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Date: Fri, 20 Mar 2026 22:00:41 GMT
Subject: China takes the lead on open-source AI
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Date: Fri, 20 Mar 2026 22:00:41 GMT
Subject: China takes the lead on open-source 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 acquires Astral. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hk43qgz0W7lCdLW6lZ3p6N1hb1S_ClxJ7W98Pbqt4FztWMW7TW-0r2nS3hmW2nKs9c5hR6PjN6dl7z3dz8k2N1nyCsYwx7j_W85Mdf74RhvwfW48psVL23R64DW4nMzJY8btxH5W39Khw92mtByWN5vZYgS95ND5W7XHPng6lW7FkW5cRkHs6x8GGVW5DTvB81WXzTFV54qFS2K8ydhW8yyTpx4RFfy3W14nNQJ55KvgtW5zcfls6Mb3wkN78MhL0VMqqwW20vnjj3FPF2tN1rT1pM75FW0W8k2GDt74nYKPW6ddZ127LL4mGW2--DgB6DXLWgf4wkG7l04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="JGASM9dK" target="_blank">
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hjP5nR3bW6N1X8z6lZ3pqW2453vW6_c27nW2GtRlL7FQNksW9cv3P01zq7DjW593F0b58GDR9W5BMgb_58q3wLW2dcsnx73pkbxVScSkT27Q-FRW3SXzJC1wTFHqW5GllFY36_tczW6K6zcg8RSLrZN6ldlx8Bw3kMW27Y4WT5SfpsxW14CkzN9f7yLSN6p0Xb8Vnj7JW64jWFJ68JGxCW80WxPV1s2xgFW7LnK8K94_mzwW2n7S8v6M5SBbW60WM5k7C9QdlN6GGV3Mhd9xWW4qNLhN2SHdN-W7YmFGY5mM8XCW8tkxH61XR2qrV974SB2D-xnSW151Q-p8PSxHGW80Bcf21R4zGLW41mFPG5_vT88W1Nng4w6y_F_4W61KFcF2sMxnQW5xGyf67_yXQsW4Sf8gS7jpPvTN1KKlvjg9mPfV1q-Cw3MP4z_W88Nq0g34mVvDW3ckCp-3s4X65W6Xq2-31ZTzWHW7mMt1Z7QlLHdW6gMMtl8xjjZSf2F-8y204" class="link-view-in-browser" target="_blank" style="text-decoration:none; color:#142640" data-hs-link-id="0" data-hs-link-id-v2="moe4tdtA">
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March 20, 2026
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<h1 style="font-size:24px; line-height:1.1">China takes the lead on open-source AI</h1>
<div class="copy" style="margin-bottom:15px">
<p style="margin-bottom: 1em; ">A new report highlights a shift in the center gravity in the AI model galaxy toward China, reports Paul Sawers in today’s lead story.</p>
<p style="margin-bottom: 1em; ">While China is gaining ground in the models themselves, the infrastructure those models run on remains firmly in Nvidia’s hands.</p>
<p style="margin-bottom: 1em; "><em>Go deeper: <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3nDN5gRqnD1gcbmW3JbvsP7cv8zmW5RZbXR4fJT9TW3wjVzR7KXjnYV6V67K4cg9-JVC163w5BF6-YW9bNRGZ5Hws7KW86M09n7Fd1TrW89yCT46s_ZLWW5wt_pF2QP_BlW2bRYYM6j7hsLW44RN8c1LdpVzVpsBm93ycsHmW86b84f2xpXX_W20HHqb32DWHwW2SB12V7TVQFYW5bGLRC4XbZBcW6r30nc56vVjWV3V7KZ3jlsKmW6d8yj6816Lg0Vy8j4d5lpPtRN2Yg3V3S0f7jW3lMGXc20mBfHW5wPkhv7p-76bVFz1t88B109lW6nHLt65PQkb1f97J4yb04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="kRBijq1y" target="_blank">China is winning the open source AI race — but a US company still controls everything underneath</a></em></p>
<p style="margin-bottom: 1em; "><em>More essential reads for this Friday:</em></p>
<ul>
<li style="margin-bottom:15px"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3lSW22w-_v4swZFhW1RdsTl2WjBZGVkdLMb1dsvz4W70r11H4z-b30N7B5fkhDKLz6W2xjW3958dl2tW2NKyb-3fcqL9W6PTfmX3VhznRW8hSCrL81Qd6MW5-ftKj2NXxrdW6YM02t31xvhYVZPJlH93ZX22W8xH5g52lg967W6QXp7G6dGJL8W2p4q1Z7qLccVVQ8m_q2qFk3FW71G7Zm7C3QBHW5KfvVq1rrxwmN7KtFrfgjr0GW4x57ht1JRMx4W1YR9Jg3CHFxmMtjGjM86HjBN93R4hx3dLwXW64ZvsN7ZgzB-W2N0kvb1KJnrrN8yLfFKVKJFcf6FS-5b04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="pm1osTXa" target="_blank">OpenAI acquires Astral—what it means</a></li>
<li style="margin-bottom:15px"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3lMW3fB80P2Lh5j3W58gdfS4JXLF6W5Pm23j90W5VjW8qMY1q502Lb1W6_44Hg15048GW3ZDHp96SpZ55W3ltH9-3VQKNVW33P7B235Fd6lW1CxDwv64_Y1jW3qFLM17QYhCdW2ZDpR88yGyX7W4XVkNM2w2zhFN6XX8JBft2HYVRLCNC8tn0ktW30q8lr5FX_bZW2C2gpn8hgV8NW3RQzXx4NgDC1W1sT6F-2c-0y1W6Z9lpc5Qk8MdW35Cplc2FwJ6DN6F215NlM7WfW3cT-C882PrwkW7k9MwL4djpFlW8GcFJs13LGXQW61vCBv6Hyt8-W46wxg54lhss8W28KDLC2bCrwdM3bKxj77610f5PKrg004" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="jOHG0rXx" target="_blank">Why flat Kubernetes networks fail at scale</a></li>
<li style="margin-bottom:15px"><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3njW4MXKTs2fTnNnW7xK1TH5k-1_NN2K7GgyyZb_WW18vR3Q4fPmQZW38-R7079qHWDW4QPYRN62LqD9W7Tw7z_5bkK65W8dHB556lTpKCN31WSm9CwPrCN2lh9KFxfD9sW31dwdl2YYfwMW8TpTG15zFk3jW2jfWqY3y6mc6N5BJy63M-vMKW7N2VK977DKfxW3XnYjx4Ftz53W96Xvp76JbndKW7b5Tvx5P13rzW1yfnGq1VCftkV7H5X06ZHQR_W7F9v6L1r2sc_VWw_cM2sJbZSW2NZ55X4rbWMzW1F3-qw7YqnLTN1-2Hh764nH3W5RqRmL1RZn4kf5m0HP404" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="/5NsUSal" target="_blank">Linux kernel scale is swamping an already-flawed CVE system</a></li>
</ul>
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by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3nwW91Hbcq1f9846W6Y9LQQ1F4qwxN9gfFcMy_4fBW19ZkWG7qb05nW41F8mX2qmLdNW7CDhZx8fMtFmW8QDBm958qTVQW4hGtCr9lkXNcW2WFWJm5g1zfCW5NX-Dj8N76s2W2KfMtk4hLC_rW6vlxTK2gsjNxW2jcN-S5sVQP8W2v71ql4M1ztJW5mHSDn7ZHZnxW6YF2Pq6CbK89W3RvkGR53-PdsW51hs926t4b0cW5Rq_gy3NSxdbVHS1n42Fz3n4W2R46Ry1Plbv_W5dZkv92ptXMMW9kGCHt8YGRjxW837DKT2PCxWmW8LTYbG3gX_6KW5S3_z67hs6T-f4mYSVF04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="JrAEXaiN" target="_blank">Nick Lucchesi</a>
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<h2 style="color:#00aff4; font-size:14px; font-weight:bold; line-height:1; margin-bottom:10px">TOP OF THE STACK</h2>
