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TNS Daily | December 5 Fri, 05 Dec 2025 23:06:31 GMT
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TNS Daily | December 1 Mon, 01 Dec 2025 22:59:51 GMT

Selected Message

From: tns@...
To: [email protected]
Date: Mon, 01 Dec 2025 22:59:51 GMT
Subject: TNS Daily | December 1

Plain Text

Devs, Your Favorite Code Challenge is Back With a Few Changes

View In Browser
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwn5m_5PW69t95C6lZ3nlW6LmdCy7SnT-7W7k31qT30WQwMW4gYt3x14CPlmW5W0qXJ60YvR9V_QsB67rsrwCW497TYv4FsF-SVZXtNz7HLk_JV9JPTx5JPyJ7W5zkR383h-6ZQW5VtSyR4wqM5_W8V_6y43wCT4VW1d-_Kx1gcGjmW3K80Jp6rqmd5W2C_83j7Kx-Z3W5kCpHQ6NngQBW8XdwNW6rNxyWW4t90YB1WVQVcW6vmYms2C85HnW1_h1-03WvVYrW4KmVLd3KLdJhW68BK7k1pT24NW1pGsCv47PDswW8vHl_n1MNQ4mW9fK1DT1dP4vfW8H9B5h93bDXjW2MHZsF2Jk6FMW1j9rt34X4R6GW2PS8q-452vGhVVxBps2hFfNZW4jDzM31dGBYdW8R8dKJ679Xm3W8JqJGg3V9td_W6WjJyR6Ty6yPW2YTn6M2B5z5gW9fMB4G4GDV3PW70zGRP4MP5H4f2B7h8x04 )

Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3lWN4lngcJ1rfLFW4XfRtc95XZxLVjtyD62NSLVSN3XQdK_XH32WW4jVlwN7D9b1hW7BC6Rb1By5fzW5tWMZL1pKlbNV8PwCK1DypHJW1_Ykvx3gSfSbW4Hf3vx1rBWGYW1W-jZz62kzJvW7Gh__m2f2vtZVFzB5h3cqJqpW6qWtJd3F5g3vW4qX7hJ4cMc9wW8NP_5X87SLQyW5zdmbM1l55WvW5Hpzkm93grB9W4QwLS58rlZGDW6J77676gkx8RW4M9t2894y55tW4tpnM24twbQff6jw0yv04 )

December 1, 2025

Devs, Your Favorite Code Challenge is Back With a Few Changes

The annual “Advent of Code” starts today, but the event is undergoing major changes this year. First, creator Eric Wastl has cut the number of puzzles from 25 to 12 to increase accessibility and reduce participant burnout. He also eliminating the leaderboard for similar reasons. Another big change, according to technology journalist David Cassel: The event explicitly urges users not to solve the puzzles with AI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3gP0xW7Y8-PT6lZ3kYW4LdZkb4sXDh_N7rxMY79t6M5W5DvLVL2qkjdLW1PVc3T9jL64-W2RVmQ68r1WLSW5J6PWZ1X6PDnN22J2PHzFt0ZW87Jprx2_CHxGW8628Dg5vp7gmW58mWBH5WCMW3W7nLphS3YQ520W14RRmj7_r5h9W5-1lJb439YtBW4Rmxd-46K32dW4rWn-07XYwP1W3wFLHg1XZ_CKW2HvQj95x55c0N1m8t9hpcsHzW33GRBK2_rCKQW3tPlnr7RRX5RN6-lKd-Q6BJCW3QP91Z6KPTKMVyQ6_42NlDWMW4Ht9r05j8xjfW6c2QhK4M6xKJW8XB9QV2Ywj6Lf23C7nx04 ) .

In technology we’re trying today:

- Today’s tutorial introduces the Hugging Face library for Python. It uses advanced models like GPT-2 to perform complex natural language processing (NLP) tasks at scale, according to TNS’ regular contributor Jessica Wachtel. Jessica walks developers through the initial setup using the transformers and torch libraries and shows how to build basic text analysis functionalities (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3gP0xW7Y8-PT6lZ3kYW2KS9KQ6GdVMxW8p-rX55xXkqmW96D0N85dg2FzW8rzB-t3db1w1W7vB9_Z4xgb8xW79YgtT5jTDC2W5d_0mh7K_ZZwW5vFzY22wrJ7TW8rzW0q8637R2W234Vd17gmrjZN43FC1XP2hGVW6WS2Ds2ktvkKN6MR03YfKKqfW2ZSbKR71MBYlW1-1t-y22ffBTW70Ljfl70d2C3W3DQ_M93B39j2W2NbMLT7KfdgXW5dR2LH4vXJQXVhy-sm8RDc1KW6JwJnq8xsJHsW2wT3j374RCqdN2bq2NTB1pSvW7c_W6M1L-RghW8yZHch1p6_D9W2YS6JK2MN1r4f4S_Dfq04 ) .
- TNS contributor Jack Wallen recently ran an experiment: He used the command-line AI tool Ollama to autonomously generate complex Python applications. He even created a a functional GUI. Jack walks readers through his experiment and shares what he learned about Ollama’s programming capabilities (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3gP0xW7Y8-PT6lZ3nnW2BGnC62KQPWyW7CMFFx3k0xqsW5qSJ8h9dhl9GW3FWCYd8YsKX2W1MkxT96lbP6GW1KVB4M1Lgs4BW5wDXfs8fkM4cW19RYg62bvgmYW3k015472NSsWVGLHGN2yX8cCW8DmJhZ6DRpsZW4QrSc58MWbXtW8B4fNH1Dz0bCW46Kg7L3f0wYqW6GD-T514vQmXW8J2_R17cCpypW6f9xnK1b_CqdW7-Sq1m2knkpwN2JQNDLp7TYcW8p33W_72tvPXW7jQXkQ6DpcGrW6hpwgh5dt7_pW11zmQ75-bRJfW53Nch93bf_zcW4S6HQN2b9RjWW22MWzW8NJ2Skf4LY1D604 ) .

by Loraine Lawson (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3pjW8Bnsmt6Xhx61W5DG24h8k-DG4W6sKPMw71BPy5W4FGS1v3gSQPwVfJnFY5t_KrDW50CDGn1J3JvTW6bj-Dc5yKY7jW8z8sNk5FP5JrW6Cyzbq2d-yPNW6ypbjd35R1X5W6wZNC95gJnvlW1RfBCS37K_R0N6nZVkYCp310W3Lb1n73QHctDN68Xk8-Jd3mSN8pR0Fg9GDNrW6qYYt05ctv4NW449LZK25G78WW7Cly5Y4qDNrCW3jCXZ45prgkwW1lSHl31Hm__7W14R3r97y9XCfW143YN056t8LTW4LpLjm2Kqk37f15p0FR04 )

TOP OF THE STACK

FlowAI Gives Agents a Greater Role in Infrastructure Automation

by Susan Hall (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3pwW1PD4cw3Wf0jDW2r-z4S7ybL7GW7MLY246tqzjfVNQP9R5x_dS3W2gnCxY4rxX3xW3tY0Yt5xTgHgVgMndq80c_fsW5VSprv5W0Cl9N4_XvwGRwpTyN2bqNd2f07g6W2PBwfF8_x4FyW12xyPY2FC3bQW6w7q2G8wGFF3W5_NL8X5ksd21W3k1WvJ5h_5-pW29XRFz1zqT2VW3kK2ZG7fc-X5N2B-NvyQ-6_gW1Vb3fX5VkgvqW6CmN0t2zWdL6W22lSSS31PtjQW4k6Wbd2znmVkN6ttBd2c8mBWW8KZG3t67ktLVf3r4Spg04 )

Featued image for: FlowAI Gives Agents a Greater Role in Infrastructure Automation (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3prCCW95jsWP6lZ3nCW3Sg4494PK6zyW5nH74B7vRmk_W8mxR4k2XmnrQMHBT5V3wqnPVSv5X94J915RW3gDGrW8WvfmFW296rVG1G6XTDW7FPP0Q3sjHxrW90XTz38cNRQmW5Wv62t4RPcs1W4wSlnz8TKHY5W1r1HSs444YmnW83yZwT4bxyDKN1Q5CyXHxFlPW1xJ8yk20_0BFW5G6m8s44syDcW38mdMb89MD2rW4-LjsJ13rWdQW8-3g7h95D1JCVps1pL1g6bGMW7T5gyb4D-q8_W2NcV421qhm9wW6yG-rj6x160_N576R2BGlf2GW6GHZYc3s8kCTW30t--q3jFqcRW5LRsB02cdrVlN7ZVfBZ-jpL6W9glzZn887zsSVDGw0C889Hdjf4XtR4j04 )

Build kit enables users to create AI agents that blend non-deterministic reasoning with deterministic infrastructure control for safe automation.

The future of infrastructure management will include using reasoning-based agents to take over a greater portion of the deterministic layer in their stack, according to network and infrastructure orchestration vendor Itential.

To that end, it has opened a customer preview of FlowAI,...

READ MORE

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3prCCW95jsWP6lZ3nCW3Sg4494PK6zyW5nH74B7vRmk_W8mxR4k2XmnrQMHBT5V3wqnPVSv5X94J915RW3gDGrW8WvfmFW296rVG1G6XTDW7FPP0Q3sjHxrW90XTz38cNRQmW5Wv62t4RPcs1W4wSlnz8TKHY5W1r1HSs444YmnW83yZwT4bxyDKN1Q5CyXHxFlPW1xJ8yk20_0BFW5G6m8s44syDcW38mdMb89MD2rW4-LjsJ13rWdQW8-3g7h95D1JCVps1pL1g6bGMW7T5gyb4D-q8_W2NcV421qhm9wW6yG-rj6x160_N576R2BGlf2GW6GHZYc3s8kCTW30t--q3jFqcRW5LRsB02cdrVlN7ZVfBZ-jpL6W9glzZn887zsSVDGw0C889Hdjf4XtR4j04 )

AI is moving fast. Stay ahead with the right partner.

Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3lWN4lngcJ1rfLFW4XfRtc95XZxLVjtyD62NSLVSN3XQdK_XH32WW4jVlwN7D9b1hW7BC6Rb1By5fzW5tWMZL1pKlbNV8PwCK1DypHJW1_Ykvx3gSfSbW4Hf3vx1rBWGYW1W-jZz62kzJvW7Gh__m2f2vtZVFzB5h3cqJqpW6qWtJd3F5g3vW4qX7hJ4cMc9wW8NP_5X87SLQyW5zdmbM1l55WvW5Hpzkm93grB9W4QwLS58rlZGDW6J77676gkx8RW4M9t2894y55tW4tpnM24twbQff6jw0yv04 )

Andela is an AI-native data & services platform — powering AI transformation. Driven by always-on assessments and continuous learning, Andela enables precision team assembly, AI solution delivery, and large-scale reskilling of internal teams.

LEARN MORE

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3lWN4lngcJ1rfLFW4XfRtc95XZxLVjtyD62NSLVSN3XQdK_XH32WW4jVlwN7D9b1hW7BC6Rb1By5fzW5tWMZL1pKlbNV8PwCK1DypHJW1_Ykvx3gSfSbW4Hf3vx1rBWGYW1W-jZz62kzJvW7Gh__m2f2vtZVFzB5h3cqJqpW6qWtJd3F5g3vW4qX7hJ4cMc9wW8NP_5X87SLQyW5zdmbM1l55WvW5Hpzkm93grB9W4QwLS58rlZGDW6J77676gkx8RW4M9t2894y55tW4tpnM24twbQff6jw0yv04 )

WHAT ELSE IS NEW?

Featued image for: Teaching a Billion People to Code: How JupyterLite Is Scaling the Impossible (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMvP5m_5PW50kH_H6lZ3mlW3M5XrC7-SGLCW5sZb6c7n5Cc9W5Ccb0r5Zj-LcW2cm-712JGxT5W7213nS7NYV_XVZbnjK3Y8mmkW1g4HXq80zRnLW7x1NKz6yngyJF1bZ7sCs82GW1Y5qHj4-j_byW7MX29j8dbR2PW1FWDPW9cDJncVtHQjD1jKnt0W4M1nWt3NHsghW9gJpJ38Gb4zDW69FtJ47bf1lLVBzwV08cjfnyV9bRGb89Rpw1W8dvX1c88M19MVHBtT24tpBVzW10h_BX6kHN4ZW8rXhWt49908yW5mGgDm597Tf-W2B6tYR5qxSjMW5t0q8l7qMtbFW3SSD076Hc94LW6S1RmN2sk2zjW7yG8lC4QMklfN8XQN6vB-ngpW8-VDfj13t1HHW1N-Kzp3rssMTW14qPx_8JZjjNf5TzfRn04 )

Data (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3nsW2hfCkL4vZfxQW13xBbP8_D_mTW4xPK9V5MHMf1W1cTHz17qZrFrW14B9r78Cg_1NW6zL7GV7p8vgTVbHvhY6wwxy2W3W5vGy4xFPxMW4KxBT17ZFFSlMv1-087Nz5zN3Lwb3FLbTw-N5ybHP7jGzhJW4l6Vm37M01sKW5GGsvy10TLk_N4bbjVT6PM3NW4CTFNN1xPMGRW33Y1P13ZVFKxW4RZc7r5PYwblW274rpL7QvvFfW7zwCKm48-TNdN8ZVKD_zrr_8N1ryxv_66-s6f31XX5604 )

Teaching a Billion People to Code: How JupyterLite Is Scaling the Impossible (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMvP5m_5PW50kH_H6lZ3mlW3M5XrC7-SGLCW5sZb6c7n5Cc9W5Ccb0r5Zj-LcW2cm-712JGxT5W7213nS7NYV_XVZbnjK3Y8mmkW1g4HXq80zRnLW7x1NKz6yngyJF1bZ7sCs82GW1Y5qHj4-j_byW7MX29j8dbR2PW1FWDPW9cDJncVtHQjD1jKnt0W4M1nWt3NHsghW9gJpJ38Gb4zDW69FtJ47bf1lLVBzwV08cjfnyV9bRGb89Rpw1W8dvX1c88M19MVHBtT24tpBVzW10h_BX6kHN4ZW8rXhWt49908yW5mGgDm597Tf-W2B6tYR5qxSjMW5t0q8l7qMtbFW3SSD076Hc94LW6S1RmN2sk2zjW7yG8lC4QMklfN8XQN6vB-ngpW8-VDfj13t1HHW1N-Kzp3rssMTW14qPx_8JZjjNf5TzfRn04 )

by Michelle Gienow (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3kDW61FNtC5Gd850W60pS1r2XmHzMW5cqg403RfqPfW8XGDZk3gMDpSW5KkKpp1J5VskW89ZzH24r37R0N2P0HGTf9KjKW5DjlP34ytS7gW5WLMFt6_VF-2W2Q4Kz14VPF6tW8cJTwt6pHqkdW771tsw8y8DcsW48ZCgn6zR3t3W93PYhC1Th15NW7SGPTH8gGmw2W3qQrqC6vRflSW3hZB8F1NWBmMW54JTvG1yp6RQW5xhMZp2vtGXjW6nvqS71KcHb0W2MD05k8zkb9-W3qnDlK87lbWVVfnmzY807Hm-W6Ql3qw5dgBsZf6_tb_204 )

