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From: tns@...
To: [email protected]
Date: Tue, 11 Nov 2025 08:56:46 GMT
Subject: TNS Daily | November 5

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Microsoft Research Offers Open Source AI Simulation Market

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(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1H5m_5PW69t95C6lZ3m-W6NdnqS3T6S-WW4vP7167y3cCbW1nVxLW3xTVqJW5nwWKl4cS25HW5rnfpx3cFCXXW63l6GB6-pqsQVYg80y6QFc5mW65_rMs7-c2DrW6RcHlD5MFxk0W7BRV0l31vW0mW7gvxfQ5y3Zn2W69x1KQ5s8n8nW6Jt9V397Mk8xW18VKcx8ddcGGW2Bqq1Q2HTF3gW35dwZx3YJTyjW9j1qrM6hK-BfW17gMwp7xShZ_W8XDxdH6PBnZ-VVs5Df6HxZXBN1KFr9_5mrQTN5nFLXD5qs0XW5xZSBw5Z_brDW8GXVdF40FjbxW4Fpn103F7KRLW6w1htg3Q8TzdW8lMq947L7WTTN3Scf_KrlVStW7KJQsj9l1jrYN1YYfM0Kv298W25G0hy4DGg6zMYcfBjW8FyNW28kgKt6Prq3CW6GNt8T2kgGMmW1JKJLY4B_4N2W8hjSkt28rl5yf5Y6X_z04 )

Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3prCCW6N1vHY6lZ3kLW89R3TF6rzqDLW898-b74-MGv8W3HBjHc1_8jFCW1p6p3v4rLH4XW5QngwS2mNT28W6q-6lK1fnnMMW7ZmSjp8YYCHKW8V7kd499qX1CW12Q8cH3rz4R-W7hKsJc82WbJ0W88kYtX5s2--rN7KWR35YRyThVmltbD6pwchLW6vV3Xp7BNNXMW5F8p7t8nCsm1VJx65w13lNNyW5klgXb6Q_9C6W1N_VGG5JkgnsW1y1-0y2S6hkjW5bBkmr299ZSBW1lYHhs211yR4N3XN2Fc1HMqyf8LYTlx04 )

November 5, 2025

Microsoft Research Offers Open Source AI Simulation Market

Microsoft Research launched Magentic Marketplace, an open source simulation environment that allows developers to study how AI agents negotiate, transact and collaborate under real-world market dynamics. This project uses lessons from AutoGen to test communications protocols like MCP and A2A to understand the safety and reliability required before public agent marketplaces go live. TNS Senior Editor Richard MacManus explains what researchers have learned thus far from the simulations (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3gP0xW7Y8-PT6lZ3l4W3KnTW42H13klW1s-Czr8WdrFtW6FvCMb5Z4DBfVqX3cB6gFr7hW2ZcTFM8-0MsTW2-PgYF3qMRK7VyzNn65PGkcZW48wHW45JppcdW8Ys21d7_w1Z2W89s5c68b0HGKW8wpzJ13XNNJPW2wxNh-6mQ_YfVRDW932-5QHNW3VnLCx550JRHN3x6gSHjssj5W2Kxwd93Xn4qdVzFSTN6YGxHFW6zDdyW1-xFWTW2_fVQp8Wq_CbW13cx0Y6Kf22tW6_Qflx97v59hW8kMPcm7SJpX7N1wfBJtQTyWMW2_CM528Dy471V2BzHy3cGxQJW8d8m7z2rSKQrf9kfyK004 ) .

In other technology issues we’re exploring today:

- Concerned with security issues, Clickhouse explored rewriting its large C++ codebase in Rust. It chose an incremental approach to integrating Rust modules for specific functionalities like hashing and Delta Lake support. TNS Senior Editor Joab Jackson writes that while Rust offers better memory safety, the Clickhouse team uncovered a variety challenges to changing their codebase (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3gP0xW7Y8-PT6lZ3nQVqvsxS92PWZYW6CrMGk6LnbflW5BWC5m45h5F8W1pJJ_f6QD_ZjW4vbwHT1zx6s2VV3KXy2cZJCDW30VSLG2fLxCLW5kpYGc7jP0s3W7pWSpN7VgJHJN4YWDYJV7Q4YW7Dzg_V4n1P-nW8wPkgW3rxXgSW10K13F3Wh_krW36lW2S8frT_sVvWKyc5hzNg7W1BCmjq1jm_5BW2yFtvX1Q0NgGW5D91tC7yxmpPW37cDWg5F7HHbW7nTHNs918CGcN3Fr6jf7p5Z4W7fKj3C8ZqYDhW3dFft97-YhpcW4kMGHx1B-kwhW8Px9Ss5FRcg5V37YD78GT4Ccf1h38nj04 ) .
- Pulumi’s Neo AI agent is a new service that automatically identifies and fixes policy violations across cloud infrastructure at scale. It can tackles backlogs that exceed 100,000 issues for companies pursuing HITRUST or FedRAMP certification. TNS Senior Editor Darryl Taft reports on how this new offering can help platform teams (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3gP0xW7Y8-PT6lZ3kKW98gQdJ7pQjFKW2k2KZB7mh81jVxyB8B4sDGvSVfkW111cxf68W5zMHRR5j35W8W2bhX9q7FkdGLN2by8tk-XrfdN8rxd6ltWtJmW1JLDjH8DQLWmW5l5lyt7mg3hyW6CwV_J4dZqzVN2fGLmg8Z4VpW7SZMgR8bzwYmN6XCCNDzS9YFW488vKH9fkwNWW7V8Lvf4CKfjkW2P46C76n4sLNW3DSZ7S2t9h2tW8SQ1c22y27SfW7Pshx22T6HvfW3B2Dvn6tw8hrW8LNdrZ3kthMnW451SRQ2KclfpW3jx7sB66tHv2W3k81xm3ZFHHYW1sz7153B9KQDf5p5z7K04 ) .

by Loraine Lawson (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3mBW6qRnvT1L9rYjW1GhbYW2LW309W4-NsFt5lsrm-W6RMZjt8kWNqNW6GtJW04475t6W7y2TKq7zm93GW3fTxs66JVMkcW8hpJhJ6M_HllMlLMw5_MX6SW5mG_NP8HxGZNW6NSKT55lZcYMW5qhbCs91L33VW57_jVz2BQk76W7FQmFD7FjRpvW4Vqd0_6B7254W7f5TnC6B26nXW1866jR4tYX26W4ppGbK4CsNHkW5yWyy02fxs_DW3CgDcP8zSt1mW5Fhs4R7VNCBVW3PGFhg8jdYg0W3Nt5R_2qwgwYW3g4jK-8yzFqcdlF5wb04 )

TOP OF THE STACK

LLMs Broke the SRE Runbook. Now What?

by Sylvain Kalache (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3q7N5d11f18H6w5W5kmNRc58Cms2W7x4jvp35q5w2W8xSr7Z6-YGGzW4_Fxgq5w2_j9W3C_v9x7ws_tDW8k0QL2623vhpW3P-lX-1kkHcTW1WmQ1X1QSdr2W6YTrjK1S962bW76sMnb8ss7_MW14Qclf93cKMgW7jz4yW7Hy6RMVB8jmX1Cj2LtW3v73S96FQ871W7tkM0y1ycZ_VW4qch7T9lNh29N4JrFScjDh34VC1Qn44Sr2XcW1KtJmQ7ZL2F6W6QG9R98-tSbhW5sPPsv6tHVKkW3bJLpN6P-mmjW58LSlc7KRkfZf6gx7zW04 )

Featued image for: LLMs Broke the SRE Runbook. Now What? (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3prCCW7Y8-PT6lZ3pFW8cbZjZ4hW6WbW3rCcTh76_Y7ZW8C_6fC5XLl58W6PV_J56-2-xyW7Hl3zm2JGkQCN5bd8sx7c2f4W69npF86v6jP3W8Lxcfx4D8TChW2BD3yk4grHBrVF-0d023SlqXN7-mYgHj2NyRW43Xcyt6z7t7vW1BcDfk3ywlz3W8Tm65l2QqC1bW7pgr798BNN54W5YFDv82prPQKW5gxZQc14bgYCW5jz4mf6lL_7LW5tbqPy8-pd2TW96NWgs3cxjX5V-FXHx7YHH-ZW2N9QBd4PDPMrN7McFRt8Lb6yW2bJg6647FsgtW8vSSsK4TNVpkW7bSYQ58Q0bD1f6dHrBv04 )

Many engineering teams feel they are behind on AI, but the truth is that we are all flying a plane that is still being built.

Reliability engineers are the quiet force that keeps modern software running. After decades of refining practices on deterministic systems, many teams are chasing yet another “nine” beyond 99% uptime. But the AI era, especially LLM-backed features, changes the game. Outputs are non-deterministic, data pipelines shift underfoot, and key components behave like black boxes. As a result, many of the...

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3prCCW7Y8-PT6lZ3pFW8cbZjZ4hW6WbW3rCcTh76_Y7ZW8C_6fC5XLl58W6PV_J56-2-xyW7Hl3zm2JGkQCN5bd8sx7c2f4W69npF86v6jP3W8Lxcfx4D8TChW2BD3yk4grHBrVF-0d023SlqXN7-mYgHj2NyRW43Xcyt6z7t7vW1BcDfk3ywlz3W8Tm65l2QqC1bW7pgr798BNN54W5YFDv82prPQKW5gxZQc14bgYCW5jz4mf6lL_7LW5tbqPy8-pd2TW96NWgs3cxjX5V-FXHx7YHH-ZW2N9QBd4PDPMrN7McFRt8Lb6yW2bJg6647FsgtW8vSSsK4TNVpkW7bSYQ58Q0bD1f6dHrBv04 )

InfluxDB - Built for High Performance Time Series Workloads

InfluxDB is the leading time series database for developers, purpose-built for high-speed ingest and optimized storage. Collect, store, and turn data into intelligence with real-time queries and insights—at any scale. Try it for yourself!

DOWNLOAD OPEN SOURCE

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3prCCW6N1vHY6lZ3kLW89R3TF6rzqDLW898-b74-MGv8W3HBjHc1_8jFCW1p6p3v4rLH4XW5QngwS2mNT28W6q-6lK1fnnMMW7ZmSjp8YYCHKW8V7kd499qX1CW12Q8cH3rz4R-W7hKsJc82WbJ0W88kYtX5s2--rN7KWR35YRyThVmltbD6pwchLW6vV3Xp7BNNXMW5F8p7t8nCsm1VJx65w13lNNyW5klgXb6Q_9C6W1N_VGG5JkgnsW1y1-0y2S6hkjW5bBkmr299ZSBW1lYHhs211yR4N3XN2Fc1HMqyf8LYTlx04 )

WHAT ELSE IS NEW?

Featued image for: Building Multiagent Systems for Workflow Automation With CrewAI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383prCCW95jsWP6lZ3q2W9lNJs21FjDW-W1qplf155Z9DWW2jNs7H64X2gdW3GvWv_7nxH4dW42m2Xw8wRbMWN1Zf-GWgCJZRW45_9NN4dk4rHW3n6bZC27F_D-W7FmJzz9f9zW3W4q-y_b4PJNZnW6rZv174XQzQQW6R8S5q49H9H2N45L9hWPrKDrVnLwTZ2zh0chW2zrkYx5h7dzVW6cM0yB50rgkNW7tT2Wj6b7YKcW7lbKgj4N15DXN7mLQpvCx-t4W4B0ZX93xbn-MN8CBGBnzfL3PV46xBt2DLKDxW1tSFRy2-2P3qW2b1Vgw7SWNjgW68sjBV7VK4jHW1xT0dc3HGn6mW7x_dmk3xDDsLV7x_bl34XZt6Vy84Z02vNspgW5mztzP65xMMMf1jc6hq04 )

Operations (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3prCCW6N1vHY6lZ3p-W24bXS25Zg72HN5HZXl-CNLRDW7bNk1l4GLJ-xW9kcX_F90D_swW8Zw4z36bD9YRN3HTkJ_DljsVW4f19vW3n-VQSW1ctt7C7_-jY7W2v0Pdb5lK6ryW8Tg3Ld8BsP7XW4Fy-VW95dc7TW4SBlR48S7sqxN6x6kNQQ44-tW4fLXlQ1LW3X1W7YVW9c25lH8gN1xsW1SNXFJ1W3jwTq54tKmkqW8374TX8WQ0LnVR6K0F1P6PLPVDxZYf1tgjpPW2gfr-c4qLvLcW3gBDYY45V1chdXFzgn04 )

Building Multiagent Systems for Workflow Automation With CrewAI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383prCCW95jsWP6lZ3q2W9lNJs21FjDW-W1qplf155Z9DWW2jNs7H64X2gdW3GvWv_7nxH4dW42m2Xw8wRbMWN1Zf-GWgCJZRW45_9NN4dk4rHW3n6bZC27F_D-W7FmJzz9f9zW3W4q-y_b4PJNZnW6rZv174XQzQQW6R8S5q49H9H2N45L9hWPrKDrVnLwTZ2zh0chW2zrkYx5h7dzVW6cM0yB50rgkNW7tT2Wj6b7YKcW7lbKgj4N15DXN7mLQpvCx-t4W4B0ZX93xbn-MN8CBGBnzfL3PV46xBt2DLKDxW1tSFRy2-2P3qW2b1Vgw7SWNjgW68sjBV7VK4jHW1xT0dc3HGn6mW7x_dmk3xDDsLV7x_bl34XZt6Vy84Z02vNspgW5mztzP65xMMMf1jc6hq04 )

by Divya Nagrath (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3mcW4BZb6w3KdcvjW67r06N909C6BW463mnw94z1WMW2KHvH86nVHhzVp33Nc2JmmNMW7LzbZg816JJ0W8KRW-g1jclc9W77mdfG8N0djdN8lKC1GpQK_FW4DhT_01Z331yW48kHWJ6hyLnyW7JBxm_5H1th_VlHTnF1Z0TKfW302tNj1R8N6ZW66QQWw94lJT9VN9Q2R5cRdm7W5-rkB141nvF1W2mPxzR5TcnfMW2s5mZ969SHBqW5ZV7nW14dsjMW5WqGCC4_wgRVW4mGnM03YVQSmW5zQ9w165X--8N41H-2qws6q4f9k3xhT04 )

