NEW?
SHIPS
AI
Meta's Muse Glimmer fits on a laptop (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3p5N6RnfrFT1D5PW3VZQT-1cMTyVW92_gpk75kLYCN70yxcjLLHBWN6-cQYfyMq4_W22tQgP8XgmdHW5HpY_B2RvPKjW5Mg8Xl6vgtGmW87dFY48hwp-SW1nhLFr8KPgHqW8bvfqh3K7V_VVC33Kv6NKVKKVzVCJV2WhHngW2dGhMZ7qvYscV-Tzps5TM2TmW8vz4Qj1T93vVW1SJTnj7HBSbcW48_MgZ68gPqjV2NgdW59138RW2MvvXR1dnys7W3ymlBY7Xy07-W91wZcb44v3B-Vvr5GZ2yR1M2W1tb2zt3VnFRmW6l-DHp15qqcgN97gg7FkqRG9f7JPq7g04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3prCCW7lCdLW6lZ3ntW3PjCwV7fr87vW26WX4D59MsGmW3nWPYc57ZrQQW167fl_2mP-wtVP5ntj63jRCgW4yqDkL5j4c4kW2pq7T55hdPwkW4zV-F492rk_RVzRXJZ5bZ_yVN2Nj1NfdhMZBN21PRvNPJfshW4bQN885qXnzPW95Xrwl74Pjy7VdbDlX7L3nN1W8GXHLK88xlqxW5MZ65B2GzRHnVXwdPL356vqRW91Nc-J3Cgm7-N1F11RSW77fyW31PfmF69WFtrW1wxYtn3t0KpnW1Rkd6C75rdFlW946F8257167pW1j84mb893CRQf6mvPT404 )
HOWTO
AI Infrastructure
Pulling multi-gigabyte container images in seconds on Amazon EKS (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3nKN7mxLP_q4xJRW5zBWZ5311XJcW7CkXRq4dSVQFW5VYXBq5MJN0RW5sQw8M3P3qQGW3wLkRZ8J0lnQW32zWTy8zcMFzW2Wp36p4HjRmjW7CvLDr6zV86KW6cqGhq7RNTYYW1j1PXm743Cs8W6QcjBw5PRyswN20wgcbdL_6bW4tF5Mb97T8MRW4_yf514gMVcPW1FSz944vknVCW6-MZGK55zYDTMSS99lHPt_YW7PjV6915QqvxW7WcW6S4k3rRCN99vvWSS9KfZVmLHr21rt35FW8595v48SfmFhW7GnmV03875QbW4zCPZ-31_bGPVwgtPp8qD5Ntf1R5-DF04 )
by Sri Saran Balaji Vellore Rajakumar (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3kwW5Gn9cv1Rn1CjVZLfx-4C07gcN9cLyPPcvdTmW44fR9b3MBSC7W3Ch4Xs3RVb2hW45j_PH4T0vF0W4nK96g7V0w34W8GFGPy8rnVlhW2_V3rL3c8SxNW48wktT6HP7qhW1M0r3k2KlRSMW65cFFW6kTmrnW6wv-L71hcmtCW7zPs3c8qBvbhVnX-rf1GTWBqW3S9xXZ19gmSGVRzymC9fZgphW8vddKh1m-2-_W6-81mS3NmQBlW1H6-RW3H92nsVmHGZB33h00TVgJ35513XBh5W3ZZMgc3sQw54VrDjbY6JBXGjW7NDf8f54ldy8W82_Hml5XPZTnf9gkQ6s04 )
TAKES
AI Agents
Meta Muse Code vs. Fable 5: Meta Muse is cheaper, but at what cost? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3prCCW7lCdLW6lZ3pFW5tvb8S86x3mxW3-_bbK8gylhxW3DfbPq2L3dTNW6QZNq_476YdZW7QnWZb7fPyDVN6p789nDtpdxW3Qgdf98mqrG5W5T1jSj21J6YWW3-sxDg2gx0DqW60Lfrg1DvB1YW7SDDzg1md3zVW6PjMNS77S59BN4MqNdbPCPdfMPyJwcrQHnHW82vzVX1L7w70W4FZGH02ZH8KHW5tb4QH4Rr58GW3RQKk88JDs_KW1j3bc159R93FW31Myr66vsmxCMJnt9Ld6fRLW72yx_M1dPJmLW5wnXZP7P8dtsW1B1s0h2kRzCTf6cp8Vg04 )
by Jessica Wachtel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3prCCW7lCdLW6lZ3nHW74vX7h6VY91dVD5B5f59GX9qW7LKWqy5QPVnhW14dmh06cJ0QgW10--9M6_P8y1VPPF4L1P7v7kW22jjVp3jB4FxW67V5TL6jnVbLW8-h5R23983_0N2xJ8sgrlQFXW14gh3t5p8qRwW1qnkZ54CqQWWW8Hj8qT55dVYRN3wf9N6MJPyRW3V0bfc5q-5NKV33-Qq8C4DttN4Q_nTklKcyYW76n64c3HR5t1V4QBnv1RD7FkTzH-F964RjdW2sF6ry5gNlLsW5_1tz97d-M9cW6lyTs16cs9xwW7LQ7PC1kxS4kf1LYPxW04 )
TAKES
AI Models
V4-Flash vs. V4-Pro: DeepSeek promised better and cheaper. It's true, but not how I expected. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbv23prCCW7Y8-PT6lZ3pnW2741Lx48PNLLW38ltyv2p6z3XW45gfPj3dq2w_W21XD9G4DztfdW7CbRxx3YW6-ZW5S4F1Z4hpWTrW8VwN214gH8jzW4G_X1d6-fZ8CW6Thtrg1DkwCtW3fVcbD1pT1cjN61VKy1vDGxlVLCJ3B1jtK23W8khLF61BcwgkW3sP6MS3lLZfdW8XNyLd2l1mW3W4_nHTT4SLgs3W2zr2_z83gB63W7dqtqq8tXqlyW7GzF5k67RhFNW4qZ72_61Zd5tW3z270f1_992XW1GGm8W63wlSHN9gSrzMBGrmjW1_H4vm7B_CDkW4Zm9gL6_STbzW3lbjKG2w-htlf8QSKFn04 )
