The Provenance-First AI Co-Scientist

Projection: PaperBench shows end-to-end replication is decomposable yet still difficult for agents; AlphaEvolve shows proposals can be run and scored automatically. An AI co-scientist should therefore maintain atomic claims, sources, calculations, assumptions, and contradiction logs. The provenance layer succeeds when another researcher can replay or reject each material step.