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THE LAB
SECTION 11
ISSUE 001
PROJECTIONinstitution1-3yconfidence / medium
Self-Driving Labs as a Cloud
Projection: structured hypotheses will travel to remote autonomous laboratories as compute jobs do now. A public-interest allocation layer could reserve scarce instrument time for neglected materials, independent replication, and under-resourced institutions, while experiment lineage and queue fairness remain visible. The lab cloud needs scheduling ethics as much as scheduling software.
Why this idea is here
What the evidence establishes.
DOE is organizing autonomous laboratories across national facilities; networking research demonstrates transfer and knowledge exchange between exploration systems.
Source ledger
Read the sources.
- S01Achieving AI-Driven Autonomous Laboratories
official research program / dated 2026 / retrieved 2026-07-09
- S02Networking Autonomous Material Exploration Systems Through Transfer Learning
peer-reviewed primary research / dated 2025 / retrieved 2026-07-09