E3–E5 Operational Signatures of Alter-Like Organization

E3: Entropy Export as Operational Signature.
Substrate dissipation = incidental heat from any running machine (no feedback).
Agent-level regulation = the system senses its own disorder and actively pumps entropy out to stay alive.

Regulation Mode

Substrate Dissipation

Agent-Level Regulation

Internal Uncertainty 0.00

Exported Entropy 0.00

Correlation (U vs E) —

Ordered token Disordered token Exported heat

E4: Generative Models, Variational Free Energy, and Expected Surprise. The mechanism underlying entropy management is predictive self-organization. The agent maintains a generative model p(o,s) and an approximate posterior q(s). Minimizing variational free energy F tightens beliefs and maximizes evidence.

F = E_q[ ln q(s) − ln p(o,s) ] = D_KL[ q(s) ‖ p(s|o) ] − ln p(o)

Perception refines q(s) via prediction-error minimization; action (active inference) samples the world to realize preferred observations.

Loop Components

Perception (inference)

Action (active inference)

Sensory Noise: 0.3

Variational Free Energy F 0.00

Prediction Error 0.00

Belief Variance 0.00

True Target Agent / Belief Observation

E5: Observer-Imposition vs Intrinsic Boundary.
A Markov blanket can be drawn around anything by an observer. The test is perturbation-recovery:
If the boundary breaks, does the system itself rebuild it? Or does it drift forever?

Boundary Type

Observer-Imposed

Intrinsic (Self-Regulating)

Conditional Independence 100%

Boundary Integrity 100%

Recovery Cost (Entropy) 0.00

External pulse Gated (valid) Direct leak Repair unit