At the heart of $MIRA is the uncomfortable realization that confidence scores are not truth indicators.... but Many models can express uncertainty with mathematical elegance while still generating outputs that are subtly hallucinated. The protocol treats knowledge as a fragile resource that must be protected rather than a commodity that naturally scales with computational power. Instead of allowing narrative continuity to hide logical drift, reasoning outputs are decomposed into atomic verification fragments.
Each claim inside the Mira network becomes independently audit-able. This fragmentation is designed to reduce clustering bias, where validators or models begin reinforcing each other’s errors through similarity pressure....hm Evaluation therefore operates across distributed perspectives rather than centralized agreement zones, forcing verification diversity into the core architecture.
The economic security model is intentionally simple but hard to game. Validators must stake collateral, making dishonest verification a rationally expensive choice rather than a purely ethical dilemma. Trust is transformed into cost geometry, where attack feasibility is measured through resource asymmetry rather than social reputation.