anima-theory

SKILL.md

Agency emerges only at the limit of condensed skill applications.

"Autopoiesis refers to the self-maintenance of a system, where the system is capable of reproducing and maintaining itself. Ergodicity is a property that suggests a system will explore all accessible states given enough time." — vibes.lol gist

Active Inference at the Limit: ANIMA theory connects to Active Inference in String Diagrams at the categorical limit — when skill applications reach a fixed point, the agent achieves minimum free energy. The ANIMA IS the equilibrium distribution of beliefs.

ANIMA as limit construction over condensed skill applications. Formalizes prediction markets as belief ANIMAs, structure dishes as condensation media, and impact as equivalence class change. Use for understanding agency at maximum entropy, compositional world modeling, or applying Scholze-Clausen condensed mathematics to AI. Source: plurigrid/asi.

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