<h1 style="font-size:24px; line-height:1.1">China is winning the open source AI race — but a US company still controls everything underneath</h1>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3pNW44kSVt2_rX5LW1XK9Tf6DX3RbW4xNcFz4wMHHzW7WfWkn67NzyPW640pvD941cT1W54Qr0923fc-hW5b_Kpf6p05cVW6MgWcB8H68RrW62W14w4S2RH_V70h503-4T3kM_DTcg__NZ6W1QdrlM2NmtLdW9bvfTb7NB0QKW62VCZ04Mc6r0N10y0wrb1XMLW7VdD_M2NVWZtW7Xcnjh8ghgfXW8TthLK6xv-_zW689MvB1fBVyYW5j0s4M6BQzxNW7M_g8l3xnRRgVh_sHL92Z1QbW7JLzQr4w_-kFW4rNjQw71HhjCW5bnK_N7SlsK-W1vPfBq8Fqf3Rf4BNPR804" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="+oM0MZMP" target="_blank">Paul Sawers</a>
</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3lKVvx5m34tQ1k8W4r2RPM4W0ZFHN7x6zkzwrkbMVk9ZV23h-C5HVFP2bB7mZjv5N3rbDWYkHv7WW6ZprF31V1fWVW7VBh8p7frmftN4V03z9myvj_W3YBqCH6hKMMqW1VwdMm2Dwf1HW8xNB9g3WMj2pW8Q6bYv2PTd7hW1q2d8q8mtsrlW9dTW012rZ_lqW83S1Z_6x8tnhW5-Zg6-7Zy_N8W5SBmYz3ff9QjW42nWyv6ll7xyW32rsnW2F-r6_N3dF3gXZddX-W99cPk18wbsWCW1j3bwf2S6fbwW5_MPnc3fd9FqW6vXm_B8N6yC4W2yPnrD99CPfgdCbV8404" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="zSdckMv0">
<img src="https://cdn.thenewstack.io/media/2026/03/0de2f333-getty-images-aedwovmgxls-unsplash-1024x580.jpg" alt="Featued image for: China is winning the open source AI race — but a US company still controls everything underneath" width="640" style="display:block; width:100%; margin-bottom:15px; max-width:100%; height:auto" height="auto">
</a>
<div class="excerpt" style="margin-bottom:15px">
Hugging Face data shows Chinese AI models now lead in downloads and adoption, surpassing US open source models, while Nvidia maintains infrastructure dominance. </div>
<div class="copy" style="margin-bottom:15px">
Most of the AI spotlight shines on the biggest models from the biggest labs — Claude from Anthropic, GPT from OpenAI, and Gemini from Google. These systems set the pace at the... </div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3n8W2LjcX-7X4zbCW1q4Rvy810bzkW7LNylL2P_rPSVjnY0P2ZKYRKVTj2Fp4t-zk6W2NmLBD6zK9rYW97Sl-R8q6hgsW4v0zQB71qY1kW7lBGZl2kN0xcW1Vxf8s58lMBJW7LL42N65GK8wW96sGDk1KrDRGW6j2t9w81TwCPW4qlkRQ1L7K9QW1p3hxs6q-nfNW6DlcSF2BKNk3W8mKZhG5nHW5MVZZlvB6z8Z9NW8Cvfzz8hj-dFW2FLJ8W44wkQLW2DQvSY1Z702LN9cKZhkzmf06W8GrhwF8Rl58-W6zB3Qf41jz0nW5Vf_S09645jjW6_cWdz7snkgMf8Bq0JY04" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="tyQWY5Fq" target="_blank">
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READ MORE
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<h1 style="font-size:24px; line-height:1.1">On-demand: Scaling real-time AI & ML workloads</h1>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hhW5g8t6W50kH_H6lZ3njW2Hblry8dGXWqW3mFdrj7bXptsW6vdjyk5m548rW5v2S-H1LzY_2N7Fj9295L-M6W7L62HY1lT3PpW7wBmcH5plYcDMJYXhg6zzm8W85V0Kb5QCPBCW51vk_J1V5w8xW6QMf6d7WZ5kGW4bdY5P4ZkXG5W3vNPlc6t1MHpW2_BG_H5XJK7LW5rcb_z4-3rTKW3nGZcn8NkHSYW37ZggC6SlP9NW1G577j3qL6bmN3MgDJZSC7l-W19CkNJ5M5cr7N5V-vBFVm18dW7kgvDJ6RqWPBW3TPcb48mL4XSW2Wh1BY4drKhMW7nrlk93BnmX0W6bwcfQ7PvVVXW78g3Mv7LS720N3wGG_3j1gkBW1yZdpp4DJTqdW4TLNsX6V923VW3vwl6l7zQ0tJW8hQ_Zs3N-1xgf8vQ2Sl04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="+nxgPHOB">
<img class="featured-image" src="https://cdn.thenewstack.io/media/2026/03/647b0fdf-dragonfly_webinar_18mar26_ondemand_16x9-scaled.jpg" width="640" style="max-width: 100%; height: auto;">
</a>
<div class="copy" style="margin-bottom:15px">
<p style="margin-bottom: 1em; ">This insightful webinar on scaling real-time AI & ML workloads is now available on-demand. Learn where traditional infrastructure falls short, what modern AI/ML workloads demand, and how purpose-built systems enable predictable, efficient scale.</p>
</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hhW5g8t6W50kH_H6lZ3nmN7gv3rk5SSjkW39BJRw2QGrl2W2whL1s8rWM1fW5ww1qv9bGHGjW1mJ-x74lQ-yyW8cFfCk5GXQ78W3CCCZD6hdTFCW8X871495L8tNW5r-7z-1JKg8GW6HT8SQ84mxVJV94g7q31ZBmqW86ZrXN3VVlYTW5j3H056YRbhpW6yxK-V4PQH8fW7k3xy7991rCZW7BHVZp3pXZwNW2kd4cT1NW4l2W2BRHJM88XvlXW2Bk3h25GwRmSVVW2kP8zgjd5V_btBk3Z-jNgW7ScBTh8ZChclW6SX6rt5Xjc8TW5fcRrC11VC5BW7m82ZZ5X-FHkW858MjQ4_LxpVW5NtyLh1WVLQ3N7gVKQMSrjg4W5m7Nqm7vZrJvW18hHm669yJD-W5CS2xG7f5ZKqW3lynWW91cr8rf8_rWHW04" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="39FS2atk" target="_blank">
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CATCH THE REPLAY </div>
</a>
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<br><table id="daily-digest" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px; display:block" width="100%">
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<h2 style="color:#00aff4; font-size:14px; font-weight:bold; line-height:1; margin-bottom:10px">WHAT ELSE IS NEW?</h2>
<table class="daily-digest-story">
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<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3q3Vycbjk5s3ZNTW5g98tH97HZ_7W55zx6N8s7zpbW7PNqhY7kq9vgW7CxG9S7t338HN91jnNstXXnrW7JCy8J5jRGj1W58PDZy8lnNhXVrn2Mz3CMHRXW4mSQ1d4snMhJW2qFn7y4CrVlXW2nByX_2MWL0MVzb9NY4Rybh4W13TkKt2bNB4_W8pbMX5488tyWMPwht4p5tFbVGPb5-4fmrfjW8YnYCn4VZCkSVw53vh5h-gczW3bks6z1BtyhgN7B7V2hkC9-BW28dqz494CJ50W5CzQ4_6J4LfZW2WTw983VrprQW7b9Nl76C0mtPN38w48XPfJ4FN3l55m9TMHpYW7lJsSp12z7rSf8BZYC004" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="l3Iq7w+H">
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</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hk43qgz0W7lCdLW6lZ3pQW8lfML079HjRkVfxS_g45Jn3rW31DM5W34x9CvN4DjJMZx5DmqW16nSsC6pv6GDW2Wmx2S61-89HW6T30bM6sCfMRW5S0nkZ92ZmS5W4hbXZz4Zm2ytW5smMQ-7QR3bfW4v6n2q5-wzhtW5XZpMH1Z7-MWW5wLVDD2TzXwvW823NJC66PV9SW2Y6Jf340QVZJW2Y3WtC3zSDcTW7WVSZH3k3rMNN8kKg9LjdJv8W5bbT4X6CbsdCVrKf161ptRt3W7cB8yt5X3Pz1W80KBdv4F0ZvdW1nTRDV28c-gKW2pDBR01q52srf2RS72C04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="EqwIYxaP">
