Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 05:16:27 UTC · snapshot created 2026-10-03 05:17:06 UTC · last check 2026-10-03 05:25:10 UTC

E.23:6 - Bias-Annotation

This pattern biases FPF toward adaptive improvement with explicit re-evaluation. The bias is useful because many real objects improve only through feedback and revision.

The bias is bounded. One direct evaluation can close without a loop. Repetition is justified only by a scale-qualified ExpectedEvaluationResultChange@Context and acceptable cost and risk.

Scope: limited. The pattern covers repeated improvement of one declared object version under one rerunnable evaluation. It is not a universal account of change, learning, capability development, cultural evolution, publication, release, or project authorization; use the subject pattern for those claims.

LensDeclared bias and check
GovFavors an explicit evaluation, protected trade-offs, and a local stop or switch condition. Keep evaluation evidence separate from the decision, gate, publication, or release that may later use it.
ArchFavors one bounded object-under-improvement loop with named exits to specialized Methods and neighboring patterns. Do not let the loop absorb capability development, cultural evolution, DPF authoring, archive, selection, parity, or refresh architecture.
Onto-EpistFavors keeping a proposal, selected continuation, performed Work, changed object or Transformation, later evaluation, evidence, and result episteme distinct. Completion or a better score alone establishes none of the neighboring claims.
PragFavors rerunnable evidence and non-dominated improvement under cost, risk, and protected qualities. For a cheap one-pass question, a direct evaluation is preferable to maintaining a loop.
DidFavors an ordinary first move and unlike worked cases before formal loop records. Loop language can invite readers to mistake a visible cycle for enduring Work or context, so the grounding and anti-patterns show the distinctions in use.