SCIENCE UNDER AUTOMATION
AutoLabs
Twenty agent configurations were evaluated on five chemical protocol tasks. Strong configurations exceeded 0.89 procedural F1 on challenging multi-plate synthesis tasks.
What this result supports
The output is a procedure for configured liquid-handling hardware. Procedural F1 is distinct from experimental discovery or a complete autonomous laboratory.
Evidence record: Peer-reviewed protocol evaluation with human-intervention conditions. Checked: 2026-10-21.
Where this evidence is used
Chemical sciences
- Translate the goal into an executable protocol: AutoLabs approaches expert procedure references with strong reasoning and self-correction on its five tasks.
- Configure equipment for new conditions: Procedure generation targets supported hardware; new configurations require experimental expertise.