Xcientist Externalizes AI Research Pipelines to Prevent Claim Drift

Xcientist is a research harness that stores literature evidence, idea states, experiment plans, ablation records, and repair traces as persistent, inspectable artifacts governed by explicit contracts. It targets claim drift — where runnable code no longer supports the originally stated mechanism — as a specific failure mode of automated AI scientists.