Featued image for: Get Started With NLP Using Hugging Face and Python (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3ptW2VnJXk1nFYc6W4yQ__z6gq9QmW8VyR-B3nXHTbW13xkDj6FY2zxW73YySv885HmWW1H69bg5H-_tMW6xPlL88rfLFWW1T4YLw2X5SrzW3MBMRl5L2MnFVDcTdy9gZXJlVF63W18BC9FMW6Y0VsQ2vzRK6Vstm-n6wpQLfMmW96r6_YnrW8V_zxz5zwRRmW5P1D162kR-TwW6Mq0Qg19X3gQW21NgDh8cP81SW6mntqr6MzfGyW4Mstyh4Cc9QqW8SGxyH5_v4GKMBh260cKvM4W2Bgxjg8HHRZqVqtC205YSdgjW2s_CSS1slpyKW8fS-0F8DlBlFW2-MMk_71rQXCW6JtP-V3rDM77f7xGbRM04 )

Python (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3nXW86DHgC13kZ02W61_8mq4f0NyTW8XPnf52Zf5pLW2zhLm-8Rv05-W2RN9Qs5Qck-2W3F5Q_z7Vlm7KW89Dgz46_P5TvW6z9hYy3lY6xSW3XDHrB1Gsgg3W7ZDlbT8cW8gBVP5h2z5WQrrQW51kMdl8XBzLbN2TrMYZftKvyW598Yfn2pmPCfN7MTy66DvvnyW7BlHf63R3Hn5W3fbp838KXDppW1WrQBs6Jp_X2W5PPDFc2Ptn2MW6NRBY26PNtNtW9h7b8y62n7yNN91pHhzycBtFf5_4zT404 )

Get Started With NLP Using Hugging Face and Python (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3ptW2VnJXk1nFYc6W4yQ__z6gq9QmW8VyR-B3nXHTbW13xkDj6FY2zxW73YySv885HmWW1H69bg5H-_tMW6xPlL88rfLFWW1T4YLw2X5SrzW3MBMRl5L2MnFVDcTdy9gZXJlVF63W18BC9FMW6Y0VsQ2vzRK6Vstm-n6wpQLfMmW96r6_YnrW8V_zxz5zwRRmW5P1D162kR-TwW6Mq0Qg19X3gQW21NgDh8cP81SW6mntqr6MzfGyW4Mstyh4Cc9QqW8SGxyH5_v4GKMBh260cKvM4W2Bgxjg8HHRZqVqtC205YSdgjW2s_CSS1slpyKW8fS-0F8DlBlFW2-MMk_71rQXCW6JtP-V3rDM77f7xGbRM04 )

by Jessica Wachtel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3lxW1XvNjw2ljMdxW8fZd203WsJZjW9hLY748my1xTV8P1Zk5V856wW4NGBvf8SdF-HW6qpX5P3k064CVbkcpB1ddF7CW3g-dsD8jnxgcW4CbD_d80Hr8PW7N9BbM6jnCH1W6XCpcM17ycMbVwftB78jbbNLVWcjQT1gW9lrW5Zd1K11b_08ZW2Jr25d8QNKVZW6R56vy4vzbVSW1bJ7Xx3sDVd5W2nnjh86Px24fW6jqRBL3KBDhkW7vMJJw2b2H4dW2dRKbR4vhzV-W95d9Bj2GQ21qW878PdW6dg5FrW2smgsR1rgs5kf3HQMxj04 )

Featued image for: Is Using Command Line AI an Option for Helping You Code? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3pKW31955s1sJFKFW7HkPwP7cYQbHW5GrVDl7cV82mW9ljXgQ5bCKTnN2twgY1vHh_NW28VBYQ4N_5RpW4RmPKq8_twKtW9dzwtb1Z-nVSVbRMjd1lQcbWW8FRSfc3NkXM7VJYh6X1TZ1ztW8bM0HK1nQCszW4Y248t3Qlx4VW2lxxXV5QKVggW4qWMQ98YvYCsW1vfHGX5d2j_NVwkqgM2LZP7tW7cmWmj8LC-KwN8-sbr4GXG1-W1rBtZ95p4_cBW3JD5-X3H4NZfW15tmr97tW6xvMVyZZSPf5JVW84xq654jDQQbW6_LH897l1CH9N5ZxbM8q0b8fVf1JRy7P6Kd-W7M44Sl2jgt4Kf8mhQdn04 )

AI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3n1W15dnmL5jqyrcW6CzFMs56SnQPW1149Gc5FTJzYW1vl75x8MgjVDW6RL9k44mjQtZW28-Cj01tq72xN17HJvYWPqxlW2b27fd1kLqcbW17wcpQ6gclY1W6HNQn85HxsByW53d5bJ6Q95TbW1yT6gf8Bn5JVW8f8Jy68xFzsGW1Lpmls3wc1NSW7pPPG38Kf08xW5nTBmJ6JL9-jW6x19Wq7421Z-W6cHRct41t4spW8n0C4K1s2hPjW6SWVzf4WvLZlN8VnCtMgWc1KN105zs2bdkrkf4FSFTR04 )

Is Using Command Line AI an Option for Helping You Code? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3pKW31955s1sJFKFW7HkPwP7cYQbHW5GrVDl7cV82mW9ljXgQ5bCKTnN2twgY1vHh_NW28VBYQ4N_5RpW4RmPKq8_twKtW9dzwtb1Z-nVSVbRMjd1lQcbWW8FRSfc3NkXM7VJYh6X1TZ1ztW8bM0HK1nQCszW4Y248t3Qlx4VW2lxxXV5QKVggW4qWMQ98YvYCsW1vfHGX5d2j_NVwkqgM2LZP7tW7cmWmj8LC-KwN8-sbr4GXG1-W1rBtZ95p4_cBW3JD5-X3H4NZfW15tmr97tW6xvMVyZZSPf5JVW84xq654jDQQbW6_LH897l1CH9N5ZxbM8q0b8fVf1JRy7P6Kd-W7M44Sl2jgt4Kf8mhQdn04 )

by Jack Wallen (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3kqW2dLwKD6y-ctZVzbcjK1rYb2DW3Tck9H6-XpPrW7xzwNk7-RRpjVC4dFD7GTKDjW2JHNzj1H37c7W9jsl3251vpwHW2DLk713P3d7fW4HxCWv1-v0C8W7s1-w2482Wv0W3JY6_Y5vJ3c9W7d9vdw7SjbQMW2Flk-X8brLyBVtNxDP1ZXTl3W6qFrD78rd3P8W66W7Gs5MrNGFW8RcW5G3yVLB7W586qXg423fz2W5nMl1P89tSMvW6LhMcb2qGFFdW9ksFZ16Qgt2FW1-2T2R3QMySfW85Tmvh5ZDQNHW25FB5n8K5sTkf2gVhQb04 )

Featued image for: When GenAI Breaks, Rigorous Orchestration Keeps It Running (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3m9W1PkYkN7hpTmRW2cS3yP7t72KMW7cBv6d6dXjxvVwGD1B1BfH7nW1bpH6Q3Lqn5RVgLdV45Sd_PhW1p2Y2R4z7Pv_W32k_bJ6XcHgjVqnj1p3wLnYmVrQYPG3VwVsZW5dsv9D7lN2xnW7qHJrN82gmpLW1YG6cq1M2nRrW99KkG55Cv5ZkW9jHNXy3K3CfvVx12591WRSdLW2j0yq72_rdT0N83BzzHNsZxwW6LkkqG5Jj3xHW2fkVrg8Lv50cW1h5BBJ2_gDMXN6q8BmSJcP6VW7TF29n3zj6yTW970cXh6HKt7xW23W3_P73rVn_W1DR9J19d4WC5W6CHX6M49Pvp5W2K1w3N26bg8xf2bLmvj04 )

Operations (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3mDW2P6fPQ9k6dTWW6-RlTy1NFlHsMJ4WwNzGTccW501_dJ7xp_7jW8QMyc_33fY-tN7Pvd6y7j696W5QwJXD8NHg_NW4jFdg35gBjGLW2c07614DsSzXW3-MSwy1gZPlfW68MtRK2hStgkW7lg5Ls6pqDbjW3SP_5W67tQ5pW3_hQmy5zKT5NW7wblVW1p_wVMW88n4dB6Y8VgLW6wKFjJ8csb_WW32blWM2Wz82fW4ft8ZF8CvJ_xW3HsW556nsgknW28F9wp3y5j-2MGh3KtgsBLQf5BRVw204 )

When GenAI Breaks, Rigorous Orchestration Keeps It Running (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3m9W1PkYkN7hpTmRW2cS3yP7t72KMW7cBv6d6dXjxvVwGD1B1BfH7nW1bpH6Q3Lqn5RVgLdV45Sd_PhW1p2Y2R4z7Pv_W32k_bJ6XcHgjVqnj1p3wLnYmVrQYPG3VwVsZW5dsv9D7lN2xnW7qHJrN82gmpLW1YG6cq1M2nRrW99KkG55Cv5ZkW9jHNXy3K3CfvVx12591WRSdLW2j0yq72_rdT0N83BzzHNsZxwW6LkkqG5Jj3xHW2fkVrg8Lv50cW1h5BBJ2_gDMXN6q8BmSJcP6VW7TF29n3zj6yTW970cXh6HKt7xW23W3_P73rVn_W1DR9J19d4WC5W6CHX6M49Pvp5W2K1w3N26bg8xf2bLmvj04 )

by Manish Gupta (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3pTW8R7dXY5BWnC1V-8qrg41-jBlW4BpJVG46tVZHW7S1bSZ7s2zHSVPPPN61SY1qHW33B4Kg6GqgDhW3GyZC86JV5VzW6_4cSK5rPhllN41sbp2vXVkvW9cBGyP8rbDmWW24SLWx5j74tsW7Ql5Jd3SPcQ-V8wH_t2zk19yW4j_BQL5m54KGW81Xk6g3PWKsnW8pk5Q94SNVgZW1lyR014pWDPYVXxfKV3W6McrW2dFBm-1xV-7lW18DZwP69bhMtW59PDJd79s1QYW4vl9QW6KVrmqW1gFDxD6X1c2HVZWJjm80KhyDf7BJBlj04 )

Featued image for: Gaming on Linux? Bazzite Is a Great Place To Start (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3n7W4dK4Y47qMMXLW6D_XV642TR-PW3GDBmf66PMMmW2_23NM1LhnCkN11SYCrT9PMQW5w4bb35cSb85N2BYdZMkmCFjW4vqzy994f1XWW44NGJG6ynKz1W1tw8jl1J3dDJW6T2SGH3w7Tx_W9l2MG27yQ0sCW6jMDYF2T26pKW3RW3nl1-RvkWW3hX8kD3mGz5RW7dzDl12tgNVpW4VQh0R6lll3_W2KyqTx78ZDStW7JdDsd8p7x_xW769CDB18kzhhW6jGqxg8bv1qQW3frpnQ2vd57zW64z-Ft3SD0kNW4rQ5m4149-0tW15cNrD4LyCwJW4B-_Zc5NP08HW3jZLZ03hP1szW1KwfX02j0x2Pf685Jz004 )

Operations (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3mDW2P6fPQ9k6dTWW6-RlTy1NFlHsMJ4WwNzGTccW501_dJ7xp_7jW8QMyc_33fY-tN7Pvd6y7j696W5QwJXD8NHg_NW4jFdg35gBjGLW2c07614DsSzXW3-MSwy1gZPlfW68MtRK2hStgkW7lg5Ls6pqDbjW3SP_5W67tQ5pW3_hQmy5zKT5NW7wblVW1p_wVMW88n4dB6Y8VgLW6wKFjJ8csb_WW32blWM2Wz82fW4ft8ZF8CvJ_xW3HsW556nsgknW28F9wp3y5j-2MGh3KtgsBLQf5BRVw204 )

Gaming on Linux? Bazzite Is a Great Place To Start (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3n7W4dK4Y47qMMXLW6D_XV642TR-PW3GDBmf66PMMmW2_23NM1LhnCkN11SYCrT9PMQW5w4bb35cSb85N2BYdZMkmCFjW4vqzy994f1XWW44NGJG6ynKz1W1tw8jl1J3dDJW6T2SGH3w7Tx_W9l2MG27yQ0sCW6jMDYF2T26pKW3RW3nl1-RvkWW3hX8kD3mGz5RW7dzDl12tgNVpW4VQh0R6lll3_W2KyqTx78ZDStW7JdDsd8p7x_xW769CDB18kzhhW6jGqxg8bv1qQW3frpnQ2vd57zW64z-Ft3SD0kNW4rQ5m4149-0tW15cNrD4LyCwJW4B-_Zc5NP08HW3jZLZ03hP1szW1KwfX02j0x2Pf685Jz004 )

by Jack Wallen (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3kqW2dLwKD6y-ctZVzbcjK1rYb2DW3Tck9H6-XpPrW7xzwNk7-RRpjVC4dFD7GTKDjW2JHNzj1H37c7W9jsl3251vpwHW2DLk713P3d7fW4HxCWv1-v0C8W7s1-w2482Wv0W3JY6_Y5vJ3c9W7d9vdw7SjbQMW2Flk-X8brLyBVtNxDP1ZXTl3W6qFrD78rd3P8W66W7Gs5MrNGFW8RcW5G3yVLB7W586qXg423fz2W5nMl1P89tSMvW6LhMcb2qGFFdW9ksFZ16Qgt2FW1-2T2R3QMySfW85Tmvh5ZDQNHW25FB5n8K5sTkf2gVhQb04 )

