Research

Temporal Dynamics of Distinguishability Collapse: On the Breakdown of the Schwartau Inequality under Generative AI

Preprint establishing the temporal counterpart of distinguishability collapse: why Schwartau's 25-year-old inequality Pt > Dt + Rt becomes structurally unsatisfiable under AI-driven adversaries.

20 Apr

Research

On the Fundamental Limits of Security Detection: A Theory of Distinguishability Collapse

A formal framework explaining why security detection becomes fundamentally impossible as attacks evolve toward higher levels of abstraction.

05 Jan