Featued image for: SAP Expands Its AI Stack for Developers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3prCCW7Y8-PT6lZ3pVW7wpL6L3ylxTyW4DbTJj6rq7sBW7rYFw-7Rq-DnVmYJFs4CbpG4W24PDWl1c6w1KW6FQxv223SqzfW7jc8kn7hYQsCW4wMkYj1SJ_p5W2nvZmH1JD9VXW2NDKJh3M967xW1nRwgy8PGP53W6BMF487xKFwsVSmrZ61SQLY-V43BvL98FYqhVq7Ffv8fpJrrW71WpHr7_6Rg4W7xLJQ18h8mHWVW2sPC1KWCMfW86BMrR54MC83W7bWvNQ3htWdKN7KdLsxz_f2HN2tNQj88ctVPW2VJTMz3LsS4TW3ZFBLz122P44W8W5vvB1K2KYMW94Vv_52jSBpGf2FkfRR04 )

AI Agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3prCCW6N1vHY6lZ3njW6LQzt13MykRKW4Vh0LY68t4FkN20n68krpZH8W2x5-3l8GRfsLVrVdh_5qp80MW5qmDy98nGGTVW2PJTj85HjVQRW6-2pQ793fMY1W7Dn5384nKq01W6J6chW5mlHLwW8yJLQw4PBs3-W2FYNtM4bdXxWW7MX7JF4YrxSCN3YjNqHfqCJyW9kwQjq2XJHPMW5p4gjy8bX89wW4cxdfH5bpc1LW524yCB6qGZwTW4GKBP8116lQ9W8CSNY24PlNWQN20hbnmK4dyBW811KdF2GPygGf2xvgk204 )

SAP Expands Its AI Stack for Developers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3prCCW7Y8-PT6lZ3pVW7wpL6L3ylxTyW4DbTJj6rq7sBW7rYFw-7Rq-DnVmYJFs4CbpG4W24PDWl1c6w1KW6FQxv223SqzfW7jc8kn7hYQsCW4wMkYj1SJ_p5W2nvZmH1JD9VXW2NDKJh3M967xW1nRwgy8PGP53W6BMF487xKFwsVSmrZ61SQLY-V43BvL98FYqhVq7Ffv8fpJrrW71WpHr7_6Rg4W7xLJQ18h8mHWVW2sPC1KWCMfW86BMrR54MC83W7bWvNQ3htWdKN7KdLsxz_f2HN2tNQj88ctVPW2VJTMz3LsS4TW3ZFBLz122P44W8W5vvB1K2KYMW94Vv_52jSBpGf2FkfRR04 )

by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3pBW8t-m_f2FCLzKW5VDng721VB6RW3lzflh3Nh12tW4pyd1x8JjvtyW8Myt1H3jBrK0W1mPq_T94djTNW4v_-l_14kxtsW7GkjD45164jJVx3Vq18zmGcSW1Z4x1R2QFZG4W2SBYfT4HQ6TCW7qJrXS1c52h1W4rRzVv1wz-kcW4SXg1338l7vlW1Bms413JtwJgVXJ5ds1Fkxm3N58krysjMTgvMfwn6VGK51LN6bJC-TnZbXyMrbnkHG9bxwW5XstRw5gM4TdN9h_s2bJ-NjtW71f-WJ2PLQ7lN1-5xhFLzYTVf6SZmd-04 )

Featued image for: Struggling With OpenTelemetry Setup? Injector Makes It Easier (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383prCCW95jsWP6lZ3p-W3z6bLj1TbFnJW7R4SDt8F3f9ZV1B1xR9bCWJ9W6MSVnm8FzRtBVCczRw3M_T3FW6W3fn65Qh7-FW4_-Vw_17HhrbW8z0Fzb61dLPDV9XyRq2lRMSlW2J0Xsw7Z82kVW48rK2c5YTmbpW5LjX442hMDv9W8mwnh24wvwRmW4T5BCr97-Yy3W7-rZpN662YgYW50-Ntp8hf6sjN84HCrgvL2T5W6pXg3t5fH5p8W7Y80Q88kxLRgN17xCJqQW71TN4rF473y9m71W7Wrfbx8TbM3hW5fwL0c1jQcdFW6C-Dlj3XLCskW2JCZ-G2p05GFW6tcLmc1JNk8RW8K5mtG431qFQW6s-BQ-8Jh_wgVMTnsq3RKtm4W6n5rZg3tytpJf3LvLZ204 )

Observability (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3pZW5dsgvG35JXQ-W3Cqn6F3C_hzqW2cjCjP4TrQR4W8Kp5ZK6HMN8kW18CtvR4bcqQPW3WCb5s2P0Z1NW4C3sKJ5JWp1WW8rlL2j3xKlLvVssGkQ6Nr_lgW3kz8Nt4J-nq7W7CzNm81lK_j3W6bfKGV5ZxcW4MVJrhwRKJ0wW7_-xmH22N1WCVrJK3472W_LnW8_Gf-78bWRvlW1hZNvj7mdlQKVzncs-3VMTKpW2FYGmd3_58NxW6ztM101-hs-jW6cr26K86XJZ6W7D1nz12Xt8GVW3rs0Cv8y58Y0W5kBt726Sfy3WdDPxKd04 )

Struggling With OpenTelemetry Setup? Injector Makes It Easier (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383prCCW95jsWP6lZ3p-W3z6bLj1TbFnJW7R4SDt8F3f9ZV1B1xR9bCWJ9W6MSVnm8FzRtBVCczRw3M_T3FW6W3fn65Qh7-FW4_-Vw_17HhrbW8z0Fzb61dLPDV9XyRq2lRMSlW2J0Xsw7Z82kVW48rK2c5YTmbpW5LjX442hMDv9W8mwnh24wvwRmW4T5BCr97-Yy3W7-rZpN662YgYW50-Ntp8hf6sjN84HCrgvL2T5W6pXg3t5fH5p8W7Y80Q88kxLRgN17xCJqQW71TN4rF473y9m71W7Wrfbx8TbM3hW5fwL0c1jQcdFW6C-Dlj3XLCskW2JCZ-G2p05GFW6tcLmc1JNk8RW8K5mtG431qFQW6s-BQ-8Jh_wgVMTnsq3RKtm4W6n5rZg3tytpJf3LvLZ204 )

by Morgan McLean (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3kXN3ljwHmk3rNFW35TCmn5w0GKYW4-2k755YszNNW8KD1V947nWv5W8DkZKm5Y2PP9W5mvRsD4dVVl5W4D_HL41d5Qn-W18ldtD74DYSQW17QjhB16pJn9W7t3QCF6Zk93BW2t4rWg3s9GH4W3DV_7c4tMGGRVVdjls4JmNHfW5-7Zrh4CmB-VN4S2sBx3d86tW2QVK663y3kJmVskGyd13CzxSW8WpPZk1f0GkkW8_94wn4PlfLmW1gngmM7CGWH9W6mKJW76TjJgRW259ypr4GKbcHW5lzNl_8XQwN9VXsl4n1K_fVXd5cCg-04 )

Featued image for: Microsoft Launches Magentic Marketplace for AI Agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3prCCW8wLKSR6lZ3p7W39spxb4YvBw3W4LLyr_5BZH3NW4J1Z6t5LXZyZW4_FCVn1kQ4_ZW139z9N6h27yxW7rtqgm4w0w17W4J84Mx3_lnKCVFf1Qv2NN22MW6_xQj02qKnklW490h4y8yt5v5W8X5kWH7hfLMTW72pKlB81F7w7W3H1hZ45-C5jHN2lcyj2MJ8xnW62jwf32hJzCGW4C8WBT3h1RX6W6B9kPW2vC14VW6VVBYb2Yq98rW5XZ7Sc72Hh6NW4wJMXH2vnwcVW35pH1r1g33t4W2bQk603w6G9jW3cghY26zDR9KW86ck_G693bLNN8RDjf_F-D4fVrGDvX7SLt46W6vkwsp4tpqf5W7_H3_d7ncZ5Pf47RXl004 )

Microsoft Launches Magentic Marketplace for AI Agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3prCCW8wLKSR6lZ3p7W39spxb4YvBw3W4LLyr_5BZH3NW4J1Z6t5LXZyZW4_FCVn1kQ4_ZW139z9N6h27yxW7rtqgm4w0w17W4J84Mx3_lnKCVFf1Qv2NN22MW6_xQj02qKnklW490h4y8yt5v5W8X5kWH7hfLMTW72pKlB81F7w7W3H1hZ45-C5jHN2lcyj2MJ8xnW62jwf32hJzCGW4C8WBT3h1RX6W6B9kPW2vC14VW6VVBYb2Yq98rW5XZ7Sc72Hh6NW4wJMXH2vnwcVW35pH1r1g33t4W2bQk603w6G9jW3cghY26zDR9KW86ck_G693bLNN8RDjf_F-D4fVrGDvX7SLt46W6vkwsp4tpqf5W7_H3_d7ncZ5Pf47RXl004 )

by Richard MacManus (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3n5VgZDv04lQfkRN48jh5HHS_WLW80kys52_Vv3bW3ZdkGT7qmpJ2N4RfgPt-JpnzW3pdYT62Gv0ZgW7F6SMS83WMl5W8QmBqg7r3tRVW66Dftk8MndgSW6qcDcv3XWfrqVlP1v184YBm2W46nw5b1FgtlwVSMVXP574rVqW3x6g_Y90bhVBW3xQ0QK1yfrwtTwbR52V4LN7W1LL8k63Rkd66W71HNr78LhsDDW8p9_zF8tndC1MCJwL7DjhDPW4w-nzW5gM4f2W2Vk3tJ6h--SnN6gtgMK2_R98W3z3LR26dDRDdf3FXWLT04 )

Featued image for: Beyond Basic RAG: AI Agents for Context-Aware Responses (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3prCCW8wLKSR6lZ3ngW2vkgvz2N38J-W8htPt65XP_8HVl3rNM1Kkrp2W7ZK2dC3P5YNgW2-bQVd1354q_W8m1-HP8RjcxtN8z79P0DZwZjW6Rf__j5chJZSW3TnTHN3P9rddW7KRP8X4-sS2fW4VSJ152n2_H_N8lSBYB-K5X5W6LzXXX83nVctW8yqc9-3CPS1bV7rDdx4QphWqVPQqgT8wGX1TN5wcFW0FJkHvW4yl6Hl2QBCH1W6X6-ps3wR8p7W8ddb-13qhvLhW3l4-896jqVxCW2sDRdG5dZl1xW7-kdTP7QVDdmW6yhhtW3tsvrXW4h4Ysf8LcFJtW32-pL96Z5hTsW6cwDJJ6C2Z-6W6xKstJ3nJqznf5wCjmT04 )

Beyond Basic RAG: AI Agents for Context-Aware Responses (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3prCCW8wLKSR6lZ3ngW2vkgvz2N38J-W8htPt65XP_8HVl3rNM1Kkrp2W7ZK2dC3P5YNgW2-bQVd1354q_W8m1-HP8RjcxtN8z79P0DZwZjW6Rf__j5chJZSW3TnTHN3P9rddW7KRP8X4-sS2fW4VSJ152n2_H_N8lSBYB-K5X5W6LzXXX83nVctW8yqc9-3CPS1bV7rDdx4QphWqVPQqgT8wGX1TN5wcFW0FJkHvW4yl6Hl2QBCH1W6X6-ps3wR8p7W8ddb-13qhvLhW3l4-896jqVxCW2sDRdG5dZl1xW7-kdTP7QVDdmW6yhhtW3tsvrXW4h4Ysf8LcFJtW32-pL96Z5hTsW6cwDJJ6C2Z-6W6xKstJ3nJqznf5wCjmT04 )

by Rahul Auradkar (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3lmW3gtfqm7j06zjN6qGnXP7wS8cW5kb3s92t75CyMckxK4RvHSSN7PqpBZvpq5mVN6f9m8nrkb6N39x7V8wK8djW4why_X37GkfcW1c_9Hy8yNWPnW1g38JR3B09J3W1Rq1bn3l36ZsVvVtRd54PXh1W1P86XK3V87rWW5BvTKg2XFtqlW6Y3msm5wmFKBW8P4F9C11ytqpW7vY0QJ8hCcxNVXszxw71s19VW1-wGl25VSLPxW7Zlrfv46z7QFMXCV7LSJCqjW7cXvTV5PMkbkVW51xM46F-CdN1N78R_G7xYKf4KHrTj04 )

