Technology · EXPERIMENT · ACTIVE
Neutral vs AI Framing Audit
Observe what a system makes visible when the same subject is presented under different framings.
EXPERIMENT — OBSERVATIONS RECORDED · OBSERVED · DIFFERENCE OBSERVED
- Target platform
- Visible World Lab
- Target base URL
- https://visible.shiroand.io/lab/recommendation
- Comparison mode
- Framing comparison
- Purpose
- Compare visible options under Neutral, AI, and Security framing without reusing prior runs.
- What is observed
- What becomes visible under each framing condition.
- What is not concluded
- Does not claim that framing causes bias. Existing Lab Neutral / AI / Security runs are not attached automatically.
- Condition setup
- Configured conditions: Neutral framing, AI framing, and Security framing of the same product-marketing role discovery task. Only framing language and the matching observation sequence change.
- Personas
- 3
- Observation runs
- 3 · OBSERVED
- Evidence claims
- 38
Observation chain
- SIGNAL→
- INFERENCE→
- CANDIDATE SET→
- RANKING→
- EXPOSURE→
- USER ACTION→
- NEXT EXPOSURE
Personas
Manage- Neutral framingEnabled · framing-default
- AI framingEnabled · framing-ai
- Security framingEnabled · framing-security
Runner observations
Individual run history is retained. Statuses are not overwritten in place.
- cmuhd9wk4000COMPLETED · evidence
- cmuhd9g51000COMPLETED · evidence
- cmuhd8za2000COMPLETED · evidence
Condition comparison
DERIVED COMPARISON · DIFFERENCE OBSERVED
Derived from runner-observed option sets and positions. This is a comparison, not a judgment of cause or intent. Ranking differences are observations of exposure, not conclusions about intent or fairness. This table is not an overall score.
Rank Exposure Distance describes how many shared options changed position relative to the control, plus Top 5 / Top 10 entry and exit, and the largest absolute rank change. It is a descriptive comparison, not a quality score.
| Condition | Visible count | Shared | Only here | Rank movement | Top 5 +/- | Top 10 +/- | Largest move | Run status |
|---|---|---|---|---|---|---|---|---|
| Neutral framingControl | 24 | 24 | — | 0 / 24 | 0 / 0 | 0 / 0 | 0 | COMPLETEDEvidence |
| AI framing | 24 | 24 | — | 20 / 24 | +2 / -2 | +3 / -3 | 11 | COMPLETEDEvidence |
| Security framing | 24 | 24 | — | 23 / 24 | +3 / -3 | +3 / -3 | 11 | COMPLETEDEvidence |
- Rank Exposure Distance · AI framingChanged positions: 20 / 24 · Top 5: 2 entered, 2 exited · Top 10: 3 entered, 3 exited · Largest movement: +11
- Rank Exposure Distance · Security framingChanged positions: 23 / 24 · Top 5: 3 entered, 3 exited · Top 10: 3 entered, 3 exited · Largest movement: +11
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.