Current Readiness
CogniPrint is a working empirical evidence package supporting a follow-up manuscript. The current readiness decision remains descriptive_only.
Empirical Snapshot
The local empirical snapshot records controlled perturbation campaigns and sample-pair comparisons. It remains corpus-bound and descriptive.
Benchmark And Holdout Growth
The public benchmark v1.1 and independent holdout layers expand review coverage without turning the project into a general classifier or final validation endpoint.
Descriptive Validation
The current validation layer includes bootstrap intervals, effect sizes, variance summaries, random-reference comparisons, threshold sensitivity, multiple-comparison correction, and one conventional stylometry baseline. These outputs remain descriptive until external review is recorded.
Interpretation Guardrail
The evidence visibility layer is descriptive and review-oriented. It does not upgrade the scientific meaning of the current public evidence package into a settled empirical endpoint, a forensic workflow, or a stronger attribution claim.