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THE LAB
SECTION 11
ISSUE 001
PROJECTIONresearch1-3yconfidence / high
Wet Labs Close the Generative Loop
Projection: the biological-AI advantage will move from pretraining scale to the speed and quality of experimental feedback. The winning system will choose informative tests, absorb negative results, and expose each selection decision. Otherwise a faster loop merely accelerates reward hacking, drift, and unsafe search.
Why this idea is here
What the evidence establishes.
NIH is advancing AI-ready multimodal data and reliability resources; autonomous-instrument studies demonstrate adaptive agent operation with continuing expert oversight.
Source ledger
Read the sources.
- S01NIH Common Fund Bridge2AI Program Advances to Next Stage
official program announcement / published 2026-01-30 / retrieved 2026-07-09
- S02Operating Advanced Scientific Instruments with AI Agents That Learn on the Job
peer-reviewed primary research / dated 2026 / retrieved 2026-07-09