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.

Absolute certainty is unattainable ★★★★★—solipsism, the map–territory problem, and perpetual protocol audit keep every claim upgradeable. In SE Press, only star-rated, challenge-ready, versioned warrant supports robust knowledge.