by Jessica Wachtel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3prCCW7lCdLW6lZ3nHW74vX7h6VY91dVD5B5f59GX9qW7LKWqy5QPVnhW14dmh06cJ0QgW10--9M6_P8y1VPPF4L1P7v7kW22jjVp3jB4FxW67V5TL6jnVbLW8-h5R23983_0N2xJ8sgrlQFXW14gh3t5p8qRwW1qnkZ54CqQWWW8Hj8qT55dVYRN3wf9N6MJPyRW3V0bfc5q-5NKV33-Qq8C4DttN4Q_nTklKcyYW76n64c3HR5t1V4QBnv1RD7FkTzH-F964RjdW2sF6ry5gNlLsW5_1tz97d-M9cW6lyTs16cs9xwW7LQ7PC1kxS4kf1LYPxW04 )
GUIDE
Platform Engineering
Platform Engineering ROI: What it costs to build your own platform (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3prCCW7lCdLW6lZ3nPW7t50GH5mDM89N3Z0gQxZN38SW8jK0FH2tQ4P3N51vDVZjvzmMVnsFFK5-rSh1W4JhGhJ8s8vsZW7zJG9f3ZPjZYV5fzVl5d6C7zVq0Hc_4tdXDCW8gzLJL1JqsNQW4R3d3p5ClCj4W4yyZ2N55FrWLN76qSWgXskPHVWhvGn8NsS0sW73DCht3SzjWTW26VvJr8wX6vHW1ddq264V_XyNW42GXhP9kxjvNW1P83dH66ywYQW1YwJFk90QqJpW1qMNBM4bhXP9W8DyxDV3-7yk3N9hMkjl5SxWTW6bwxrZ4lnCR9f5FTMmg04 )
by Michael Coté (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3prCCW7lCdLW6lZ3mLW3drZ3w5Pg6_zW1jK6777H7Vk2Vvj5PS3zjgVNW57V2SJ7zz-M5W3km4zL710cbWW2F6F6Y2BKZ8RW8N9xKD7hpv06W2g7tkr4nbTtdW9jsMff7nrs1tW7fW6Xh5t_SxFW3p-vJl7D1-BbVmYxpR31NXSpV8fyHK8fnjNjN5_Ftdn-BcXVW60f4k65dJr90W2drfCv1-KYYKW1wKTrb7pw1dMW55HZrb7qjTy7W7yhWlz6LjLHzW7Mqdp946xVksW6r5w-g18MX85W6PKGN37VGTGhW5NkLJc4j-4BcW6GcqbS3FfT9wf8_nW-s04 )
FROM OUR PARTNER
Is your SOC designed for AI scale attacks?
Mate’s agentic Security Operations Platform investigates every alert with full business context, scaling your team to machine speed.
- Closes up to 85% of false positives automatically - Cuts investigation time to minutes, not hours - Runs on a live Security Context Graph of your org - Backed by $35M in new funding to scale the platform
See Mate in action (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbts3prCCW6N1vHY6lZ3lyW5PfwYT5yjDXVW5rMJ9H94hJtFW51N1rM3MWVtCN2BHGZd35T4TW5WP6CZ2_1NnlV5VRvb2Vn2v1N71dcfL16trkVpvfkf7SZy6nW7YkBLL3PJpDrW8gmnZt8kBzsLW30CZPC6pYktzN7HGFg6ZQh2fW46SMr1667lbwW2ZwqJH8xHDh0W6bvhC99d171SW6-6WQj6scvYTW3LD05W7QTxlbW42jWFb3v6pwwN6VslH16PB88W4TM6hM46xQf-W81svGF8L8V-vW4bq2jx9cvnMcf7lzgPx04 )
FLOW STATE
GUIDE
C is over 50 years old and still at the core of the world's infrastructure (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbt83gP0xW69sMD-6lZ3l8W8JGZ-k8hP_bNW6dj10254XdjQVw8PK_7bxX4_VbPd9M6RH3zGW2b4TnL477lW5W5ZZKRl1kPQsLW7Q169h6sPTGyW9j3wQv948SNTW3Q3Df154dddKN7vRs-sJLnDxVZK0sV4jtlLsW47XplG2S2968N966kyQQf8nlW3ZxwhW4w-dxWVtLvGr2wNVYMW2W5CZQ8CV3cKW8GC3Xm6rfDpqW6gF9Hr5rTbDRW8xJYj91sGm1dN322KwmW7R6_f8cZNMn04 )
Our sister site's C Programming roadmap is a step-by-step guide to becoming a C developer, covering syntax, memory management, and the fundamentals every systems engineer still needs, from operating systems to embedded devices.