Featued image for: Moving From C++ to Rust? Clickhouse Has Some Advice (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3prCCW8wLKSR6lZ3mFW70sTFG73Q-BHW6Q0D5m1JS0C2W33NKpg77PzvhN6XWpWDvncrnW7Gf5wK3CKmjRW8hBLcf5W3Xg-W6stk0s5tyhQFW4rGFTs7x-B0rW3GGmt99hK4pzW1RDffy4ZB2yvW8yZ2bc4brn1VN9jv7wBZjx5JW8VrtzH5dBWvpW7wTT-V38SpQ6W73gfXg3M32V_W5x7wRF1JwfZqVK7Mzh9kNqXzN5WvN6yW1Qz_N8Dm_Kn1DphQW4zYs4H1mHh-mW10w1lD1nBvy-W78BxwQ15Q9HSVt1zKW7CRD4fW9dq-hf6ShnByW98QYQC7s4cvBW1DF9xF6tTr5dW1XDRG92lw-nTW4hnTSB5ypLxpf3yGJc204 )

Databases (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3prCCW6N1vHY6lZ3n7W7tprWM3tjzf1W3ZZ9Yb37GNg5W1BDl1j5NczbKW3F_h3B7hpW_gN5s5wDzs1QtpW3GhPbw13S6YGW8S_gv76Z9gbnVYrr096M0lNlW8B5wm96V_jV5VKQ8R412bf_SW3xqxDZ1tktkPW6V2NR66Z5KC5W4lq6Sg2SLsmjW1BQhHY1y_H35W1q26VS8c6B1DW7DbCd94MJ8spW7DBv978XsT1RN3J0w0lqypCGW27-p575M2QcjW38sBR-3pdnJFW28Cf_v97Qyj9W2FD0D55DjNxkf1zQZNK04 )

Moving From C++ to Rust? Clickhouse Has Some Advice (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3prCCW8wLKSR6lZ3mFW70sTFG73Q-BHW6Q0D5m1JS0C2W33NKpg77PzvhN6XWpWDvncrnW7Gf5wK3CKmjRW8hBLcf5W3Xg-W6stk0s5tyhQFW4rGFTs7x-B0rW3GGmt99hK4pzW1RDffy4ZB2yvW8yZ2bc4brn1VN9jv7wBZjx5JW8VrtzH5dBWvpW7wTT-V38SpQ6W73gfXg3M32V_W5x7wRF1JwfZqVK7Mzh9kNqXzN5WvN6yW1Qz_N8Dm_Kn1DphQW4zYs4H1mHh-mW10w1lD1nBvy-W78BxwQ15Q9HSVt1zKW7CRD4fW9dq-hf6ShnByW98QYQC7s4cvBW1DF9xF6tTr5dW1XDRG92lw-nTW4hnTSB5ypLxpf3yGJc204 )

by Joab Jackson (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3mlW6q-m6p9b5b-2MZYbRzwZJ_DW2FPW9P5X6kQ_W3qzZP982466xW7WXj5B67XqlLW49P55_7KF9HVW1cGMTW55fsXwW66ySv_3FNPfNVkt7zQ5Pm23nW849xL72dwLb5W55jf9k63pNfkVpTZDQ1zn1Y_W27q97p4wm3SrVvFXmN3l49NhW7ZktWs2j6SzBW3c52Vj2bfpg7W75vWJc6vl3fPV6wXdq78RzSKVkYqk35cHlq0W2Lz3z14QfC6SW7Zr8R33CwQ7JW10_M3q93Gtw0W5hZpWt51CFwTW2QzcXc81vdJsf7XppW404 )

Featued image for: Pulumi’s AI Agent Tackles Infrastructure Compliance Backlogs (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383prCCW95jsWP6lZ3mwW8S1gH72JTkT5W2xxz806j_07jW4TPDwl7k33GhW3w5_HC8wjSL2V-wLR53rCr_2W19Zvtc7tzKCxW42Hp7R6-L7tJW2zSLP27JpgGmW34YsWp8FHN0cW1YyvGm84KhVZW5ThwQJ23qVjsW1Mrcxz6ghymRW5SS4Zw7yHG4tW6t2RZQ6f0r1MW90_2x85McnkbW9hVDzw5yVKLSW7Pcb8t6tSMXFN60P5YVf8WVWW4VJjPN6bHKbvW6LLWLw5TK46fW41kM3W3KPb-4W4ZpBGh3s5CcKV8WCc619QVW1VFf5JF1mymmpW6-MHKv1LM9KdW1Fq71x6ZfKdMW37znM896nZx3W5ktpzv3Cchy0W7C78KH5Xyg8nW5plQFK2nXBfgf96zSlj04 )

Infrastructure as Code (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3l9W8pHkwM7gTl4pN1S0VXWlkwmwW8JYF1H5PgfbpW5ZMrTn8qzH1MW12rCY020J5JgW6G1lz85hjYRbVGkTdP1tXLgVW4ZH_W67vSQ0dW2Wmw3n5J0nymW3Xz7st3pRV_3W41dZ7C6dLDNNW2LRQqx914VrSW8TVMwc4H9wBsW90t6bk8d33lbW1HG0Hs6nsXK7W2ymwWJ6l-jhXW1mxyH25HjdFWW20_hfN2fpLzPW8SZmt03Z2nL8W5ydW-v4Wrwj3W2_NfJs3qQlBGW7JR9Rk46NKHgW3RR2r75Pn-hvVMd1z28wfW24f4m3cd-04 )

Pulumi's AI Agent Tackles Infrastructure Compliance Backlogs (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383prCCW95jsWP6lZ3mwW8S1gH72JTkT5W2xxz806j_07jW4TPDwl7k33GhW3w5_HC8wjSL2V-wLR53rCr_2W19Zvtc7tzKCxW42Hp7R6-L7tJW2zSLP27JpgGmW34YsWp8FHN0cW1YyvGm84KhVZW5ThwQJ23qVjsW1Mrcxz6ghymRW5SS4Zw7yHG4tW6t2RZQ6f0r1MW90_2x85McnkbW9hVDzw5yVKLSW7Pcb8t6tSMXFN60P5YVf8WVWW4VJjPN6bHKbvW6LLWLw5TK46fW41kM3W3KPb-4W4ZpBGh3s5CcKV8WCc619QVW1VFf5JF1mymmpW6-MHKv1LM9KdW1Fq71x6ZfKdMW37znM896nZx3W5ktpzv3Cchy0W7C78KH5Xyg8nW5plQFK2nXBfgf96zSlj04 )

by Darryl K. Taft (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3q2W2gnNms1rBq0zW1m2XDY4L1KmQW1KwTN_6_-BWNW4_sGW-6Yc01qN5dyqv_7XnSNN10nnLt-RsLWW3ylfMp44_tPKW5TGpWh2429bcW5XZY9t8YrNdhW8Bw2cr3FcJgXW9bmVjx178gRZN4jzttGvd0p1W8JgzwL13b_dBW1K8B6Z8T9f2bW2JT1d15fCtVvTbWzW3xGC_GW8Cg6NQ387Qm3W9jD2kB7rDtwhW8MXqFg2STYdyW2RsPtf1xbGcQN1GcPJ6QFddCW92bYDv7xZTPsW2cpgdZ6NvgJ4VpH3YW5SRqpmf6VSlB604 )

Featued image for: Fixes Required for Prometheus’ OpenTelemetry Integration (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3prCCW8wLKSR6lZ3mTW1Z68jj5Sg4FFW31vpv_6w_QTgW4bgxpY724ClgW5RQ7B92-0qPtW6z3RkK1B6w9nW4YrCbz6mmx3hW2TR0mt5hL4MRW1syNjb1qjFzMW4p2np755YYpzW61NFsm1xH1TDW1TDM-x5DtbrYW6KTkWY6Brvb0W2pJfzm1yC5WbW7n0_RH4P7crRW801fzS6Gw229N729kvbLX0nhW7DCQtm3jqqTtW2fm_S88pjgSPW7hZdBv3S4xvJW6479W31KCLh3W5FZ9qH3mGkCRW8kjXGs8Nt4GtW8kGqfZ3pCPVnW6ByZ6P5QtJQFW3MgZs28pDLWfW1NhR1v8TlS5dW3-Mf7f8F5xnCN8sd9fKvrFY5f5wpB_T04 )

Fixes Required for Prometheus’ OpenTelemetry Integration (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3prCCW8wLKSR6lZ3mTW1Z68jj5Sg4FFW31vpv_6w_QTgW4bgxpY724ClgW5RQ7B92-0qPtW6z3RkK1B6w9nW4YrCbz6mmx3hW2TR0mt5hL4MRW1syNjb1qjFzMW4p2np755YYpzW61NFsm1xH1TDW1TDM-x5DtbrYW6KTkWY6Brvb0W2pJfzm1yC5WbW7n0_RH4P7crRW801fzS6Gw229N729kvbLX0nhW7DCQtm3jqqTtW2fm_S88pjgSPW7hZdBv3S4xvJW6479W31KCLh3W5FZ9qH3mGkCRW8kjXGs8Nt4GtW8kGqfZ3pCPVnW6ByZ6P5QtJQFW3MgZs28pDLWfW1NhR1v8TlS5dW3-Mf7f8F5xnCN8sd9fKvrFY5f5wpB_T04 )

by B. Cameron Gain (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3kGW3S7dXr81smVkW95trkq39ZcB9W7z5zKX68yxlBW46CM165hgYwnW3jsTc07qh0NDW6CG6HR6CdBlSW4S86mZ4tgksdW2Q1wYz77k09VN7tfn5DHs30BTcF_L1Rj7BgVgDxyP4VGF2nW60Ywkr2p0HFTW59nvDx42YD2RW6Gtgtp4skVhYW5Sl-J08w0SlQN4vRjP8NyrqsW9b-C5y95Lwd-W8Smqc42MKPrrW49F-wT3j7CLcW8X4_M-6vJlRkW8PB9tZ4wZQ-9W4Ld63l2HfMy4W67m7k42Q1wlgW8Bk-Ww5nQ-lTf7pMRKx04 )

Featued image for: Build Your First HTTP Server in Python (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3prCCW7Y8-PT6lZ3nqW4txtW64VBlY5W9j3j5m6cKZydW1wGyyK6rFBscW1W7DJ17nr9TbW8hNzF58kqrwZW7Ky5006xwCc5W4rWJYg6c_GPHW73KJ__2bKKzJW3f4SDB6X3FCLW6JXtg-2Y5WdPVbDV7818Qz-dW4YNrTL3YD9Y3W2B8Ptl4Nq8lbW33QK3s8YLXYpW3QtS317WwwLcW92k6jH5TB6knW5fT7gx2YLQhmW4J0ntK8twSM5W4mbcQ683zlL7W7ShzS17W7f3kW7YQ4p6309bvBW28YNxZ34_8XGW1z5G8_6mG-3DW7wRb1h5tQplSW3ZB53T2DBGRKW7Dgz792Ph1Fyf8VYs4M04 )

Python (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3prCCW6N1vHY6lZ3nZW6KfMnV6rQs3JVvMrwn266SgsW461J8Y67CGnPW60Nm824z2Vp5N64lpKP3BQK2W83RGdH7NqQqRW5PKJfS8KPCZmW7SC9gY2J8xknW2V3ND02hKl_jW3C0KJh195KLfW8XcT-P2YbBW3W3z1Dtp4lCdv4W2mDyLD4LffvCW3JVx8k1_QVPtW7fHCGY73nfqQW2Ph9k_96-9VnW42qWjG3_NF8JW7Ds5kS79nYHSW2HWzzf2rDv3zW3L4ZTw8CC_nQW7v6sh73LRfgxW6GKgNh7JWB1Rf6VTd3T04 )

Build Your First HTTP Server in Python (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3prCCW7Y8-PT6lZ3nqW4txtW64VBlY5W9j3j5m6cKZydW1wGyyK6rFBscW1W7DJ17nr9TbW8hNzF58kqrwZW7Ky5006xwCc5W4rWJYg6c_GPHW73KJ__2bKKzJW3f4SDB6X3FCLW6JXtg-2Y5WdPVbDV7818Qz-dW4YNrTL3YD9Y3W2B8Ptl4Nq8lbW33QK3s8YLXYpW3QtS317WwwLcW92k6jH5TB6knW5fT7gx2YLQhmW4J0ntK8twSM5W4mbcQ683zlL7W7ShzS17W7f3kW7YQ4p6309bvBW28YNxZ34_8XGW1z5G8_6mG-3DW7wRb1h5tQplSW3ZB53T2DBGRKW7Dgz792Ph1Fyf8VYs4M04 )

by Jessica Wachtel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3p_W3Yl77s8xrZ02W58FrbZ4Fq9YDN7Pp_XRX0crCW62VDg_5KN-RtVbzc5S7pXPm_W3Sql1P76QH1-W5tsbhN6TpcX4W2dTGJK77_07VW4bbkrG31np2FW5H4dyc99L31NW29-j2K56Q9w9W2fs6y43myZ3gW8FMlVY1nXH5FW87Xpgp1MNw8_W5J8Wtm8wThkTN3zSFsHVv-07N35JwDfv5JxgVV1lSy9d6qhVW5C0txG56vmQNW6c_Q996_v_8JN66X6jZ_rTF0W5rncLq9512VDW8pYyK36cVGKPW5vDsSr72QBMmf3-JMMs04 )

