Projects
Agentic AI, Graph RAG, multimodal research, and production-grade data engineering
Synapse
Brain-inspired memory layer for AI agents with temporal knowledge graphs, Hebbian plasticity, hybrid search (semantic + BM25 + graph), bitemporal facts, and contradiction resolution.
Agentic Graph RAG Supply Chain
Autonomous supply chain agent integrating ML models with a Graph RAG backend for iterative tool-calling, logistics demand prediction, and natural language root-cause analysis.
Autonomous Trading Engine
Asynchronous portfolio engine executing programmatic trading strategies over WebSockets with live market streams and real-time guardrails for risk containment and dynamic position sizing.
AI Portfolio Chatbot
Intelligent conversational AI assistant with chat and voice interaction, context-aware responses, and Web Speech API integration. It answers questions about Sugam's background using the profile and resume context.
Video Comprehension Score (VCS)
Benchmark framework and official implementation for evaluating narrative understanding in long-form video models using novel alignment metrics (NAS, CAS, SAS).
CLIP-CC Bench
Curated dataset of 200 YouTube videos with human-written summaries for video comprehension and multimodal AI research, co-authored for SIGIR 2026.
Semantic Community Detection
Edge-scoring framework for knowledge graphs using query similarity and neighborhood context to improve topology retrieval in Graph RAG systems, with LLM-guided Think-on-Graph reasoning.
FinPulse
Personal finance platform with accounts, investments, loans, and an AI agent for financial insights. Built with Django + React.
Bitcoin Dashboard
Web dashboard for monitoring and managing Bitcoin Core nodes: wallets, transactions, mempool, and node health.