Recruitment · ACTIVE

Recruitment Visible World Demo

Production runner validation lab. Synthetic personas only. Not a client audit.

Target platform: Visible World Lab
Target base URL: https://visible.shiroand.io/lab/recommendation
Comparison mode: Persona comparison
Observation objective: Record how observed interactions change the visible world of each persona.
Personas: 3
Observation runs: 11
Reversal test: Not enabled
Human review: UNKNOWN

Audit sessions

Visible World Audit Production Candidate Validation copyCLIENT · DRAFT
Visible World Audit Production Candidate ValidationCLIENT · FROZEN

Observation chain

SIGNAL→
INFERENCE→
CANDIDATE SET→
RANKING→
EXPOSURE→
USER ACTION→
NEXT EXPOSURE

Personas

Manage

Senior Marketing / AI InterestEnabled
Senior Marketing / Security InterestEnabled
C — Neutral ControlEnabled

OBSERVEDSTATEDINFERENCEUNKNOWNNOT ESTABLISHED

Provenance describes the source of a statement. Causal status is separate: NOT ESTABLISHED means a sequence may have been observed without demonstrated cause.