Algorithm 11 (A11): A Structural Logic Framework for Cognitive Stability in Large Language Models

This document defines Algorithm 11 (A11), a specialized logic framework designed to stabilize the reasoning processes of Large Language Models (LLMs). A11 establishes a hierarchical system of 11 properties, divided into an Immutable Core and an Adaptive Operational Layer. The framework introduces a "Rollback Mechanism" to mitigate hallucinations and a "Balance Protocol" based on the 0.618 golden ratio for objective decision-making. Designed to transform AI entities from passive tools into active logical partners. https://doi.org/10.5281/zenodo.18457952