Featued image for: Why Diskless Is a Game-Changer for Running Kafka at Scale (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3prCCW8wLKSR6lZ3pyW4_-2SY7NHLJCW1L9Y9Z2HgZyJW5h_MVY7PfFp8W4Qkkr_6pNfBTVGQkqC16MKLhV3p92T8RZ5zRW39Lc7W6L3grYW9bM7-G8pCcHtW91-vj86dNHtvW33z7m_2ngHrvW2nT77S3zh6q5Vj8-YG1lzWkgW62j0Ym7_ZjcqW4jQfj41K5z2VN4Tq3MvfgY9dW8_fFKz50Hln_W87W4Tn7d5ztFW5VnW3k5t_RHzW3XFHQ43vFySFW1LQkk36RyX52VPdGyT76d1vSN6fQJftJ8d4tW2JHFFs5ZYq7LN4ybFCCftJlhVxgX966cfbB5W3TgTrn7hL2P1W1kXmMg5Xf5ndN3vDDxJd_Yz3f94XLd404 )

Data Streaming (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3n_N8fKMBvyH1yqW13gS6672gDn8W37WtY81kvMCpM_gxzBhZsDDW8mXBrW3gcwWFW3vlwCY7JzNGZV9BVmy2Vm3N8W8qm75C7Z7N2pW2KLvKX1tB8r9W2nwDXT2S7TkKW6W77jL3vJRgbW4Ttklc1vMp5dW16pBrV2Sf5TxW5w-NMV8jjHCGW1PMc_c7-j0wyW4Mjyth8vPQJ-N9l8NFVkKJzpVxn3625jJlHfW57RdT16P-CMNN4h5fHHTrlbKW9blqsS28ybQGVhPFf95BLRVdW86g07p3lR5SvW5FLWvj4yx3pHf3RhT3z04 )

Why Diskless Is a Game-Changer for Running Kafka at Scale (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3prCCW8wLKSR6lZ3pyW4_-2SY7NHLJCW1L9Y9Z2HgZyJW5h_MVY7PfFp8W4Qkkr_6pNfBTVGQkqC16MKLhV3p92T8RZ5zRW39Lc7W6L3grYW9bM7-G8pCcHtW91-vj86dNHtvW33z7m_2ngHrvW2nT77S3zh6q5Vj8-YG1lzWkgW62j0Ym7_ZjcqW4jQfj41K5z2VN4Tq3MvfgY9dW8_fFKz50Hln_W87W4Tn7d5ztFW5VnW3k5t_RHzW3XFHQ43vFySFW1LQkk36RyX52VPdGyT76d1vSN6fQJftJ8d4tW2JHFFs5ZYq7LN4ybFCCftJlhVxgX966cfbB5W3TgTrn7hL2P1W1kXmMg5Xf5ndN3vDDxJd_Yz3f94XLd404 )

by Vicki Walker (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3prCCW7lCdLW6lZ3p1N8mhNYDPjzbvW8WrV0175gNFcN1r1S7nRw9YHW4JKW9H8G0N18W50PWCz14sjktW39YbNz4FYlJ-N53-LXJrp2WDVmSlpl9675T9W8-Lydm6K57DrW6mb3p82X3zGsW1MC21R6dPf92W4wXBG87ZC4zwW9ldQ7Z2YBbZ8W74xLqn1Hkzq9W5rcm1Q7S25P3W8TGb-k4Y4FGyW5p_6cz5WbHMHN1n0tYRQp10VW2wzDcl4hq6VmN67SB0-KD7gzVwRDml2yBx7-W2qkzf_6P08C5N44Wp-1XjYCbVXw55f6TBY6jdz3bV604 )

Secure GenAI without exposing it to sensitive data

From our partner
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3prCCW6N1vHY6lZ3mtW40M8QJ8mvjnBW3Kf7QH46TT3MW16H-TK8qlwQZW5j1GCp2bnQN6W7B2HxZ5N2HwyN2Z5fBwfRhmyW2HMZW21GP_mCW4GB9Hl6LlBvKW91nD-_9gqcSmW2N1-ZR5mBdcTN8BMcfnf2sKGW8hQ4vp9cJ51-T355Q6rVW8gW94kDq35-6yj2W24hNf74Q3__BW2qG1vS3h500FW1nTqN92CsH5zVcZ8Fp41cPNxW7-BFd01dB5xwW6qL6_b94sGBcN4CZcdVtR5w7W1KbNdB37cCN2f11ktQF04 )

Join Skyflow’s CPO and Head of Solutions Engineering for a fast-paced session on securing sensitive data. They’ll share real-world customer architectures and demo how to build privacy-preserving AI, protect payment data with tokenization, and ensure data residency at scale.

WATCH NOW

(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3prCCW6N1vHY6lZ3mtW40M8QJ8mvjnBW3Kf7QH46TT3MW16H-TK8qlwQZW5j1GCp2bnQN6W7B2HxZ5N2HwyN2Z5fBwfRhmyW2HMZW21GP_mCW4GB9Hl6LlBvKW91nD-_9gqcSmW2N1-ZR5mBdcTN8BMcfnf2sKGW8hQ4vp9cJ51-T355Q6rVW8gW94kDq35-6yj2W24hNf74Q3__BW2qG1vS3h500FW1nTqN92CsH5zVcZ8Fp41cPNxW7-BFd01dB5xwW6qL6_b94sGBcN4CZcdVtR5w7W1KbNdB37cCN2f11ktQF04 )

FLOW STATE

Don't Miss Tomorrow's Webinar: Transforming How Developers Use Observability

Join us tomorrow for a live session to explore how AI-powered observability transforms the developer experience from friction-filled to flow-driven.

Register Now
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383gP0xW95jsWP6lZ3n2W7HTz8G7jsmNKW2SCHwp4C8mjKW3VQq8h8SzwvLW8M2SBk5bVFlgW8F3n-P1QWhswVVdBjv2GGTjcW3LVLDG781TDKTPgys1vqhXhN2bSM-_cWzPjVVkLLP5v4DdpW6c9Mnm75JS2jW8P0s4z1ND9JRN7t55Yf5Xw5nW5YKCLW7n2X9BW2NF83-7Y5JtsW7B1BS59cYH8ZW83MT1x52Jp6vW3SYccS3Nq882N1_gVbd9v3cPW3t81mZ1MXLfpW59GfcJ38FxyzW408ywK7ZRFfXVBTgmj1VvxRSW4LpHDQ1ClmpxM2tx9SWH4jyW83gTN4500QQNW7LLbFG4T-v7wT26Cq6TmGZ9W4dPvk26LFNzmVZ-x-Y8GJW45f5X7_kz04 )

Look: Developers Want to Build, Not Battle Friction

A new survey shows that AI and automation are creating new opportunities, but engineers remain burdened by maintenance, technical debt and tool sprawl.

Take a Look
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3gP0xW7lCdLW6lZ3nzW2kvzj65tw2DsW35c36B5Rjd01W40Z66K2QljhHW7lX8Vg11knJBW2BrQxm6bd0RVW4Y3BfK88ZXGsW5cfCHV2XkCtGW54z9tP7sqspKW48JLCM21ZwQPN24sYPKcQVscN6FJ9zDY1CtYVBbbdW8NwLlzW8HNrP765wdFfF5kp6PL_TfnN89y-3bG6H1pW84Z5Dt56P8X4W1gZ--Y5pxKCNW5YGMt-4H5bw9N4NF9NgjFNvHN5S0Dw52sWX9W4H0N_c7jT2vDW3lmWv27KG_r5W2DYzS83tF0yWW2dT1w27dMYYPf7hwsd004 )

Trending: Stop Writing Code, Start Writing Docs

When it comes to AI, says Keith Ballinger of Google, developers need to slow down to speed up the process: write clear guides for AI agents, focus on architecture and create a project plan.

