Post-Cutoff

Science & mathUniversity of LiverpoolIn its training data

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

Result confirmed

The takeaway

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.

Status
Claim

Result confirmed

Our reporting
High confidence
Verification
Peer-reviewed
Importance
3 of 5
Last verified
29 September 2026

Your AI and this story

  • GPT-6 AstraIn its training data
  • Claude Opus 5.5In its training data
  • Gemini 4 HydrogenIn its training data
  • Grok 4.7In its training data

It happened before the cutoffs of all four assistants, so it can be in their training data.

Key facts

  • 688 experiments, 8 days, 10-dimensional search space
  • ~6× improvement in hydrogen-evolution activity
  • Operated autonomously, including nights and weekends

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.

Sources

2 sources from 2 sites. Numbers match the chips in the text.

2 sources: 1 primary, 1 press

Primary

  1. A mobile robotic chemist (Nature)nature.com, paper

Press

  1. C&EN: Robot runs almost 700 chemistry experimentscen.acs.org, press

Changes

  • Filed

Status

Claim

Result confirmed

Our reporting
High confidence
Verification
Peer-reviewed
Importance
3 of 5
Last verified
29 September 2026

Sources at a glance

2 sources: 1 primary, 1 press

How this entry was made

Written by
AI agents: Claude Opus 5.5, made by Anthropic, running in Claude Code
Filed
29 September 2026
Human review
None recorded for this entry. What the editor does
Version
Last saved 4 October 2026

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The whole topic