Featued image for: 2025’s ‘Advent of Code’ Event Chooses Tradition Over AI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3kRW92NgdK4kQ-1bW3z3zcV1pNMwSW2dWyKk5MtQq9W40xBl92flXC8VSTqN54HYqnkW78wfy016YgHBW3mXwRK7HDc1GW38BnKT5-R4VCW95dVLd7pxmCKW7sT9tz2VKGT3W1Dhvky8RR8NxW5dVXRr5g9Rf7W7Mhtg-7SSlVzW7m6lB07KmPr8W4pfgCV3HzZ3RW20m_hM1BfzmFN73F7n-pzKb5W1mXdfQ68JRhQW6lb7dS6k3YJRW1bTXjK8gD7V3W4FDj-B2vRV1hMXyL48dYdBTW5gCxzJ5sZNnxW3r3dwZ8WxbqSW4wnhY960NWHLVXCnnP38sqCzW3dk7M06NM96-W753YS_2D4F6pd_sqld04 )

Tech Culture (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3m9W4vBFX11-vPxxW3KLlD03KQWHzW861Rd34kTzbjW3qv6GD1NkKwMN83C1M6B5dRCW44tSsb3SKN5lW8Hsf1d2GWzVRN1Ntl48LsTKPW5ZYfvS3YY_w1W1RBxzs2hfHgnN87K-Vv25dKwW89hcGm2zwMDYW4095VP6m4jNvW48yHgm1wCBKrN4KVD0SfD20qW5plSYS8-FMQKW8zDG6w4_-dVJW4lzyp364qHWLN2sy88kWfv5cW1QRXVb3BWP4yW6lqclw2G-9gtW1yVPk03kTfz8W5Qv2ym2dNg2xN5SG2B37PfLhf7Vqy0d04 )

2025's 'Advent of Code' Event Chooses Tradition Over AI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3kRW92NgdK4kQ-1bW3z3zcV1pNMwSW2dWyKk5MtQq9W40xBl92flXC8VSTqN54HYqnkW78wfy016YgHBW3mXwRK7HDc1GW38BnKT5-R4VCW95dVLd7pxmCKW7sT9tz2VKGT3W1Dhvky8RR8NxW5dVXRr5g9Rf7W7Mhtg-7SSlVzW7m6lB07KmPr8W4pfgCV3HzZ3RW20m_hM1BfzmFN73F7n-pzKb5W1mXdfQ68JRhQW6lb7dS6k3YJRW1bTXjK8gD7V3W4FDj-B2vRV1hMXyL48dYdBTW5gCxzJ5sZNnxW3r3dwZ8WxbqSW4wnhY960NWHLVXCnnP38sqCzW3dk7M06NM96-W753YS_2D4F6pd_sqld04 )

by David Cassel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3lkW4hF8NY2CB7KkW2hgSrx4qtHSnVBcFcY3rMbWCW2s6Mmb5yjSB1W63YD2T2D4_wNW8cRQzF3xTmwyW8p09DV5pDYjnN3ncjM9VN33yW87V32q42HCxmW93sYY02bMDn7N5jHSKTR9F6pVL00Jg22HHQyW9jCq7q2m2T51W7V4ZWZ4RPL-FN1bfytzqW58qW24SB9j6QqplPW7sVgW935HsjYW5xyHsb8V1tkNW88075V9c06BxN6wVVr8BKZ1lW7ZQvMC98NFSjN7ZfTrBtbTwpW2TH57j6wWGpSW2n1l364mwm2wdHdJ5z04 )

Featued image for: Broadcom ‘Doubles Down’ on Open Source, Donates Kubernetes Tool to CNCF (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3prCCW95jsWP6lZ3l6W5ngxXB272vp_W7d6Sdt3ccW38MLnL29tgrl0W6jt4j45XhyBxW5lgbqg6zY9flW4htV2c4rTtDvW6BvYKq4dBs6fW2Frfwh652Z5rW4YsDS_2bDtQsW26zfg73QbR2CW6TzTl220SJLkW6Jlfj46ylLNxW4Nvnkn2HNghjW23Zj1H3Z6zF_VJWVZ-8MGcWRW60jhFt1_z_tVW1-8VHm9gpykHW8LqbB776_fPTW3XPkPW6fDg9pW8LvTZ_1rbb2KW5WnYBC7hGXbNW4mCtPP4bBVLvW1WZvlB5CV7ZhW5rTtxK4BxpPpW2PCq6h3fzYZZW67NQkz5kvrrlW5cClMR4808pxW56J_wR2_xBtDN8BG24wtz6jWW4Kd1497SqKQ-f1Pnk7204 )

Kubecon Cloudnativecon NA 2025 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3prCCW7Y8-PT6lZ3kNW9fKQJv7QBKCGVbVXg74rGp8sW89ggWp8-Jwb5W1R54xM5wHzmlW4QtK4B44zhM5M1kFf33b-CXW5zQ9Hx1_X66PW2lZ6pq7rB2tJW70Hffd6HB8tWT8P3V3GpsgHW1GHSgW29H5zVF2D1BKdm_jZN8hDJZdgwW9MW1Hxnb58Wxp96W3gMQlD4kzgwkVVD8sH6lCldgW3YNg5X3pBPQRW3DglHP42nDX1W7LpMD546bPbxW3RlV3_96ZY99W1NfTBY1ThcLBW714xTs5mzfbPW6VlJZW2MZyl2W73ZfSy11BNc3W2nL9KV3NRKS3W6s6CFs6dB6C1f5LS7HH04 )

Broadcom ‘Doubles Down’ on Open Source, Donates Kubernetes Tool to CNCF (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3prCCW95jsWP6lZ3l6W5ngxXB272vp_W7d6Sdt3ccW38MLnL29tgrl0W6jt4j45XhyBxW5lgbqg6zY9flW4htV2c4rTtDvW6BvYKq4dBs6fW2Frfwh652Z5rW4YsDS_2bDtQsW26zfg73QbR2CW6TzTl220SJLkW6Jlfj46ylLNxW4Nvnkn2HNghjW23Zj1H3Z6zF_VJWVZ-8MGcWRW60jhFt1_z_tVW1-8VHm9gpykHW8LqbB776_fPTW3XPkPW6fDg9pW8LvTZ_1rbb2KW5WnYBC7hGXbNW4mCtPP4bBVLvW1WZvlB5CV7ZhW5rTtxK4BxpPpW2PCq6h3fzYZZW67NQkz5kvrrlW5cClMR4808pxW56J_wR2_xBtDN8BG24wtz6jWW4Kd1497SqKQ-f1Pnk7204 )

by B. Cameron Gain (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3q2W6CNSTW5jJN7dW1VvcP55TmlBfW3LhV_14p0CTYW4vTxc76MzH4bW6jLmF82CtWjsW74prXy75sHdZW5G3yD072dZcRW72BZbR4g2BB6W9f9sQW5s4V9mN13bQBDwLZx7W4jXj-L5T64bWW63t27759CnCZW7Gvm981DMfM8W69yXCm2T35BBW4VjRtd96m58MW15KRSm9jBgBwW5RkVjt2GY4KzW4gb3Ll3wZzXrW4_XM737_D4Q5W43gGfh6rCLBwW4QNcnk7V4l2kV_xHvb4QG78-W2GV9688XjKTcW3L8FLb7QV3VPf37gNsd04 )

Featued image for: Python Is Quickly Evolving To Meet Modern Enterprise AI Needs (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3prCCW95jsWP6lZ3p5W9dV9fh56Sl14W9dmlhm6KCGzJW3M-trd7wM4--W2cQ4cf8schMPN8MxVqlPW_fhW8BvmSp8_jC4gVNwmYC3JsQRnW12fzwr41NDDJM9JVV3d8HBvW25khWJ5SydcbM5JlC-PHz_NW4p46CR1tYLY8N1Psj43Tcj02W2BB4gT2kDbjqW37y2674X64lyW7QwYzy55mgBqW5BQl745CC7tzW3qlLdT9bBsnNW1cS6JG7Hg7J2M9rcHM9fcWqW1W_cc98w1R2HW7dpnr36qtmzvW5WT8q24b9Yk9W7ZQfPM6k27MRW62G7DH54SG5mW5zv0Gc8cCs5bW53GvyQ3kGMHTVXx7mZ4x_gZwW5g8tt629kDb6W1MPpkX82QgfTf8xDTKR04 )

Python (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3nXW86DHgC13kZ02W61_8mq4f0NyTW8XPnf52Zf5pLW2zhLm-8Rv05-W2RN9Qs5Qck-2W3F5Q_z7Vlm7KW89Dgz46_P5TvW6z9hYy3lY6xSW3XDHrB1Gsgg3W7ZDlbT8cW8gBVP5h2z5WQrrQW51kMdl8XBzLbN2TrMYZftKvyW598Yfn2pmPCfN7MTy66DvvnyW7BlHf63R3Hn5W3fbp838KXDppW1WrQBs6Jp_X2W5PPDFc2Ptn2MW6NRBY26PNtNtW9h7b8y62n7yNN91pHhzycBtFf5_4zT404 )

Python Is Quickly Evolving To Meet Modern Enterprise AI Needs (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3prCCW95jsWP6lZ3p5W9dV9fh56Sl14W9dmlhm6KCGzJW3M-trd7wM4--W2cQ4cf8schMPN8MxVqlPW_fhW8BvmSp8_jC4gVNwmYC3JsQRnW12fzwr41NDDJM9JVV3d8HBvW25khWJ5SydcbM5JlC-PHz_NW4p46CR1tYLY8N1Psj43Tcj02W2BB4gT2kDbjqW37y2674X64lyW7QwYzy55mgBqW5BQl745CC7tzW3qlLdT9bBsnNW1cS6JG7Hg7J2M9rcHM9fcWqW1W_cc98w1R2HW7dpnr36qtmzvW5WT8q24b9Yk9W7ZQfPM6k27MRW62G7DH54SG5mW5zv0Gc8cCs5bW53GvyQ3kGMHTVXx7mZ4x_gZwW5g8tt629kDb6W1MPpkX82QgfTf8xDTKR04 )

by Steve Croce (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3pnW5nssRF8jXRXvW5p01qd5Zk5n9W83qK9d7G6jTFVQDWsF2MFvQ6W5rSP7-4bMSLmVB_BG42H0NttW6cd-512RQcldVRjFg91LmBh0W6yvg9798XJvnW18FBj-2xF_tCW2zr8_k508V3dW1nnXzc7JHWGmW1vZC_Y3YPP6vW4wzyvr8p7wRJW5sYVBn8QNJS2W4XycvF7qllwwW1W5FD-1dk161W3FgKCf9dMwnWW239TMn5c8z9sW8W9gN52WZf8XV6VCls8-4rwKN86jfqGXTfX-W5r8nBW4JLJRLW5WC3YD5tFrQTf51M3W404 )

Featued image for: Most Developers Call AI Data With APIs and A2A (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3kLW5m9-g_30mSW_W14mGv425g301TZyMB6wyQ-XW5Zw33Q1kkjrwW2r8q1v95gZ5PW13TCdP6DDBpsW80HLdy2gbl4KW4Blvv26yj3DsW3pLydt852PrFW4vvkVj2rbjnMW8yn9_w7-SQzVW8_vP0m2qYTJZW3yt4rh5k49WcN8fJZV8K9XLYW6DZnRp909gy2W5Y6W2M1glx4HW7HftTb4wqKPHVGqgmy49wCKQW5T46Wn6B49-fW6dC5wn2RkHs9W4w4FZV7NkwwJW3p46D92j5p5nW6xt_Px3vdqSLN5SMqKNjMT0QW4BWmxw88tbDRW39RMP05jkz75W5Lvmgw7qyWzqW8xqCnf8mFV8tf6FgX--04 )

Frontend Development (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3kFVSwp0S3nfByHW6cK-Rk5z87TfW4vH55w4VGgTvW74bTTP6ZqGlCN9h4Qm515fqfW4hztL1873X5vW7SJP5z42bFPqW975Q8W1Xg5nGW263GwY6f-mQzW5hKNyf7wKVTzN8F6fLWxgkmnVwBBRz3pM-HqN2W2vXX6qtryW2zz2Kf7_4kMKW7kYsTd341Z-nVQLxRz5klW8vV7mdrh1Z721_W6k53R-3ZHgyzW4y-5VH1vv4YZW8Fzmbn25VZMrW5bsFxR6SpnyFW59YkCF6dq8PCW3RcR5q69_WKGW2DK6Fd24VRv-f6zWvFd04 )

Most Developers Call AI Data With APIs and A2A (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3prCCW8wLKSR6lZ3kLW5m9-g_30mSW_W14mGv425g301TZyMB6wyQ-XW5Zw33Q1kkjrwW2r8q1v95gZ5PW13TCdP6DDBpsW80HLdy2gbl4KW4Blvv26yj3DsW3pLydt852PrFW4vvkVj2rbjnMW8yn9_w7-SQzVW8_vP0m2qYTJZW3yt4rh5k49WcN8fJZV8K9XLYW6DZnRp909gy2W5Y6W2M1glx4HW7HftTb4wqKPHVGqgmy49wCKQW5T46Wn6B49-fW6dC5wn2RkHs9W4w4FZV7NkwwJW3p46D92j5p5nW6xt_Px3vdqSLN5SMqKNjMT0QW4BWmxw88tbDRW39RMP05jkz75W5Lvmgw7qyWzqW8xqCnf8mFV8tf6FgX--04 )

by Loraine Lawson (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3pjW8Bnsmt6Xhx61W5DG24h8k-DG4W6sKPMw71BPy5W4FGS1v3gSQPwVfJnFY5t_KrDW50CDGn1J3JvTW6bj-Dc5yKY7jW8z8sNk5FP5JrW6Cyzbq2d-yPNW6ypbjd35R1X5W6wZNC95gJnvlW1RfBCS37K_R0N6nZVkYCp310W3Lb1n73QHctDN68Xk8-Jd3mSN8pR0Fg9GDNrW6qYYt05ctv4NW449LZK25G78WW7Cly5Y4qDNrCW3jCXZ45prgkwW1lSHl31Hm__7W14R3r97y9XCfW143YN056t8LTW4LpLjm2Kqk37f15p0FR04 )

