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Liverpool's mobile robot chemist runs 688 experiments in 8 days and finds a 6× better photocatalyst

★★★scienceUniversity of Liverpoolconfidence: high

Andrew Cooper's group (Nature, July 2020) built a mobile robot that moved around a standard lab and ran 688 experiments over 8 days in a 10-variable space, guided by batched Bayesian optimisation. It found photocatalyst formulations about 6× more active for hydrogen production from water than the starting mixtures.

Key facts

Science result

Field
chemistry / photocatalysis / self-driving labs
Problem
Optimising photocatalyst formulations for hydrogen production
Result
Autonomous robotic search found a formulation ~6× more active than the baseline.
AI system
batched Bayesian optimisation
Human role
Humans designed the search space and robot workflow; experiments autonomous
Verification
Peer-reviewed in Nature
Status
confirmed

What happened

A humanoid-sized mobile robot used ordinary lab instruments and an optimisation algorithm to choose and run experiments by itself.

Why it matters

It is a landmark for self-driving laboratories, the physical half of the "AI scientist" vision.

Changelog

  • 2026-09-29: created

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Sources (2)

id: 2020-07-08-mobile-robotic-chemist · updated 2026-09-29 · open in the interactive timeline