machthreetwo — named after the MiG-25 Foxbat's Mach 3.2 dash. That's the pace I'm going for.

CSE undergrad at Chandigarh University ('28), working on applied ML and agentic AI. Long-term goal: get LLMs out of the chat window and into real systems like edge devices, automotive and motorsport.

• InsideX — Stock research copilot. Perplexity pulls live market news across several time windows, Claude condenses it into a five-point brief, and a RAG chat (Pathway embeddings + Chroma, history in MongoDB) answers follow-ups with sources. FastAPI + React.
• Legal RAG — Retrieval over Indian Supreme Court judgments. FAISS + BM25 hybrid search, cross-encoder reranking, Llama 3.1 on Groq, with ablation studies.
• Claim Defender — Photograph your health-insurance documents and it predicts how likely the claim is to be rejected. IRDAI rules are hardcoded; each insurer's terms are pulled in with RAG. FastAPI backend.
• OmniResol — ML agents for an AI-run complaint resolution platform for public sector banks (DFS/AI-CSPARC Hackathon 2026).
• Solar Flare Prediction — One model on SHARP magnetic parameters and one CNN + Transformer model on solar images.
• Astranet — Flutter app for spotting celestial objects: camera capture with an AI mode, detection history and a mission-control dashboard, built to run on a FastAPI detection backend.
• NarrativeNexus — Cleans raw text or HTML (NLTK + BeautifulSoup), summarizes it with BART-large-CNN and scores the summary's sentiment. FastAPI + vanilla JS.
• PulseX — Async crypto backend: live CoinMarketCap prices, JWT auth with bcrypt, MongoDB via Motor. FastAPI.

• Top 10 — IIT Ropar × Pathway GenAI Hackathon (Team AlienX)
• 2nd prize — Gen AI Hackathon, Chandigarh University (Team AetherFlux)
• NASA Space Apps 2026

Python · PyTorch · LangChain/RAG · FAISS · FastAPI · Kafka · Redis · Docker

AI startup internships in applied ML, LLMs and agents.