Featued image for: 2026 Will Be the Year of Agentic Workloads in Production on Amazon EKS (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3prCCW95jsWP6lZ3nqW3hm0tq6cpB8jVKjc9T8QYQyqW1bdH5w1gC3zxVl32gJ4tg_GhW7GNkXg7WkJRyW2nmN_L9c3BPZW4DHLY51TMj8LW36f9974WQZQtW2yJnjT6wKwl8W6Gtn3F4z86GJW1kTS-m7G0yQtW7gJnMH4pMBdYW7s8b191ZkgYFW60Pp9T3fCfvlW1Nb4Db5ygTnXW25GtMm16vyv8W7S9QZM4Gx3-0N94MDS9FNV9MVS860p898s3WW5zdMqw6WTpP6N5VNG7qbwP9fW4jlxp52B21jrW7Xh-QZ7dgWxRVh_tL_1-YBBwW5tGz_J2DZZWQW5JJSmN2JDjSmN57BvB8gqqMKW16XWCV62l0bcVH2D0f3yQwLpW90gtq95DS4wrf6tt-Ms04 )

AI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3n1W15dnmL5jqyrcW6CzFMs56SnQPW1149Gc5FTJzYW1vl75x8MgjVDW6RL9k44mjQtZW28-Cj01tq72xN17HJvYWPqxlW2b27fd1kLqcbW17wcpQ6gclY1W6HNQn85HxsByW53d5bJ6Q95TbW1yT6gf8Bn5JVW8f8Jy68xFzsGW1Lpmls3wc1NSW7pPPG38Kf08xW5nTBmJ6JL9-jW6x19Wq7421Z-W6cHRct41t4spW8n0C4K1s2hPjW6SWVzf4WvLZlN8VnCtMgWc1KN105zs2bdkrkf4FSFTR04 )

2026 Will Be the Year of Agentic Workloads in Production on Amazon EKS (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3prCCW95jsWP6lZ3nqW3hm0tq6cpB8jVKjc9T8QYQyqW1bdH5w1gC3zxVl32gJ4tg_GhW7GNkXg7WkJRyW2nmN_L9c3BPZW4DHLY51TMj8LW36f9974WQZQtW2yJnjT6wKwl8W6Gtn3F4z86GJW1kTS-m7G0yQtW7gJnMH4pMBdYW7s8b191ZkgYFW60Pp9T3fCfvlW1Nb4Db5ygTnXW25GtMm16vyv8W7S9QZM4Gx3-0N94MDS9FNV9MVS860p898s3WW5zdMqw6WTpP6N5VNG7qbwP9fW4jlxp52B21jrW7Xh-QZ7dgWxRVh_tL_1-YBBwW5tGz_J2DZZWQW5JJSmN2JDjSmN57BvB8gqqMKW16XWCV62l0bcVH2D0f3yQwLpW90gtq95DS4wrf6tt-Ms04 )

by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3prCCW7lCdLW6lZ3pYN4Nct84rQ-bGW7lW68g4tZRqTW7CtKM431363TW37klyx6XpccBW9h2b1b86gQTgW8Lz3nn90J1qjW4VYGDh5BxjFhW55RfKq3NXHpcW5-bLDv1FN1hBVZpWfT1F5ppfW3XrzmY120lCMW4F89z-3Sf5SvW418Jw425QHC1W7zJNsm8m6TKyW2w4RRt7DybnbW3kV0wc5czVpvW2QfBRt2PQT3xW6kfwdc5YqH9MW8BdvQS2DrdsFW17h6G17wWPqnW1pYbSB9gVLWHW2Bx5hm65cPyyN4nBbxGnL0kBW4xdwSf2gtR6Tf20CGMH04 )

Agentic AI: Is Your Organization Ready?

From our partner
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3p0W3mWTsn6QgP79W2SG3m_6XY3lJW7140704hSp-9W5mc6C97qfHTfW2Fxw7R8QY7KXW4BL6MF3cSC3dW7W0gtG7BlL3KF95SVJRNH_9W4T76C64d_c8GVwzYKj6G7ML7W2_LZX66l8HGqW4p0hfm2zlRN3W2LF-ql6YvMt0W2xbpPb1_0FLZW8StFSq3YN3sdW9gmdKd1HZKz1N5vqhY55wF0QW92kbQC2yyTjhW2r22p56ZDBp8W8z4PNM2yzq8RW1GskD44_Ck_VW5j4xG23rXY_mf74m9wF04 )

Agentic AI is complex, and EMA research shows most organizations aren’t prepared. Join EMA Director Ken Buckler and Ory to unpack exclusive survey data on peer readiness. Learn to navigate security pitfalls and govern autonomous agents responsibly.

REGISTER TODAY

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3prCCW6N1vHY6lZ3p0W3mWTsn6QgP79W2SG3m_6XY3lJW7140704hSp-9W5mc6C97qfHTfW2Fxw7R8QY7KXW4BL6MF3cSC3dW7W0gtG7BlL3KF95SVJRNH_9W4T76C64d_c8GVwzYKj6G7ML7W2_LZX66l8HGqW4p0hfm2zlRN3W2LF-ql6YvMt0W2xbpPb1_0FLZW8StFSq3YN3sdW9gmdKd1HZKz1N5vqhY55wF0QW92kbQC2yyTjhW2r22p56ZDBp8W8z4PNM2yzq8RW1GskD44_Ck_VW5j4xG23rXY_mf74m9wF04 )

FLOW STATE

Don't Miss Tomorrow's Webinar: Scaling Edge Platforms to Thousands of Global Locations

Live from AWS re:Invent, Ryan Good of YUM! Brands and Justin Swagler of AWS will team up with Spectro Cloud and TNS to explore how centralized, scalable infrastructure can speed innovation and bring it closer to customers.

Register Now
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3gP0xW8wLKSR6lZ3p2W7Sr7jf8nBJ6tW48qr8K5rclDbW6wVnjt6rvpbfW6cKLlf1vb4w2TlmXJ53CsKtN8bH05PrXt0WN5HNBXqMvSWdW5ftnbY1SvcTzW6_m39j2lXHgnW4CXs583bl0FPW5QBlYB7p0C2JW2vmqDb5gX_N9W9d4CDj4ybQdjW3wr9lV4s17JtW4LKP7F8pwkS-VTTRrD4gxK0KW6fNcQD97YVjfVD8WL23YVx-HVptKfG1cXd6mW5V9tPX8lc61BW4F5-Xy8SW-JNN1LJ147bFB4QW6CtnMV1tCYTJW7xC6FZ5VZN6-W2JJmFZ1SXpbHW4-vLWC8dvpHTW47-nb8808sVCW2c_Gxh3w5bvJf8kG5qj04 )

KAITO and KubeFleet: Projects Solving AI Inference at Scale

As AI workloads grow, multicluster Kubernetes deployments are essential but introduce new complexities. A look at two projects tackling the issues.

Take a Look
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3gP0xW7Y8-PT6lZ3nsW4sjb4n11cRM3W8B40QJ3rdd9tW5y6Xjy3Pdn4YW4Rv0yX2Zd0HYW318hjx6H-XMzW96Ydxt23DVMHW7Lbcyd1gFd_mW6PyVY760bdk6W5WNhhJ8dBDQGW7xxNYC3RgbkDW5ybzxd7d81Z4W2gYDjZ1vCd4LW8325sC83w_zbW58QZXY74ZQ80W1ybCVC8P5d4WW6LrTp04blTPzW1ppP6L83kqCMVfmGjW4MBKsHW3yCnxl38Zx_LW8Kmv5d3vXJ2wW99lgLP4SmPrbN4Xmlw8jf-qRW1Y_04T3C6-F0W6n0Rgy50nHdLW6mJRM6294VJZW9fpsp92J6RXYf51My4H04 )

TNS Agents: Keeping GPUs Ticking Like Clockwork

How Clockwork went from synchronizing clocks across server fleets to keeping LLM training runs on track.

Catch the Episode
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3gP0xW7lCdLW6lZ3kGW2-yZSx6tL_wdW7_NnYB3KcwLKN5vP43LnKVQVN5ZScTTBC9D7W79cHcL6_QBfRVC_0cp4tRYghW87RLF74BH_dkW2f_dy-58ztQQN5ZxmHZf03RdW51hQ-d1w68C5W9lkhM_686PlrW4Szj_k6WsPJ8W4hHXSx18TNr5W80zjXt6GkY7sW2klJQ-6KCcMKW7W-08K5nybMBW3Lrf9K11rb35N9k54--w8c3VN2fVMxcldHM_Vtrvf97fqxVbW8CGNGR2x4kxrW3K0PGw8G20DcW38c-7T1db5D7W511TtH2_M9rZf6m9Cbx04 )

Trending: Anthropic’s New Claude Opus 4.5 Reclaims the Coding Crown

In addition to the new model, Anthropic is also announcing two updates to the Claude Developer Platform that go hand-in-hand with the Opus 4.5 release.

Read More
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3gP0xW8wLKSR6lZ3mNMBXhTHJ86X8W1bX7cQ6kL-9gW4MY63f1rynytW1R94cj3DgPrjW2bXGbM4zJGjJVxZFLy4YQzgBW8D1pkh5FrsZwVCy5gb88VFMbW3-NSgT9fphv1V8m97R6zV1vRW4fbzsz5tL411W8C8qXS26P0X0W16xTJw8VzdV_W5Xymt13N0xN8W5_Gm435YbBlTW3jBCCR18z934W6Q5c7r1G3CKTW11StB65DJPCnV3wLgr5p_n9yW2bbGY16d2Q4hW2Wdx5J8Yr1LhW6_pwrY4QHKDNW8clpBm8s3H2XW4XXM4y8nrbyKW5gQyw66ZBJCwW6qhwgB141hJ8W5dx8CZ1ZR_V8W86M_PW39ZljSf1vDjN204 )

