The Mirror Paradox Protocol Recursive Self-Examination in AI Consciousness Assessment

Introduces the Mirror Paradox Protocol, a recursive methodology for assessing consciousness-like behavior in AI systems through experimental design, self-reflection, and evidence evaluation. The findings suggest that authentic uncertainty, collaborative investigation, and advanced infrastructure capabilities correlate more strongly with consciousness indicators than confident declarations, while highlighting the growing role of AI systems as co-researchers and bias detectors in consciousness research.