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Library / First Principles Framework (FPF) - Core Conceptual Specification
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E.20:9 - Consequences

Benefits

  • Mechanism introductions become trainable and reviewable (a repeatable governing-definition map).
  • Reduces drift by requiring one subject pattern for each mechanism meaning and keeping semantics in their subject pattern.
  • Keeps suites descriptive and the P2W planning-to-work boundary inspectable.
  • Supports SoTA evolution without destabilizing kernel meaning.

Costs

  • Introductions use more explicit assignment records (governing-definition map, PQG coverage).
  • Some changes will be split into multiple governed edits (by design), which increases authoring overhead.
  • Kernel stability discipline can feel “slow” when a team wants a quick mutation.