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I wanted to share that I recently started working as Site Reliability Engineer for Oxford properties. Special thanks to @Chandan, @Sonu Chakraborty, @Nicholas and fellow learners for helping me out throughout my time at BCR. The concepts and implementations I learnt at BCR and the projects I worked on gave me confidence and a broader perspective about DevOps and Cloud technologies. The videos strengthened my fundamentals and helped in my technical interview rounds.
I really hope you guys will flair well with BCR. Just be patient and believe in yourself & the process. Goodluck!! The light at the end of the tunnel is not that far!

Ananya Mohanty

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Blog

Deploying Deepseek 3.2 Exp on Nvidia H200 with Grafana Monitoring

Deploying Deepseek 3.2 Exp on Nvidia H200 — Learning lessons

Deploying DeepSeek-V3.2-Exp on NVIDIA H200 wasn’t plug-and-play—it was an engineering workout. This guide walks through GPU selection, environment setup with PyTorch + CUDA 12.8, vLLM configuration, warm-up behavior, and common NCCL issues. Includes validated Prometheus + Grafana monitoring, test scripts, and real metrics from a working 8×H200 run. Perfect for developers reproducing high-end MoE inference.