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Hi, I'm Pratik Sontakke! πŸ‘‹

I'm an Agentic AI Engineer with 3+ years of experience building autonomous multi-agent systems and scalable RAG architectures. My passion lies in orchestrating stateful LLM workflows using cutting-edge tools like LangGraph and LangChain, backed by a strong foundation in Python, Java/Spring Boot, and robust backend engineering principles.

I specialize in deploying secure, self-correcting AI agents on AWS and Kubernetes that seamlessly handle complex tool-calling and real-time traffic.


πŸ’» My Toolbox

Agentic AI & GenAI: LangGraph, LangChain, Model Context Protocol (MCP), RAG Pipelines, LLM Evaluation (Ragas), Tool Calling, OpenAI/Anthropic APIs

Backend & Data: Python (FastAPI, Pydantic), Java (Spring Boot), PostgreSQL (pgvector), Redis, SQL, Vector DBs (Chroma, Pinecone)

Cloud & DevOps: AWS (ECS, Lambda, Bedrock), Docker, Kubernetes (k8s), Terraform, GitHub Actions, CI/CD


πŸš€ Featured Project

  • Architected a scalable RAG pipeline for production-grade conversational intelligence.
  • Designed a secure Multi-Tenant Architecture on AWS with strict data isolation.
  • Developed a high-performance FastAPI orchestration layer utilizing PostgreSQL (pgvector).

🌱 What I'm Currently Exploring

  • Building advanced Multi-Agent Supervisor Systems with human-in-the-loop workflows.
  • Enhancing RAG architecture with hybrid search and continuous LLM evaluation using Ragas.
  • Deploying and managing production-grade AI systems on AWS and Kubernetes.

πŸ”— Let's Connect!


I'm always open to collaborating on projects at the intersection of Agentic AI, Backend Engineering, and Cloud Infrastructure. Let's build something awesome!

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