Creator of MHS; positions it as the hardware-world analog of its 2024 Model Context Protocol; runs the research preview and waitlist and plans an eventual open-source release with safety guidance.
HH
HHMI Janelia Research Campus
Development partner from the outset; used MHS to unify multi-vendor microscopy rigs for biomedical research that previously required seven incompatible vendor programs.
Early tester; automated a BCA protein assay across a liquid handler, robotic arm, and plate reader, and surfaced a key model limitation when foaming was initially misread as a software bug.
CA
Carnegie Mellon University
Early tester; orchestrated a liquid handler, plate reader, robotic arm, and cameras across three incompatible-interface computers, cutting integration to about 8 hours and running dose-response experiments roughly 3x faster.
Quantum computing early tester; used an MHS-driven agent to autonomously relock a laser's operating frequency, raising success rate from 58% to 99.3%.
UN
University of Washington (Baker and Pinglay labs)
Early tester; connected six instruments via MHS in under a week versus months of prior platform evaluation for protein design work.
Industry partner supporting MHS through Strands Robots, its library for connecting AI agents to physical devices.
DO
Doosan Robotics, Universal Robots, Tecan, QIAGEN, Hugging Face, Raspberry Pi
Additional industry partners testing or integrating MHS across robotics, lab instrumentation, and open hardware/software platforms.