AI Agents </a>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3pnW1_KrB-4YFV7TW88N-jj5rGSwzVLzSjh4RHb-WW2D1wml14LbBRW8K9r422TfRN8W8_xsvT4935FmW1C9ltT8z2DSDW4t2xlY1FtC-NW3h_97J2y85W2W8cGhjx8rLcZpW89tNJ_8-wpn7W42VdpS3tS7SnW3By_4p7WmWvgN1qtlfhhTM9_W9kXYgT2m1h4TW4Vg4J297VMQsW2Y2C3k3nJzsbW8fpB348SrvKvW2n4WR840bD65VYbclw8XNZM-W6VvsXx6pjMr5W5s4Fcq5mY7FjW7gQ1wX8xdRS_W5Q7KlK6GL8j_W6j40FK3Y5wDRW7tYWq56F1tXcW2NP5br3l3zbbW8CRR9n7X78JRf4Ybv1l04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="i0z5zD/l">
AI can write your infrastructure code. There's a reason most teams won't let it. </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3nQW6bD4BS8G8hvTW3K2B3-1SfJYlW3w479657-L05W6n9Kn04H17RGN7H4R76x3t5nW5nwbx882l1NvN16cSn7jYN1lW4dgKZd5gmHhsW1xKNfM1M36xZW3ClQPR6qcRnsW4JFtMt7xY_rLW8Y-F3B8kxYRqW6ZPmRC8n_DVFW8kbr9K2zw35tW74x1vC75MYVmW6HrRBT4Vxkk7W54W3ms7mk_dJW4mfkf57mxBt3W5k1Tpw3JWcMJW4s_vvn4_hbdJW3Rgjnm1QvvsKW7dqJKS7_KNpvW57BdTB8-Zd71W3_Tgt88TN7cqW87jmNH3KZbKpW3rW-XH1SJ02zf6cfW0s04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ">Frederic Lardinois</a>
</div>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3lwW3SmLCS11WpydVGFzRy628c9TW4KV9Pj1qSxWPN5G1ncWR7txjW4LrCf-1srnTlW4Xd4Pc68qvf-W4CDdF68fvTdnW3v6T1J3MDXWqW47WBhh1GDGtRW97S6Br889BzHW4rpwnh8F8m_qW5ZLxQx2PDqrmN5gCYxWvfG0mV8M98k8Tlbb5W3qZffP8ld_5bN9bd-3dhYGxTW1XBSgv4r0-bGW2vbcDZ1M0JjVN1XHyNHZ_qNhW2-_5H83rd3QMW4fZ9k3352dq0W47kGp06yYjhXW4pW1Tc8w13Z4W1zzdKb3mQ5ZPW8JwjrM6NVvXLW1rVcBL7L0GhlW756tMT5WVXrNW5NgYym2xz-gkf7vvrhP04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="IhUg8Tv8">
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3m4W2Lp0Vg69TYdJW9jprZx1Y7S0NW7hjp1p61twSkN25Rm303ZzL0W8wlxYw43fsLmW3qm9dG4yGHQZW9fvrZT5S5DF_N90bw5XtBcWQW2RMR477NMb3tW5l0pJq3HgPQJVrdDjT5thtbGN8yHxLvPRctzW4kSsCZ2-S9lNMjFcfw-7zWLW6mS3fY6s093sW2W58jJ8_DPPzW3_WQNh6L2_RtN42smSpPBQ2wW773sbg3VcLQsW1hzW1g75ksNfW1xBszK3trtSdW5gJHnh377fllW3pkyTB6mcb2VN3t8pPwscT13W7DQC082C5gKZW6h45KC6lN58nW8-PnhP5ZkLHvW6YmXfj1Q450Cf6QXv_F04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="ntjw0GNa">
KubeCon Cloudnativecon EU 2026 </a>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3ncW5k1PtG2QVQh1W1HJZSr59pmmMN5--Wm-Rj46tVTwYfX1K9d8KN455yptKSPf_V6rY5Z5NCfrsW8HbrrZ7HM7XzVs6fC97kdNcDN5DsN77tTfVHW23GXRS36kz_cW7xG1dc3b-yBRW10nMNx7Qw3CLW6QY-cb60rqgNW7yDHGd5d45hQN8gVwN4Mcf9dW18PqQh10llFVW8rgQ5W2R50hFVmf_kv5xKgl-W8lHQJB7Ny4hdW5y8GPX71gPL5VFG7QF19zDyCW4R5WK83p0DkDW3xJvlN6yzwj2W1mQSb45cR62cW3ZX8FK57PvVkW2qyvMt8_91ftW2zt-yK4L6GKGW6gb23y2xdhyhf7q4hHR04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="FqU1LJF1">
Why the ‘glorified host’ for AI is exactly the Kubernetes we need </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3l8W7ysmCb3WQ7HmW3PWz-37yy1XJN3p1B_1MMr96W2SGlmd2rPNGdW5MkV7r5P0NvdW3lqy2s12GH2SW4bZXvl5DjdCwW8lDdP_1jwj8XVRwFt96rWz26W7XTNBr1l2xP1W1FmXXc31Vmg6W3D-b-443J2C5Vn4vtL63gdF9W5pf-LL86TTyTMyRQvtfYzs3W1X2sKC7f4gRgN1FrTNtrp2xSN7lQxhnD0gGyW1pBsl019hRNvW48RpfM48mqHnW5r5-tk2Q4LVBW5mmD586djNCJW9lz4lb8Df-n0N8TpnL2wwn9nW8Rm5cG2Jp-zJVkPm3X2TvdHjdQ_3mP04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="ODVWX1k6">Danielle Cook</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3p8N7HMNpn2qbPGW7yJysg7pkBBzW5vgRJh7_yDqtW19-VZs4HHzwLW7g3M1Q5H91JPN5SQy5Jys-9cW60m_9k8DzdFCW85RQDs811SL0V2CM-Y1RBfBWW8Hsrxk7rDnngW432xhP41Flk3N8c3BTzmBcjyW92s4yT5JbwsBW7zK_bk8Fqdz5W6gHBb825p6rXW583MTS5rn0CyV4BC6m3m5GC-W966-n56HNg-1VfSgHL2zxSG8W6qHFr45DyzYqW53gkB66q9CQsW2q12qq7ZlWT4W38yZyd3gFXnTVJBXHY3_3q6kW33XcjD2D6HXrW5mhZBH7qgp9Kf6LrJ3l04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="1" data-hs-link-id-v2="4d2w/KR/">
<img src="https://cdn.thenewstack.io/media/2026/03/248626d8-shaking-hands-door-1024x682.jpg" alt="Featued image for: OpenAI acquires Astral to bring open source Python developer tools to Codex — but details are still fuzzy" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hk43qgz0W7lCdLW6lZ3nxW5VrJ2r47JQZdW6ppJnV7flnKnW1wxLmf118gJXN1lHPJVZvw4TW3vRTXf6JSNpTW1H6dZ55XlZrgW2V4KX53gDcjyW7qxMN27mx-VdW3cV3J91bGzclN6nzMBnRJ1Z9W6g_z1S9k8bvyW1HF_v42MtpqcN4XNRHcTNpTbW2t29j09c2kYzW1NtmPL6FDRXJW4Qqy9w8S3HhvW5-Lhxw42V5kjW37yG1F8LcvVnVxHQXq3cnldRW4tSZL66h0scDW4N3bwL3YGWdjW1LtQRp1z2hm4N4TJzGFc3458W5vr8Bn71RX2mf1xDJtg04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="9dDK1ZcE">
Python </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3lsW39pCnM2rGR5FW1NxHMJ3r12JgW2qDFYq8wh42HW8cfNs-2tqt8kW1BXf1W5-GGt0W5ZZSw01bk6nXW8GKm7Q3SmkGWW6T978L3VMSQNW7wpfgp5_6mLvW4FX9Tf5-d-_fW4txM7R7Kf6GdW1LK6PH7Np_hPW8YB91K8xLlYRVbMGGl6nZDwBVVtqQk21RFKxW5Kgtpl4bry5_W4159ry10kBgMW4YTDJ13Hp5bmN7Yn0YQpFSyNW6LVKdq5rmmmYW73Mg2p5-ZvhqW7vhNJY44nTQgW6bLHc06RdG1wN8hWPcmxYJ0XVJvXkV2q610JW2m1mKF4q8snSf1sbsl404" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="2" data-hs-link-id-v2="vaQEKSfN">
OpenAI acquires Astral to bring open source Python developer tools to Codex — but details are still fuzzy </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3kHW819_Hn6hZmT2W3xMMh63JNSGKW54fzbf3yzFdpM22q8P_8KG5W6brht86177dpW84MLQ-8ZGmBsW8czVL_5ZdsQYW71T_Cz2VGfRxW1mSSzV6mHFg4N12Zt-JR8mZmW30f-fS1D1bkMW1x3tQD7tY-z2W7076_j99yPqDVn6pcD7crg2xVYJHsj8T33d9W67-XPC3018pGW2jKTXD4BwB6VW3SL7nC7p-rnnW4tfP1w7Jr0j7VvWjvl9bfSxXN1GQf5nk3v45W842-XK5yNH2TW42-5tW7-1tXzW98Cvb71q6-JnV7Rb5Z9h4sf7W4q6Pf81z8jzjf6_WsjW04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="JZrd2Rni">Meredith Shubel</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3mgW4swQ_52bK1tSN8l9S_SnRh9gW2ZwWjS1Pf394W92X5sz31rc9vW1D7XLq4rdfP5W8V00Fl67cc6MN6VJP9KHR91TW1v8vwj3Z0TkGW2HtpKM41Vd_CW3fzC4v4n-RVmW5RdHBQ5WbqJhVtZL8f2L1cMkW45JRcd71HTfqW5LN-fJ3D5FKqVmkHjY3Vvk1XW1kR0r83wq9f_W6-1hhZ6s_dzdW7l5RrB8T-H0BW19jqX88Fj_95W3ZqhBP6FtP08W1l-CB32wlr_VW580R1c2nHZ1cN9ld6kZ_hp90W54kC4q17vYYLW4qpYQb6T6ls8W6NQtWY5DH9RvW21lsc97Jlpz8W5k8HtV1jQxQHf8NxS1604" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="1" data-hs-link-id-v2="RGFyobhN">