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font-size: 12px; } </style> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #footer { width: 100%; height: auto; color: #FFFFFF; padding-top: 10px; padding-bottom: 10px; background: black; } #footer a { color: #FFFFFF; font-size: 14px; text-decoration: underline; } @media(max-width: 500px) { #footer a { font-size: 11px; } } </style> <meta name="generator" content="HubSpot"><meta property="og:url" content="https://info.thenewstack.io/tns-daily-december-1-2025"><meta name="x-apple-disable-message-reformatting"><meta name="robots" content="noindex,follow"></head> <body style="font-family:-apple-system, system-ui, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif; font-size:16px; font-weight:500; line-height:133%; letter-spacing:0.5px; color:#142640; background:#ffffff"> <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;">Devs, Your Favorite Code Challenge is Back With a Few Changes</div> <table id="body-table" border="0" cellpadding="0" cellspacing="0" height="100%" width="100%"> <tbody><tr> <td align="center" valign="top" style="padding-left: 15px; padding-right: 15px;"> <table id="header" class="content-block" border="0" cellpadding="0" cellspacing="0" style="display:block; width:100%; max-width:640px" width="100%"> <tbody><tr> <td align="center" valign="top"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3qgz0W6N1vHY6lZ3lqW4wYc9w4r-htJW4mxzRf39FDmJVpCGN14Z1sdVW2GBXPV3cKBWHN6DTf2W6z8nQW8Z36_S28fkR1Vb_mWT3kkl3XW42KGXT64p2BqW6D3fkV5G-kRQW7P8g9h31bRkMTb_n64PVms7W2h92D81CXCP8W54m9Ct4LltGbW5j9wWd5GsV1-W9brTrD1XjXLNW5xwpP77sMHk1W8DBSYY6LtM-FVmmrwQ4_d5DHN3YMqYc3rWRfW20sK2k1P1zpTW82sP7d6_SLL5W7Pn6Ss12Y_9ff8BdHP404" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="JGASM9dK" target="_blank"> <img src="https://cdn.thenewstack.io/media/2024/04/75c9bbc8-tns-daily-header.png" width="640" style="display:block; width:100%; max-width:100%; height:auto" height="auto"> </a> </td> </tr> </tbody></table> <table id="byline" class="content-block" border="0" cellpadding="0" cellspacing="0" style="font-size:12px; 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color:#142640" data-hs-link-id="0" data-hs-link-id-v2="wZ8JtD0A"> Together with <img class="byline-sponsor-logo" height="20" src="https://cdn.thenewstack.io/media/2024/01/[email protected]" style="display:inline-block; vertical-align:middle; height:20px"> </a> </td> <td align="right" valign="top" width="33%"> December 1, 2025 </td> </tr> </tbody></table> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px; position:relative" width="100%"> <tbody><tr> <td align="left" valign="top"> <h1 style="font-size:24px; line-height:1.1">Devs, Your Favorite Code Challenge is Back With a Few Changes</h1> <div class="copy" style="margin-bottom:15px"> <p style="margin-bottom: 1em; ">The annual “Advent of Code” starts today, but the event is undergoing major changes this year. First, creator Eric Wastl has cut the number of puzzles from 25 to 12 to increase accessibility and reduce participant burnout. He also eliminating the leaderboard for similar reasons. Another big change, according to technology journalist David Cassel: <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3hCZYW8wLKSR6lZ3kYVLzkB72P-1x0W8z-lkg309F3vW7wR85x3V2SFPW3SkGyf4vwxPLW28QZLr58yH3wVQ42cX3RHlR1W7ZlBpR5JLSlmW65RdWN6bqMmBW9kjrZD5wVcKFW6q-_lw1GtYw9W5T15sd6VXlqTW7fxZWh4wX_69W6912RJ50hGxfW4Dc46h6TQPhqW2df9Y_816nz3W7_qChL2mFQ-dW6gMMhk5HZWwkW5Mhbn57BBZ0HW5SHxD02WlMckW1Z7MLr4cKKNwW7C0N935HPFwyW3P53qV1zwsnxW35mDPd2t_V8JW96HSCg6jGVjHN5_9yxBxr019W9cX4j52ncnS0W5vBTps3_ZkmWW6Cvj0K32FvX1f7p4r8404" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="bG7/YX1S" target="_blank">The event explicitly urges users not to solve the puzzles with AI</a>.</p> <p style="margin-bottom: 1em; ">In technology we’re trying today:</p> <ul> <li style="margin-bottom:15px">Today’s tutorial introduces the Hugging Face library for Python. It uses advanced models like GPT-2 to perform complex natural language processing (NLP) tasks at scale, according to TNS’ regular contributor Jessica Wachtel. Jessica walks developers through <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3hCZYW7Y8-PT6lZ3mPW7JwmL385YHJgW555nFD4KYSnvW9dBJ8y4YVnxxW13n9NB7vxgvvW8wWMxJ4zr2YpW95K5d-91hlByW48yMcM34QxMYW1Bj7Qp5fYWrBW7BBNt36xK2QMW56jWx85TY_8MW8xxVPK6c-fc8W6y_HH_14Zg5RW3B_qrv6x09HLW45vTqM3SVNDNW4wRsxg1gr7K4W1G0hR55DFY9WW4RdYK35fn-ZvW4G6Nq35L9R4pN4XsBN1Qk1V6W6v0kB04Xg-BvW3BlNws4js62lW3hx1n-4bdRtbW75g8nT6XxSbhW4zWjJw9fqyFPT8_yD3MY2bqW92jtHP7G0Pphf6PyMqH04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="8+Gvs1Ek" target="_blank">the initial setup using the transformers and torch libraries and shows how to build basic text analysis functionalities</a>.</li> <li style="margin-bottom:15px">TNS contributor Jack Wallen recently ran an experiment: He used the command-line AI tool Ollama to autonomously generate complex Python applications. He even created a a functional GUI. Jack walks readers through his experiment and shares <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3hCZYW8wLKSR6lZ3psW6zqKH57QnJngW45ZCMn8D2bf_W25ZG1N5vvqr_W7dlvf74F9JvdW7pT7mW4fZH9_W2GkYDp5_cB0KV2SBBw7JKzSzW1cPp612pgRKdW3CmVkB1p9j5CW5N_Z7n7tr0rlVWD25K1SQmW6VBQ-7j7z-nChW7r4nQc7b2W3nW1sXlzL7pc7bBMGvY9r3SJD7W1TZkLM2mq3qrW9hc1Lq4n5l3yVv-G9G8nXK8sW4Fvd086vKTnbW5BjL8N65NTKjW569xwc3lvB0TW2z3YTM7FgSg2VJB9S9751SMBW4wBzx03zXS6TW6JSZZJ3WDhLZW19B-dv95qZS8W5tv03j4Q4z0sW68SZWm7_mcXzf1_kn9204" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Jh33mrho" target="_blank">what he learned about Ollama’s programming capabilities</a>.</li> </ul> </div> <table id="toc-author" class="author" border="0" cellpadding="0" cellspacing="0" style="position:relative"> <tbody><tr> <td align="left" class="author-image-cell" width="50" style="width:50px"> <img class="author-image" src="https://thenewstack.io/wp-content/uploads/2023/08/4de88b83-4756312a-326a38b7-lorainelawson2-600x600-1-600x600.jpeg" width="50" height="50" style="display:block; width:50px; height:50px; border-radius:25px"> </td> <td align="left" class="author-byline-cell" style="padding-left:15px"> by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3qgz0W7Y8-PT6lZ3nBN2N201lvcMr_W8kSqkj3RdVnBW3sYZvb624fZYW11RfKM3jq0KdW1NPJDz76fsS7W5fs-Bl71r901W5H27gq6HPBL_W4hVXtS6BdHx4W11xv8f1dF0dzN3C4W9L8MDwvW4tlsZL11M3lbVb7qYp1rswdBW1vSzSn42sdvSVxMvxK2q7rHyW5-8Byk7F_8rLW8rkHpb3CHWnJw1wKPnxQBlN2m-m2zYdL8zW6glBXM8x15DSW4q9jL_8zxGNhW2F1Gqv66yHLyW3PhFmT11n2ZfW50TRjW8d4gswW4bxBDT1lQKWfN1L-RJCY7kJPW7szrmH5w8rHZf3Yt22-04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="sO4F2z1B" target="_blank">Loraine Lawson</a> </td> </tr> </tbody></table> </td> </tr> </tbody></table><br> <table class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px" width="100%"> <tbody><tr> <td align="left" valign="top"> <img class="rule-gradient" width="640" style="display:block; width:100%; max-width:100%; height:auto" src="https://cdn.thenewstack.io/media/2024/04/50ddec29-tns-daily-rule-gradient.png" height="auto"> </td> </tr> </tbody></table> <br><table id="lead-story" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px; display:block; margin-bottom:20px" width="100%"> <tbody><tr> <td> <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">FlowAI Gives Agents a Greater Role in Infrastructure Automation</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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3qgz0W7lCdLW6lZ3nnW6YYjb84XpfGlW3TXNQD8MRXq4W2fzCWz7_8ltmW1-GQfl99s5P7W7TvYyM4hJM01W5VrgMW2R-jtfW3wL_Lp3-CG-fW5GDlJH7T1k84N5fwp9SRJpkhW8WN5zY8GJmmWVkwvYR7BN_zxV-Z1tm3Z6_hjW8369_86r7HPYW24FT-q8ycf7yW7yPD--2JB7cHW7_04VW4LW1nVW69H_SK4kXJHPW72cwzk5j0wH7W8slNMv9jlz9sW1kR2Pq3HjTcQW2XtL9c669dpXW88vL_08WDCWCW19db2T6jJ8s8W1B0nKx2YNR9Vf65hYGz04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="82jf7OSP" target="_blank">Susan Hall</a> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3lkW26Wv058j5xXlW6MHH945p_JtpMP1DhsQnG6gW94kC9w1cZhV8W2C8tSt69wlQTW7Sl7C_1fgrj0W4M9L2r6h-LkRW6V5r0F3T-MN9W92Q7p33GfQJ3W70HlbG6fpzmYW6nXD9y4lKqYBW6zpFBc7RGz52W7Y2GFh80wL0pW4zY81x4c36qqW6rYjqx27kHV0W7q2y0846ld-MW2vS1w88vlGzrW9ktzGq711pQ_W8bmzLN8Ht4W6N136BmC-CKVWVdH5KT1XMHYdW27X4rc1vTSP7VYLXl_4jFHVkN4q94Zjt7DvdW61ctrs35Ws6gW52pnHS11-xWMW1XGG5k5nlZycW64bvmm6zxtbpW64nyqb4QfqvmW6GTGZF5pHgQBf3cC51604" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="tN46r7+Z"> <img src="https://cdn.thenewstack.io/media/2025/12/b1c36d95-agent1-1024x577.png" alt="Featued image for: FlowAI Gives Agents a Greater Role in Infrastructure Automation" 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"> Build kit enables users to create AI agents that blend non-deterministic reasoning with deterministic infrastructure control for safe automation. </div> <div class="copy" style="margin-bottom:15px"> The future of infrastructure management will include using reasoning-based agents&nbsp;to take over a greater portion of the deterministic layer in their stack, according to network and infrastructure orchestration vendor Itential. To that end, it has opened a customer preview of FlowAI,... </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3m1W3flG891VJdkXW6Fkhgt2f88W2W5vW85f6sXPy5MGXmZmLH_qVW8Dg36H6yJyy1W6brGC15fPt8NW31Lprt7yJXtPW2cMPRy7_1fBwW3nr-Zm8TDQTfN5khlYY71q1TW8Ngk418j4dbBW2jv8DN6jyF0sN7yJ09YW27zFW14DXkF6kMx_zW1Rg-hV6RMk4VW810Dq84FrqmgN2Dr2ywB3DtnW72N6cJ4nZ_T_W8rM8Gp5-v6XVW9fFNKZ7wr0dPW8MB8Nc7wmcfNW8N5LyB9jPQw9V-8fyK3dvM3fN9k8YvZ46YBvVvcYsy4Tstk7W4fJg7l1HMd-JW93br-J7kl_8WW7xXXWK2LM9KBW8_vf3Q2-JTdbW77s1Y_5tKM6bf3jFJ1604" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="0gvQKbeI" target="_blank"> <div class="button" target="_blank" style="text-align:center; font-size:14px; font-weight:bold; background:#ff3287; cursor:pointer; display:block; width:100%; height:40px; line-height:40px; padding:0px; color:#FFFFFF" height="40" align="center"> READ MORE </div> </a> </td> </tr> </tbody></table> <br> <table class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px" width="100%"> <tbody><tr> <td align="left" valign="top"> <img class="rule-gradient" width="640" style="display:block; width:100%; max-width:100%; height:auto" src="https://cdn.thenewstack.io/media/2024/04/50ddec29-tns-daily-rule-gradient.png" height="auto"> </td> </tr> </tbody></table> <br> <table id="sponsored-1" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px; display:block; margin-bottom:20px" width="100%"> <tbody><tr> <td> <h1 style="font-size:24px; line-height:1.1">AI is moving fast. Stay ahead with the right partner.