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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

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.