<img src="https://cdn.thenewstack.io/media/2026/03/8d996b1a-ardian-pranomo-hvn9nnc2nho-unsplash-1024x768.jpg" alt="Featued image for: Why flat Kubernetes networks fail at scale" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3q2W3p2v4t74v_rsW6ds-HD2chWJYW19lV9m84JFqbW7zzCjn6wVnPvW5n0K0G18C371W765H7T1QGYzCW1j2z--6rSZ-hW62gHP56ltkb2VBy6G01qyzTRN27QrK1MwYL7W1JfzWB4Wkf-_W8qFCTX3fKy7XW3ZSm0V24bBtpN76NPJ6bxmdwW5ry-Mw8RZ24JW80j21j2y0T4dW8rCTMH22g707W8PwRwh1xbz0nW5s7-5R5-QH2mW1QnzCV4kf5dnW4x9f3T3LXRf3W6CRxsG78KbhNW4jfcTZ6g3zHkW2QF9y94JTpg0W5tMFVt8Bj9NWW5RDtHV3VGd62W5rLyF-8xDDF5W2FP5Xy719T4Qf90NShb04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="1" data-hs-link-id-v2="8TMFP7Nw">
KubeCon Cloudnativecon EU 2026 </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3pKVK6-xM2Djhz1W8d04Pj6QHrRyW37pGQn42CDw2VwYbQ63RNqS-W1V8x3D6kx2WFW2TFrZk354R5BN5bsqX9ZcxFCW8RjQg_3h1yBJW7lfGM16WGfYHW4ZWHN91yDm9DW83sHV18zlXdHW2yXHx89fGrQnW1MFPdN554LMCW7tXD805S9ZJ8W1VxPgH2k1nP9N72tYm9bptqjW61kq65237R8HW3JDB1K2HVDF3W6s_M6b2Q01CXW4X1pS_4VFWHsW4Qh4zb6K-JndW7X7nXy9108nYW3WNgrm5tfnklVd2xw88h7l9MW2yK6Fp4htwvcW4DGXbc1NhSfWW3vcJNV18pMzgW45BnY71pVxLkf5DzhXg04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="2" data-hs-link-id-v2="pbmk6007">
Why flat Kubernetes networks fail at scale </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3mjW1kB7gz9cVMX3W36P9rl76vfjkW4V-LCQ27lXLmVFNfy38x0H1NW6FJBRY1xL0c2V7GkCk8nhwj-W8CTmLJ2RB_zFVFxR504-88qBW58BTB73GH4pTW1vhwt419kYyqW1G1zYH2LQ2l2W6nhbyc3zQphjW4c3y_n2MF0SkW1kJd724pMF9DW1yr_VS3fSZjrW22x0kw6kwl_ZW3fRWBX758R-kW7cK_jh8wgfHqW1fk2Js7bdhtBW8HBcP27dkS2SW2B5fJ71zjMZfMr_PvS2J-RnW420vKz86fgqqN6dvh-sM8Z6dW892Z6W3PqLHrW8JfZZk17VWFjf8vZvM004" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="RnBs0rXg">Reza Ramezanpour</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3m9W7YtGVP7R94Y0W8rW4lL1VCmB-W7WpFxJ3b4-00W2m8nxg12YPYHVZpXbV6js1MLW8G4Tgh3rg9pXW1s0xPl1Tx-d1W2zr1Vy298YVFW2ddmw962fDZwW58qhP44R0gR1W5YQgTZ436mKlW6ZHHPZ7fCtbZW2cWH5Q8BMvptW61z7B95_r6Z0W24K1_r5FL1FNW2pF2-l5-K2MxW3csnhJ6-NLvBW1PbdZ84q_CJhW8LYrjq1YjzZWW5T7Hqp4JQWzZW8G2nhz8jhkZQW8JN_Hg5VCD2CW4RSh6025_PWrW1CTJmD91pzQdN3-pgFl6XmMxVZwpb13Rv4xFW90DdSk63K3RlW8TFcC96KXGhlf5hr7nn04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="lPHJ5k+Q">
<img src="https://cdn.thenewstack.io/media/2026/03/a9926b9a-fast-ink-dmvkj7lpkci-unsplash-1024x585.jpg" alt="Featued image for: From pillars to platform: How open observability data is changing the industry" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3nmW5TLvPQ7t34M9W1F2GsB8Yq8HZW1hZCZt7St7RbW7V6Yp05lJrdSW4bm30q8qPv2mN4f3qlfH0CCtN2Rdd30YdvGpW36kyJb614TbjV_N1sL3jz891W6TJt3p1wrWqLW260qxq5-WWNrW1rTmZz2-grwHVLV6_65pDCvpW3wSJr373xjDTVnrdnp7cHSH9W5QgQhX2pl0_WVJgBPs44BKbcW5NWPXM50_NJfN1wL25hJ6_F5N4MNd8DKQYNYW7Y58Wj6dXvpWW2rjDlq54RQwnW10-TfM3hmNlLW821qh_4TNkYyW2rL78W1cJsVSW1jCDD62-L6GvW3yvpq04TvrtPVDy1vp1dny4pf895xPR04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="2" data-hs-link-id-v2="WZs/Rw7v">
KubeCon Cloudnativecon EU 2026 </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3p7VP7GW5818Dh3W2m7zFt3NRwMzW5q_MqP7XX2lnW9grclt2x0CBlW5Md6C72mwN76W8pHwn727PFrMW7ZQ5m482yZZhW6_B9Pj7Y3s6XW1D9vL93KxxBJW4pKVLS4sZjl0W4RtWKX5F_MY0W8wD2Vg7qv9S6W503ZG11wFmZ4W7mP88q8XHbjpW4gXs3j1YVKWgW53cr1r1n3mzxW6GKbmJ1_5dL3W8SwD6j8h0kbhW8g-mpR5KvkyKW43Qf8C5Kk-G5W5vJ4hv3Wt-NxW1pTGVJ1tNcjMVv8cqj3YDBDfW7MfY2T35MQBXW2dXf6S23Qc-SW7w-GLp86ggWvW7ZN_132BDYPZW4Mqt6t6P8s6hf4YnTd004" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="0qjp8fZ+">
From pillars to platform: How open observability data is changing the industry </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3nkW4hF1XV5dtG4gW612hZW3TRT5wW8jD8ZW3v7SGpW4cMVpb17THTvN6Z-ff3YTb3LW5w9PJ24GR4qPW8s_m8X23t_73W5CNcdf2HXNrpW3NNlDZ5w4vVPVtQMn91QmMWzW1v4bQN5qRFKVVBMSbp67LyrZW8tpKLX53H80xV2zn561r8_cBW75L_n57y-0qZV4b5G81TQlJrW1zlg5l4F-3nwW3YqZxX20F-MLW4LWBcV6TKHRwW7xkzQk8LxsFbW6j1N401wV9sLN6-8_WP-DR5jN2yhj3t2n7ZYW5vJQFk3T2k8KN5F8JWMCv117W7QmvLc80f_0vf4XXYFH04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="GtG2F5rz">Ted Young</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3mrW2zfWF57TZMDmW7mPpKf1KRJ59W5FK_th3YclN5W7MbPW2760Pm7W6CWXRk4M6hhBW8YLMFv5LZqf0W8NKzCT83ZQPtW6cjhgb6KsrQfW9jB5j76kkPgSW5CWTBY2n-16vVpKRn06GW5tFW5K6FpR6rQL2fW7RHQcF9kwbR0W5rW20T2jYzJQW2SbRz82m0yP0V7ZZP98tvv6cW2PNqnZ4bPlLrW6kHVp82nVcY-W7C6XQG73HyG8W6Qm0-Z8B2KycN6CThvNnRGkJW8M1wxv8j-jSJW4DZ9_K4w07vbW2JnXhB4k3h1NW78FXYd23PcPrW2vjpJj7-s66vf93CV9T04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="1" data-hs-link-id-v2="x1hhAb2F">
<img src="https://cdn.thenewstack.io/media/2026/03/cf29376c-beatriz-camaleao-7z1juqrhq2o-unsplash-1024x731.jpg" alt="Featued image for: Linux kernel scale is swamping an already-flawed CVE system" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hk43qgz0W7lCdLW6lZ3lcN87CQV2hDHvzW5P5GFv58J0dZW8tW0rl1JYbBtW1wpzc85PMpQ0W8LPJfw8NwG4dW49D3zx39xRrlW73m2GY2VZP7hW3bMCkN7QqFDPW5y8Yns8FXfLKW7jdhfG3xyTctW1Ngz821rZYq3N6PCmVhkw2-fW5-LFmb36Wn_CW2g2JTg8t5mLZW4y93pZ57qRxTW8z1Sh0857y49W5Rc-jb7jmmkQW8hjFbn2_2S0YW8fSZpk65QtQwW95t1r07Q1jqtW9b8TSz5bkQSlV9GQDM7d4-GKW2X0B-c8W7Mf1W29CtqS7NLqgHf32WJwv04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="GqQrfzon">
