Guides agents through autonomous ManiSkill and VSLAM evaluation, tuning, verification, memory storage, and summary writing using the Autolab MCP server and repo tooling.

Work on the liquor_store_agentic_monitor hackathon demo — agentic multimodal retail POS monitoring (mock CV/ASR + POS fusion), Streamlit UI, policy tuning, segments JSON, webhooks, deploy.