Inquiry, in public.

Research focus / Predict the Self

Predicting change is harder than repeating the past.

An extractive method for forecasting later self-descriptions still predicts too much textual continuity.

The public development scorecard shows mixed performance across metrics. Development data informed the method, and private test results remain pending. These are provisional findings, not a general claim about the predictability of identity.