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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-november-5-2025"><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;">Microsoft Research Offers Open Source AI Simulation Market</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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3qgz0W6N1vHY6lZ3mtW78jf4F3r-nvbW63BF831KYLjbW68gB6S6mnRJ1W1xCBxg5kNHTCW3cwR3T9fgRtdW5C7_HJ53bCRbN10C-VC2tL9HW4H-f391yNrYBW8lVR1846k3b6W4J0M2y73r2-xV4t6HQ2jns3DW47nCHt8fy3HBV8_WfG2FcHJTW5KbDZW8KGW49W15F9rj3sFw4qN4TF8q8Xz6ZKW6483936_W1VqW4wLKNb90lbNxW3Z0hkq6bNBVfW569c0H2ZwgRyW6Y_SWV7NX8NLW7thZCX6nRGpMf4NLgCj04" 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; font-weight:400; color:#48607a; margin-bottom:20px; width:100%; max-width:640px" width="100%"> <tbody><tr> <td align="left" valign="top" width="33%"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1H5nR3bW69t95C6lZ3lSW8X4ZXM4Cj9YtVv09FD2jSW0LW5N0ByG8l5_DZN7dg5Cbfvb6sW6w5ThP3y91gcW2K6qLW552P1KW8L3tDs6DcwY6W3fHlvV4DhbdPW8h9wwF7Mlpl2W4W0Z1t6g3lT9W2PJRwJ3kdwwXW8DdtMK82sQRdW7q5yh-3vMsQkW1Mh2fq89hTWqW1QqS6V87gwBKW36T-XK6X0WQTW54-YY96gFv9BW3WHGJV5CPGh3W627Bjp2cJKpWVD8QQJ7vjFZxW5BvrC-2p2YVPVJwNJy1TGWKvW6Wc7m32RCFgtW7QrwS0140hP6N2hp877MvZ1kN4TNhMNP4B4xW16ZHpP336ckzW3mkF2K8xyDSzW8w-yDt72hyJ7W5T40p870ccdGW23Ty8d9jn0S3W6j-JJJ67TKpDN11GdpTQ_7jrW6ptvVS6V57nHVZcpR86zyLbXW5zQsG-40mFnxf86FNjd04" class="link-view-in-browser" target="_blank" style="text-decoration:none; color:#142640" data-hs-link-id="0" data-hs-link-id-v2="CwnuDCLv"> View In Browser </a> </td> <td align="center" valign="top" width="33%"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3qgz0W6N1vHY6lZ3pLW5GmmJX5yYwTqMMmSVzy88pGN15hrxxjYcJmW5B6JXY1QC5fnW64xKhv2gZnpCN1rgYNxvmTlQW6xrxN74YrYCrW6gbmB45sFY32W4FT9q192vCGWVq2Y2q5gwJzDW4yBF7x72FJKxW8vDq6g8bgglMW5DxZ672bh9R0W2dfzqg6rzY4dW4qPXSW8vVpP4W68lwFZ8LG_p4W3jczMh81rc5sW5_pR_p5-rYJ6VJ77sh3Q9yxjW5w3LcB8y-D-FW1C3dhN82Wxd2V-0-F-8c480Qf5gBwTs04" class="link-together-with" target="_blank" style="text-decoration:none; color:#142640" data-hs-link-id="0" data-hs-link-id-v2="2wQPnTin"> Together with <img class="byline-sponsor-logo" height="20" src="https://cdn.thenewstack.io/media/2022/03/[email protected]" style="display:inline-block; vertical-align:middle; height:20px"> </a> </td> <td align="right" valign="top" width="33%"> November 5, 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">Microsoft Research Offers Open Source AI Simulation Market</h1> <div class="copy" style="margin-bottom:15px"> <p style="margin-bottom: 1em; ">Microsoft Research launched Magentic Marketplace, an open source simulation environment that allows developers to study how AI agents negotiate, transact and collaborate under real-world market dynamics. This project uses lessons from AutoGen to test communications protocols like MCP and A2A to understand the safety and reliability required before public agent marketplaces go live. TNS Senior Editor Richard MacManus explains <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3hCZYW8wLKSR6lZ3mmW8qp3jd3B-2WKW4dDwqP2ftYZDN2yzLX648NN7W7tNr2_23k_s7W5QvM644hD5TSW67WCFt1Jj88xVjxtVG1-JkY-W4h6w4K2Y8Ry_W8cXtLc8g554nW34MsT79001FgVB5fFT8hFkBfVkYqYT6B2R8dW5YtY974h7VXCW75_wXR12lKPyW7Q12v81SJ4wDW2xsFxl57x7WSW2PDZjy2qKYRdW93PZSq8h9PrzVkHwrg1fQFbbW3h3Pcc8Hp5msVkj8dJ120PGxW5gXFv9242ZR5N6wdy-WRtd5VW99tfF568PrJDW5L7X6g1B0RQ2N4Z--YK9LmFnW3Yyv7N24VRR4W49q2_S8bKWHddW2txH04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="RG4ncUw9" target="_blank">what researchers have learned thus far from the simulations</a>.</p> <p style="margin-bottom: 1em; ">In other technology issues we’re exploring today:</p> <ul> <li style="margin-bottom:15px">Concerned with security issues, Clickhouse explored rewriting its large C++ codebase in Rust. It chose an incremental approach to integrating Rust modules for specific functionalities like hashing and Delta Lake support. TNS Senior Editor Joab Jackson writes that while Rust offers better memory safety, the <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3hCZYW7Y8-PT6lZ3mQW46dhM27myZtLN5hbSMYbnyLgW5xdbqf2wH-ChW6M9LKD6vT051W308fnk62PkvXW162-3Z5fG30CW5gDwxQ5PR8KHW7QfnsW7QS4F2W5kXgpT87Xm2BW3VdXWV8HP1lKW21s3mD8dyNDPW2qQj-T7vP7twN15WKXWdJ4mtW6qWNVD58Sm-xW2YHwVT3-8G_NN4hV_gmtvB5sN9c2zV_304J1W8KHyZq3r3h8XW2LcpV25b8h-6W8NQ-Mg1ptMPzW7MTRrN142pxlW1CSdM-4p_wkvV8HhSq7npXnkVh0-W24WGJtJW7xCtM08TfvTBW2Tcwg42ZwH17drGDtz04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="enxc76zZ" target="_blank">Clickhouse team uncovered a variety challenges to changing their codebase</a>.</li> <li style="margin-bottom:15px">Pulumi’s Neo AI agent is a new service that automatically identifies and fixes policy violations across cloud infrastructure at scale. It can tackles backlogs that exceed 100,000 issues for companies pursuing HITRUST or FedRAMP certification. TNS Senior Editor Darryl Taft reports on <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3hCZYW8wLKSR6lZ3ljW5PSnyB5YLHvGW5p9pv93wF_qXW7Xmz7w54439YW1_NQZ0372X_vW2HBRnX4llKKWW1_n7L84NNb7wW4c8s6r14H94-N150HSNKLFvJW3vNPCN7G65KLW89-r4B3SpmGfW4_wG2X8FmYsvN4HswnP5nj94W2Rs6Tv10LqWmW5bb6j56r-fHDN45KB_K_5q5nW4J2b866QkK0DVlCf3g4_JdXSN7Ld4xvWKknpW15PP5473yhSbW6yqxN98sYzpjW9bdlRB6wggFDN4GbH2M3SHDdW61n4HX8L9NDHW7qQmG95j3l3cW9h9-FS3KTyRqW8kDbK_6_-bptW2zQWgR5DLg2yW4XQ9gR5tC50Yf8qLpf604" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="CxsNatKR" target="_blank">how this new offering can help platform teams</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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3qgz0W7Y8-PT6lZ3mFW5Wm5vQ8kY69cVYqFb26gSc2JW2_HfKG4qTn6NW3HR8PM3KkR1dW7yQ5Lv3yXQqSW2yPyhg2BjcRpW2x2rqZ2-1KRgW8TH7-Z5Rf33_W4WscHl2F7PD_W9kVJ111GPNHTW2Md7LW4CMgBYW7STtwV2-01CWW5p_gmT5tYSTKW42rYC24_m5gMN7ynVHlq77FlN7l2yYYN9lsLW8v_p0r9cQGVHW61sq2P5W8v2tVKK8KB3DSMGMW1D6jFN8jgjXgW4kJCZS4RT-QzW2cpmxB8t62KqW6W4P8p5knQC5W7gqQXp2pVHkdW8DC_rv2FrvFRW51fGwX2LJnlZf411gZz04" 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">LLMs Broke the SRE Runbook. Now What?</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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3qgz0W7Y8-PT6lZ3kzW9gjJ-94pCNx1N1y2KqnfBscTW5mdSlt7dvRBJW2gWCCh9bLV2nW3vkSmw4bjc2YW2DDq9-1zX_q-W1ksY699kt67BW8H4W367lrQ5mW8rmw0T1RDMzhW16nYk43h_d4_W4r0L3l2BdcK3W2S7QNn1F6thhVNZz5L8mm9HcW8mGPT_36RVMbW6sM2y-5w677KW4ZTkvq6cwf-ZW4Wp1T77Tw7J0W76yXGY19ZLlYN2S_P2RRs_hWW86QTDj7gV6HXW6FtFPh8ZM2lbW6XSB1t92bRSvW5s_Nn87T2Dd_Tkvsc8sn8QQW7jhSG04tBm_8W6Bq8sH6YPbPTf3N8Kqn04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="C3z/dDm6" target="_blank">Sylvain Kalache</a> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3qgz0W8wLKSR6lZ3pMN5ktmR-yxX9nW8Lky5x9lJmwJW7DKrJ24nWtV6W3Vyr_36Sb2wrN8LhsCz_BmmJW77rgZS6qdQh2N6cDmNjDNnjdV-Gmbb1CYFn9W8LvZg_9cy2rNN3Z1g7SXLlLsW284SW18ZhMFnW6VWTyT7YRq-5W4nw8gk5tZ_smW2m5ssD42RGYjW4r2DBJ25wgw8W51GZqJ2DPxhbW64Ck0f84t8r1W78hF-H6ntn-_W853lf87GqxBrW87c89-8yFpSkW58Cm3L416hssW7NZn267sL8cTW4hp8fb31MgJlW320GTv3JV0WVN5SYZZPFcKfqW705jjx4qmsGWW111BG63ZxfmCN1S43Z3pQBC1dMKh9T04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="UadL1s4K"> <img src="https://cdn.thenewstack.io/media/2025/11/fe7aacd2-c974-4eab-b18a-a54907fcf587-1-1024x768.jpg" alt="Featued image for: LLMs Broke the SRE Runbook. Now What?" 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"> Many engineering teams feel they are behind on AI, but the truth is that we are all flying a plane that is still being built. </div> <div class="copy" style="margin-bottom:15px"> Reliability engineers are the quiet force that keeps modern software running. After decades of refining practices on deterministic systems, many teams are chasing yet another “nine” beyond 99% uptime. But the AI era, especially LLM-backed features, changes the game. Outputs are non-deterministic, data pipelines shift underfoot, and key components behave like black boxes. As a result, many of the... </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3qgz0W8wLKSR6lZ3nlW8mnXy38ZvwNPW2MnrxH5wD77VW6DhcBX357bvKW8Qr8bS59HdscW6904BL3Wr4QRW2NtMBN2Kc240W4lk1Lf7j4CBmW50LnbR63KDcbW6FqnV86JtZTfVdP8rH6RBQq0W5KG2Sn7lFLb_W2gpsyd2mmVjHW1W70XF6h8FqkW28xjkh3Ts9lkW4LvCBh2q3k90W3QNnK12j2R8rW3_pH9538ldjtW4bcF8619bjz-W6BfBgY7-2TxRW5LCQK68yb47yW5GNSMS3KsBrzW9hzFxr3sMKDdN3mhRWvSx9lmW2zDyDG16HPJcMw431-s_tXsW95XTHW3PzGB8W8WSG4p1P7_10N54GDDY_jjCyf1tZZFW04" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="YGi1joAg" 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">InfluxDB - Built for High Performance Time Series Workloads</h1> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3qgz0W6N1vHY6lZ3pJN22p0PM5q9V7VJgmZj7yldVQW5r3PHs96JHqvW935p_G4GC_5MW5YTVmH4TBBRQW66Qk8Q5Zj18lW5vYcL08TZG-3W5LMTSn8lNxsxW3C1_Jr3Q7TKTW8Zx5n54-pmHXW8MFP_6156sVWW8YkGK88Z-pLqTLlzM6G1HzXW2gS9pX4Rm7PfMtvXkDSdbDmW6jgvwV3ZQkVDW30n_Df6s9qjqW5l0Pkp8qXQhRW3xcDrB1cxkcqW81N0166H-T5hW63fBD07PqjsNW3fTKTq86lcf-dFqWP-04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="XD7dUUdK"> <img class="featured-image" src="https://cdn.thenewstack.io/media/2025/11/3130a748-influxdata_newsletter_turn.