Building production-grade AI systems — RAG pipelines, LLM-powered automation, and full-stack platforms — from Pune, India.
- RAG pipeline for automated code vulnerability detection — hybrid dense + sparse retrieval with embeddings and an LLM for contextual code understanding, benchmarked across 20+ large repos in C/C++, Java, and Python against MITRE CVE/CWE standards, achieving ~30% higher retrieval accuracy.
- LLM-powered log-parser generation pipeline — used prompt engineering with the Claude Sonnet API to auto-generate and validate regex-based log parsers for Syslog/Cisco data, cutting turnaround from 2–3 days to minutes (~95% faster) at ~90% accuracy, now used by a 50+ person parsing engineering team.
- Front-end + platform engineering for an enterprise security product — built with Vue.js, Pinia, and a design system, integrated with AWS API Gateway/Lambda — supporting 150+ SOC analysts and 120+ enterprise customers managing detection rules across 1,100+ gateways.
Languages
GenAI / ML
Frontend
Data
Cloud & Tools
- HelioHarvest (Jan 2026) — End-to-end ML pipeline predicting solar energy generation from meteorological & solar irradiance data via the NSRDB API; engineered features like solar zenith angle and relative humidity, and combined Random Forest, Gradient Boosting, and XGBoost via a Stacking Regressor ensemble.
- LifeChain (Dec 2024) — Blockchain-based system for organ donation and transplantation coordination.
- PDFChat AI — Streamlit app for interactive Q&A on PDFs using FAISS vector search and Google Generative AI for embeddings and conversational responses.
- Facial Recognition 2FA — Two-factor auth system with liveness detection and anti-spoofing (Mediapipe), reducing unauthorized login attempts by 30%; secured user images on a private IPFS network (Kubo) and backed by a private Geth blockchain (PoA/PoW) for registration integrity.
- 📄 Published researcher — 2x Springer publications
- 🥇 ETHIndia 2022 — Pool Prize winner
- 🎯 Electhon — Finalist, Top 10 nationally
- 🎓 Machine Learning Specialization & Advanced Learning Algorithms — Coursera
B.Tech, Computer Engineering — Pimpri Chinchwad College of Engineering (2021–2025)
📫 Reach me at aadit2002nov@gmail.com · Pune, India