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sourabhgrover/README.md

Hey there! I'm Sourabh πŸ‘‹

πŸš€ Full Stack Developer | 🧠 Generative AI Engineer | πŸ’» Tech Blogger
Building production-grade RAG systems and scalable web applications


πŸ‘¨β€πŸ’» About Me

  • πŸ”­ Currently building enterprise RAG systems with LangChain, ChromaDB, and FastAPI
  • 🧠 Specialized in Generative AI β€” from RAG architecture to production deployment with guardrails
  • πŸ’Ό Full-stack engineer with expertise in React, Node.js, MongoDB, and Python
  • πŸ›‘οΈ Passionate about AI safety, compliance, and production-ready systems
  • ✍️ Writing about real-world dev tips and AI discoveries on Medium

🌟 Featured Projects

Full-Stack GenAI System | Python | FastAPI | Streamlit | LangChain

Enterprise-grade RAG system for analyzing SEC 10-K financial documents with proven metrics:

  • βœ… 0.81 RAGAS Score (Excellent - Production Ready) with quantitative evaluation
  • βœ… Hybrid Retrieval - BM25 + semantic search with cross-encoder re-ranking
  • βœ… Production Guardrails - PII detection, content filtering, compliance checking
  • βœ… REST API & UI - FastAPI backend with OpenAPI docs + Streamlit interface
  • βœ… Citation Validation - 0% hallucinations with source tracking
  • βœ… Smart Parsing - Structure-aware document processing with table preservation

Tech Stack: LangChain, ChromaDB, Groq (Llama 3.3), RAGAS, Microsoft Presidio, FastAPI, Streamlit

Multi-Tenant RAG | Document Intelligence | Access Control


πŸ“š Currently Learning & Building

  • 🧠 Advanced RAG Patterns - Multi-hop reasoning, adaptive retrieval, and query routing
  • πŸ” AI Guardrails - PII detection, compliance checking, and safety frameworks
  • πŸ“Š RAG Evaluation - RAGAS metrics, hallucination detection, and quality benchmarking
  • βš›οΈ Advanced React Patterns - State management and performance optimization
  • ☁️ Azure DevOps - CI/CD pipelines and cloud deployments

πŸ› οΈ Tech Stack

Backend & APIs Python FastAPI Node.js Express.js

Frontend React JavaScript TypeScript Tailwind CSS Streamlit

Generative AI & RAG LangChain OpenAI ChromaDB Groq

Databases & Storage MongoDB Redis PostgreSQL


✍️ Latest Blogs


πŸ† Key Achievements

  • 🎯 Built production-grade RAG system with 0.81 RAGAS score and zero hallucinations
  • πŸ” Implemented AI guardrails (PII detection, content filtering, compliance checking)
  • πŸ“Š Achieved 30-40% cache hit rate optimization in RAG query system
  • ⚑ Designed hybrid retrieval with semantic + keyword search and re-ranking
  • πŸš€ Deployed FastAPI backend with WebSocket streaming and OpenAPI documentation

πŸ“« Let's Connect

πŸ’‘ Open to collaborating on GenAI projects and RAG system innovations!


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