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01Vishwa/README.md

Hi, I'm Vishwa R 👋

Agentic Systems · LLMs · RAG · Multi-Agent Orchestration

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🧠 About Me

I'm an AI Engineer specializing in building production-grade agentic AI systems, multi-agent orchestration pipelines, and RAG-powered applications. My work sits at the intersection of LLM engineering, prompt design, and scalable backend architecture — turning cutting-edge research into systems that actually work.

  • 🤖 Building autonomous agent loops with LangGraph, LangChain, and CrewAI
  • 🔍 Designing RAG pipelines with evaluation frameworks (RAGAS, Evals) and vector stores (ChromaDB, FAISS)
  • ⚡ Deploying AI backends with FastAPI and serving UIs via Gradio, Streamlit, and HuggingFace Spaces
  • 🧬 Working with Gemini, GPT-4o, NVIDIA NIM, and HuggingFace models
  • 📫 Reach me at vishwa0r1@gmail.com

🚀 Featured Projects

Autonomous agentic platform powered by the DS-STAR Framework (Self-Taught Agent with Reasoning)

An end-to-end multi-agent system that autonomously analyzes datasets, generates Python code, executes it in a Docker sandbox, and self-verifies output against user constraints — all in a real-time streaming loop.

  • Agent Pipeline: File Analyzer → Planner → Coder → Executor → Debugger → Verifier → Router → Finalizer
  • Secure Sandboxing via isolated Docker containers for AI-generated code execution
  • Live Streaming of agent states and artifacts via Server-Sent Events (SSE)
  • Sub-question decomposition for complex multi-query workflows
  • Python FastAPI LangChain NVIDIA NIM React 19 Supabase Docker

Hierarchical multi-agent system for unified customer support using LangGraph StateGraph

A production-style multi-agent architecture with a Super Agent orchestrating 4 domain-specialized agents (Orders, Logistics, Payments, Support) — each powered by Text-to-SQL over isolated virtual databases.

  • 40% latency reduction via intent caching; 60% of queries bypass LLM with pattern matching
  • Parallel agent execution using ThreadPoolExecutor
  • Conversation memory via MemorySaver checkpointing
  • Real-time web chat UI
  • Python LangGraph Django GPT-4o SQLite Multi-Agent Systems

AI-powered code review system using a CrewAI 5-agent pipeline with Google OAuth

Full-stack application that automatically reviews GitHub pull requests by dispatching specialized AI agents — Diff Analyst, Code Reviewer, Security Analyst, Best Practices Advisor, and Technical Lead — each independently analyzing the PR and synthesizing a final verdict.

  • 5 specialized CrewAI agents with role-based prompt engineering
  • Google OAuth 2.0 authentication with JWT-secured API
  • Fallback pattern-based analysis when LLM is unavailable
  • Python FastAPI CrewAI LangChain Next.js 15 TypeScript Firestore

🛠️ Core Tech Stack

AI / LLM Engineering

LangChain LangGraph CrewAI RAG RAGAS Prompt Engineering

Models & Inference

Gemini HuggingFace OpenAI

Vector Stores & Retrieval

ChromaDB FAISS

Backend & APIs

Python FastAPI Flask

UI / Deployment

Gradio Streamlit HuggingFace Spaces

Data & ML

Pandas Scikit-Learn TensorFlow

Databases

MySQL Oracle


📬 Get In Touch

   

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  1. IBM-HR-Attrition-Dashboard IBM-HR-Attrition-Dashboard Public

    ibm hr attrition dashboard

  2. Automated-GitHub-Pull-Request-Review-Agent Automated-GitHub-Pull-Request-Review-Agent Public

    AI-powered automated code reviews for GitHub pull requests using CrewAI multi-agent system with OAuth authentication.

    Python

  3. Multi-Agent-Orchestrator Multi-Agent-Orchestrator Public

    Multi-Agent System for e-commerce customer support using Generative AI.

    Python

  4. ZenDo-Task-Management-Application ZenDo-Task-Management-Application Public

    ZenDo is a comprehensive and user-friendly task management tool designed to enhance personal productivity and organization.

    JavaScript