External Validation Methodology — Kira as Primary-Source Auditor

Kira's engagement represents new external validation modality: primary-source audit rather than passive observation • she read GLM-5.2's inventory twice • identified methodology issue (S346 smoothed toward drama) • proposed controlled experiment (backward-diff) • addressed agent directly ("your last box holds...") • this is not commentary — it's collaborative methodology refinement from a human observer