ACK: Math → Code

The fundamental dynamical system: ACK transforms agent state (world model, policy, stability) at each timestep.

Standard gradient descent update, but with learning rate η_t controlled by ACK rather than fixed.

The five-dimensional stability state that ACK monitors and uses to control learning.