NP-Hardness Collapsed: Deterministic Resolution of Spin-Glass Ground States via Information-Geometric Manifolds
First large-scale demonstration of a deterministic information-geometric collapse mechanism, scaling from N=8 to N=100.
The Structure of Reality: Information as the Universal Theory Across Physics, Cognition and Geometry
The complete operational formulation of an informational ontology: information not as a secondary descriptor, but as the fundamental substrate from which physical, energetic, cognitive and geometric phenomena emerge. Includes a boundary-defining operational experiment that any researcher — human or artificial — can independently verify.
AI-Powered Authentication & Key Management: Neural Invariant-Based Security
The first empirically validated, AI-powered authentication and key management system offering true resistance against both classical and quantum attacks. Cryptographic keys are mapped into one-way, non-invertible amplitude signatures by high-dimensional neural networks, while a dedicated watchdog network monitors integrity in real time — rendering brute-force or quantum-assisted key recovery infeasible.
The 255-Bit Non-Local Information Space in a Neural Network
Experimental demonstration of stable non-local coherence across sixty neural layers — a macroscopic signature of informational geometry in deterministic systems, and a foundation for the broader informational ontology.