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Vinay-15/README.md

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👨‍💻 About Me

I'm a Software Engineer working on AI infrastructure, currently an MS in Data Science student at CU Boulder (GPA 3.99/4.0). Two years of production engineering at Oracle. Now I work on the systems layer underneath LLM applications: how models get served, how agents get evaluated, and how GPUs get shared.

  • 🛠️ Interested in inference performance, GPU resource sharing, and serving-stack reliability
  • 🔭 Building multi-LoRA serving, agent evaluation harnesses, and KV-cache-aware inference on vLLM
  • 🏥 Ex-Stanford Health Care (AI Developer Intern) · 🏦 Ex-Oracle (2 yrs, core banking at scale)
  • 🏆 Red Bull Innovation Track Winner, HackCU12
  • 📬 Open to AI infrastructure / ML platform roles from May 2027
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🧰 Toolkit

Serving & GPU: vLLM · LoRA/PEFT · PagedAttention · CUDA · NVIDIA A100/MIG · Slurm · Apptainer · PyTorch · Prometheus Agents & LLMs: LangGraph · LangChain · Tool-Calling · ReAct · Pydantic · Multi-Agent Systems · Claude Code · Devin Data & Platform: Kafka · Spark · Airflow · Redis · Kubernetes · Docker · PostgreSQL · FastAPI · GCP · AWS · Azure Languages: Python · C/C++ · SQL · PL/SQL · Scala · Shell/UNIX

💼 Experience

🏥 AI Developer Intern, Stanford Health Care (May 2026 – Aug 2026)

  • Built a real-time BACnet/IP telemetry pipeline and database from scratch for hospital infrastructure, feeding ML and agentic workflows
  • Deployed on-premise LLM agents with tool-calling and hardened error handling, and owned serving-stack uptime and health monitoring in a regulated environment

🏦 Software Developer, Oracle Financial Services (Aug 2023 – Aug 2025)

  • Owned core banking modules serving 600+ institutions (UBS, Access Bank), building data pipelines in Python, PL/SQL, Shell and REST
  • Automated an ETL and validation framework over 10K+ daily transactions, cutting defects 30%, and ran containerized deployments at 99.9% uptime

📊 Data Engineer Intern, The Thick Shake Factory (May 2022 – Jul 2022)

  • Built Kafka streaming and Airflow ingestion pipelines consolidating 40+ outlets into columnar storage, powering real-time dashboards over 100K+ daily transactions

🤝 Connect with Me

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  1. KV_Cache_LLM_Serving KV_Cache_LLM_Serving Public

    KV-cache-aware LLM serving on GPU/HPC

    Python

  2. agent-context-vs-kvcache agent-context-vs-kvcache Public

    Shell

  3. Smart-Glove-Sign-Language-Interpreter Smart-Glove-Sign-Language-Interpreter Public

    Developed a smart glove using Arduino and Flex sensors which interprets the sign language through the movement of flex sensors.

    C++ 2 1

  4. Technical_analyst_Agentic_AI Technical_analyst_Agentic_AI Public

    Python

  5. HackCU_Nomad_Intell HackCU_Nomad_Intell Public

    JavaScript 1

  6. Ricoh_GPT_RAG Ricoh_GPT_RAG Public

    Forked from DaSSA-Hackathon-2026/Ricoh_GPT_Data_Dons

    Hybrid RAG Retrieval Pipeline for Ricoh Technical Documentation

    Python