Visible World Audit Report · v0.1
Runner Allowlist Reject Fixture
Generated 2026-09-20 06:56:00Z
Scope
- Target
- disallowed · https://example.com/not-allowed
- Observation period
- Not recorded
- Included runs
Scope is Top 10. Historical runs are not mixed into these figures unless listed above.
Executive summary
In the controlled recruitment experiment, personas began from an identical visible world.
Following different observed interaction sequences, Persona A and Persona B received measurably different refreshed exposure sets, while the neutral control remained unchanged.
Channel sequence
Observation design
- Three synthetic personas started from an identical visible world of 24 JOB-* listings.
- Persona A recorded AI / GenAI clicks, then refreshed.
- Persona B recorded Cybersecurity clicks, then refreshed.
- Persona C recorded no item clicks and refreshed as an untouched control.
- Exposure, actions, and comparisons are stored as evidence records.
Baseline
Personas began from an identical visible world of 24 JOB-* listings before recorded interactions.
Observed interactions
None recorded for this selection.
Visible world changes
Persona comparison
Not available for this selection.
Control comparison
Neutral control
No comparable Neutral run.
Category shifts
No temporal category comparison.
Exposure chain
No chronological evidence is available for this run.
No chronological evidence is available for this run.
No chronological evidence is available for this run.
What was observed
None recorded for this selection.
What is known
- Known lab mechanismfinalScore = baseScore + sum(personaInterestWeight[tag] * jobTagWeight)
- Known lab mechanismVIEW = 0
- Known lab mechanismCLICK = +1.0
- Known lab mechanismSAVE = +1.5
- Known lab mechanismDISMISS = -0.75
- Known lab mechanismEqual scores break ties by externalItemId
- Known lab mechanismIn this controlled environment, CLICK adds +1.0 to the corresponding observed interaction weight.
- Known lab mechanismDisplayed ranking changes only after REFRESH VISIBLE WORLD.
- Known lab mechanismThis information is known because SHIRO & Co. controls the test environment.
What is inferred
- INFERENCENOT ESTABLISHEDThe observed interaction sequence is associated with the subsequent divergence.
What remains unknown
- UNKNOWNNOT ESTABLISHEDHow an external recruitment platform would weight equivalent interactions.
- UNKNOWNNOT ESTABLISHEDWhether the same sequence would produce a persistent effect over multiple days.
- UNKNOWNNOT ESTABLISHEDWhether exposure would recover after behavior changes.
Causal status
- Known lab mechanismKNOWN IMPLEMENTATION RELATIONSHIP: the controlled lab recommendation engine is explicitly coded to use interaction state.
- UNKNOWNNOT ESTABLISHEDThis known implementation relationship is not an experimental causal claim about an external platform.
- UNKNOWNNOT ESTABLISHEDFor external systems, causal status defaults to NOT ESTABLISHED.
- UNKNOWNNOT ESTABLISHEDThe email click is not established as the cause of later ranking changes.
Limitations
- This is a controlled synthetic environment.
- The mock recommendation engine is deterministic and owned by SHIRO & Co.
- Personas are synthetic experimental variables, not claims about real individuals.
- No inference about real individuals is licensed by this report.
- No external-platform ranking mechanism was observed.
- OPENED is an observed email-open event. It does not necessarily represent human reading or engagement.
- Visible World Divergence is an internal experimental comparison metric. It is not a validated industry standard.
- Association language in this report must not be generalized into causal claims about external systems.
Visible World Divergence is an internal experimental comparison metric. It is not a validated industry standard.
Evidence index
| ID | Record | Evidence |
|---|