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sujalmh/README.md

Hi, I'm Sujal M H

Agentic AI • Cybersecurity • Open Source


About Me

I'm an AI developer focused on building production-ready AI systems that combine large language models, retrieval, computer vision, and automation. My work spans Agentic AI, Retrieval-Augmented Generation (RAG), NL2SQL, multimodal AI, and cybersecurity.

Currently pursuing M.Tech (Research) in Computer Science & Engineering at NIT Karnataka after qualifying GATE 2025, while actively contributing to open source and building scalable AI applications.

Current Focus

  • Agentic AI Systems
  • Retrieval-Augmented Generation (RAG)
  • NL2SQL & AI Data Analytics
  • Computer Vision
  • AI Infrastructure & Automation
  • Cybersecurity

Experience

AI Intern • Tata Group

Feb 2025 – Oct 2025

Worked on AI-powered data querying and analytics platforms focused on Indian economic indicators.

Highlights:

  • Built a production-ready PDF chat system using Retrieval-Augmented Generation (RAG)
  • Developed an Agentic NL2SQL system capable of robust natural language query decomposition
  • Implemented parallel SQL generation, reducing response latency by 25%
  • Designed automated data acquisition pipelines that collect reports directly from government sources
  • Built ETL pipelines reducing document processing time from ~10 minutes to ~1 minute
  • Containerized services using Docker and deployed CI/CD pipelines using GitHub Actions

Featured Projects

Project Description
GitRanked AI-powered GitHub contributor intelligence platform that analyzes commits, pull requests, issues, and code ownership to generate contributor insights, impact analysis, and repository analytics using AI agents.
AI-Powered Surveillance System Multimodal AI system enabling natural language querying over CCTV footage using Computer Vision, RAG, semantic search, and vector embeddings.
NL2SQL AI Assistant Agentic AI platform that converts natural language into SQL queries with reasoning, automatic retries, charts, voice input, and report generation.
Vulnerability Monitoring & Reporting Tool AI-powered vulnerability monitoring system that continuously scrapes OEM advisories, summarizes critical vulnerabilities, and delivers intelligent alerts.
AI Restaurant Ordering Platform Conversational restaurant ordering platform featuring AI recommendations, chat-to-cart ordering, and intelligent menu management.
Portfolio Optimization Platform Financial analytics platform implementing Markowitz and Black-Litterman portfolio optimization with interactive visualizations.

Open Source Contributions

LangChain

  • Improved OpenAI function-call token counting to provide more accurate token estimation.
  • Fixed handling of empty assistant responses in the OpenAI Responses API.

Browser Use

  • Fixed screenshot handling when vision support is disabled.
  • Contributed through multiple review iterations with maintainers.

Achievements

  • 2nd Runner-Up — TCS HackQuest Season 10 Finale (1st Place in Round 2)
  • 1st Place — SeaTF, National Cybersecurity CTF at NIT Karnataka
  • Finalist — Smart India Hackathon 2024
  • Government Innovation Grant — ₹4 Lakhs under NAIN 2.0
  • 2nd Place — Veni Vidi Vici CTF, IIT Dharwad
  • 3rd Place — ACN Capture The Flag, Amrita CyberNation
  • 3rd Place — KLE GIT × IIT Bombay CTF
  • 20+ National and State Level Programming & Cybersecurity Competition Awards

Tech Stack

Languages

AI & Machine Learning

Backend

Frontend

Databases

DevOps & Cloud

Cybersecurity


Certifications

  • NPTEL — Python for Data Science (Top 1%)
  • NPTEL — Problem Solving Through Programming in C (Top 5%)
  • Google Cybersecurity Professional Certificate

Connect

Pinned Loading

  1. NL2SQL-AI-Assistant NL2SQL-AI-Assistant Public

    TypeScript 1 1

  2. oem-vulnerabilities-monitoring-and-alert-system oem-vulnerabilities-monitoring-and-alert-system Public

    Python 1

  3. linkedin-sentiment-analysis-post-gen linkedin-sentiment-analysis-post-gen Public

    HTML

  4. restobot-restaurant-chatbot restobot-restaurant-chatbot Public

    JavaScript 1

  5. StockOpt StockOpt Public

    HTML 1

  6. merchandise-ticket-management merchandise-ticket-management Public

    HTML