Foundational axioms are necessary to reason, but must always be visible, logged, and open to challenge. SE Press star ratings and protocol compliance keep reasoning robust, transparent, and upgradeable as knowledge evolves.

Justification is how opinion becomes knowledge: auditable, challenge-ready, and star-rated. Human–SI collaboration ensures beliefs are never black-boxed. GRM/ES delivers on epistemic integrity by living audit, fast error correction, and universal revision.