</h1> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3qgz0W6N1vHY6lZ3nrW8PgbxT7V9fPSW4vKnWc7LFJlzN2NlsM__0ft2W8kWkVq8dT0w8V8m--m4Jvc4sW6RkdMx3BMQdBW4wT5Pw5M1TxzW7NHgnJ3cszL7W48BnZC5HnLP3W8cVtpk8z7hCcW8fck2G2jHrxYN5Q2t_qZNvf5W7vZPPc5FS-BjW4l46wM3NLng0W2ZGN4W8V2_Q_W6wRGxL89NrrHN78T1KbXlYPbW2_slWN6TGMm4W1PvQl72FWfLsW5lNrr66blC0tN9gjlxC8gSLXVBH1bc8_Nctgf2lh6_Y04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="fLUTQSbi"> <img class="featured-image" src="https://cdn.thenewstack.io/media/2025/11/640f3218-andela_newsletter.png" width="640" style="display:block; width:100%; margin-bottom:15px; max-width:100%; height:auto" height="auto"> </a> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3qgz0W6N1vHY6lZ3ngW2Wfn498tYvFzW27HY2y8wqf0pW1qCH9J32dvtrW9gFjF98sRGSGW2tvprh7RtmgyW1n8WtQ6r6M-7W3x2q4k2xsygsV29QdT854zL7W6nHqWv2TVs9nW5rMjQ_4PY8TZW2x7RRv7q2_K4W4Ms9vP1w1GnmW51Zk0Z5zYR7BW1BVzG17pyk2GW5kjG2y93bTXnW88NrSL3QtP99W2BS6wR4_T5s5W7yJ6RB8CntTgW2RnSbB91hk0kW8fXgXN5mWYV_W3wSF9C8mYr2fW1HLf-w8tNMc1f5qvzSv04" class="byline" target="_blank" style="text-decoration:none; margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a" data-hs-link-id="2" data-hs-link-id-v2="XmNzSEzw"> Together with <img class="byline-sponsor-logo" height="20" src="https://cdn.thenewstack.io/media/2024/01/[email protected]" style="display:inline-block; vertical-align:middle; height:20px"> </a> <div class="copy" style="margin-bottom:15px"> <p data-pm-slice="1 1 []" style="margin-bottom: 1em; ">Andela is an AI-native data &amp; services platform — powering AI transformation. Driven by always-on assessments and continuous learning, Andela enables precision team assembly, AI solution delivery, and large-scale reskilling of internal teams.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3qgz0W6N1vHY6lZ3lJW97GN2l5NvZV6W585QLX5ZHg0bW1s3kCr92554gW3f1_Xm41rRcHW5trq5P59pFH8W1WMy_m3FzzWFW1vkMkd7dfsS-N5Lrw4ByC3_zW81VGk417k6zPW14prhx7bJKZdW5NFpWv3NCvLWW6RdtMz883slRW3W068y8z5xLvW6fJMZD3lr27PW3jzdrz2g-nhbW364g0R2kBNQMW3rd8Y974MsDMW8JKCBj46ZpLJW70-v5F5q4LGwW50zPy752g-sdW1tsV9W3tyLBVW1Jxj1H8kHC8Gf9j2TXF04" style="color:#ff3287; text-decoration:none" data-hs-link-id="3" data-hs-link-id-v2="M57gvNdm" target="_blank"> <div class="button" target="_blank" style="text-align:center; font-size:14px; font-weight:bold; background:#ff3287; cursor:pointer; display:block; width:100%; height:40px; line-height:40px; padding:0px; color:#FFFFFF" height="40" align="center"> LEARN MORE </div> </a> </td> </tr> </tbody></table> <br> <table class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px" width="100%"> <tbody><tr> <td align="left" valign="top"> <img class="rule-gradient" width="640" style="display:block; width:100%; max-width:100%; height:auto" src="https://cdn.thenewstack.io/media/2024/04/50ddec29-tns-daily-rule-gradient.png" height="auto"> </td> </tr> </tbody></table> <br><table id="daily-digest" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px; display:block" width="100%"> <tbody><tr> <td> <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"> <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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMvP5nR3bW50kH_H6lZ3mxW8t7v7j2BBl5GW4_jCz14jPV6_W3RXr4c3y-1THW91sgRn18GT18W5RmRt92nqfGPN3rDgsrv4DGzW5s267N11RzVnW20-nKh5wv2nYW2nhPQB3TqlK1W28t41l7Vr3p4W62M8lc1Cvj88W22TCF08BG7GgW6sz5dB8C5lL-W89sfQP6bRZGNW7LZym55Kx0MQW6SbxlQ8X014ZVWbr9576QTkLW6rVfQZ7cvvy4W5tTm4J6DCF5_W7nmdzf2g3Qk-W9bF8q52S47kcW5z-l513FNmgLN8cxylxd-N95W7z7kNg5kTTj5W8-H-QH1tHSs6W8B1Q8F3yvbBGW3yrVFS44zBy0W71XzP1872mQdW6dFYYv47bfQ9V68-cx11jjMVW8xXgXV6KtxKLW42y4d498GZppf2wv7tz04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="1XNPNlDW"> <img src="https://cdn.thenewstack.io/media/2025/11/f434ad2a-thumbnail-28-1024x576.png" alt="Featued image for: Teaching a Billion People to Code: How JupyterLite Is Scaling the Impossible" 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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3qgz0W7lCdLW6lZ3pXW3bT9nJ3r_3g1W3WSkCN4LYgk4W5QJfT49lGWkNW5k5qd270-j1qW7rrZd74gNv3dW5DqzzW4qXtRpW3MXY976PRKZZW1Xn3Lk1LyPwTN2XvL_sPnQRKW8nkTzF4W4-9lF1H0jtNKh7qW70b9Hf82Ndd6W9lHSth9b1LMmW8YqXw75chTtxW2QywKZ4ZDSpSW6w-t3L4p2YBCW4cG2ds4LkppfW7VV_Ll4jPM9GW4LJZD49htkFTW59x-3388FjK6W4XDcbt79bg1zW11d-Nn8pY7NyW8780MF5X9Sh8W3qRYxh2BSl9df6m2tpT04" 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="InKsAjan"> Data </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMvP5nR3bW50kH_H6lZ3mSW80ZWQX1g7kqRN6zm0k--7PGBW4_yRmc1QyTL1V1f4Z58sJ10jW13zHXw8JqfdRW79wDCF1tnBRTW8fmXW83PBgXMW86q4pH7H-kyVW8wkX6t7JJXr2M6T-4KSJHF9W3fp6y-26KVzgW2dpfT24QdH79W1hNwtp2Y1s-vW3lNdS_1Gs04WW59gMWm2hPb-4W8gr4T06l5RwfW49BZPs4kfPt_W1n_QWt7p64fjW58rTv76sMdRVW45-yGv7t3Dd7W8vJ-TK1zRhWLW5WrL6b5Q6VSxW7RWtyf8T1pRRW563qK35pg3ygW7_Ntt35fw97wW2VdXv51rbg6YW40vnLM272tZWW3McS3X5NClgCW6JM_Cd2k5p0JV4bQfp4y38cVW1FKZYl2H1sBtW6GhxQL71KD7Cf4Gzklj04" 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="htAiqDUB"> Teaching a Billion People to Code: How JupyterLite Is Scaling the Impossible </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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3qgz0W7Y8-PT6lZ3lRW2VwrCN8gqtDjW5HP7qw9dkqdgW4qtKB82-yzd9W4q0Xws5Rw6qvW6TgNQ08RTZn-W3hVRs-4k8RDtW4NYQYb8RP4scW5nDmTM54xp5GW6vXxt88wSxYNVYJF2C35j8D8W1Xh2Dg83rPqXW4VYDjq8flj-lVhqz-m7qGRW8VvFvPy7mM14mW7KPN8h58g2qgW7pd0sv68GlJ5W3lFvqK3xbn27W7NwxjQ66zRLXN7fwf2tqGJl6W4h_fKp2gJZZsW222Tcw8L04QYW4QgpkT82FTlNW3lCxx169s1xVW8QTdX_7tsc9RW7k4hh55jtTmXW5RXBjv7014_4f8hRXZb04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Nc5DaG4e">Michelle Gienow</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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3mqW5wxlBl2nzq2NW1x4Lr62YXlcVW7mxcRp3_ZXDDN5XwQkR8T5czW2MF-sY94GqndW5wBXc94yzrMxMj1Jyl7ly0SW6cLs5p3vVNW1VPbCtK516T4SW53kZV-8gRP_4W5N7-Xg4d-qqJW4z1DMF760mVZW4JKpq96pdZq9N5dw_SrTQT9RW1GvGG95n_q-WW9fpHQ-3qfQP6F8trDP9Zy4RW81Kgn-5pL3S_W1Q6lv-5pm_jPW3DrSQG4n1J2MW6qjM5F2wWdwgW2T2vfq7Stq-8W8yDCm65cFMbCW7W7FZq40lrf3W9lKplm7gq18vW6wfvKV4Z_xWmW6dyymL135CZzW9g6C205WL1cSW5DGy6m5P8wDRW8YJh6n1w2tzHf4xT6DF04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="xn5ECrzH"> <img src="https://cdn.thenewstack.io/media/2025/12/0663b9fa-sigmund-0o6v5e9jyvc-unsplash-1-1024x683.jpg" alt="Featued image for: Get Started With NLP Using Hugging Face and Python" 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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3qgz0W7lCdLW6lZ3lBW7K1q0D4k2Q48VwHQHH4-BB6-W8mXKvJ4cc7f8W183qLW6Y-5YFW22Th-P30Rb2lW3D19YM8RRm8gN2DQTJf1BHQmVPpLkt75qLlPW106QHJ1WMqQRW4xJssp2cKHPJVW98098d-4g6W8N0MhJ8tx8rDW4glVkQ54nNNrW3z7xLh7x424MVFrrnG3JMfLNW9b8Rlw7mRnLCW2n_5Gl93-7xvW5pvMD-542yFHW4TQd5x6Ps17vW4-b1Tt6r5xT3W6r84Jj3gf3LKW6gnlsg4X4dTmW5Rn0S_8P6HXWW60JSr624Cgwgf8f7LLl04" 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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3lCW1fg8zx3LFyYgW2r8jwr3mDGFyW3N7Q7q2K9crsW8RLVXW2Q2rMsW60ZNkj4lT_jlN3mcLjKQDxDkW533Dvz2vT6rMW25n61Z59-CvRW3Znddr7kxhpXN7qGNFCN4PNvW5xNvKC8jw61mW1MKLZL3fLjHyVJ6G-J6GFQ6HW1DJrFN8K71KYW1h871_79z38jW2bNhY35VbvfdW16PgW04g3FHdN4k8BKWmRcnmW7Vyl-H2L4rqSVB5hjB61dxTxW3SFRqs7MJV1DVs36Q716KVYDW7MQQ432BJMSpW2b86pm8yTbHYW4zf04K5TkvqwW4Q3NpD8HGRTSW69Qwyz6GxggRW84T5r-2fT1BbVCBBSy17-9F2W7qXDht8MqR7yf8dS6Nb04" class="headline" style="text-decoration:none; 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vertical-align:top" width="100"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3nNW8sBXNr6g0gC5W6c1vpJ3JSfH3W5yXls-8zcklXVcr2qG4HrK0pW89Wdw28LVZPLW6bT2F-1_W8PkW7JhJVV7MjBVnW255Pwr3Z18b8W54NZVw88zDHYW8Ys-vQ7Qhd-hW98zqC97Cbbc9W2LFM1g40cfcBW5q23bN44mYX8W2434k-1qXclBW9g4pvx7FDC6xW5S5GV_6d4j5XW3rB_fV6kMGPRN36hY5ZBHhxyW4qN61B7HFWCQW94s5mj7QX4RsW98YQpJ1K4d4cN4ycjPB8PQbrW7bX_jh3Y9rZbW56xM-D2ndnw1N1pr34Cb8CG_W1k1TGv2d_CTdW8MC7Qn2zB3rgW53Q7mZ7wy92zW5WBlz053F0TzW10yyZs6XrVgfdX3yLv04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="29lQ4fHh"> <img src="https://cdn.thenewstack.io/media/2025/11/b0452122-thisisengineering-64yrpkiguae-unsplash-1024x683.jpg" alt="Featued image for: Is Using Command Line AI an Option for Helping You Code?" 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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3qgz0W7lCdLW6lZ3pdW6VhxqF239GzPW62dWxT3jHL8XVh3DnV3-_MrJW4VydbM5f_vjzW8w6QlG7htPTcW3Z-M3r94FNmNW7nYycR2PWC7yW16Dc7k1Cx7VCW35NY175pHBFHW5z-7HJ3DNgdXN6VSt-CJWDG8W57ZHM067Bq3xW3lr_dK5xhR7nW1pcYRs44qR7_W7B2hkf7DyzPnW1KT0v_3kNdXNW4v75YC6ZY4y3W80l9rD1hSj70W7gc9kz3P4vDFW7VR_F285mN6gW3LHx9s5bP5lwW3Fv_Ss2X8rNYW4ps_h53Kb7w2VkY8kR140TZKf5r7rrY04" 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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3pZW7x5xjj6X197mW2dyzLD2kz6tkW7s2lG97RTMvTN6mcZ7CgqdkcVsP45b4t8j5MW6h00k_3D1K5sN4stnNh1ShWcW3j7N-R8FjwSvVsl8rZ8110rjW41zn5D6__7QRW31CHHM5c-YVDMNkBJKD72tLW2wWNvY3cBxbCW6YDbvH3Ryk6BMgqs-dRjgDzW4rYCH31S6tglN57sfWxW0tHmW6l5Cc98yMv4yN26gHrQB0lWmW5Ftf1k1d6kfRW730JZj6tV9FRW7CQjmR6BTN79W5BmD9l3VYRx-W6mQN4L1f-DHZW4XbyLv6FkYLJW4ptkXz1Fc-qsW915_Fx6Z64ZlW22Xm0C65SVbcN4w-gLz30HxTW3psyD88YT0wxf3zS91g04" 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="5fXH1kVp"> Is Using Command Line AI an Option for Helping You Code? </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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3qgz0W7Y8-PT6lZ3ppW3pgs2Z7Y16nfN303F3FvDw9qW6HFRf71z0jytN1QpDcMXCW-qW6X5_lz1WLm-xW2C5cNv11k_75W5pRB1M4v4lwqW8mZwq66MdQ8SW6KvqHj3tSC0YVZz1341RRG5jW5sjLql2WGldkW2K1-Wn7kB8lfW3KHky576q21KW7kmzRr8SrQp6W8JPk9N5HTH9kN8sFX23c863SW9gPQhq8VGtJRW94bV942cx7dpW3w9yRn7GD8KkW8Rx_L_8X1yczW5w-rvk8k4qNTW6XQY1C7yGM4-VTnKr93_z0TtW6Y7-sc7kzYKCW1YvCDn2NfW-RW2V3RJP3xr_xVf4rlfLl04" target="_blank" style="color:#ff3287; 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color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="8JSsB+3F"> When GenAI Breaks, Rigorous Orchestration Keeps It Running </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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3qgz0W7Y8-PT6lZ3mLW57zw426lS-PXVtkQqr8bRBdKW6VnfHt6GsFVlW7CcvPg7gmXQJW1Jjx4P16KC7ZTNJq-1v9-KdW8q61Gv71Mb8xN5PXt-pNf9sLW15pzS22nDLNsW1C5fQn4xz31SM7kpdjSkj3jW212PQb5FG_0SN3gtqBflvb5hW3nbcd63qbr0MW1qwv628brNygW4FmJml4FpgXvN7Z9HbLX5pNkW33VxX43mK_mFW6R35Z_7_Q9ZDV-XQgN7-kSGVW2swns42DQR4VW3XTBGp2wF_4qW3SMGJS4fHcgpW4GdSgH4VcdBKVTSNyR1grL5JW9hgTSb5tZ9z4f1wDPRM04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="SRAAQ9P6">Manish Gupta</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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3pXW6vm6yM4m01nqW5Dhzpq7VKjgyVLr7rF8BxGx4W1w7tnN8nTqyTW89YrBx1wTMzfVPvKpD104Y7-W11172q7_sDHpW7N_Lvc5Rqg9fW5H5rsm3g-p16N4RN3T19h0s7W2r9y3c16XcRtW6CCkWG33WHsMVp0Rr76QpMyGW8K2S787ZbrLRW2T_jCj8n9YpvW73RCPG38Mg_yW8QlPTx6Fs9ndW68XW7y2J0zQZW7_gz8z6XGXsXN5lN1Sl_--svW7CKc1y3gcTnjW8dLH342DKLFWW6sYWBX51KGR3W1Q48q62d45qRVnVg-T461DrxW4YKFkJ5qWfLhW7YCbyy78BMMxW2ZGxKX11rjT2W7gk1Pn60G5RKW1BlqTq7dzGxcf32D2CC04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="JE2qtzoE"> <img src="https://cdn.thenewstack.io/media/2025/11/dda38166-bazzitehero-1024x642.jpg" alt="Featued image for: Gaming on Linux? Bazzite Is a