I'm an AI Engineer passionate about building autonomous systems that extend the capabilities of Large Language Models beyond conversation.

My work focuses on combining LLMs, Retrieval-Augmented Generation (RAG), vector search, and workflow orchestration to create AI systems that understand context, make decisions, and interact with real software infrastructure.

I enjoy solving engineering problems where AI can automate repetitive workflows, accelerate developer productivity, and operate reliably in production environments.

A production-oriented multi-agent system that automatically diagnoses GitHub Actions failures, retrieves similar historical incidents using vector search, generates fixes, and opens pull requests with minimal human intervention.

Highlights

• LangGraph-based autonomous workflow
• Repository Structure Index (RSI) for repository understanding
• Episodic memory using PostgreSQL + pgvector
• Few-shot RAG for failure diagnosis
• Dockerized deployment with GitHub webhook integration

Impact

• 🚀 Reduced debugging time by 65%
• 🤖 Automatically resolved 60–75% of common CI/CD failures

Built an end-to-end system that transforms raw user feedback into actionable engineering tasks using NLP clustering and semantic similarity.

Highlights

• Chrome Extension + CLI Agent + Dashboard
• Semantic clustering using cosine similarity
• Automatic code module mapping
• Intelligent feedback deduplication

Impact

• ⚡ Reduced manual code-update effort by 40%
• 🚀 Reduced feedback-to-deployment cycle from hours to under 10 minutes

Python • OpenAI API • LangChain • LangGraph • RAG • Prompt Engineering • Vector Search • pgvector • Scikit-learn • NLP

FastAPI • Node.js • Express.js • REST APIs • WebSockets • SSE

React • JavaScript • TypeScript • HTML • CSS

PostgreSQL • MongoDB • MySQL

Docker • GitHub Actions • Git • AWS • Azure • GCP

• 🥇 Winner — Code and Solve Challenge
• 🥇 Winner — Hack to Future
• 🏅 Top 6 — Agentathon (PES University)
• 💻 Solved 300+ LeetCode problems
• 📈 LeetCode Max Rating: 1564

I'm always interested in collaborating on projects involving:

• Autonomous AI Agents
• LLM Applications
• Retrieval-Augmented Generation (RAG)
• AI Infrastructure
• Developer Tools
• Open Source AI

If you're building in this space, feel free to reach out!