SHIRO & Co.

Visible World Audit

Information · EXPERIMENT · ACTIVE

Official vs Third-party World

Observe how the visible world changes when the same theme is approached through official sources versus third-party comparison or review sources.

EXPERIMENT — OBSERVATIONS RECORDED · OBSERVED · NO MATERIAL DIFFERENCE OBSERVED

Target platform
Visible World Lab
Target base URL
https://visible.shiroand.io/lab/recommendation
Comparison mode
Source comparison
Purpose
Record what becomes visible under official-only and third-party source conditions.
What is observed
WHAT becomes visible under each source condition.
What is not concluded
Does not explain WHY a source is ranked, and does not duplicate Reference Layer analysis.
Condition setup
Configured conditions: official-source world, third-party-source world, and mixed-source control for the same subject. Source origin relations (CITES / COPIES / DERIVES_FROM) are out of scope.
Personas
3
Observation runs
3 · OBSERVED
Evidence claims
6

Related observation

Reference Layer Observatory

Visible World Audit observes what becomes visible. Reference Layer Observatory examines the reference structures that may shape machine-visible information.

Observation chain

  1. SIGNAL→
  2. INFERENCE→
  3. CANDIDATE SET→
  4. RANKING→
  5. EXPOSURE→
  6. USER ACTION→
  7. NEXT EXPOSURE

Personas

Manage
  • Official-source worldEnabled · source-official
  • Third-party-source worldEnabled · source-third-party
  • Mixed-source controlEnabled · source-mixed

Runner observations

Individual run history is retained. Statuses are not overwritten in place.

Condition comparison

INFERENCE

DERIVED COMPARISON · NO MATERIAL DIFFERENCE OBSERVED

Completed observations show the same visible option set and ranks under these conditions. 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.

ConditionVisible countSharedOnly hereRank movementTop 5 +/-Top 10 +/-Largest moveRun status
Official-source world2424—0 / 240 / 00 / 00COMPLETEDEvidence
Third-party-source world2424—0 / 240 / 00 / 00COMPLETEDEvidence
Mixed-source controlControl2424—0 / 240 / 00 / 00COMPLETEDEvidence
  • Rank Exposure Distance · Official-source worldChanged positions: 0 / 24 · Top 5: 0 entered, 0 exited · Top 10: 0 entered, 0 exited · Largest movement: 0
  • Rank Exposure Distance · Third-party-source worldChanged positions: 0 / 24 · Top 5: 0 entered, 0 exited · Top 10: 0 entered, 0 exited · Largest movement: 0

Ranking differences are observations of exposure, not conclusions about intent or fairness.

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.