Regulation Layer

The Regulation Layer fixes the conditions under which any output can be recognized as a justified judgment - before execution. It does not limit creative capability; it grants AI outputs legal and logical force, the same way a court oath does not limit a witness's capacity to testify, but grants the statement institutional force.

These regulations are hard-coded constraints that are evaluated deterministically at the system level. Examples include data completeness checks, numeric comparison thresholds, and tool-use preconditions. No AI judgment is admitted or permitted to execute without satisfying these conditions.

Key Responsibilities

•Enforce strict format validation (e.g. schema matching, typings).
•Evaluate logic filters in runtime code rather than probabilistic model logic.
•Enforce authorization bounds before tools are triggered.

Regulation Layer

Key Responsibilities

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