robot arm

Serial dilution dose-response ~3× faster. Agent orchestrated liquid handler, plate reader, robotic arm, and monitoring cameras across three computers with incompatible interfaces.

Testing MHS with robotic arms, including automated QA and coordinating tasks across multiple robots.

Proof-of-concept automating the BCA protein assay across a liquid handler, robotic arm, and plate reader. Researchers still had to teach Claude that foaming was a physical failure, not a software bug.

Early access to MHS; plans to add support to its robotics platform.

Zihao Song: remote instrument dashboard; agent-supervised qPCR that watches amplification curves and halts on time; collision-free plate handoff between arm and liquid handler.