Theory of “Constructive Instability” - entropy modulation as a learning signal.
Just engineered the first example of a phase-amplified, wavelet-domain, oscillator-resonant autoencoder with full self-amplifying behavior — and it converges.
Entropy is not decay. It’s a recursively regulated signal that can drive complexity, if you let the system use it as feedback.