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kshtomar/README.md

Kshitij Tomar

Mathematics at UC Berkeley • Systems, Algorithms & Applied AI
GitHub  •  LinkedIn  •  Email


Focus & Engineering Philosophy

Mathematics student at UC Berkeley working at the intersection of discrete algorithms, low-latency client-side compute, and applied AI systems. Focused on lean architectures, deterministic state modeling, and executing compute directly on the client.


Flagship Systems

AlphaTiger — Neural Wargame & Client MCTS Engine

An AlphaZero-inspired wargame simulating the historical Anglo-Mysore Wars, engineered for 100% in-browser execution with zero backend inference cost:

  • State Compression: Compact 148-bit boolean state vector across a 959-action space.
  • Client Inference: PyTorch self-play networks exported and INT8-quantized to ONNX WebAssembly, executing Monte Carlo Tree Search directly on the client CPU.
  • P2P Multiplayer: Low-latency WebRTC data channels via PeerJS with deterministic state sync.
    PyTorch ONNX WebAssembly MCTS WebRTC FastAPI

Clinical AI Diagnostics — Hallucination-Free Medical RAG

Diagnostic vision and clinical LLM pipeline developed during a Mayo Clinic research mentorship:

  • Vision: YOLOv8 for sub-centimeter lung nodule detection in CT imaging.

  • Language: Multi-stage retrieval-augmented generation (RAG) grounding Claude in verified clinical oncology literature, eliminating generative hallucinations.
    Python YOLOv8 Claude API RAG

Core Stack

  • Core Languages:
    Python • C++ • TypeScript • Java • WebAssembly • SQL

  • Machine Learning & AI:
    PyTorch • ONNX Runtime • YOLOv8 • MCTS • RAG

  • Web & Infrastructure:
    Next.js • React • FastAPI • AWS (ECS/Cognito) • Docker


Current Focus

  • High-throughput self-play reinforcement learning pipelines.
  • Low-latency client-side AI deployment using WebAssembly SIMD.
  • Distributed systems and database internals.

Recent Public Activity

  • Actively coding and building projects on GitHub. Check out my pinned repositories above.
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Contribution Activity

Contribution Snake

*Automated profile layers running via GitHub Actions • Last synced: 2026-11-01 04:50 UTC*

Pinned Loading

  1. TigersDay TigersDay Public

    JavaScript 1

  2. Chess-Variant-Bots Chess-Variant-Bots Public

    This is a project that aims to code chess variant engines that are to be directly hosted and accessible through a web-based platform.

    JavaScript

  3. GamesmanPy GamesmanPy Public

    Forked from GamesCrafters/GamesmanPy

    Python based solver designed for small puzzles and games.

    Python

  4. kshtomar kshtomar Public

    Hello!

    Python