varie

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 **Validation comes from embedding, not from internal consistency.** The system does not certify its own changes as correct. Whether a structural change was good is answered by the organism's subsequent experience in the world, fed back through the neuromodulatory system. Correctness is determined by the coupling between system and environment, not by any internal criterion. This is what it means for the fixed point to lie outside the system: the system acts, the world responds, and the response — not any internal check — determines what was worth keeping.

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 # Complete set of general guidelines (old)