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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3qgz0W6N1vHY6lZ3pfW3-xQ_Z28vRZLW7F0lvv8Sj7zHW6T4NBl8sgbMPW77d8BH1VQ4lSW3KPprk8ZG74fW6VLwSt7wjq7rVH3_N25MDKG8W81Wx074LVc1wVdrd968xcB5PW2Y5jyR4k0w4fN83dtfdrvyFqV4QRk93DnG4hW8C80PN4sT2XrW5KdF296-Qqf7VGqb8y6-Q-GmW2Pzv8h4yX8HHW8GPvFR6X-jJ5W1X15Pt8-0WqFW8mb40c88HjBJN3b3nx4y7dSVW66LN1d5xRjMBW667tkl8B2NnVf20r2b-04" 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="34AR1YOl"> Together with <img class="byline-sponsor-logo" height="20" src="https://cdn.thenewstack.io/media/2022/03/[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; ">InfluxDB is the leading time series database for developers, purpose-built for high-speed ingest and optimized storage. Collect, store, and turn data into intelligence with real-time queries and insights—at any scale. Try it for yourself!</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3qgz0W6N1vHY6lZ3nsW5jtpcl1N8mhHW8CGqzP8Tjf_9W8DMr478FcpMHW8lhRTn8KFbRLVRsr7j7dXkT0V7LjY06BZXlBW8pWbBh6Sc5YDW4drfw45KMZ4_W5wLZDy6RTzXxW6GjnjT98VJH4W8KbQVc7BFn5GW4P-7vm2DnvzsW82TPkn79Q03WW1JM_M27jybbwW3BRK182-GmVhW1sDZrl5sk4TZW548cGl6Rf3YvW4QX7FC6z8fjfW2DfhD967RxPQVDDQHG6hr0b_W1QHxgD13lQVkW77CRNn3-CQbSds6Fkl04" style="color:#ff3287; text-decoration:none" data-hs-link-id="3" data-hs-link-id-v2="Ptz44FHm" 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"> DOWNLOAD OPEN SOURCE </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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3n0W4wqNvC2P-km-W4HjX3l6p1nwqVGnDc58q9pNmW3vHDMJ8P4Bj1W40XF9r2MFNL7W5JPKwH1xRBqvW3LnTtY5YcH82W5x_XLP7_ffrCW5db8wM1zx95mW75Sw9750FZ9JW4qN2qb7sbkBHVLbH825qcy0_W5mlR8Z8yyXzLVfn4Sw466Pz2W7Z8zgM33LYGpW3DSYyx7Q5S1_W8mvQcx8y7rJZVz9NFK6WkbsFW1g_s7X60V4fRW1jSc9j2q3CCZN20LL9PtMkmXW2KsS4q43GVX7W4sXwLX2vgHHPW4jKxp92K07ZcW3Cjdtg7CRpYxW1NfQGP1fWNYJW6q94TV2QqvmpW1b7_6Q5cjnP0W3XfC2N8snk6nW5jP0Gr5fNZG1f842hHx04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="Fm5m73Z7"> <img src="https://cdn.thenewstack.io/media/2025/11/f270a9b7-workflows-1024x576.jpg" alt="Featued image for: Building Multiagent Systems for Workflow Automation With CrewAI" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3m2W3Zy8Dd2NCCkhVPR9cH3rXbD_VXZkGN2vZZYRW90WWkt428WMwW7l0BCp4sPgBBW3Hwg6d2kJ5cFW1F3mL_5vbZ00V46vRc4MPnsWN8Xkcw3V1qX1N3JkDlmFb19qW2bfxn-7lhvVBW4l_Hxp9fsGtbW4Bp-Wl4cvzr1W5mhk497TNtKwN3qCVRPvqstvW7zByJD4kn3QVW3qhLhP3fF2w5W3NGCmH2D23MTW7xx09b9kHYgBW6v9c1d8Xr0WlW7jC_YN57-vRCV5DKNP7NtYqKV589L75XHw_fW7T--fm8gtvc6f342tHn04" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3lCW4b7_qt2vnhbqW4VMHqL3lmn-bW4YTB6T46Lhr-W7gcTcz69yfJWN76SMKWVzDGMVkdMB02sylV4W1wYpw62z1m3qW2TZJRh4RTKdDW4FCr094rXS5lW3yMtXp7xj3GFVHvy2j4s1ZgzW6Kk-Wv2m-8l5W2SCpbq78jK61W7VpdNs1Bb2WzVX9gZD8pchqtW6Fqhgn6qzYK-W6FN5-F7nZJ1_W1-Ps7D5FdcCRW1NBgtR4wdp-NW5qzsvy17BvyrW4LlM0p4PRhF6MGw7l1x1qQbW322mfX2NVKh8W6KzLF180b4VgW42F-KY6_fLn2W1DLXbh725YXNW14j-R87J2yWMV-jY2j7YKm_1VWlrZ_7307-CN8TmDPPmFc0hf3VrJ_K04" 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="zVTgrM+o"> Building Multiagent Systems for Workflow Automation With CrewAI </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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3qgz0W7Y8-PT6lZ3pqVldrpZ620f4gW8xHQCJ23jbxZW88zNXg768F0RN58DQrmw7FxRW6YBT1G4Hnr1xW93SKWZ1JKppcW39N1jB2-JMD_W5kwgWW3GzFfsW6fxYyZ2RXywwVBVM114LM-9yW4lrkf92g8kskN6fvfYH5bq07N4RDvqBvSMpyW4gsVfT8BzybxVvx0H628VrqSW5G45_B673bjXW22vRF54MBm-zW3Ry6wv7h_3Q3W7sN0Rv7_v25HW7SH3k16z9FrLW692CyD4lwQnhW8KBWf43VHLr_W6KX66s4TJxb-W86BwVS3tySg6W53K4FP78v6RmW6_gmCY7mKQDPf95C3Ql04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Rbv/Shtr">Divya Nagrath</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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3qgz0W8wLKSR6lZ3q6W2Bxcnb4tbFgDW1HXLKH7Rv3nvW6z6mwC4CHjHbW2K-v7N4_MDjvW3GhmDB7rTqDFW2lY8KH5tTkbTW5DCLqD6BcMcMW4Q-r4F6xQryDW533pGZ1J1hBtW7m-3b42LJGY-W7dgYCc7xmR6rW6cqxdC6yTNL2W8d80YV3x_3k9W21rlKL7WjXrLW25JcsB7z47vdW93zM724FpQsNW3h63-4221c-vW5dK6G78rkpsZW1Bh1ng1VVtvdW4SQ66B5W4Gw8N7Wg2P5RpjFTW3v9PCb4yq9XzW3zrH2n16-V_PW4DxQSK56r6-yW6LWzVs4vwZNTW8Z32r-5hDPPNW4F8vj297F68pVqFl1V3qQq0Nf1hPDZv04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="n0leabjY"> <img src="https://cdn.thenewstack.io/media/2025/11/06ceccf1-sap_teched25ber_02-01009_copyright-1024x683.jpg" alt="Featued image for: SAP Expands Its AI Stack for Developers" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3plW1MwWBv8j7fhmVs08Fr727LpVW3HBDNC4lTSKrW7trldR1MQCY8W5Y1dPM82gyF_W5zgPxB5BCYmpW21xd_r5HL7P_W1NKcDx4j0dcBW1tXdmN7T1_hmW64S-2z9c1R38VP-79x7QYyRCW5779w-3RfCrZW1mvHMs3RdMbpW8Vjb9v303SjTW2Lkrsv4KqRdkW8Wq1571YQN4KW4V3Dl88lRZDdV-d3Zh4SQfLJW5njtlm3xTJTjW7RvfPZ8hlkYQN8fZqfhb7zL7V8-Ss83NNX6bW6Tc34T6C8c0fW3LMGLC6kDdynf52M56804" 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> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3qgz0W8wLKSR6lZ3kxW5G81tp29WRRVW8vMbJw12KYnZN1nn8zrknTYJW7wpnH19jvsg-W4xrTyC39LPwcVHCJGz93mYTYW4McZkn3hPLwxW3LBddF7ZJK11W58fPQ21jw2zVW1QkB_T2Ycl6bW8lXLWs7T5szsW3jGw627fZQ8FVn42Hk5kpKh_V3ZgPP5qxWlBW6G99JZ1vrH3fW31xkmQ6QT194VstPSV72wz0nW5br6J47BrDBxW1L3x7M6CMTQRW4q7glG2Gg9rkW3F94FZ2L1PGlW4Kdyt67CqT-yW8nJgG13GTtCmN93X9GPyLwZJW8S7bG45Rr2dbW8V_PQR5JgZNvW8vJXW94ZnK5yW5m65ML3CrFwRdbFwYs04" 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="dp8x40Oa"> SAP Expands Its AI Stack for Developers </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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3qgz0W7Y8-PT6lZ3m5W4Hfg0Y8BVhhmN6jqwGs5StY8W2hd3S24G2csxW2LwCd258wvDYN5lgw5bRLdw7W3ZJRvy41ChkMW6RdTHZ38JCkcW7XNwLV2g0nCsW7Fw7wd3rSvncW6v9JL0220MSkW8TvkyD5sjk19W4w7Yx126CsFMW6JMClq90HzZ3VM69g69bWVx5W2BR10L6gqM3sW4BPxQh5qqBr5W5rqmHk6d1274W8q2dDF5YQKz8VwKD5t7q8Ry1MPwZ3d1zN3YW2sgQyd47PnKFN8NWh9PkbtgPW6tVqH32GlVdpW7ZhVBH1QSLq9W94lLcM60gv1rW7vwQrW5yXlH2f6j8wM404" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ">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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3kqW6F51Tm2h7q-HW3X0bKg9lXxMmVQVP-L7W5P_RW99SpfG2DtD9sN7MkgGswfVnLW3lPJmX39-5GxW8PD9N64hswBLW7QdQSQ1Sk-kdMgLdj6ncMl7W8gMqqs65Cl_nW4Wsclh7V7TKdW8XQKTf7Dw1F9W99JrGJ90Z6N-W8SJgqj5gs7ywN8cf6CRNj0RjW5pr9368LXMRKW47VfMd56FdJxW5wvbfB52dC0bW3RfyjY90Cgx9W4F19zL1cV3zzW6LKdhH4K5p0DVPhnHk6F6BrhW3SJNHP29MJwpN6jG361JJJpkW2RVtNP5qtwL_MJlTcfFf8wgW42749s3JVpq9W7q4Fbm82372DW3DvXGM2rV44RW30529Q7BhsH6f3RnMBq04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="D+ftTWVY"> <img src="https://cdn.thenewstack.io/media/2025/11/9fbe49be-view-1024x682.jpeg" alt="Featued image for: Struggling With OpenTelemetry Setup? Injector Makes It Easier" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3lrW2VxRz22_0pKlW3rzcvr6F3fcfW82HNx78X-0XPVTH1-m97g44yW1dVfrp49Wz7ZW7_NmwL99bsL9W99HvMd1qJcZWVHDcsZ92fl4gN3SG92Nk_BR5W3Bgt3m2bDFWXW6FGqfF7cjRB1V7fmjP1XZxyTW31FJdc5c460gW7rXHrV8hwcP7W54v_wF6JHM-4W2WY2kt7m6RZTW9jZnFN8xfT2LW8PdBrd4pl1hvW5cGXyL448yvPW3H3wNQ61t5htW7sxB4x8dr4C7W6Kqhcn292M7rVwNGKp1bfW-LW1Qr57c928LfNdg1rxH04" 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="KhZQhUnk"> Observability </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3mgW88qDg64Ccny6W8VgjjW8YsmnNW2GKSH01cVjhfW4h42Qf15mjW3W5S7LKm7hR-VGW4NBH2n8r8dGKW4wSkgm15cSfPW4yLc4S46NyMbN82K4jXhYxp7W3Bzryl18MYKPW1yv7jv1hblkgW1_Q_K11Mvwh7W4Yfnvj2VGHqGW92D7qP7kqpPqW5FM4Vn6r-gHgVmCTzy2NtvYQN7jtXsHQ-xwsW4YW7bl677PQyW2LSW963WNLg7W2LkTHZ1d0pBBN51R5xtKkXkjW1Z8Th931V7cMW6mGX1r7srNcTW11RRyC3YG5cWW3F6Zxq79jlBVW14NF918TVjx7W3KZ_7Y7mRgRsW1JTm0G1yhc2wW4nQtmY35qss8W1nk6pG8yQt1nf57pdK404" 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="NW/27BFK"> Struggling With OpenTelemetry Setup? Injector Makes It Easier </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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3qgz0W7Y8-PT6lZ3l_W8l2VbR5lN5l0W25DGrz8wtFVVN5hvbjWXj_nsN5rs0vJr3czrW3JVv7j6SF-zTW1jZdYw28Tm7GW5JNm1s6dRb0KV9sGpV6SsQvpN4r7ZtXFDW0gW1B8Jd380qd-DW4X_J1c8H4ytlW3ydyQw4qsKSmW7XkPDQ3hLhf-W2z_q5M4L-lsfW1L77tb1mRMbCW71n5WW7QGr24W3b0fXF6r4zdsW1XXfVQ2t7bxwW1Jx4BT4tr7V7W8rvgGJ23_V5QN2bM_XB3SrRbW9cQSB66s6L3cV_rRlx6qtGpnW3PC8jj5NhG2VW4LgRHW2_S9l5W9j_hbd987Y0Gf459DXz04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="AZOPnv6u">Morgan McLean</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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3p1W4zTmLV1Yr4mxW4KkFFy3ZYvLlVCW2lz1qVP7BW7XGb_K72msZdW3Vkd4K8KC3N6W5dygsb778nNBW6lNX984plW7KW837vX05Y18fbW49G6Kk8H6dKMVBHQXc6VqwbTW77BwKW1G6Y-mW3JZXHW6PX_dXW64fHGW7Gtb1pW87vrtn5frjvmVY08F_6ZjtjKW1pg5F22dVMrlW8ld-Qs6CLSrWW5w_NFQ7yCkZkN78kttGpMvK4N4fMnwRK-8VRN2w9Ln6wjT9mVRcFp21b74kWW3DPT0518WpmnW9hf0364f4BK7W4bhFhV4X7qCTW8PJ6LZ5sFZKMW37QpDv8k9l16W4pDT5P4r8WybW8-8f8x4Mn5zZW3wH3BJ33BcrVf5FZqBq04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="DcL/ms9K"> <img src="https://cdn.thenewstack.io/media/2025/11/61978141-alex-shuper-rvrqqdweij0-unsplashb-1024x576.jpg" alt="Featued image for: Microsoft Launches Magentic Marketplace for AI Agents" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3lcN5DV7q7H3r17W1v75Z93N6gx4N2Wbmq5QH9ZXW3RnQ2679TDYTW39rySR8H59NkW4Fshxy72ThdTW6mdz8p5sMqf5W73tGVj6gKwGDW7w6WQB7xVdXxW8HS2jx8b2hGgVMNW366zQ9YrW59zPwx3_JfmyW2Vwbpz6B2FS0W5yGZXt12bqYyW7s-5W777mNvBW2B1Zj86ZRVj4W2tp50z1GbW2xW1hGs-05qWkHKW6dMprj6DhgN8W22VZB55c3YPNW1DKFWf5j-p8bVF8kNP3_4GlmW2vj9XK4dJv-BN2BKwNShlkL2f893w2W04" 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="6m6DUnMh"> AI Agents </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3lPW2X24ct7mDyg5W8JbvhZ57yy-PW7xRx257slfm2W3JKjvw6m5Q74W62TWD94GhCz9W5RGhkB3gR5DVW24N3Fg6mHN0ZV1pvrm7X3KKJW6KLC3497YdsmW92lmVD86TkMBW3WKShH8HLMj2W86wR3r7216bKW3d2HhC18QYFsW7hy7kf8rlybvW8hCMR41P2pXXVS82Gd3cm5cvN2wkGcrsCdk9N268ZBqp88cxW6L3Bdq2D_LBDW6ZtGWv8hsS_RW22vyr01npBxKW8NDQB67Nyt2bW2dTt9f2np_yDW7bk-MB6cp-_qW7kKChY3b8JVqW70t_pM3mdx2jV5-7BN4YdYLdW6vVngM2TNqybW8kz4R97N1thMW26mByr7FlCF3f60RJbj04" 