Education
Masters in AI/ML
B.Tech Computer Science & Engineering, Minor in Entrepreneurship
Work
AI Research Scientist
sLLMs, quantization, personalization, llm reasoning optimization.
Associate Researcher
Deep imitative models and multi-agent planning for self-driving cars.
Machine Learning Intern
ML applications for noise cancellation in audio devices.
R&D Engineer II
NLP and audio applications for aerospace industry.
Research
1. GEMMAS - Graph-based Evaluation Metrics for Multi-Agent Systems
2. SMaRT - Strategy Fusion for LLM Reasoning & Planning
3. Personal Large Language Model Agents - Tailored Travel Planning
4. Mind the Gap - Link Prediction Metrics & Logic Rules
Best Paper Award
5. SmartHome - Procedural Learning Environment
Patents
1. Edge-Based Intelligent Assistant Architectures - US Patent Application · 2025 · US20250232122A1
Architectures for AI-driven assistant systems operating in edge and resource-constrained environments.
2. Context-Aware Reasoning for AI Models - US Patent Application · 2025 · US20250209802A1
Approaches for improving model reasoning using contextual user information and interaction history.
3. AI Interaction Workflow Orchestration - US Patent Application · 2025 · US20250077866A1
Frameworks for managing and coordinating AI-driven interaction workflows across devices and services.
4. AI-Based Personalization of Interactive Systems - US Patent Application · 2024 · US20240232620A1
Techniques for personalizing AI/ML system behavior based on user context and interaction signals.
5. Systems and Methods for Natural Language Queries - US Patent · 2023 · US11829358B2
Enables natural language querying to control, retrieve, and interact with device and system functionalities.
6. Machine Learning Optimization for User-Facing Systems - US Patent Application · 2023 · US20230252990A1
Methods for applying machine learning to optimize system responses and user interaction workflows.
Technical Focus
Edge AI deployment through model compression and quantization. Multi-agent system evaluation and orchestration. LLM reasoning optimization under compute/latency constraints. Multimodal applications for production environments such as LLM personalization.
Outside Work
- Travel and experiences
- Visual art & AI-generated media
- Videography & short-form experiments
- Music - listening, curation, playlists
- Entrepreneurship