Good Regulator Theorem (Ashby)

Control-theoretic principle: regulator must be isomorphic to system regulated; applied to generative models as control

Neighborhood — ranked by edge-count

claim

Generative models function as control systems that guide adaptive action policy selection
supports
Core claim: generative models regulate organism behavior to maintain phenotypic bounds, not represent external world

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Good Regulator Theoremframework0.888
Theorem stating every good regulator of a system must be a model of that system.
good regulatorconcept0.805
A regulator that achieves effective control; defined implicitly by the theorem as one that is a model of the system.
Every good regulator of a system must be a model of that system.finding0.763
The central mathematical theorem proved/expounded in the chapter.
regulatorconcept0.734
Entity that acts on a system to steer it towards a desired state; central to the theorem.
Regulationconcept0.700
The overarching problem domain: maintaining desired behavior or stability in dynamic systems through feedback or adaptive intervention.
Bell's theoremconcept0.697
A result in quantum mechanics asserting deep connectedness in the fabric of space, cited as a theory touching on not-separateness.
Reinforcement Fine-tuningmethod0.695
OpenAI's internal RL fine-tuning API used to train models with graders rewarding correct or incorrect responses
Self Regulationconcept0.689