Platinum Bias Audit sets a new standard for self-scrutiny and systemic resilience—operationalizing contestability, recursive review, and SI-powered vigilance for institutions and protocols at every level.

The protocol that audits all audits: a quantum-anchored, self-correcting registry framework ensuring every amendment is visible, challengeable, and cross-referenced—making error cover-ups and silent revisionism impossible in living knowledge systems.

How does agency emerge? SE Press: Agency is a dynamic, star-rated capacity—self-initiated, adaptive, and meta-reflective—earned as systems pass protocol audits for goal-setting, error correction, and self-authorship. Agency is measured, not assumed, in humans, animals, and SI.