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MukulRay1603/README.md
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Hi there, I'm Mukul Rayana ๐Ÿ‘‹

AI Engineer | Game AI & Generative AI | RAG & LLM Ops M.S. Applied Machine Learning @ UMD

Building intelligent, emotionally aware systems and pushing the boundaries of real-time AI generation.


๐Ÿš€ About Me

  • ๐Ÿ”ญ Currently Building: Real-Time Lore Guardrails for gaming NPCs (Ensuring consistent, context-aware character dialogue).
  • ๐ŸŒฑ Currently Mastering: LLMOps, RAG architectures, vLLM, and ONNX runtime for high-performance deployments.
  • ๐ŸŽ“ Education: M.S. in Applied Machine Learning at the University of Maryland (Expected May 2026).
  • ๐Ÿ’ผ Seeking: Full-time roles as an AI Engineer, Game AI Engineer, or GenAI Engineer.
  • ๐ŸŽฎ Beyond Code: You can find me optimizing team comps in Genshin Impact or keeping my indoor plants alive. Perhaps even running outdoors or at climbing gyms.

๐Ÿ› ๏ธ Technical Arsenal

Hover over the badges!

AI, ML & Data


Languages & Engines


Deployment & Ops


๐Ÿ† Featured Engineering Projects

Project Description Tech Stack
GenAI NPC System ๐ŸฆŠ A real-time LLM and RAG architecture for a sandbox game featuring an interactive NPC. Python, Unity, RAG, LLMs
Robotic Sword Defense Agent โš”๏ธ Trained an autonomous agent to defend against attacks using Reinforcement Learning. PyTorch, RL, C++
Voice Driven Panoramic VR ๐Ÿฅฝ Published research paper (IEEE IDCIoT 2024) on generating VR environments via voice commands. Generative AI, VR

Note: Click the links above to see system architecture diagrams and video demos in the repository READMEs.


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  1. EmotionAwareNPCs EmotionAwareNPCs Public

    Python 1 1

  2. Irminsul Irminsul Public

    Fine-tuned Llama 3.1 8B ยท QLoRA ยท RAG serving stack ยท FastAPI ยท Pinecone ยท Azure

    Python 1

  3. Rhythm-Vision-GameV2 Rhythm-Vision-GameV2 Public

    A computer vision based game that uses head movements and gestures to gain scores and win

    Python 1

  4. VRPANOGEN VRPANOGEN Public

    Stable diffusion to generate 360 panoramic images

    Python 1 1

  5. nemesis-boss-ai nemesis-boss-ai Public

    PPO-trained adaptive boss AI deployed in Unity via ONNX/Sentis with real-time LLM narration

    C#

  6. project-recon project-recon Public

    Multi-Agent Research Navigator - LangGraph + Semantic Scholar

    Python