> The contribution of this work lies in its move from critique to measurement. It proposes concrete methods: recursive summarization chains, metaphor stress-tes

> The contribution of this work lies in its move from critique to measurement. It proposes concrete methods: recursive summarization chains, metaphor stress-tests, resonance surveys, and noise-infused retrieval experiments. These allow researchers to track how meaning erodes over time. By integrating these methods, it outlines a pathway toward fidelity-centered benchmarks that complement existing accuracy metrics. To me, starting to solve the problem by meticulously measuring it, is a sign of a good solution.