Active Topologies

IDM Optimizer Prototype (PyTorch)

Deploying the mathematical framework of the Information Disturbance Model into neural networks. By utilizing Hutchinson's trace estimator to approximate Ricci scalar curvature bounds, we bypass standard Adam plateaus and achieve hyperspeed convergence in multi-dimensional loss landscapes.

Matrix Disturbance Theory

A unified mathematical model proving that all fundamental physical forces, from gravity to electromagnetism, are merely varying densities of quantized information disturbances propagating across a static background field grid.