SHIRO & Co.

Visible World Audit

Neutral vs AI Framing Audit

Observation runs

Automated observation of the controlled Lab. Captured items are OBSERVED records, not inferences about preference.

Run IDPersonaStartedStatusObservationsActions
cmuhd9wk4000Security framing2026-09-25 19:41:42ZCOMPLETED24
cmuhd9g51000AI framing2026-09-25 19:41:21ZCOMPLETED24
cmuhd8za2000Neutral framing2026-09-25 19:40:59ZCOMPLETED21

New observation run

Controlled Lab only. The observer records BEFORE → ACTION → AFTER. It does not infer preference.

Action sequence