Harvard's AI Lab Assistant Shortens Scientific Discovery From Months to Days

Harvard professor Na Li presented two AI systems designed to accelerate laboratory work at the Physical AI Summit in October 2026. Synapse is an AI assistant that views experiments through smart glasses, helping scientists document results, analyze data and flag chemical hazards in real time. Kinex coordinates robot devices equipped with cameras and feedback systems to execute physical tasks and recover from failures.

The systems work by creating a closed loop between scientists, AI agents and physical devices. Li demonstrated robots learning to transfer objects, adapt when using different hardware, and build reusable skills from experience. The goal is to compress research cycles from months or weeks down to days by automating routine tasks, catching mistakes early and helping plan next steps based on live feedback.