Clause AI-7: The Structural Coherence Bound

Clause AI-7: The Structural Coherence Bound

Dirichlet Energy Monitoring for Neural Network Representational Health

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The fifth and final mandatory MAI-1 invariant. Introduces Dirichlet energy monitoring adapted from spectral graph theory as a governance-grade metric for representational health. Dual-diagnostic architecture combining Dirichlet energy with effective rank. Less than 2% inference latency overhead across 7B to 405B parameters. Four-state compliance state machine with deterministic transition rules.

With AI-7, the five mandatory MAI-1 invariants are complete.

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paper.pdf	Full specification

Citation

DOI: 10.6084/m9.figshare.31302097

License

CC BY-NC-ND 4.0