The Recursive Balance Equation (RBE v3): A Framework for Epistemic Equilibrium in Large Language Models.

This version adds a semantics-preserving translation of the Recursive Balance Equation (RBE v3) into standard machine learning and systems language. The translation preserves all decision logic, equations, and control flow of the original framework and does not introduce new mechanisms or claims. Underspecified components are explicitly marked. No changes have been made to the Recursive Balance Equation itself; this update is strictly a documentation and interpretability addition intended to support ML-oriented readers.