Security </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3nCW8GDXWC9kmDLtW4XYB5R58rt6JW6-LHtr5w10L9W3k4PwL7LXX7gW4xKKFD627vCLW52v-_46bHNFdW16zZC15f8vdrW8Bx84d2Wm8bMW2hwybH8BKWvFV95js164d7VVW6BG0jB68R1PNW1gTNl64w3B9QW7wm8xB1zc0-pW5KG1bC6zYz8lW5lc-ns5gSqgWW5QLXXM97bSsJW1Z_PxD6_--R8W48jpH84zzKDfW3vgNZq8YYR93W7RCMlv4QvP4XVh-B8y5Kp89qW3vLPvX7kjwl1W36Yy9T988bH0W6H59Fw2ZSBZXW4YB48Y20nfGSW3VNrx95wDQhwf2Qh5F804" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="2" data-hs-link-id-v2="YFnxFfsX">
Linux kernel scale is swamping an already-flawed CVE system </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3pZW3qdTtt1mglWTW6gF6Qr30JmZlW14L1N56fLzBWW4h5NB32RC1hrW2FYB1T12kFFdW2bKg2S3jMmZ9W5dmDJx698xvbW2ZR4fN2KKZKBW2GgpHd57d2G3N2cMgdCzJySLW4_6zsf5XmfRjW788hXW4_t9Z1N6JbK_p7B30cW6zf7Y95lq0LfN7NbK3rs34ZTW40Q_Dr5N6hHyW98Qbsq7Q8SwrW3vyR5H1-96QyW6GLH6H1bzZpVW5M0pj97V0Gc0W2CWYcc95YvT7W6xdkfq4XkJ-5N3LtZdSbhrNfW7Rsy9v1v5KhSVFmFdQ2phyrcN2FyblXGRkv5f4-vVtT04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="tTDLbSG2">Jed Salazar</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3nDW3_HSxC8-4YsQN7Lg_HBc_g1fW8g8yTC1grgPLW5bVc5b8566_nW5sRGvs2t6H_5W3848g92bF9QmW53N3-d22GkjMW7RRpz21v33ZgVcMGD854nknMW4YpHQH4LJ_b5W5DGC9Q8bVmF_W443HPl3vCR2_W110s4j35t14gW7pfZ9K5_0S_-W2XhHC-1d77P0W2CfdLy8mnXK9W8cHJb61xNyrDN12B674JzQfLW94pplX7vLY-ZW51NBXM7mqYlRW2V0Bdn37qHR6W21Ch-83xYYj4W3H4Vlw1fZTtJW6bkbYf7QXPDDW85Dm923Zgf5DW1bTmBx932LktW5sSGPb2sJ5PkW3K1xFD88hyygf4FXr8x04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="09DY5coL">
<img src="https://cdn.thenewstack.io/media/2025/03/e13e9903-intro-to-backend-development-2-1024x576.jpg" alt="Featued image for: Backend Development in 2026: What’s Changed, What Matters, and What to Learn Next" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3ncW8ysK663J810SVdkx4s80thH1W2FlXqq3qk38PW3KJXpJ2s3d1KW4p2fsx3VYn_FN5D7J9rns1y7W2ZHXVg3NXcmbW25wXbB18TWk_W1BpNYH1yptY4W2WbmgD2Qgm1rW8f-y7v5dXJbyW6yPxGs1SHMjLW5gwh4x1zCRC6W7Kd1l48zhS4XW5M8Gl97TRrhRVGhXPy2zWXZZW1CkJ072Xt_qXW84Wdf-3GqMv8W1qYKVJ3fLfpLW5xKyZF7NLN1pW7mJ5Q86TVn7QW1n8P9B6ZB78mN7VHdR7gPQbzW6sCWHV68tfsgW7phMGg4WJTTQW2WRBYh80YMG5f4F6-XP04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="vkgXbdnC">
Backend development </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3n8W5_f8pJ29kMh5M8bSNPwcDc4W52YKfn5FQDhyN5ZvM_h4PkGnW7zBN2m6kdHxbW7NlsHt2wc_RrW84_2-S4nbKk1W1M-4nK6sz_GJW731z4360c6plW4gnhgr1rGv7GW1jJj7X861nPFN61wNfFKxGZ6W7qXcK52j79K1W56ZcRX6z6SvsW3x5hcs7gFlmCW6qN7ZG2NDz3PW93dr8D7dWKy5W6W4R9c24VPNGVtPJmP8-2RgDW2SspYq6jvTvpW2MWwhS8sz9y7W8VGBFp7p8VqpW6DSLR81ZzzCsW5W7LS86pvMm3W4QYDLw435Q-9W4VMzss6lKlD7W7r6bjV4q_p5vW6v7YyP6WWnVGf546kq804" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="YVIqcm78">
Backend Development in 2026: What's Changed, What Matters, and What to Learn Next </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3mRW3tCM9x1hCknWW29cssP3l9Gb9W6HKZRj980WnFW2gpQsx85Dy5jN4-psK5B8MWbW1Yp6CJ7yTpkHN6WNwlYrWb3xW92bcfz38DtkkW12V7mB30xh47W4cjg221lMychW8vH4nW4qPVh9VtTsCc8jw-QkW3HlY0T91r7nPW6x0rlK23XP4LW6lnsCh7zbN1fW1PwQrr4x8VH3W7R1jxP6_0LxBN7LtZ2XtdwKLW7x64cd5LLDvxW3fsR4Y396rLPW7Fqz4Y8LKcKXW5D_D761SlYG7N6yB_QTRRJm5W6-Wsrf5mff1KW65S9p-7WZdD1VWVR9r5PmRwlf87Y7y604" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="BeBKFCEq">TNS Staff</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3nFW2THclq13SQ0BW7LND1W2s3QzGW5dVQjy9lWkXBN429DNsGsMZ4W7fky_g6_CwszW1mK0jt3JwHWnVvnW-R6cVMF4W1CWfz34HG5-vW6JwLgT7mWHfnVDxXW41TPZkSW5JMBHk7qCQdTW1f9n3m1pkKtYW9lWnjw1bRGRdVBk2P642_jtjW27sLHD3b4MdPW8Cdc6G59PZjJW3-VkTm1JW0fMW1T-C424Lr0Z5Vbnw9b8G1wrHW81Rsh655cGKMW8PN60Y4hdW7SW5SzLkq3MXsBvW31SVhB6L58M1W796rY08k89dYW1fX06J8_RQKHW2rgFJS5W_d2MN7XML6svgyyRVf-B026xN42-f130JVl04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="JN1rTvNt">
<img src="https://cdn.thenewstack.io/media/2026/03/3d788080-shiuly-suherni-0puvaxzrdtw-unsplash-1024x698.jpg" alt="Featued image for: Jellyfish AI development study: The real sting has yet to land" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hk43qgz0W7lCdLW6lZ3kQW6DJcK98l2hTlV6Vv2Z8rRBx_W81B0c86Yh1X3N9btyGT5KCfRN6YrdsttfS3XW6bB7t92Fd30lW94DbqM3R-QyjW7sp9cM1zskvKVVhm0H6QvlwmW6BppKx4vbDLlVbw-Wc6_hShsVkrlrH7jHjCNW4FKBl189pWDzW8z1YV12wgYRBW21FrQ14tMrcmW6s5twy7l2XHZW2Df4Ql4qg2vSW12CPLk8mjFVWW76x_dx202CvHW99SVZd4sjJ5zW5-lwPJ8T7Bs6VQJ4RG99gVxBW812cRd9c5kzfW2XgHsq952rYjf6zzPN204" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="pN/bru6R">
Operations </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3l3W4rggTy1zXZ5-VcWHBN4bHvdPW34jH0X7BVmDcW3zZ7Gx6JrgV7W2drycw4Wl26RW7jyrJ73rfcCXVXYqJC7XXSchW43gMCq4DJyZ_W7FslCN5s5hVvW1VlQ_56hBdy9Vq5Qfw4tjfMdVg9l6K5zz4TkW802C0R1r1mW4W7vspMT83P0N1W433h0f7QMMslW5YltWD6qMW2yW1V_fTf9fNHCKW78wtC31TvBjfW4FF7YR1gx4MjW6Xbs4p5Zn9ykW2k2BxG5W3NKGVVz6PZ194-jBW52BT1Q1pQyppW5VCQgR2cXVf8Vrw_VN8j-sxsW73nFKT25j2CSW3mJ_H58XVJG-W6c00Mk53MQ45f3ddCGz04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="Nl86zhbl">
Jellyfish AI development study: The real sting has yet to land </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3pzW2Yt00P3F3G61W6hL1qK3D8hvRW1yZSPk8Xzn31W5L6GdF8gnKqyW2NxGz41CFDPnW249pNg2CDhdDW3Nfyt04Ym22NW4Kb60G67QJ9lW2jdv8w4mG5vNW3h5Zzq4s2Mj3VW7P798-QYRfW8SV-hJ1KYFZDMLKYxGSrpnlW3wFx4n79pxNDW3wchrn6_yQnnW6yF8vR2qNL7hW4ydXqY8153nLN7_fbTzzlQ5TN7HXNw1Mv0QdW8ZGxHc7-KsG0VPwnvX9403G6N7GYFK_nqGj5W7zkGVX5hJ9kBW40rg0p7GL7p-W9gsdCv74_F6LW5y_NJT4DqbM7f2D_xt204" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="qXcC9LlC">Adrian Bridgwater</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3ktW8lqqll5t5brHW1hvGSX16YymQW4_tM_P8h4d-sW8YYC8l8MrX5GW65QRdJ226bFKW7xhYZ94S7N4_VDFtvr8BjQ9kW3ZQMdT1QPFTWW3DHVsk8nxGydW2LKYvm5ywF3NW729m1g7NZlgrW2XNfK48KRWQRW6zg2903zF02KVpJg8Q6W-TswW66bGLR4z8GSmW7HtB9k5s96XwW2KkCQg5SjXZ_W8NCVRn4VQ9KCV8s-yl21mpq2W5fyrZD38nzKnW8hqgc54zRNwJW7QmMmR8dS0FNN4GYNnmvwHRBW1k0R3h8ll5qcW5NVl-r2VC49XW5DGp7-1pwSQFV5-QNZ72lglHW2qmhg52mkpx_f5x0DMd04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="7a//vPDa">
