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punitvara/README.md

👋 About Me

Hi there, this is Punit Vara. Please feel free to contact me on LinkedIn

Software/ML systems engineer with experience across backend engineering, distributed data systems, cloud/MLOps, and LLM infrastructure — increasingly specializing in GPU-accelerated inference, distributed AI systems, and high-performance ML infrastructure. I like understanding systems from first principles rather than treating frameworks as black boxes.

🌇 Experience

🔬 Focus Areas

  LLM Inference & Serving (KV cache, quantization, llama.cpp) · GPU Systems & Collective Communication (NCCL, All-Reduce) · Distributed Data Systems (Kafka, Spark, Trino) · ML Infrastructure & MLOps (Kubernetes, Terraform, MLflow)

🌱 Currently Exploring

  GPU/NCCL communication primitives and distributed inference performance bottlenecks

📫 Contact

Pinned Loading

  1. perplexity-search-extension perplexity-search-extension Public

    JavaScript 1

  2. image-search-app image-search-app Public

    Python

  3. ml-practice-notebook ml-practice-notebook Public

    Jupyter Notebook

  4. machine_learning machine_learning Public

    Forked from omairaasim/machine_learning

    Python

  5. PVKeyboardCleaner- PVKeyboardCleaner- Public

    Full-screen macOS utility that blocks all keystrokes system-wide so you can safely clean your keyboard — no accidental typing, launches, or shortcuts.

    Swift

  6. vllm-project/production-stack vllm-project/production-stack Public

    vLLM’s reference system for K8S-native cluster-wide deployment with community-driven performance optimization

    Python 2.5k 465