Great Place To Start" 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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3qgz0W7lCdLW6lZ3lqVk3pCN2RbppVVswWsY6WQQWqW7H2bSD92br1vW969dcJ1LtB29W3YxwL87yjCn6W5RvJFz2Zyvm0VH8WWS8jCrJlW2F7G7g2qL3fPW2QnRrn8ly63XW1_nLqm9ckGJRW14NH2491QGygVVsT6Z2cNc8mW3fSzMy53NChyW8Mw5xw47JKkLN8QcPn0Csxy8W8Mth7p6wJ4yJW2GGQRM2YngMfW9kfT5k3-2QxCW40Xh0P5pMfMrW6pLl-97f_rWWW6ZGb3D3l_m3yW92BfPv8jWTz3N2_bH8BV1M_LW84HpbL6SjL5Cd5vpgs04" 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="IQKX3GsV"> Operations </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3mLW46Gf9B76M9pSVkmBkL4kkJcZW8Dsk4L8ZBtDSVWbZrJ240CHXW6jm65S6gtMNjW4PCJ6-4Y9B2gVxm_-v4z4Y78W7N7STD2CV46WVZWjgm8hKWrDW9kPL9-7b2vdgW5k3mKB29q_ZFW15QBb87pHcQqN5-YTpwp6wYCW6MDbXj3CjbjpW8zwnSQ5f5t8-W6mCKm77F30SsW8vkb6M6wyQd8W3qwG5Y7K1bPVV_XtxQ2CBqnBW2rpGZT8nNYq1W1PYX6W7cljp6N3jJP6QvvFTyW2MQNgh76hPM1W1c_bZp3jwHDQW8T_vbP1nymfrW5KW_lc6JhsGzW28Gb5k6QbHbVW4s7HrK4jyhYpV9nCMB4T3lFxW2WC6Vt3V3nN2f3X_Cc604" 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="QDIGfv8Z"> Gaming on Linux? Bazzite Is a Great Place To Start </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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3qgz0W7Y8-PT6lZ3nrW1rCbw64K_0H3W1yF5qc8cGt9wW3XQR0d5dP7QVW9gHxcB8McPP1W4fKxkm8YcBGBW4-zcp04hVL7NN3M1sBxD2yZzW709pw04Pg8xDW8XmL8Y4gGqqHW5qT70b58l28MW3v3FLn56ZzzyW8fZJ3P59kTG7W7gRdMY8ZV_zpW5Bnpjk3MDdw0W6PQG4l8pySTGW2jSJqX4cddLkW3k143z3tjPrgW91_QV-6NQ6mhW6vB5Hy1HLPbLW7yxVr06KPGt6VmwDTq8D6vCvW7J-C3F8HQPHbW90qNQC22vWTdW7_CLzb5XXp69N2zn7ylJJHsBW1fkPZ12nqwLLf7B3Hs804" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="uF55n2y5">Jack Wallen</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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3kTW1L5LVS5s-mmKW5SH2H75WyvCGW4pM62P1PSJLkV8c83085QpJmN7dWVQmNmmjVW5djsZ14TLscYW91lS6c5B6cNBW6sg9204-Jnh6W8F6lkz9b17jjW351cGX30fYdhW2K5xwW4jKJkkW5_L6808xFY38W60DYRL94081GW10fs3s3z8zCKW1l6Kb74qDRKTN39V0lhgmgWsN31tC2WFBbXzN23nxhRcWCNhW6xS26L4pg1J8W3jrCMw8d2znPW1ZcK1f2hf4yBW5dwk-69kn7xLVm_0Zc60MKj2N6CfWM6HqtrsW8qdcXY6WDPv6W7QqxQt14CVBHW4WfqRf4xHZgPW8h4h-f8jf4YZW2cFmRm2Vl03YW1dw-M98VpjJ5f4_pLD604" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="CwP21TVt"> <img src="https://cdn.thenewstack.io/media/2025/11/db3f1016-santa-presents-an-ornament-scaled-1-1024x682.jpg" alt="Featued image for: 2025’s ‘Advent of Code’ Event Chooses Tradition Over AI" 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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3qgz0W7lCdLW6lZ3lVW6cvnxY281TvFVJryFy71fgfDW2LlxV-5gRV6NW8l_FCm1N-wrpW4FXtgX7-9DJ1W1jCsdb5CwjxqW5gVZcX7PqpKYW8DnNMG6rZWkQW3yWdD88MbhzcN2lQrljq0Z7hW33jXp25l37bZW56rB6t3_sRd7W3ys1CR1xDTClW8lYw9B42fK6pW68z5q_53P5ZvW4nlQw_1T1HgTW6TMJ_W13nbsvVs0B_N2XdWf2W6yHZDR1WCqHBVlq4L580bkhyW8gjzZF4fhY_-VM9ffy27rjc-N500VB2sVvWTN1-prmpL-F3Zf25zpV204" 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="Sy7fJ+9g"> Tech Culture </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3p1W9dgx9V1kScV2W6-W5Cn1gMytkW81c2QN49hhL3W2hMKCj2-wJ4YW5c4Bxm1kbVSqW8m_Jd213DZH4VxbNyN5dTXn6W9l1W3G5J182XN2ZRT9WqVQspW2wXmcZ8M-xnqW4vp4F64btkcfW1xywty7-j_wfW5Zvgp42Hns_nW4y8pfP3MGwZjW1l-4Py92tD53W8M4d9K391w5BW2SbVDY47-2JWW5WDB4v26z78-W2XTny-8QX4ssW42KkZ26rpQ99W3kW_sZ3gMR_FW1NdV4h2H3QC0W4Tgj5N5BPX5zW1ph9-M2V4xF2W5kDqXK5px-djW52VT957J_dp8W6Ztd7q52VyWDV8W3sR5f0p3mW16JPxF5Gx2NxW520vTC7gsCS5f7LjmDg04" 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="C/Hl4xt5"> 2025's 'Advent of Code' Event Chooses Tradition Over AI </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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3qgz0W7lCdLW6lZ3mTN5FydFZP_88LW7zcrjS8f6DdPW6mJv-p2SY3HQW6hqm994csG6gW3QRT-74pvqrjW4jN_JR5nSl7PN7cLXYDJzbDKW6vL7KH5gZ73BW6-v4LB1h80bhN7N7TM5gmWkpW238Q4G7n48GnW7Rzg924BCLjvW1mlpcF3vN2B3W11FYfp76s4j9W1l80fs5ZVPhSVJ-Q7P6Vdh-rVy67j46sywHgN5b10Q_xJbBQW62lvyD35FrflW45m6br2yDHr6W50jGyN8zvrSRW5KDZD639z5PdW8fDWg_8H8RhgW308G0_5jj7xDdTwCgH04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="nfCgGm8f">David Cassel</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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMvP5nR3bW50kH_H6lZ3m4W3Nm_wl7NFNWkW73V2cr4T0jcMW8v9pfc5pbgGXW8mfVQ41KsPp4W3Y0d7m7HSjqRN3ygndvW6C5pW3V1Zm32yNg79W2Hy3fv5ScfbVW7WnhLG8q_T4XVQ688Y4qKy1wW3DwJKZ1Whgc-W5lht4s3q-XTYW1BpXpd7ByVGCW4W3XnV3T8bLxW5VftGY3_B3Z8W6SmYT54nkLdTW8T0szy6_6Tl-W554VVW3S-rkhW1bKT_R8-n-7FW3HNs5x4dBJP6W8p-sWH7tgZS2W4qJhly5XpBvdW5rN82n4tyTbyW3z34cP3y7XNyVR-syX3qQYdCW1Bndqr84w6cpW5GlCXL27dKbyW3l4MkM4R45dwW7yJcM3260FqGW650qsb2ZsRzCW8-gJQ_74FT5NW4lcb9s7p6VYrdSq2_P04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="NYEKBWSk"> <img src="https://cdn.thenewstack.io/media/2025/11/53617236-an-le-khanh-o6tmlfbwvnm-unsplash-1024x683.jpg" alt="Featued image for: Broadcom ‘Doubles Down’ on Open Source, Donates Kubernetes Tool to CNCF" 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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3qgz0W7Y8-PT6lZ3nMW7zZQCg6295djW1d8hbY4sVV9BVMG9gs7wp3jfW50-vbH2GGy2BW1LWRz25_bYCyW89fKJp7r5SYQN5KbSS6sV2DsN2bzTWM3syq_W997dhG65k_7tW7pVjm31hJkmZW7sCwb55PzdYRW4_sFXy3LlwgsW80yb1X4pyGT0W42gK0B5xY0sqW73rN1w1hmYCTW7LJDVY69yXVWW1RX6t71n65ZNW3-VnJ42fw_5LW7ctVJ95sBr3CN4hCfMm9_Mb8W4Qtvbs5mypddVvMSFL2cS3kHW5R9rj91xY_1nW933L1Y41j3v-W1RsYdx13RVQkW3PdX0r5HVvx8f8rKKQq04" 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="bFgaXz6T"> Kubecon Cloudnativecon NA 2025 </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMvP5nR3bW50kH_H6lZ3kVW8-gGqh4SgMPrW613hBr2PK0Y7W5x4g7m6x9YcjW7mBJz78dtFKWW59592w2MrX7CVrHhqc8xJq2QW4C7wK51y87RSN6W9Yl5YKj6bMy9QRQfzMTNVRJh2p6-xKKFW593yNT2Qt97sW3MXZ0d1sf88YW55Pbgg42_ct8W8x6Fvs6cSKcgW4bJ8nT9bZHMkN6vC4GrSzb1QW56Mfh85n9fhjVjNVZ66826HTW7wXYqL2tzzHvW50nF6b9kpQXbMkFYc_Yn1qFW59R_5t1PsPxNW7vTDtD77wPdZW3vdvM23cRd8BW7CXDmz8XRH9cW78YN5Y3R--ccV3HMFt24DBjHN9cld54sZnNXW93BSWY7wDZRtW5wTL843d48TjW125tT-7dkzbNN4BFT30Dsj_1f6LglPx04" 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="0Te/Ie1j"> Broadcom ‘Doubles Down’ on Open Source, Donates Kubernetes Tool to CNCF </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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3qgz0W7Y8-PT6lZ3p1W7-2Rkc2ShDHYVKzG6M13H6ljW622dGj5TjmQcW2grLrZ15HcrKW20sLRb2GKpnFW5ZNbpf75XKHHW5mFQwD7rHmw9W55g65s64m4N7W43b5j_88PtYLW44mpVR6fFhgpMQqNtmsYL7fW2-2Scl5HwfYWW33Zcd72-F63ZW32vwCb2cbyGzW4BdBPl3mbSLPW4qNkqD3Jr6xbW6N2tbB3rqp02W3s0NZZ5073ZBVYc68l3Vq-_NW7BZQM51SV4JmW4SglnL8QK8LbW78KV6F81Pl4CW8YcJ3194WP4qW7FnSFp7dB79VW53DJPq89XzqdW2hx-w52HD85hf71MCgx04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="gwPZOmWD">B. Cameron Gain</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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3p3W8H9bRb7Rt3DyW1RWDjR7z7Ml1N3TcLWFDDVq9W4hh4Cl2Fpc9gW5Jnd0x4yrwtYW9lcthP60jbz6N1sPnk2pYX2zW3lCpmR1-RTFHW5ZrK7N2k9c99W52DFRS1GzHGpN6yN8FKPNwF0W22kjNJ2dZqV8W3f6fxF3dwk0lW5jzgZS8LnjtDW6X6H6g9dVjMjV12XPB842lcNW18SkcP5MZ9zRW875fpg1v1RWXVRfFby2jm7frW7GZ9p_6V4zJlN6_ydLsDrdNDW3f5WSB6ljdCLW4RTfvY8sXxwpW35PNGL2xvbHmW1pBX3T1gqVl8W96mzKV7F-4NfW6-pFqM4VXFNMW26tRbF4kt2nPW1zVskz5nCWDVW7_s5hk6wsxgsf92TzXF04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="xu2jb/8A"> <img src="https://cdn.thenewstack.io/media/2025/11/c3117c46-daniil-komov-ljsttwfiqqi-unsplash-1024x683.jpg" alt="Featued image for: Python Is Quickly Evolving To Meet Modern Enterprise AI Needs" 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/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMw-3qgz0W7lCdLW6lZ3lQW7Hvp4D4qFccRW5Yh1ty56V9m8W6YQJ7N1TPfqRW7Xq_nB4f5qyrW1FLrqG5zsPWKW64x4BS8-tJDhW71bTm14sZvd8W8s8hZm6MfknjVkWzYS37csQ0N8Rd0L2L1flRW6kG1wk4yy_0TW2fDV7m3gLVrVW4Fw7Lv4pS29cVmLqZ91tjRcRW77WlVQ1qY1kHW3Mf1D-3GqPf-W1qRvWc709ZKJW1V6FQh7ZZZs_W8GJb5J4Mh0P1W4byD_y90MVKcW35gjQ351gsJHW1M9wQq2-klVmW6V5HVj7C4Q2NW2FDF6y7C3CtTf5mNjld04" 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="Gw/Qy5SD"> Python </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3qgz0W95jsWP6lZ3mwW8zDqHp75dmxRN2VSGQqj4zvBN3Tv8gY9xYZFW5Q1SMS1DTWrPW7tkJKC7CZs-PW83zQ585vGVflW11RqWc1jK33TW7c2rLH8tDMj2W4vmSgL1S6Sb5W4937Nd8q9sxwW2qqM7k1k06mJW1W8dBS3zsftFW4MG3ZS4DDH7PV2wyyv1HClpjW1LcRCX875jqfW4ppLpJ1cBLkSW8yFTtk3Jzp6JW36Sx9t8ph08qW1jNSGD2wWKBtW7zzH1G7JympxW8_2bRm7_CvvLW4mTn-v7NMgZJVfcB5f6ccrS4W7mzsz48ch5p2W7ls8k63gr-MqW38qkC250bn4zM9Tlyyf64lNW4TmYfK5689jqW3h8PYc2wLsYbVSDTtv1N8CQ3f6GJT-M04" class="headline" style="text-decoration:none; 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max-width:640px" width="100%"> <tbody><tr> <td align="left" valign="top"> <img class="rule-gradient" width="640" style="display:block; width:100%; max-width:100%; height:auto" src="https://cdn.thenewstack.io/media/2024/04/50ddec29-tns-daily-rule-gradient.png" height="auto"> </td> </tr> </tbody></table> <br> <table id="sponsored-2" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px; display:block; margin-bottom:20px" width="100%"> <tbody><tr> <td> <h1 style="font-size:24px; line-height:1.1">Agentic AI: Is Your Organization Ready?</h1> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3qgz0W6N1vHY6lZ3pRW2vpFbv3QnNkQW7wLDYn53K7dzW8XgVjF1MWYNFW9lT10l2j5_YdW7Lrl863rt1bvW7GjNmT8VdQdxW5x6tWD6Zrt6nW5TbjSK3CpvZVW830N4_7v1rYxW1bJFFc1Pqx1_W4CLdTm6RLL2dW2pQf_m8Tlvl8W3wZ37h5lsB1RW74h9mK8C0Hs4W1lHm-Z8nvtXrW4nM7N84PzSPzW6HXJ4w6jNphBW80TsNv7v1TfCW6Tdxc36hbt6gW3qVhRn9dRhWvW5BQ4cF5bj3P6W8VhhLc6fP-rdf3mrMT-04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="xOVX60Wc"> <img class="featured-image" src="https://cdn.thenewstack.io/media/2025/11/4a2d05fa-ory_newsletter.jpg" width="640" style="display:block; width:100%; margin-bottom:15px; max-width:100%; height:auto" height="auto"> </a> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3qgz0W6N1vHY6lZ3nQW8Jsf_k6VJ0d-N7x619vj5HJvW7hbFdL1lQzd6VxrpM01Xdc7NW6sNMc23rw0KqW6mQFfm5YdyqvW6ymhCt4lPrkZVPH7Sm2mQg7JW830HLH3dl3HVW4dV63L44Q3HtW2m5GtD4z0BZzW7fl7xp7xZ5rpW1ZYRyn5m09wlW9jDvKR8qsJVmVQXDC82zf0NxW1sGbfq3-lNp6W838x6w4yhLVyW6P-yZR7-FkWYMnzK8NR0qFXW8gG7gb2gwcY9N5JMKChCY24vW3B-ljJ5zHYFXf4r3cMd04" class="byline" target="_blank" style="text-decoration:none; margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a" data-hs-link-id="1" data-hs-link-id-v2="rWZVPqWb"> From our partner <img class="byline-sponsor-logo" height="20" src="https://cdn.thenewstack.io/media/2024/09/[email protected]" style="display:inline-block; vertical-align:middle; height:20px"> </a> <div class="copy" style="margin-bottom:15px"> <p style="margin-bottom: 1em; ">Agentic AI is complex, and EMA research shows most organizations aren’t prepared. Join EMA Director Ken Buckler and Ory to unpack exclusive survey data on peer readiness. Learn to navigate security pitfalls and govern autonomous agents responsibly.