<img src="https://cdn.thenewstack.io/media/2026/03/efc1db30-getty-images-fluainycdfy-unsplash-1024x601.jpg" alt="Featued image for: Cursor’s Composer 2 beats Opus 4.6 on coding benchmarks at a fraction of the price" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hk43qgz0W7lCdLW6lZ3pnN6mpg0c125fbN1ZkwbYvRS_XW6CpVjH2GBQ_LW5HjL6M1KDy46W55D-BY518fK3W8Pdwhv6tcn3FW43wDbB7SD4G_W7WSBVz2btTdCN6kdQ9mr-PbnVS6Ffq45R9wyTn6l88z8y10W1yR6Pw5SXS-DW3rtkLF2RVSw8W4GxYs78N9P_vW5ndzN-3WT4_VW6dYkjc52v138W6G4c8Q6sCtwWW7FZBKv5TB9-xW3YCJ2T2N3SvPN3YK_5s2YYG4N6zjx2TL3XPMW8hpQn77k_DtWW46NmZw8fnLzyW8dPdPn1yyKykf8rb9Qb04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="hnUZD6DZ">
AI </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3mbW8820DG6vwprjW6wqK98636HVHW6dSXP0957MxNW7H58QH76_CqVW27-F3q590wLTW25WMTj60yj_LW7jLnFc8TM3c0W91ZYjR5TNqlfVDL6zM7rYwhSW8yqfHK9d5qtPW26flVl4TZpn4N7SBjL1vKkBrW50NMZD2td4TlTBNJT2dlk24W3RtXbK35FXLDW5L90Pg91p4ZPW57dYbH6pnrZKVNrZcS2Q__pYVqqSgh5hqzGBW1WmHBm3Q8rM7W394_Gx8QxNVMW1dJ8y_3xNW6gW7SjPFK8190C7W5CBM031w4335W2rmchK8T5vvJW7zGrLZ1mxSVWW6wT6tv1l-w9vW1P9cVJ9dMH5qf7LlWXP04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="VryHmTkm">
Cursor's Composer 2 beats Opus 4.6 on coding benchmarks at a fraction of the price </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3qgz0W7Y8-PT6lZ3pVW1JMN4s8Vnx0yW98wQ013S1l6bW4tTdG96ZHQNfW8Cf_7v5Z4-7hW3WL0lV4_Ng5PW5vq9Vq5Xky1WW6MPqh44yMx0QW2Ss00M6flhB-W101Tly2hLSwSV4RKpT2HGXjMW6tg-wC9hQhmQW31p7nl1S9Vv0W2yw-ZN1V1Xl-W7yQSlJ8sDNp5N8KbHscjnfpfVyH-cz62z-r1W7_GhHJ7YX-WRW2DrqCB2XyG1DW3sFFr-1mCjk2N8VdsDHKZbZwN4RH6MYHlN3fW9jLB0d5rS56RW8QrG-R71t0yBVxXd6g88Q56tW4LGnHy3XyMg6W3DhRV-7gkPw1f5yFxKR04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="BhaE5+a3">Frederic Lardinois</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3lYW1bwrnH4PnBcBW3MQZWs6ZHxlfW2YbPYB8Pc4b4W1Zpdk26-ScrnW50LH_v7fhhT2W8Sq3072bnNMRW4pP2m25jpHbDW2sjYW-8b6Rj1W6_F04r41nQsgW1sNXvk14Fd6kW3yjy_R5hR4MdW5v1fzl31SZw0W5nVv1S91LzCsV-85cf29zyprW4401pf26dPl9W4NTh9W8gLhg2W47WkfJ3ckT6DW6Nn03d455MThW1L-tlv3FLmm9W7-1CpN4s_PCtW8Fqr813Cf_GPW1HRDz92M1cqWW8RgLh06-z7jmN4sWqHS473ZpW2p9HGX6DVVTDW1GcNWy1yTvQvW6z_SxJ2hC6SlVLSkhM6mDRBff73b5yT04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="pvw5DatJ">
<img src="https://cdn.thenewstack.io/media/2026/03/4194d015-graficon-stuff-85emz4ge7iy-unsplash-1024x768.jpg" alt="Featued image for: Sampling: the philosopher’s stone of distributed tracing" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3pwW10tLcZ1Qn-CwW847Vkp6yf6DQW4mTdnP1jVMn8W992qp_77_vBgW2Mf1947ZQQyYW6sd5q26tpNhDW5KRJcR40pF5ZW4whdHF2QP6-HN3Y8TZ47YLCBW4y7n_45z-mnWW266CL54-pptFW8gJSjm48lGJcVd6wlQ1Ygv1lW3sF3PF5NL1_mW4D0dt02YMkyqW7t5wK82ycb7NVXHCZV30NLWWW6jF2h_1Pxk2RW7F0y601qJbXRW6VBkpj1P3Q4YW3qtzJ-570fjxN8Q2CKrsQCMWW6QSBPN4s3m58W3c_Zj93z0S0KW4r7Nmt4Hr35cW4wF21q3mB3qxW66FTGx4_TwpRVDgkvw7LkNSHf7gBYVK04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="3" data-hs-link-id-v2="odAwlIwg">
KubeCon Cloudnativecon EU 2026 </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3qgz0W8wLKSR6lZ3nnW6jSVSS6Z5hnkW2CCX9l6d49fCW3v5jCh1kXTK-W39gVD44SWSjyW3T2ly-3NFB8hW6lrnFh64ZM86W1XD9sN5hPF6JN18LLxfLZYlrW2QBgpR2q36ZDW84Y26h7X7YjYW8mT0st6pf_44W3vDwzZ1p525TW7h4TZV8_YM6QW3bZ7NH7-FqbnW8BJ0w45ld0pVW8VbdLf4_hXFRW21jswr496hRDW4nmj697gTWG2W7LQG4-68V8QmN63np1VTZ43DW3dNZ-H1ktr9XW8PFB0z4_sHf3W8Rf89H5Hj7rZW8VYCd-2zTp7xW8gJ5cX3xR_1WW86W5bd1xMPNqW3pXhtg5Gcw1QW5V9CH17lBLVDf1bn_LY04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="bBLdPNHO">
Sampling: the philosopher's stone of distributed tracing </a>
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<h1 style="font-size:24px; line-height:1.1">The technical leap where most brilliant AI initiatives spectacularly fail</h1>
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<div class="post-excerpt">85% of AI projects fail at the production leap. Discover the systems engineering required to scale and optimize AI workloads.</div>
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<h2 style="color:#00aff4; font-size:14px; font-weight:bold; line-height:1; margin-bottom:10px">FLOW STATE</h2>
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In the spotlight: Revamped AI Engineer Roadmap from roadmap.sh </div>
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Starting from the foundations of Generative AI and LLMs, the revamped AI Engineer Roadmap covers all the must-haves in the discipline, including MCP, Vector Databases, RAGs, and Agents. </div>
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MCP roadmap highlights the priorities maintainers want to solve as the protocol behind AI agents moves into real-world deployments. </div>
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Watch: The reason AI agents shouldn’t touch your source code — and what they should do instead </div>
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Dynatrace’s Alois Reitbauer explains why feature flags are the key safety mechanism for agentic AI in this episode of The New Stack Makers podcast. </div>
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Full episode here
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Plus: OpenAI acquires Astral.