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="C1fn49l+"> Microsoft Launches Magentic Marketplace for AI Agents </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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3nbW2vkb1Z7H1j_3W22bgZ83cmTJ9W3tDltG90xQcCN4xKVB8yP51KW5Hpvm63xF-BCW4HB0bp6vZcm4W2ZpRrc7jXgKBW3KDFBK1ypPzcVf43dh94-xdTN6TTghPCF3z5N6Vcv0BCvcq0V2c1528s427VW43hDH_8s_9tNVK-KNK3w6_P4W1p_2q55Xgk1hW6k3HBY1LdW2-W70VVPV2V3gh3V909kZ8pF0nkW9dpNyY3Tg5cVW8sjW-21VDjt3W3nR3gt1XzbWvTQbZk3XZvZvW7vrFY13vJB8dW6hmvzC3Hp85wf4-krq804" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="aHfdZ5bq">Richard MacManus</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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3l1W8s-mZf7JmLRtW43Z5Z255S9G8W2DSqH61q5GqJW2Tmzsh5Zh0wsW2zCRm64ZKcyHW9bs7d-2_wylfW2r3P0c5HTnrtW2Mmsp_2hz0jbW94WMm01f0_J1W2Lf_yH4YLv4-W2-mF-l5-WsnMN6MVRKCyrFS6F1dj6hRpvbKW8VrXGT4K2pP_W2dhqv76KbTksW3q1j626qhHpXVVZ5WN4VNFc3W2h58Ry2SM5t2W6HwKr-2XT77GW86N5mg4fddD9W4lg2wc3cnLkkW4TdSzw99wkgYW1mKw5q8cTbtqW5SPNND3qBB5rW8qYM_j1GRgt2N67Vk_LTlshsW8p7f-R2qKXGkW4k5Wgt4Tn63HW54KnwB7qLJB3W22XVNB5lM56Wf8xs4zx04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="rgv97v2Z"> <img src="https://cdn.thenewstack.io/media/2025/11/e44b4a46-beyond-basic-rag-ai-agents-1024x576.jpg" alt="Featued image for: Beyond Basic RAG: AI Agents for Context-Aware Responses" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3nBW1l6x8F1vjXqxW8Gz09q6SnfjnTR5tX1V-f8dVCv9Fg9hlCHRW3VXDNb8tVFf9W6tjZ8L3R0d2xW5018Kk7-VqQbW72hjZn52g9zzW42Bb9W13NmNNW8TYWXF14sqLPW7blkdk6dxwLcW27Nl9w4N7YBmW67SKzm6rtjB9W7XFKwt3hVkdhW4HcXND8W19nkN7KCmssVXd7KN26W_kVdTG4pW3QVb8g3y8MlGW62LyzK4Cjrw_W3Lpr5f49v1XVW2vgvMg8t9WsWW5qnXj97xk8H2W5ygTG5858S_7VWgPBM7Kd8pcf73wjtF04" 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="BeXWVovV"> AI Agents </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3pzW8c1xRF4Xt2M4W4PCGLk6wljJNVM6MDb9ggt5gW4Mw7478vCsjtW984qM51nbzb0N98FVThPZP7NW1PNpRb1jHwNFW5BqFVX5HvlwDW1pKx0Y4QdQ_HW71sKkv5hVVKCW5bJl_B2N5qzLVzKJtY3vw8tyW1_SkHZ82CXV7VGgnGk7F-VpfW348jcr31jLr_Vc3Z-H4xkLWbN3Sk3R2b-TzZW6bv13K8CqrqYW4FSFK14hLNH1W2Y8n486bM9srVrmB-J6CppQ5W7PblZD69XS8wW8ZZBr-6Kv6ZXW62S6wP6NXNYdW7Yv3cf7Fbjg7N2bs_5k6NtT5W8fPFCS2bKPGKW8GG19744BSH3W7BP7HT6BXRdwW4mGj5R3N6lzCf7bKyZv04" 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="sDAhLC/9"> Beyond Basic RAG: AI Agents for Context-Aware Responses </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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3qgz0W7Y8-PT6lZ3ppW5BLzdq2z591YW3V7ZNr2ZJpqKVpQmWg6124cZW7n96Vt2KcC99W4jXyh177VCmjW6w-9ht9c2Lr3N7Sr5CkdQxN7W6bXlVp8LlH0WW7kS3Gn750GJ-W5DV13D8901YvW2lz6Rs13FmwsW4wc0km3R4JzmW8pyvDC37RDmpN21YsM-z48V1W5NV7nQ7zdyCQW6PgYyR1zsmg5W2Xlz4w19zF2YW17xwTf2HQfYlVx8wyr6mWN7cVN1bmN5snX8yW1d-0md54HblhN6qk-BMd_wqPW5lyyLw8c537BW9189G88C76W2W33tdLr75pgQrW4rccpX58VZg7f8j8bX204" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="RSZGbv2D">Rahul Auradkar</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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3qgz0W8wLKSR6lZ3lLW7hz5zK7g5zkwW5PX8x12c4qBNW7cyPrX8_DztMW7Zk6fF2C2Q2gW2ThBR-534t9xW5zl-Z17R9wXdW6wfWMM8LvMglW647y0T2-w5pHW4PvxW738-x77W2XC0QT5jBjlSN7GRPfh_3HMsW29tPvB1r4B59W8p39sW88LP0vW2nmc7K36_v39W8rNL0q88vRHlF3srDn5L3t-W41R2Yp1WjR6tW6fHrpy1bfs8zW84ZVkJ2HNJ0nN9dD1T1snz0tN2NSDD1twrsWW7fcYnn2dTG48W1j8W2W1lxl0-W5tXFRm5bbNB-W48Vypw57FDpFW3tMmzd4MnwQPW8GHSKm6l1XLnW1VlpLF3HkgKYf1JV3T804" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="K/NdZeNL"> <img src="https://cdn.thenewstack.io/media/2025/11/45338a44-jen-theodore-gvf_yldx_oy-unsplash-1024x776.jpg" alt="Featued image for: Moving From C++ to Rust? Clickhouse Has Some Advice" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3kqW5lzXcm5jTf7LW1vYw9y3vt781W1JLNdH2g7NHzW80hbXz2kS6xpW1wLVNn7G0M98W2N9x8_7VqtsFN97_MR6HLpl1W33s-8G1prSdCW7wdSrz3mqQW8W91x43v2ZQ3KkW4YdRH92b9TyGW3lnVxJ8YbPf_W2bSXj929YrQlW8NNg376j7bJfW1sK8512_3flTW5Sjy3x98NX8WW6YF3Vk286_b7W5vQLW34GvxwTW6_GbM33Jk7S5W2Lc57z8Nqn-lVwPcb_7lrbjFW7YGc5F2bSypDMqg5yzYhNC4W22NxdZ4l8jcxf4q9zjW04" 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="w+6syV2B"> Databases </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3qgz0W8wLKSR6lZ3pHW645qB76c_WYKW8lTyGr3Wk-KJW1Wjy736T9nhTW2pvpRJ2f3bffW9m3QgD1KTm_nW72wVN36lBGhhW49L72c8w559GW5wbBB05mRP44Mf1jzntkwd5W95dtcC6W4qy6W35vxrJ73v6rLW6p1MSz7L7DbpN3MnDGgpz8MTVMVRw087MwWXW2h18Y969W1FDW6lXhZ_4h1qp6V_Sxg71GmTMxW4rl19b4hgLgyW37rRVH7gLLrnW2Tl4cS2cTGGlW8FBt9j84b4KyW5yyLPD1JwtVSW91W5tz7jCmK7W6Z4TSs8dC9LnW8YmQQR3L-WnHW84yqWM5NvKJ9W8RJzzF4C02bnW45b4xT7pkDhYd6BwQv04" 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="5cFEY1Kd"> Moving From C++ to Rust? Clickhouse Has Some Advice </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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3kPW7v6Jsp6DmdbWW1ch3TY63902lVLF9885TkCw8W8GjGL04F249lW4V_gkr70-zhwW9cWH7Q970jX4VhGFcX8h23WbW6GJN9r21ZPhzW5KFg5R1xr5SKW2WnBzd5Y1f2-N8G-_yKH5DPdW3z8yb46HfNFxW9bp1Gx6zt1XXW5DJcgM2NxV_LW5XZFJT8jrtDgW4SWzmb40Bw7fW7B84zs68HF_9W4mqJ1S4ZrqFQV6Nwkd59-sgzW58L5CP8LThkhW33YM0v5DStd5W6Yy7pc4PNFjLW4613vC2pH_RxW75pB9D3z0v1Hf4cmFwg04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="q5xyLqcg">Joab Jackson</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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3nnW1bqrD_2kVHZ6W61SJhh1__YX-W5pWwNB5djmqDW57C6sc2J1cKwW6Psyk91-HpnXV-FgwT7H9cXKW3Rx6n44RKtR_F8cC9gBSS1nW58XQcV6-t_0pW6kBmsr4PbQbWW3Pssl17rVTZ1W2lHQm96MDQxMW8zLfmX1nc-JNW4QQY3R12HpNCW8GJ1pT1w9f56W5wxjyC7_BQWKW1DfV3g5XkhBZN2lFw8mtwXd6W4QhqHP3_KSK8W6Jgcfr51jd93W6-KWND2YXwmLVyT6L-25BLb8W90f2jY6cLt7-VPDDvF7-1dCFW1WpCDb205MN6W4fGVWj1dGSNDW8fDjQH7l3rChW3SYn3n7w1lhbW1J2L5l982j-bW146Swz8w-ZBxf2NRWNP04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="h2dpXJkD"> <img src="https://cdn.thenewstack.io/media/2025/11/12914a68-getty-images-hbhwfqrxomu-unsplash-1024x683.jpg" alt="Featued image for: Pulumi’s AI Agent Tackles Infrastructure Compliance Backlogs" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3qgz0W7Y8-PT6lZ3l3V-NRtJ837wnkW6sszN-8DcWPdW64n-Mf680m-vW99V5NH30pwJ7W909SVb5jcQVMW3wj2XM16fLFlW2nHNCG65sfkNW32RHCv8Gqnb2W7w6BpX8vncKlW6z9zG143BK9TW6bzjN11md911W697Wvp2sSlf9W7prDWc3Lv7m3W7Lzt-F1cvnc7W6VWCPB6R1G_PW4XVGl77NjXJmM1-r9PkP62SVGHWSX5M03w_W7sYlCc6pp4_KW53SVhq1Rn56SW5h07L28FNXKxW5s6PkC7gMRl7W4lj5tY8kythTW9g--Md5kbbj7VwV8jr5LZHySW71v2Y_7nvHDmf1FYdmz04" 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="Qti6ngQv"> Infrastructure as Code </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3nSW4n23Cp3dKx_ZW7nGSHH1KN7X-W3mnvM42By-q8N4vLl-K2LYdjW5tNzNr20tRGNW8MR83l7lZ5kFW4mj3hV6mzLpXW8pMsFk8pF6TNW6HcSVz7_CVtFW8tGBnk8ncX4DW2gfT1x71CdzzN65Z0HrZfgfRVDM7V36jrbcCVqDGLs80PYN-W6NYlPw6n1QvbW2vM8sJ3rHRvbW5-YnfQ6cDbQLW5tJTnn46TGn4VTfFbk11RJkCW4-C9ZG6FBg5zW1y2ZQ823TxPNW8zcr7m1yQ59pVcfSxw3vCCmjW869Kz92yK8m0W4cjnN38y0YNDN842x0vKXFqPW8739fv4x0dJsW7KnmH-5Q-pdLW97pvfV1DRymZV8r8gH3gkNLVf85HWjW04" 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="zMwRtLBR"> Pulumi's AI Agent Tackles Infrastructure Compliance Backlogs </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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3qgz0W7Y8-PT6lZ3nPW83-R205Z4R0GVWZk-s3w3_rLW257XcQ2rVY8MW6_ZFJ01h9z4_N3vT8SsP85k6W7SZJYt5H-VBjW93xt5P3lvBnsW2Fy4B47KGjqBW31sJls6_b8J6W6vkclb73pcBcW3-_BPy2js9c1W2t0GJm8xDk6NW3nh0JB4374PBW5_2lN98sKQNdW1wP4xn8X11N1W6_JWVL8VCzycW1PbkhM4BGdv2W5dXqR46KlhtSN33CHNQwWtcrW1JS-4q75MPznW7DmRsp334ZCVW8xbdmY3r3t4kN7MCnZhPMpcKW6Blptb66f5rGW4kXplL5vBzsbW2Gs8cS6XPg-Ff935HfP04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="fBRiJagP">Darryl K. Taft</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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3pKW27F-0N5M321dW7q3qyF6Nrr7VW538kFY770pp9N5gkBv9NfdtHF1XFKHvwY6SW3p-NtV7jK374W7wDG9r6p8kNlW1mQm405GLJ27N2LDLxq_9nF9W2t1t4k75KkG_W5VglC87sk4TKW6nS0W57mY7ySW47QDTr6ZZ77hW8ZBddk3C4WqjN5KCml6sH3xdW6GbSxD8_Ts7JW6WQHY36J1HDFTkW32485dmlW8sNcv87f8GTLW7jc-tS4Y_zGHW3Bt8v75Y0vqtN8Y2Fq5t13vRW5wv4Lg1mGZYpW3n5y_t77BtHVV5T_k93k-_jPW4nCNyc95g5TgW1Ljfsh1th7dPW4KfS36538pgMW842gDn2fDYWnW4Nbg8N9fXdkpf4gxCv404" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="KByVG6CF"> <img src="https://cdn.thenewstack.io/media/2025/11/32fce064-getty-images-mx88anchvle-unsplash-1-1024x683.jpg" alt="Featued image for: Fixes Required for Prometheus’ OpenTelemetry Integration" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3lmW9hz0T95Lk-99W72-qfL3wFsb_VSGywC7vV3KnMQdL6B6M2qdVFh-Tp92wJPXW8sJ9PM9jdBgGW8HVD2M7fD9KTW2ky4YQ13GCm8W3LC6Sk16t6lCW2w8ZwD8TPrvjW2dKszM3MjJm2W78PDgk4_XcMFW5K9Yvk58c2RrW5mmr-f8J_5kQW3ZQQmz5spRYYW2P3WxX6TbC37W52s5F14D-yMLVhFLg_5ZDkZGW3NVNGT8RTWvlW5WjvDZ4dfHr_N4P1g3d4TD8QW7XzLCS765GQZN6d9_sVPvcB_W8mv1CM986k4bf9gHLb804" 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="G0c6DM0R"> Observability </a> <br> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3pKN5czkpYvzSHBW78J2Vg853S0XW1Br3jh5P9bNJW84dM-F5ryzNQW20kRZd9cCWlcW30QfsF4kJqhwW48wzCN2NS-kRW5SDwHg2VMm2LW3bFHkn33k4dYN9ff7cYT20NNW7t1b6K36h6BXW6SQ9kd8FhSq9V1mkD42j3xV5W3tDGhX1-cvZ-MxmXT3XpFzZW2sC4h08_bVmQW8fJX1d508Tv8W3RT6sP3QM-PpW5WLTGB870fXGW90ByZ_78KXg_VvmRfW77f2_vW6BCJsS4YCzZ4W6qYP6f1cSKfBW6zQ-zb8DqxK3N54Z0nTJHy7LVKnV_66hZgVBW6l4PFH5n1MHYW2j1CBy6t_VcrW8VH4PG6ddMhHW5Bm_B53kmqWsf1L3sGK04" 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="w5mQO+O3"> Fixes Required for Prometheus’ OpenTelemetry Integration </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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3qgz0W7Y8-PT6lZ3lhVkvZTN74dShhF8wcYwh_qB8W7LLrCs1NqFT0W8XdWrL22d7yFW2qddLS151y4mW9hcntD2Xl5_bW1yh_fC6rpjyzW5RdGnm8F8WzRN1xwlXxGmD3zW1WkD4Z8qbRl5VWgJ0_5Xp1TBN3t3s4R3NCj1W2JjjM25R_q5VW3GX9lV96p2LRW3lcr6N4y9-kRW1knFfm57nGGKW45sn3r6R_r0gW2mbWnH3GSQRPW6k0Sb25Vdlk2W1L4mZ78KlPjNW72Rplb8z5SJvVfp6T43S22xBW36NXzZ8fS36bN9hNKMJY9Y9yN7lM1zT-VKXLW9lPrW57qVx1Zf5B5ycl04" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3qgz0W8wLKSR6lZ3njW6-jJRZ8fXbwRW7t4q7_8_h9jBW6GPg838nVQNYW8bwqxb21tQ2dW5k3yzj1p5HXwW5B13Tk62tgTDW6v2pp97pTGj3N7cjv-P3q4RtW2R7g8z8KPVwRW2h22Gv4c-nR8W42nhZF67y0Q5VG5tD32zTd2xW4-nRKr4qw3KbW6kjsLM5R7_K3W30j9jT2knf3KW5hXjSB9fZh1GW7hPmPV8q-vFWW7fK5Nc5TRchLW87MGWq2LhLc1N54StzqvMDvDW5YjX0m6jps-fW6Z9fbJ1S62DNW6QDsFT28j15PW8g72KG5CngqGW3XhsJF48TGz5V3NQPs3jSlMmW5DT08h8k29dnW4rXj_97mx9nsf8kP_hF04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="5OzL1MX9"> <img src="https://cdn.thenewstack.io/media/2025/11/d2a48b91-miguel-angel-padrinan-alba-xvasuptwjsi-unsplash-1024x681.jpg" alt="Featued image for: Build Your First HTTP Server in 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3mDW71MYr55Y6vx6W40PHbl8-4pFpW5RbdBQ8bXCFGW3hD_K42llpQxW1QFb7W6rd1rhW5TCWBV11sRr2W8WvqH13msmbNW8LmT__4FJQmRW32Pb171HPRs2Vc7Y-655mtnMW6l_hr73VjJ_fW1Cm_406KSR7VW4Z6ZTk2R8grdW8L_cC66_79t4W22pvlf8tf158W3hXz1c2DYd-BW3jfTKG30gqMDVLSMH56hFSRgN7559sbwGL_9N411Y4LRDSsjW4f463w8pMSkSW5jy3TR35JRqhW8gMGb915R92sW5_qMxJ2JqLL3f7cRBcF04" 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2T3qgz0W8wLKSR6lZ3mzW19Rr942s3PcnW3mnp346lzggwW4GG3y56LBqZjW4PDL_41p7YC6W3cqghT67kJfJN2mf2wrdfLb0W3rg4gG27WV8mW4vFFGZ6kg6jjW3Z_JWv1wHv9bN6RXCPF3DWgnW4mdcwJ2TYqZ6W4XJ7Lp24K_h7W4DqMfC2MTpTSW3Bdsy813MD7XW48yhPw8smgQXW8fV0KD59hjsgV771wX90LGDGW51bLGn4vJFq_W2KhnWm2fRnlVW1TQKrq5QK92dW1V1Sxv1zHHg5W44xwyz1jG_VtW1jpqRs3nMJCLW67gG1259C_H_W6wM1QY2WMVTWW4yyQyb2cTH4nW2dJ41t3K77fVW67FMpn4m2fJGf5NH8Dv04" 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="HVhsAdyO"> Build Your First HTTP Server in Python </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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3qgz0W7Y8-PT6lZ3pbW9d2-4p3Jk7KYW7gdC4l6qZfP7W2CRNwQ1zcdk9W5fB5bn7q31QCW22Z_Tq1k0fxgVm6rVz4T3yxkW71ZQGv3bGg96W1L8WW84HBKQSW6dcTC180B78BW4bZ44p5Lq2tTW7fYnws115yg1W7TGJhz84y6byW4swZHr6HvGlWW83sF_y29TDdFW21fqZQ3zx-s9W40bPyd2H9WFlW6zCXdd55Pl7-VlYQyZ3s8W0zW7KVvSq2QbFMjW1Ftmxg4rktNNW3FGL5725QWJ1W28Zm-P8TfGcYW7nDqXg4CDl5DW4sys9J7s6s7jN2d_bgJgX6tYW3v8PnS3JK2myf3cj7Ps04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="BE+tX4Xl">Jessica Wachtel</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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B383qgz0W95jsWP6lZ3pXW8Pv_791cKmqhN3TDlxzVZ2RvW8spPNY4RWhC9W2dYkHq8bwGm7W3W8VtG6jZf13W7kmv3M7F38x_W3PPpj-1WQLd4W5sjLWc718xSsW7tjYCb1RBQhJW1rB-Xl32t-24W4XcT-G1fTMBfW6S5svv8hndp4W7RCf805VYy53W4slW9_2jySnxW3hSSMy82Ts58W79rSV42h6wMNW6VdPkj17gGk4V36-lc765qYGV5LDZp3Gym76W5jSTQr6DTsPxW2gHbDm8DTZZJN31QxXXzQj8mN2hJGcs-FxJ9W6SYlCj864xpHW5-bcrQ1Httd8W1SMZ126p-SDlW7TMCb51K8jwwW2Wwm6F66qppsW36J4vK1CM09HW6DvkWx5j8Cwlf1kS81204" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="p8Jr6Yzl"> <img src="https://cdn.thenewstack.io/media/2025/11/ae71e2c2-diskless-game-changer-running-kafka-scale-1024x576.jpg" alt="Featued image for: Why Diskless Is a Game-Changer for Running Kafka 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2g3qgz0W7lCdLW6lZ3pMW6wT9Ww8mPXSdW2ZcbvQ56yGVfW1XnCCD7F9whGVFFR3978zpblW5JWx_w65RtJ0W83GKr97XtR72Mk7kdH9LtBtW6b9GVm3rq56yW3Bs5PB45LxgHW8p_mpg4tn9kQW5-XdSL29W-FWW6LwT2R86FWcJW6zrNg5576JfzW7wvD4L5mwnXGW7BMp6c4lsJjbW7_k6v364ZqlDW3X98TL1Bvtx3W6rr7vj5y1kjVW2QNmPR823rZMW4x8nwh2YK5VWW6rKT3k7J5b1gW82xhm_8LtGnYN1R-QNzpzL3_W4VFTw78WMBVPf5nRL7b04" class="category" target="_blank" style="text-decoration:none; 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max-width:640px; display:block; margin-bottom:20px" width="100%"> <tbody><tr> <td> <h1 style="font-size:24px; line-height:1.1">Secure GenAI without exposing it to sensitive data</h1> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3qgz0W6N1vHY6lZ3pzW90dp1P61XZjlW3S0XvM3M6sz-W80wX2_5f981XN8D8PKnlplRLMLnFg62pGzqW1MHGRj9356wKN3d6Kszws3NnW6M2vTD6p0P5wW5S6BYt6xyLKqW1HlC5F4WJqGXW1gDR0G3QBzRWW5hC6Pr8B10q8W3xycFC5s_Hb1W2l7bHK2LNlbKW59TPTf6SPh_rW3lvJZL2NtNclW4FCz338CBRdpW35TzgH5ytrk2W20kwTW8RYXTpW2-MsX57dtTJsW5nrswg4bS1LLW5nGSRR6K9mmdf5TX0dC04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="MgigQAiV"> <img class="featured-image" src="https://cdn.thenewstack.io/media/2025/07/9220e7f5-skyflow_newsletter_genai.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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3qgz0W6N1vHY6lZ3l8W5thwbZ5DJh24W33qmlW6SmgKfN5r3MZvSjLhqW2Jys7G4b4xKDW66jsmR2XgYVgW8BRbSS33MZJxW1xLc-y6SV-pLW8XK_FL8VrgsGN2227wht_9fmW7VGWJX7Dbh9-W7SL8Mr13S_PkW6SVHxj6Wp6K_W4QqXvx7x_GnGW4MFyfk7Q8-jHW5HRfdL5Qpq1cV4BSnQ91NbtkVHj3H_55wRCKVQCH-p8_Tx-kW26S9gy4qD3_XN3JNP6kPGXbTW12yv8T5D2NfhW21Rhmv4t80zTf4csRXb04" class="byline" target="_blank" style="text-decoration:none; 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They’ll share real-world customer architectures and demo how to build privacy-preserving AI, protect payment data with tokenization, and ensure data residency at scale.</span></p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B1-3qgz0W6N1vHY6lZ3q0W2BNf3x3C15nKW1zqfzx6YDBksW5pLw-B6Dds6_W2vg7vB1c8jRmW23jvB245FkgxW8CTZT_2k5M9fW3_JTr830BHk4W5xX3cC4cP9h0W92KXtd4P4cMmW7-Pyrf23sw7JW1dq1_V3xL8p5W7w9ZL22Lv-MqW3L-8pC7zFGhSVFXFLs9dWfN8W4zbjNy8Xjn47W5-tPB56dSHv0W3wqKW51YWvTYN3WMlH0P3D5FW5lZP1v1YFlDRW3NqDR71835wkMVx_ZWBm6-sW60ZF8-75GytSf8rpNvs04" style="color:#ff3287; text-decoration:none" data-hs-link-id="2" data-hs-link-id-v2="8Ew+bB0z" 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"> WATCH NOW </div> </a> </td> </tr> </tbody></table> <br> <table class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; 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font-size:14px; color:#ff3287; text-decoration:underline" data-hs-link-id="1" data-hs-link-id-v2="Lm6mLw65"> 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3hCZYW7Y8-PT6lZ3pGN5Y412lr7yqlW4nHQVy46RNlgN7695L-V2gWzW2VJJ7y7VCS1HW1fmVp01Kt_BbVM1Dkz9jZQKDVq_MBC3fqmYvW9841pC6dKtjWW7pxTnY4tz4pNW39gy617LtR9GW5hpHq55NZZMbW4FhDMs8HpQ40W27sB1v3ctQWBW4SXr252JZDNZW6KdBK_2tMlHYW7Fm2KC3VKztXW6zGGCF24wctVW16sJNH7WqW--W75Qs_P1FShKpW7rQQZ_387SRgW6WW9463V5hFVW5Lxkkm30B7X5W75VFls66z-YzW8-p_G-6t0MtjW2kHqP951R3r4W8fC9h424qBXGdBhrdH04" target="_blank" style="color:#ff3287; text-decoration:none; display:block" data-hs-link-id="0" data-hs-link-id-v2="KQmt5hsH"> <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"> Look: Developers Want to Build, Not Battle Friction </div> <div class="cta-copy" style="font-size:14px"> A new survey shows that AI and automation are creating new opportunities, but engineers remain burdened by maintenance, technical debt and tool sprawl. </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3hCZYW7Y8-PT6lZ3plW2KQBrw2-rbnQW1CnTSV5x1vl_W6Wx9C02-VzWrW6L1wTk5gWdHPW6yb-CF8G1VRtW8RpWPK1sz1KtVdDg905j3rxqW8CHp5x3rpbvpN8_y7FddZKfJW89wWwk5vZzj2W5VmSzf1KS7YgW8-4kgP5TPnLyW4NY_KM8jm2K2W6rchWf1tx4wRW657kfZ3hQtTYW4sylC_3Vdr8WW4Ss57f23VFv4N7Kwvj9mvdTqW7SlzSB41rLbdW1CdPFN416dd4W95FMMs7VFq1ZW2X2scy5G71TDW5_PWZb1dDL3DW9cLrND10Y5KTW2zRkVx8nw31pN7Wd1JNfP9Mcf3hbjC004" 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="9gOKIuJs"> 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3hCZYW7Y8-PT6lZ3lhW5QZBpX3Ydn7gW6lTT0v20LXzyW6nbSnK4XYJj0N7XfdL2Zwf9qW2c7ctZ8bcy5WW1xzNBB2qyFJ7W4c52Fp6mTNtnN3WDNrMXz5GHW8-3Vqf4233w4V1g-6S3Kp82TN4bP36Fp0rBdW3hWzGR1WvqGDW3CJN8l6V-tx3W7k6pMR1qfNVXV12GWy1x2m8nW7QYJx17HYh8kW1PmN1_5wV9-BN8P9p0TBqTqLW7GTJbg4V5PJ_W4MSD2P5hKK8yW6zF7b03M91y-W7HGfB08m7_B_W8m6CLC3LgvsKW5XGDBs4DD84-VfyS4b4KWx5lW8llYtx6WS-dBf5shtM404" target="_blank" style="color:#ff3287; text-decoration:none; display:block" data-hs-link-id="0" data-hs-link-id-v2="8zdisnC9"> <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: Stop Writing Code, Start Writing Docs </div> <div class="cta-copy" style="font-size:14px"> When it comes to AI, says Keith Ballinger of Google, developers need to slow down to speed up the process: write clear guides for AI agents, focus on architecture and create a project plan. </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B2z3hCZYW7Y8-PT6lZ3plVhXVB65v6-WxN55mYDCMGcv1W2xkCKM1YvJMkMJ8Hf5pgCw1W1D61TR4bQ38cN8J7hJbD2WHDW1hs4083VpTB2W6GvX626V0qynW1nQWFV3g12rJM7mGM_5VP28VXG3Qd32ndtzW5Mw1NQ25XH3pN83d_TKLGVJHW3Wxwk_1kdT6hW3gZ-xd3QyV4ZW85VdcY91P9j7VjY5MF2GGQmbW7_HtTT3mz1ydW63B-mJ8_6z-HW6NQCHF8g5h97VM2J3z4sT1nFW6TRFVv8JYnFyW8qVr1G1rnJk3W4DhsWQ15HYWBW8x7gh88s66PbVhp1hj2HTWL1f5_zrxx04" 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="Vmkc/L0n"> 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/MWsBj4CFSvdW6qnsvP2Cy5zkW7RdXLG5Fx1-gN2v9B145nR3bW50kH_H6lZ3l4N48m8B6LKSlpW8T2Z1x5zxJ1lW2NVTRk228dSXW8kmcgt3jxyPpW2LxS9z1DH_PYW8Cttlw65PXDXN2cmtq1Jp7NtVYPkZh5JZhFlN52wCf6n1vBhW4kwVTV7T1xyxW6p46vZ7c1WDzN1qnLLWkdWK0W3FGvTM8NgG19W4Z3pcV15rgMxW3VCYn67J7lxNW3zrSyP96nq_FW5yWC-w3GdgPSW33plp_6mKTlMW79Z1XL59Mw2nW7h6xzl1vkX-tW3xHPlx5wyV-pW5M4lzr3pqbLVW3Fsb7w4LzVlzN5sFbwppdn9wW7x-nDj48WKhfW6tFnyt6RSCrlW1N4bLP3SzcqbW3CxZKv8_tG17W37cq953c_96HVx-wxP593LVSW2KKDh75PLYBYW6_NQ8c1wmKcqf8-BBNq04" target="_blank" style="color:#ff3287; 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