AA-CDE Concept Disclosure Note (CDN-01)

This technical note establishes prior art for a domain-independent methodological layer for forecasting depth-driven architectural collapse in AI reasoning pipelines and quantum circuits using cumulative frequency modeling, regime breakpoint detection, and extreme-value tail analysis. The disclosed material defines a new architectural governance layer that operates above physical and semantic execution substrates. No implementation details, proprietary parameters, source code, datasets, calibration procedures, or internal heuristics are disclosed.