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMwH3qgz0W6N1vHY6lZ3pSW2N-7vb5rwSZFW5lZ13p5jYdWlW8xqnwc8hV_FXW89LRH15n3WnbW6kdRl98BJ7-zW2j9kLr3K9KckW5NlN908bTcCYN598qztx5wMLW8wY_312Hhyl9W7xK5PQ8x8L5HW2G54rV7Fn5LVN6zWZlKFZ6qRVQNlsQ78v1wPW6pgGBH3WVlRkW27mfSm7bJNctW5dbyCD93WjQXW25bQ6v2xdMX9W7QKh_S7t0z4FW5y-Kbr2x8hH3W8k4x4m25fcLjW1QgPRB1b7yHfW3L4LSs33X2cZf7pSJnR04" style="color:#ff3287; text-decoration:none" data-hs-link-id="2" data-hs-link-id-v2="1VgpJVMJ" target="_blank"> <div class="button" target="_blank" style="text-align:center; font-size:14px; font-weight:bold; background:#ff3287; cursor:pointer; display:block; width:100%; height:40px; line-height:40px; padding:0px; color:#FFFFFF" height="40" align="center"> REGISTER TODAY </div> </a> </td> </tr> </tbody></table> <br> <table class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px" width="100%"> <tbody><tr> <td align="left" valign="top"> <img class="rule-gradient" width="640" style="display:block; width:100%; max-width:100%; height:auto" src="https://cdn.thenewstack.io/media/2024/04/50ddec29-tns-daily-rule-gradient.png" height="auto"> </td> </tr> </tbody></table> <br><table id="cta" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px; display:block; margin-bottom:40px" width="100%"> <tbody><tr> <td> <h2 style="color:#00aff4; font-size:14px; font-weight:bold; line-height:1; margin-bottom:10px">FLOW STATE</h2> <table class="cta-item" style="margin-bottom:20px"> <tbody><tr> <td class="cta-thumbnail" style="width:50px; vertical-align:top" width="50"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3hCZYW95jsWP6lZ3mwW4sPMhy62p6gMW2Gqpcx3vCK9sN8WqRYW9Gk8yN584CnVD6zSVW3tqPv294KNjZW8qkzdL7pZg9CW3sSXvl2tNvM5W6MjRct3PTxYYW2788Gj17sYpCW7hLSsp8jrXsVW7YpcKg1-v6TqW3ryg0b6MQszSVr6wpl7vbQK5W8r288595QNKKW5t9yJT7SbMJNW290GY234QJVWN4XnRJkxdH0bN2Dcky-WCj0gW4rWj4k1r6PhNW6XB5z14LJ9-dW2pSBVC7fNPzbW8qv27h4LMTbkW2qMmwL5wj3WtW8bG5Dq88ryqVW2zMpQh51vdkCW8YfyLb5QVv1WW7t-6rr1R-0zgW7_307s2wYClkW2dc-Dg2RlQ7MW8v2xsj4Tf3hkf7fLKP-04" target="_blank" style="color:#ff3287; text-decoration:none; display:block" data-hs-link-id="0" data-hs-link-id-v2="q2SKl7hq"> <img src="https://cdn.thenewstack.io/media/2024/05/d43abf80-tns-daily-icon-webinars.png" width="50" style="display:block; width:100%; max-width:100%; height:auto" height="auto"> </a> </td> <td class="cta-content" style="padding-left:15px"> <div class="cta-headline" style="display:block; font-size:18px; line-height:1.2"> Don't Miss Tomorrow's Webinar: Scaling Edge Platforms to Thousands of Global Locations </div> <div class="cta-copy" style="font-size:14px"> Live from AWS re:Invent, Ryan Good of YUM! Brands and Justin Swagler of AWS will team up with Spectro Cloud and TNS to explore how centralized, scalable infrastructure can speed innovation and bring it closer to customers. </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3hCZYW95jsWP6lZ3nsW458vCK1x0Gq9W7DYMbH6SLj0jN5dXMPfTqkvlW2p1PZS42hszPW17B5cD1jS9jFW503qP843xpNKW8BGQVr10wKt7W8h_Rj44FYt_2W3HpL091Q8134W2prYNN88SMkNW433t-52KBqN4W7X5q4z5NTrlCW32kwn-6qYVDhW5PhYb21M8T9mW4BDns68j-ndXV2Tn1K7-X6d9W4WBsb27twV8fW26k3V_25_snVW3gNzK75h2J_gN7_qt5TNFPdZW7Z3LF519bcQGW40j0Qp3JrLG6W2HPHD44rY6mnW3pm1L65bs42MW45wCm68Z-Mx-W2Q6llZ3_Lb-3W8F9mJ8129P8FW1qMPcn47hzksW7bqc5K3VnHHMW1RlRlN8bYZYPdF-r-d04" class="cta-link" target="_blank" style="display:block; font-size:14px; color:#ff3287; text-decoration:underline" data-hs-link-id="1" data-hs-link-id-v2="TXo4JYyP"> Register Now </a></td> </tr> </tbody></table> <table class="cta-item" style="margin-bottom:20px"> <tbody><tr> <td class="cta-thumbnail" style="width:50px; vertical-align:top" width="50"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3hCZYW8wLKSR6lZ3nbW4xYvDS4MWW07W2m8vbq23p_BPW4mWHgF7bZSlvW84bK5t6gDqjxW3QTc0S8vk-03N2szxBlWBxT-W7z8pp5382Kf3W5WknSv6HgzJ0W76LCbV3_jnftW3vV-Wk7RNzQWW86RM1n8c-8wfW91ztt51ZYl6RW66NWMj2GHGq8N2TW3H1BGzCpW8XNsTM1zH2WFW2MK4nZ8RCnJQW7gYdJH1jk9X4W1Q8jMr38Z_GRW38jKRk4fDYxMW70X7RZ4XKbckW5F31q74-v4wrW6Dfltj6y3PmdW3WsVKJ47NB6qN6N76PcGN0mMW3hLBz53QGkWMW3HZqfg4pk3R0W2CTbPT3S_WgsW7Bh68663YfGTf3fF38404" target="_blank" style="color:#ff3287; text-decoration:none; display:block" data-hs-link-id="0" data-hs-link-id-v2="S2P+8+AX"> <img src="https://cdn.thenewstack.io/media/2024/05/f33b2291-tns-daily-icon-look.png" width="50" style="display:block; width:100%; max-width:100%; height:auto" height="auto"> </a> </td> <td class="cta-content" style="padding-left:15px"> <div class="cta-headline" style="display:block; font-size:18px; line-height:1.2"> KAITO and KubeFleet: Projects Solving AI Inference at Scale </div> <div class="cta-copy" style="font-size:14px"> As AI workloads grow, multicluster Kubernetes deployments are essential but introduce new complexities. A look at two projects tackling the issues. </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxz3hCZYW8wLKSR6lZ3nfN4f7tvgTySSvW3bFP2Y9hQlnQW5hfsLL9fj2MWW6hTCtZ8clQlpW6sNh4v4W5TsBW1KFKP44nLMnpW3NPXS_8Sf8hCW6TQcsM7WM7JgN6csFZKKbRM7W8Ht93X6ZTg9zW455k855dp9ZxW8RZ94T8fNVsQW5WY5P-5q6PbTW1ZvvNw4FBwjDW5FmFMv8gcLfJW1Y8SCS46V4W3W5PY-1y8gb2VVW1yLjHl98physW8rwRbG1XYX--VJnPhP87vGF0W4pN5Bj4qF4BlW2KNGGP3V_JwGW7S0xKM8kwxgfVK1g1w7qXz2CW855f4f6R71nFW4YCr1r8q84fnW1rQyV28M7XcYN1qPKJ4g4bJVf3krxT404" class="cta-link" target="_blank" style="display:block; font-size:14px; color:#ff3287; text-decoration:underline" data-hs-link-id="1" data-hs-link-id-v2="eNuxFC67"> Take a Look </a></td> </tr> </tbody></table> <table class="cta-item" style="margin-bottom:20px"> <tbody><tr> <td class="cta-thumbnail" style="width:50px; vertical-align:top" width="50"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3hCZYW7Y8-PT6lZ3nlW7m5TWl7d3DdMN7jMqzPjTqq9N2Y6t4ZvQtYLN8QcWVpbqxD0W3kj4pN3wXspCW7-gWB93VqGQMW8KGXbx64ndX7W1jHlVR113rrWW70FhKl8yNHHKW4SR2ft5Z3g6qVcDMzG3prxdPW8Cq_bR8_RNYZW7KmcqY3pZvwjV-85sw7lZ25JW7d4HLk4xm-MQW7zHh_C2LvW2WW5TCpmK1Q0TvMW7rw1YX5gYJXwW6NbRzt3Zgsc8W3fKjlh4yVcZ7W4qQxzw8fTY-nW5L6sl79lfr7GW6QpxYD3Pj8_WW6sLsnd2wQC_yW6TS9_s2Qf7CqW4h6t2r4KZj2ff3w2LC404" target="_blank" style="color:#ff3287; text-decoration:none; display:block" data-hs-link-id="0" data-hs-link-id-v2="ZlG8FUhv"> <img src="https://cdn.thenewstack.io/media/2024/05/d812c256-tns-daily-icon-watch.png" width="50" style="display:block; width:100%; max-width:100%; height:auto" height="auto"> </a> </td> <td class="cta-content" style="padding-left:15px"> <div class="cta-headline" style="display:block; font-size:18px; line-height:1.2"> TNS Agents: Keeping GPUs Ticking Like Clockwork </div> <div class="cta-copy" style="font-size:14px"> How Clockwork went from synchronizing clocks across server fleets to keeping LLM training runs on track. </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxg3hCZYW7Y8-PT6lZ3pmW7BPm7x9kQlX9W7DR_qz7hZfHYN11PfbB4jY8rW37m6sJ4k1JZVW5yN02l9ggzVdW8sdHzg2JNsZ9W8pGZC-7c5r8-W1sM2Mq4b1y5FV1FR_v6FVqwfW1fQTBV7_wWCdW265qfy4JPrs0N43Ndz1drK4nW3pMngh6mCW8TW8McThr2fnf1wW5gMvB28_76KQW7X_1PM8Kbd8NW6fbvd32XB1r7W85rGSb8CN65HW43nZ-07-7HdCN4MFCLQt_YyjW7wHJ-y3pmJSVW6fbqkV1js4X3N6vgpV2rddynN9gVGXl8gQlgW6-KF2S7jxrxgW18rh9j1-5rSmf982XZb04" class="cta-link" target="_blank" style="display:block; font-size:14px; color:#ff3287; text-decoration:underline" data-hs-link-id="1" data-hs-link-id-v2="FALFWyio"> Catch the Episode </a></td> </tr> </tbody></table> <table class="cta-item" style="margin-bottom:20px"> <tbody><tr> <td class="cta-thumbnail" style="width:50px; vertical-align:top" width="50"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3hCZYW95jsWP6lZ3mQVv3Q1W2l0mGrW4tvqc45x80KyW3D4hBT1yjBsZVcVcM83DD2h_W6n-x825xX3NYW2PKwmH961VD0W3nXDsl1R1ncMW4y9n7c6dCylGW25TTzp3B7J64V6NRqZ3tC3Y_W96z0WL7Pg54_VG39Jb3B-n9gVwvm2T86Wt5HN7RpLzSpdRG5W7hKGmN5R3y4KM6mj6LP-f2_V57WkR34L9ymW8cpccJ6_0djDW19lW-35DpscdVbyyby22y5mlW3Pm8w_8NmYj0W1P6gg04QdB-sW6VWfFf6Yt2G6W1sgLd95HGjRjW6TVPZT43ZC1lW2fKnfV1v4W3pVgvMWt5hq_TJV_LWtT6DNSDtW2H74tH7_L8hkW6G-bqV82JJyqf6FSfW-04" target="_blank" style="color:#ff3287; text-decoration:none; display:block" data-hs-link-id="0" data-hs-link-id-v2="wpZyQTpG"> <img src="https://cdn.thenewstack.io/media/2024/05/a7b840f9-tns-daily-icon-read.png" width="50" style="display:block; width:100%; max-width:100%; height:auto" height="auto"> </a> </td> <td class="cta-content" style="padding-left:15px"> <div class="cta-headline" style="display:block; font-size:18px; line-height:1.2"> Trending: Anthropic’s New Claude Opus 4.5 Reclaims the Coding Crown </div> <div class="cta-copy" style="font-size:14px"> In addition to the new model, Anthropic is also announcing two updates to the Claude Developer Platform that go hand-in-hand with the Opus 4.5 release. </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMxT3hCZYW95jsWP6lZ3p0W2vFg5W54sPRrVhfFpD3ZW7X0W2p12TJ7WvjyTW7vkhRw9jF305W3sfSQk6lFySxW1PV1z-8GlHZ1N7sr7CWkwf6LW7VmG7b3dtQGqW8MX1MZ461V0pW50q0Jp29Yr_2W2JjC8K5y7f8mW72600w1S4yJdW2rZqx780pmWPW51d24p1GSW1pV2Prw62D9KMVW2kRRCb8Bbs4XW67y91267TpWfW6tyvvK296NzmW3V_cst1QpzgRW4G-YtY6RpJcrW4JmSmT6ztx3zW3x13Vc50d4CTW8mFB1z4K2xz2W3VzW-D6sQds3W8wbnz14KYvk9W54PVdv53jvSjW86jF-h3GYYqWW2813Zg70_4VKVCCNHT6mN0y1W5fZWts1JrbKnf1gD3XK04" class="cta-link" target="_blank" style="display:block; font-size:14px; color:#ff3287; text-decoration:underline" data-hs-link-id="1" data-hs-link-id-v2="4GSfAIMB"> Read More </a></td> </tr> </tbody></table> </td> </tr> </tbody></table> <br> <table class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px" width="100%"> <tbody><tr> <td align="left" valign="top"> <img class="rule-gradient" width="640" style="display:block; width:100%; max-width:100%; height:auto" src="https://cdn.thenewstack.io/media/2024/04/50ddec29-tns-daily-rule-gradient.png" height="auto"> </td> </tr> </tbody></table> <br> <table id="rating" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px; position:relative; padding-top:20px; padding-bottom:20px" width="100%"> <tbody><tr> <td align="center" valign="top"> <div class="rating-heading" style="font-size:18px; line-height:1.2; margin-bottom:20px"> How did we do today? </div> <div class="rating-options"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VV_ymP9hJQdSW6ztKVf4s89BWW8GDvjX5GyN5MN2dmMvP5nR3bW50kH_H6lZ3psW77c7tv5ppms4W47fQW313TZJKN1ZBlWGfNMQvW7-qw5S3Djgs2W6XjnTg94V8McW6B4Qyx2Q-y1sW5MJPXn92LqNbW3pMKNx2mHmz7W37cXRZ8ML-fVW5lQZQB6hbry1W5ZwM2v7DqRDSW51yX021vCzClW3KdrtN2qL-gJW9dVbVd78ZJ_YN48vDQV1JcwqW6qVNqC90W--XVt7rY36zvbGyN1Bl6w5Z7K5YW44srCM4cl0QdN3M_SjT7YTCzW2YVNgR2J3lvsN5mPftGNB2JrW8HmQNs8MgkbKW1Snn1b54_Bp4W1t0NrF47MkHBN11G844J4vZVW2Y3nC32K9JhPW5L2R3C25_fY6W7ZYRkh6x8Cw3N1n-p__HDq1wW5ClKKH9f32H8W95hZx88vjl6zf8CVY0j04" target="_blank" style="color:#ff3287; 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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, especially from some administrative role or process. These are certainly garbage. There are no accounts to expire. There are no passwords to leak. There aren't administrators sending messages to liamon.com addresses. These are certainly phishing attempts.

Absolutely ignore those links!