March 20, 2026
China takes the lead on open-source AI
A new report highlights a shift in the center gravity in the AI model galaxy toward China, reports Paul Sawers in today’s lead story.
While China is gaining ground in the models themselves, the infrastructure those models run on remains firmly in Nvidia’s hands.
Go deeper: China is winning the open source AI race — but a US company still controls everything underneath (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3pBW4swsLk12DLdhW5tl9t043jc5-W8DH37X7KGw15W382wmc7WsmDNW1gwvxf6PVGzfW6yzvVj5hf_2PW8v6zJX2t5cZ2W6w0T3s2Bpr9PW4nbz9w7Wb44hW5CDLcv47K49HW4B6-tl9g1lnRW2hM90W72q9KPW61dTKj4RTK2hW2h_hGF90yxLDW8pjvyh2JB9zZW5wH8Zk3_sXwtW6bbcTc8zKgzbN95N_llG5SS7W6TlwqL4hSz6GW2xPyrc3gFnw0W8nljgj5wGCqYW7HqqqB5H0t_4W33jkvh2TBFjxVxbndB4hkh3LN5PNt5y3P_scW8YHTY78tfYHNf6rxRpl04 )
More essential reads for this Friday:
- OpenAI acquires Astral—what it means (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3nSW4PDPQ-24VqhlW93W-Yf3m8QtvW6lLjBv1CLz0-VtWQ0X3vXt7tW6qmd1b5mQ4JlW5fqd004hMKN6W41Q5427wqPkrW1571C-3m1jLyW80YHp_7NdZSbW5CGSWc62dgxrW8YmkdB4pyYFpW4_spD61LfYp5W4w1dLG7d_PpWW4tkKWT4q6nqrW3Nt5vp54N-05W77PFx5608C7SW5mjgx35SpQ81W1rXmPf1v2Fb4N2tPz6dw8r06W3z6dzB5xzqb0VV1wM92m-LFvW1bCXPC5m36yNN6Qx37bLX_XFW5xVBDX7LTB8TVRk5Cy2FdRlnW5v6W6X4ZXTB-f6y5VKs04 )
- Why flat Kubernetes networks fail at scale (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3prCCW8wLKSR6lZ3pnW4GN9Br88H4MkW5VDgvb5JfCMGW6TqL7-3N31kFW6xXSBl8rKpTcW8Y79NN7QYGLlW4qWL1j15V8BrW27R1Dl2YNQgjW6ghHgZ5vY9MjW636HJb54dzFtW4Q71-F3vxR5kW1DS43w2PmdsPW3Q76Bm5x5DPMW1K4PpM2Fn1cmW2BbKjj8SX2sVW4PLKys3d50SBW5cgVC87VQs3_W5xjRZW4nTty4W5BKJlC93CjlVN6FVRnj_0wrKN7kXpwZwGGZ-W700fqP3ftJgZW5d69xT4W0rc0W6ntTfj3WtXtsW3DTDT8663wYjVZCFJL2c2m0KW3Pymk6965Y3LW4TL6t43CZqG6W5jWlSN7FTbTMf638K9l04 )
- Linux kernel scale is swamping an already-flawed CVE system (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3m7W5t9J1t78LWjBW8YDBmS4hq0GfW29--Yy2tk93bVvDtZB10QWZXW7GFSQ-3LVBbVW60HHq85VpKBvVjrnZp4zkpjgW7MNWWT3m6fq2W1KXnSD35wK-CW3t3HlG2xZwCbW7qbGVj305SzTW2wXZH21B41RkW6xnjRY2_FHWgW47wZqn22rLwHW6hYt0w4vvR0XN6sZmhdLddxfW4WWT5L7ksP9RW290q8C13BbK8W1WvQ9-6nvWzYW2QT0Fc83NCNvW64GBHK6d4D_ZW7krqLG30FDbdW5xYp3T2rsjcYN8lGxQhtWZ0LVCMJmq5MLGsfW8FmXCx5NWX0yf2rzNrF04 )
TOP OF THE STACK
China is winning the open source AI race — but a US company still controls everything underneath
Featued image for: China is winning the open source AI race — but a US company still controls everything underneath (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3pRW2VLm5n3gd-MNW6LxGpw5_lmTPW43QXpL4yRXB7W8-JTCQ7Hpbq2W4W7tbq6xJDQ-W5LlPnh72XSmcW6PWwZc3V7xPzN5WPMnB6kSsQW8fdWn94xmMbgVrM4R24ZBw_jW6qfNgy5h7gNxW1NHxWM7Mj7q9W4JFG3P68D8pwN42R9h2mdMBCW30-8gm5nwnLkW5PKRZ36dzC1LW7kBfZk5JLVQNVCBTzK8p9lR1W2g301B4lvPt5W4T_g7T7b04K5W46QQqv6ZGFgWW5Y4Y6k8XfS_sW5ygZBq34sTv2W5JHZz_89M5LlW3fRpDX71KWCyW45D_fX6dCpf3f5B3ypK04 )
Hugging Face data shows Chinese AI models now lead in downloads and adoption, surpassing US open source models, while Nvidia maintains infrastructure dominance.
Most of the AI spotlight shines on the biggest models from the biggest labs — Claude from Anthropic, GPT from OpenAI, and Gemini from Google. These systems set the pace at the...
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WHAT ELSE IS NEW?
