This deposit releases UFAL/UBM v0. 1, a reference package accompanying the technical report "The Munoz Number (NM): A Universal Stability Metric for AI and Physical Systems". The release introduces the Munoz Number, defined as: NM = -ln (F/C) as a dimensionless stability margin for adaptive predictive systems under sustained informational drive, and specifies UBM v0. 1, a benchmark-style protocol for reproducible long-context reliability reporting. WHAT'S INCLUDED The full PDF technical report (UFAL/UBM v0. 1 spec). kncᵣeferenceᵣefactoredₐscii. py: KNC (Knee by Maximum Curvature) reference implementation with quantile binning, isotonic regression, geometric normalization, and bootstrap CI95. experimentdualᵣefactoredₐscii. py: a toy dual demonstration (viscous Burgers gradient-stress proxy vs. toy Transformer directional OD-Fisher proxy) illustrating UFAL's dynamic analogy at the level of stability operators. README. md with reproduction instructions. Minimal *. example. jsonl files documenting the expected log formats. SCOPE / LIMITATIONS The dual experiment is a toy illustration and is not a certification result. UBM v0. 1 compliance requires laboratory-generated inference logs (token-level drive/conductance measures plus case-level failure labels). This release provides the specification and reference implementation to enable independent replication and standardized reporting. Related records (Zenodo): PPLM v2 (Principio de Propagación Limitada de Muñoz): 10. 5281/zenodo. 18326232 USL (Universal Stability Principle): 10. 5281/zenodo. 18340330 Conductance–hallucination empirical audit: 10. 5281/zenodo. 18615984 Structural Complexity Audit Suite (CLTM): 10. 5281/zenodo. 18637923 (Metadata update: cross-references added; files/content unchanged. )
Jonatan Muñoz Rodriguez (Mon,) studied this question.