Explore the roadmap (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbt83gP0xW69sMD-6lZ3l8W8JGZ-k8hP_bNW6dj10254XdjQVw8PK_7bxX4_VbPd9M6RH3zGW2b4TnL477lW5W5ZZKRl1kPQsLW7Q169h6sPTGyW9j3wQv948SNTW3Q3Df154dddKN7vRs-sJLnDxVZK0sV4jtlLsW47XplG2S2968N966kyQQf8nlW3ZxwhW4w-dxWVtLvGr2wNVYMW2W5CZQ8CV3cKW8GC3Xm6rfDpqW6gF9Hr5rTbDRW8xJYj91sGm1dN322KwmW7R6_f8cZNMn04 )
AGENT
AI agents can create database sprawl issues. YugabyteDB’s solution is more agents! (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3gP0xW7lCdLW6lZ3pZW4th03S1VFJ_9N8dvjNQnf3DQW8tws1s6D_jCsVt4W3h7_vG0nW57s5kD3rbR1XW8CvBF01SJlRHW66hvXR4_kSj0W7dd_Wt44Zj9qN3bWjDHMKNsJVmCPQz2NHn3hW98QQCr2gjT3XV-NWYc1RFczjN2YF5NTpNx-VW7mTGyQ5kC1c7W8hHXZv5PXhjFW5dd4JW3DhgJNW7vk-Bn3TKZg7W3Lfn4m8HsF2LW6bgpY84xhz7dV31LT-49Tk6ZW92PYt_7rsC1pW4bl3dN3j6hpvW5fKz6q1G-2PRW32XV413Kqb0bf3Rx6DY04 )
YugabyteDB AMP uses serverless PostgreSQL and four AI agents to manage database fleets, scale idle workloads to zero and support scaling without migration.
Read the article (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbtM3gP0xW7lCdLW6lZ3pZW4th03S1VFJ_9N8dvjNQnf3DQW8tws1s6D_jCsVt4W3h7_vG0nW57s5kD3rbR1XW8CvBF01SJlRHW66hvXR4_kSj0W7dd_Wt44Zj9qN3bWjDHMKNsJVmCPQz2NHn3hW98QQCr2gjT3XV-NWYc1RFczjN2YF5NTpNx-VW7mTGyQ5kC1c7W8hHXZv5PXhjFW5dd4JW3DhgJNW7vk-Bn3TKZg7W3Lfn4m8HsF2LW6bgpY84xhz7dV31LT-49Tk6ZW92PYt_7rsC1pW4bl3dN3j6hpvW5fKz6q1G-2PRW32XV413Kqb0bf3Rx6DY04 )
LOOK
Alibaba’s AI coded for 16 days straight and every commit is on GitHub (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbts3gP0xW6N1vHY6lZ3m-W4VhN6S3hb5BNW9lYCr46XNgdMV795C_5JDhK9W5KtW7S6LbHfCW1KhGHS3xgzzYW8RlMmk3HfV0XN6rTPDFry3-lVy5HSt8wxfW6W68PvzV2Dw6qSW4N9tQy4qXK_RW85QGBd154pN1W6VVLBk4L6rNWW634LT87nBZQ6W1frrZ43k10TYW7K-jz14dyVJHW80cDyn3n8dnpW5MzXfx7-Zyy3W7h8GQc3h4J5mW7Z_KhS4m63_gW46hpB51LmBRmVZ9-Nl4snPcDW9cyK8_8wjczgdgPc8-04 )
Alibaba's Qwen3.8-Max spent 16 days building a CLI tool autonomously — 265 commits, 127 PRs, zero human help. The GitHub audit trail is public.
Take a look (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVRZ854Z3jmkW5--6ll4S2mX7VhPn1w5Szx0KN1PJbts3gP0xW6N1vHY6lZ3m-W4VhN6S3hb5BNW9lYCr46XNgdMV795C_5JDhK9W5KtW7S6LbHfCW1KhGHS3xgzzYW8RlMmk3HfV0XN6rTPDFry3-lVy5HSt8wxfW6W68PvzV2Dw6qSW4N9tQy4qXK_RW85QGBd154pN1W6VVLBk4L6rNWW634LT87nBZQ6W1frrZ43k10TYW7K-jz14dyVJHW80cDyn3n8dnpW5MzXfx7-Zyy3W7h8GQc3h4J5mW7Z_KhS4m63_gW46hpB51LmBRmVZ9-Nl4snPcDW9cyK8_8wjczgdgPc8-04 )
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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!