Projects
Work across clean-tech, ML infra, and applied research
Grid-Scout
Smart siting for gigawatt-scale data centers
A hackathon prototype that helps place large loads where they support the grid: reduce congestion risk, improve reliability, and keep marginal emissions low.

Boeing-Funded MCP Agents for Aero Design Automation
Boeing-funded (NDA), agent orchestration + tool interfaces
Boeing-funded research under NDA focused on making engineering tools to be agent-callable via modular MCP interfaces; public details shared at a high level only.
AI Coach – Multi-Workspace Slack Facilitation Agent
Slack + AWS Lambda + DynamoDB + OpenAI (agentic intervention system)
AI Coach is a serverless, multi-tenant Slack facilitation agent that monitors conversational dynamics and generates lightweight, research-informed nudges using LLMs. Designed for reproducibility and isolation, each deployment runs in its own AWS account, supports multiple Slack workspaces via OAuth, and maintains per-channel rolling state to trigger structured interventions.
FIFA Player Analytics + ML Pipeline
GCP + Spark + PostgreSQL + multi-model regression
A cloud-deployed analytics and modeling pipeline for large, multi-year sports datasets.

Adversarial Robustness Prototype for Autonomous Driving
Hardware demo using Raspberry Pi + Arduino modules
A hands-on prototype that connects adversarial ML insights to a physical autonomy demo.
More
Private RAG Chatbot for Enterprise Knowledge
FAISS + local Llama to reduce latency and API spend
A cost-aware internal assistant for fast, private knowledge retrieval.
Bearing-Fault Detection Pipeline
Vision Transformers + complex-frequency features for noisy vibration
Research on robust diagnostics for industrial vibration data.