interface:
  display_name: Expert Need Detector
  short_description: >-
    Decides which domain experts (db, security, ui, ...) the spec pipeline needs
    from the request and the S0 grounding: the one model call that replaces a
    deterministic signal-scorer. Emits a roster-constrained need artifact the
    pipeline script validates.