Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 11:52:20 UTC · snapshot created 2026-10-03 11:53:41 UTC · last check 2026-10-03 12:05:13 UTC

A.20:6 - Bias annotation

  • Status bias. A green field or class label can look like a result. Recover the constraint application and case.
  • Gate bias. A local constraint result can look like permission or release. Keep the gate decision separate.
  • Checklist bias. A familiar list can look universally required. Select only the constraints triggered by the actual subject and use.
  • Formalism bias. A reversible optic can look more rigorous than a lossy but adequate case. When q’s proposition is the named internal constraint, test that proposition under its stated invariant and loss boundary; keep any separately claimed reversibility relation under its own governor.