Participatory research, privacy-first

AAPSL aims to convert carefully structured member experiences into analyzable patterns that can inform access-to-justice work. That only works if privacy boundaries hold.

Identity vault (names, contact, verification) stays admin-only. Community posts must be redacted before publication in the member space. Research extracts require additional review and consent flags. Public dashboards, if any, will be aggregated — not case dossiers.

No research pipeline in v1 automatically sends member text to model providers or into NORA One evidence databases.