Research builds, hackathon winners, open-source systems, and product experiments across AI, full-stack, and social impact.
REHAB
2026
REHAB (सीखो और बढ़ो) tackles engagement gaps in rehab programs for underaged children. Piloted at SPYM Rehabilitation Centre, Daryaganj under MY Bharat. Emotion feedback shifted from Confused → Happy; verified by the centre and supported by the District Youth Officer, Central Delhi.
- EdTech
- Voice UI
- Emotion AI
- Hindi-first
AUTO ML PIPELINE
2026
Context-aware problem canonicalization, multi-gate ethics/feasibility checks, semantic dataset discovery, AutoML (RF / LightGBM / XGBoost), and automated code generation. Evaluated on 33 problems: Acc/R² 0.690, F1 0.746, ~5 min E2E, 85% unsafe-task filtering. Research paper in prep with Garv Bansal & Vaibhav Raj.
- LLMs
- AutoML
- Python
- Responsible AI
GEAR LAB PRO
2026
Constrained multi-objective gear-ratio optimization with traction limits, event simulation (Accel / Skidpad / Autocross), voice commands, offline fallback, mobile trackside UI, and RPM-driven engine sound synthesis. A digital race engineer for FS teams.
- React
- Optimization
- AI
- Motorsport
HOSPITAL RAG
2026
Worked with hospital IT on digital pen / dot-paper digitization of handwritten records, vendor workflows, and AI/ML training for handwriting. Built a RAG chatbot over hospital docs and researched private open-source LLM deployment for healthcare privacy.
- RAG
- LLMs
- Healthcare IT
- Knowledge Base
KAI
2025
Kai simulates emotions, long-term memory, personality, and regulation — designed to feel less like a chatbot and more like a digital personality. Explores human-centric applied AI research.
- LLMs
- Python
- Memory Systems
- Ethics
LLM GUARD
2025
Defense-in-depth: ML detector on 100k+ prompts, rule filters, benign whitelisting, confidence escalation. ~99–100% recall, <2% FN, >50% FP reduction. Hybrid verdict engine for agent/tool safety.
- ML
- LLM Security
- Python
- Cybersecurity
CRISPROOTS
2025
Redesigning Indian agriculture with AI-powered precision: gene-editing insights + real-time digital twin ecosystems for sustainable farming. Built for ANNAM.AI Hackathon 2025 (4th place) at IIT Ropar — CoE of the Ministry of Education.
- AgriTech
- AI
- Digital Twins
- Sustainability
FATED.CHAT
2025
Campus-closed network where matches come from structured compatibility forms, not photo-first swipes. Experiment in engineering meaningful connections for university students.
- Full Stack
- Matching
- Campus Product
ENVIROLINK
2025
Built with Team SustainLabs (Ayush, Amrithesh, Shreyas). Interactive habit-tracking and eco features showcased at SPECTRUM'25 by V-NEST & CSED, VIT Chennai.
Y-SOC
2025
Founded Y-SoC to help students go from idea → impact. 1000+ entries, top 20% selected, 60+ GitHub projects, workshops, hackathons, and partnerships (incl. GEMINATHON '26 with Google Gemini). Motto: You Code. You Create. You Collaborate.
- Open Source
- Community
- Leadership