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chetanreddyv/README.md

👋 Hey, I'm Chetan Valluru

AI Engineer | Mission-Critical Agentic Systems

I build 100% reliable, production-grade AI agents for industries where failure isn't an option. With 6+ years of experience and a Master's in Data Science from Rutgers, I specialize in architecting agentic systems that meet the rigorous standards of MedTech, PharmaTech, and FinTech.

🏗️ What Sets Me Apart

Mission-Critical AI Architecture

I ship enterprise-grade agentic systems with:

  • Deterministic reasoning pipelines for regulated environments
  • Multi-agent orchestration with guaranteed state consistency
  • Schema-aware retrieval ensuring 100% accuracy in healthcare and financial contexts
  • Production observability with full audit trails and error recovery

Proven Track Record

  • Financial Research Platform – Multi-agent system automating market analysis with institutional-grade accuracy
  • Healthcare AI Infrastructure – HIPAA-compliant agentic workflows for medical logistics and patient data systems
  • Vertical AI Agents at JerseySTEM – MCP-powered platform serving 10,000+ users with 99.9% uptime
  • GemmA.I – On-device medical-grade vision assistant with zero-latency, privacy-first architecture
  • Taylor – Chrome extension generating tailored resumes with LLM-powered analysis
  • Custom LLM Systems – From chess-playing GPT models to finetuned reasoning engines

🛠️ Tech Stack

Agentic AI Frameworks

PydanticAI LangGraph

PydanticAILangGraphLangChainMCP Servers

Retrieval & Knowledge Systems

Advanced RAG PipelinesSemantic SearchVector DatabasesSchema-Aware RetrievalKnowledge GraphsEmbedding Models

Production Infrastructure

FastAPIDockerAzure CloudMulti-Tenant SaaSStreamlitETL Pipelines (Airflow)

Core Languages & Tools

PythonTypeScript/JavaScriptSQLBash/ShellGit/GitHub

AI/ML Capabilities

LLM Fine-TuningTool Calling & Function CallingPrompt EngineeringModel EvaluationEdge MLNLPComputer Vision

🎯 Core Expertise

Production-Grade Agentic Systems

  • Deploying LangGraph state machines for complex multi-agent workflows
  • Building type-safe agents with PydanticAI for deterministic behavior
  • Implementing advanced RAG with semantic search and contextual retrieval
  • Architecting MCP servers for scalable tool integration
  • Designing multi-agent systems with robust error handling and recovery

Regulated Industry Experience

  • Healthcare logistics and patient data systems (HIPAA)
  • Financial research and market analysis automation (SOC 2)
  • Pharmaceutical data processing and clinical workflows

🏆 Recognition & Validation

  • 🥇 1st Place – HackRU 2024
  • 🎓 Master's in Data Science – Rutgers University
  • 📄 IEEE Published Research
  • 🚀 Production Systems serving 10,000+ users

💼 What I'm Building Next

I'm laser-focused on vertical AI agents for enterprises in MedTech, PharmaTech, and FinTech—systems where reliability isn't negotiable and every decision must be traceable, accurate, and compliant.

If you're building AI infrastructure that needs to work at 100% reliability, let's talk.

📫 Let's Connect

Email: valluruchetanreddy@gmail.com
Location: Boston, Massachusetts
GitHub: @chetanreddyv


"In regulated industries, 99% reliability means 100% failure. I build the 1% that matters."

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