Matrix Research (United States)

Omni-Resonance Engine (ORE): Phase-Locking Kuramoto Dynamics in Sub-Billion Parameter Models for High-Fidelity COGNITIVE Reasoning

The prevailing paradigm in natural language processing relies heavily on aggressively scaling parameter counts in Transformer architectures to achieve emergent reasoning capabilities. This brute-force scaling inherently limits the deployment of advanced AI in privacy-critical, re...

Omni-Resonance Engine (ORE): Phase-Locking Kuramoto Dynamics in Sub-Billion Parameter Models for High-Fidelity COGNITIVE Reasoning

The prevailing paradigm in natural language processing relies heavily on aggressively scaling parameter counts in Transformer architectures to achieve emergent reasoning capabilities. This brute-force scaling inherently limits the deployment of advanced AI in privacy-critical, re...