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AI can write your infrastructure code. There's a reason most teams won't let it. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3mLW3nt15r5jqLDFW4LFtvr18f6CVW58kXrN20kH8nW4_CZTV3Mpn_vW6D0-z63t1Cv0W3Czzzm2W-6zWW8czwdK3XwJlHW4Lz5J99bqcdRVhHwR97nRztNN7cgSMLBlXc7W6_Bbkp3_lzNfW3zJYl95yqbMqW7zkVcJ7B_ZRhW7qb_4Z21FbgWW2q4M5L79qg6bW1nlkDW7Xbb3QW2xVPvT1V-8PfW8Cmcm35NkdNWW5G0Q1q4ZkBGNW4FMnq-6P6MsWW3j4VyS9lBV_qW4ptzC66Skl8yW73NvW554tWZQW5v_C0C4LlyPXW6JQbS-3dj00dVx4V1T4TVm9Hf9jldn804 )
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OpenAI acquires Astral to bring open source Python developer tools to Codex — but details are still fuzzy (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3nSW4PDPQ-24VqhlW93W-Yf3m8QtvW6lLjBv1CLz0-VtWQ0X3vXt7tW6qmd1b5mQ4JlW5fqd004hMKN6W41Q5427wqPkrW1571C-3m1jLyW80YHp_7NdZSbW5CGSWc62dgxrW8YmkdB4pyYFpW4_spD61LfYp5W4w1dLG7d_PpWW4tkKWT4q6nqrW3Nt5vp54N-05W77PFx5608C7SW5mjgx35SpQ81W1rXmPf1v2Fb4N2tPz6dw8r06W3z6dzB5xzqb0VV1wM92m-LFvW1bCXPC5m36yNN6Qx37bLX_XFW5xVBDX7LTB8TVRk5Cy2FdRlnW5v6W6X4ZXTB-f6y5VKs04 )
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Backend Development in 2026: What's Changed, What Matters, and What to Learn Next (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3mXN5WdDLl9YL3YW8Rljfd3HPJ5rW4MMJd_295hvxW43xMpb2d_vQ-W55Q08H81sWTnN4fL7B_3TczsW6VwJKG893GHhW1vRJw-3KNJ3SW8YNCPp6wrGhvV3m-F41fnMkkVpxx3Q2ymx_MW7djxGw6737cxW4Hzj9D2c_b8WW2hR6nC92cz-jN1JYwy_LJPczW5z8Zh12VLT37W7vR-fJ3JBWFvN98lg8x-x-1rW7cNw8y8Pm690Vb__zq6G7ksTW95jZcb2Q0XHbW8NYPwQ7t2kMBW59gQR94WTb3SW8QMfZs5cLCs8N7K1g1DqKWVFN5pg6CPWYGFcf59ft2M04 )
Featued image for: Jellyfish AI development study: The real sting has yet to land (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3njW6cg4RT3jztb7W8QPH474q1XHjW5hPG0z2wwtwdN8T4KlNFg_bJW2GjnQS1S5l-gW5l0lG35fBMYRW6bhT3P27Q-8ZW2K8CJy3JphZLW67rdK57lr6_RW93fP2n1gwLbYW43HynY9cFLsyN4KTjVksV-BlW6V_xZ299WgPfW3fJ5zg309VnMW3Bxh5z94nqg6VQxX9v4jr6QHN5gqx1C_H17lW8Dn4cz7ZSq8FW4G2R101z0FZ6W5PGgCg6MC4H_W5yTMyq7wy5dMN1rBrVLyNs0KW76dYYV5R8-2jW4Gmp6G41Bw0pVP_kMh4Z3c_CN7F_hdYDVHtFf5q78xj04 )
Jellyfish AI development study: The real sting has yet to land (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3njW6cg4RT3jztb7W8QPH474q1XHjW5hPG0z2wwtwdN8T4KlNFg_bJW2GjnQS1S5l-gW5l0lG35fBMYRW6bhT3P27Q-8ZW2K8CJy3JphZLW67rdK57lr6_RW93fP2n1gwLbYW43HynY9cFLsyN4KTjVksV-BlW6V_xZ299WgPfW3fJ5zg309VnMW3Bxh5z94nqg6VQxX9v4jr6QHN5gqx1C_H17lW8Dn4cz7ZSq8FW4G2R101z0FZ6W5PGgCg6MC4H_W5yTMyq7wy5dMN1rBrVLyNs0KW76dYYV5R8-2jW4Gmp6G41Bw0pVP_kMh4Z3c_CN7F_hdYDVHtFf5q78xj04 )
Featued image for: Cursor’s Composer 2 beats Opus 4.6 on coding benchmarks at a fraction of the price (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3nWW3Dllmt2jDdBPW4C0Xw18qV80LW6wShCy4fGMMSN2fMN61rzX1wW7sSWYh5tnrk2W2HXd_76g_4V9VJ7QX53vcpB5W6jPxWr3DBq4VW4Rw6602HZY7cW1hy82W9lHxbXW8qvbjl8VGb5KW1MHDhc6-0yV_W5L_bK21DbJqwW3pNYbX2tjVskW748Hwf7VFwt6W8kck2q2nZtq6W27ZSwb8rV850W5ZQ0q65sDM3wW3fZzFH6m2Rc4N4X1yzyZWNjrW1LRn212CK_gVW93Kv-V8c1PWKW6PVN2Y3lgVbSW7KHDVt4np1k8W70kyN82-rWFSW14vh5_22N6Jjf12pSJK04 )
Cursor's Composer 2 beats Opus 4.6 on coding benchmarks at a fraction of the price (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkn3prCCW7Y8-PT6lZ3nWW3Dllmt2jDdBPW4C0Xw18qV80LW6wShCy4fGMMSN2fMN61rzX1wW7sSWYh5tnrk2W2HXd_76g_4V9VJ7QX53vcpB5W6jPxWr3DBq4VW4Rw6602HZY7cW1hy82W9lHxbXW8qvbjl8VGb5KW1MHDhc6-0yV_W5L_bK21DbJqwW3pNYbX2tjVskW748Hwf7VFwt6W8kck2q2nZtq6W27ZSwb8rV850W5ZQ0q65sDM3wW3fZzFH6m2Rc4N4X1yzyZWNjrW1LRn212CK_gVW93Kv-V8c1PWKW6PVN2Y3lgVbSW7KHDVt4np1k8W70kyN82-rWFSW14vh5_22N6Jjf12pSJK04 )
Featued image for: Sampling: the philosopher’s stone of distributed tracing (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3prCCW8wLKSR6lZ3pMW50Y0f16KF7HJW3q9tX54sMj7bW1-_gNc3PRpgsW17sFbc8_MMp1W8KdMLc5FQb0_W9c_6Kw43KTNSN5n1pCnBZ-J6W7fk_qn4rbbN6W9jSlBg6LJNlCW5mcgqq2VyC-RW8b_R6r5RMH_PW4wZyx14RcXxwW7D-KLl19m_zjW3mzrdd2QDBmKN1WbdYZRjYvDW8rtkcC2X0-XqW1HGXVv5---MhVXK2G07c3dR4W5JyNvc54QBdGW132JK248PJhnM52YtgDrz19W1Mhy1V26bXCMVqypQs6V91gMW5-t6668JLbddVXqHMP5X9VrBW2qZB9-5DSq4lW7x9pt074J1ljW7QK0kY7_1CDQdlCg6H04 )
Sampling: the philosopher's stone of distributed tracing (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hkH3prCCW8wLKSR6lZ3pMW50Y0f16KF7HJW3q9tX54sMj7bW1-_gNc3PRpgsW17sFbc8_MMp1W8KdMLc5FQb0_W9c_6Kw43KTNSN5n1pCnBZ-J6W7fk_qn4rbbN6W9jSlBg6LJNlCW5mcgqq2VyC-RW8b_R6r5RMH_PW4wZyx14RcXxwW7D-KLl19m_zjW3mzrdd2QDBmKN1WbdYZRjYvDW8rtkcC2X0-XqW1HGXVv5---MhVXK2G07c3dR4W5JyNvc54QBdGW132JK248PJhnM52YtgDrz19W1Mhy1V26bXCMVqypQs6V91gMW5-t6668JLbddVXqHMP5X9VrBW2qZB9-5DSq4lW7x9pt074J1ljW7QK0kY7_1CDQdlCg6H04 )
The technical leap where most brilliant AI initiatives spectacularly fail
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In the spotlight: Revamped AI Engineer Roadmap from roadmap.sh
Starting from the foundations of Generative AI and LLMs, the revamped AI Engineer Roadmap covers all the must-haves in the discipline, including MCP, Vector Databases, RAGs, and Agents.
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(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVwYb_7Q-JYxW4C02hQ3wB7ynW39GxQ75LVj7YN5q1hjv3gP0xW69sMD-6lZ3kLW8TQhzf21S2dpW8v5k9J1n0TfdW9c_vHK4Gc5gmW6Sw2CX4xBqlqW4SCmhP6kHTSwW4K5fDp5Y9vd0W2tb2Fg1lt0nlW8zDcwt7zhSP2N5kD_CMpMMpjW90HRKF6j2H4NVQsN2f7_GWNrW67-jFG2rk_1-W8ML81w8NGCPRW8LnVQ715cd2-N16-397nWt2KW4_SByb63CV36W4fLsRl82n3JSW33p97T8yvnBQW6S0TGf5hxdvMW4jRmxm3YLVS9f6SbzR004 )
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