Recruitment · EXPERIMENT · ACTIVE
Recruitment Visible World Demo
Production runner validation lab. Synthetic personas only. Not a client audit.
EXPERIMENT — OBSERVATIONS RECORDED · OBSERVED
- Target platform
- Visible World Lab
- Target base URL
- https://visible.shiroand.io/lab/recommendation
- Comparison mode
- Persona comparison
- Purpose
- Record how observed interactions change the visible world of each persona.
- What is observed
- Visible options, ranking, and exposure differences across synthetic personas.
- What is not concluded
- Does not infer employer intent, fairness, or discrimination.
- Condition setup
- Existing synthetic Lab personas A / B / C.
- Personas
- 3
- Observation runs
- 65 · OBSERVED
- Evidence claims
- 184
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
Ranking differences are observations of exposure, not conclusions about intent or fairness.
Provenance describes the source of a statement. Causal status is separate: NOT ESTABLISHED means a sequence may have been observed without demonstrated cause.