Library / First Principles Framework (FPF) - Core Conceptual Specification
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A.1.CSD:6 - Bias Annotation

Bias riskFailureRepair
Visible-system closureOnly Systems already named by the current project or investigation are considered.Trace outward from concrete possibilities and challenge the current boundary.
High-agency biasSystems unable to speak, decide, or participate are omitted.Apply A.1 systemhood and consequence relevance; neither voice nor agency is required.
Relation promotionA plausible arrow becomes an obtaining world-side relation.Keep the modal path claim distinct; add a separate actuality claim only when its direct predicate and case conditions are supported.
Level ladderFamiliar scale words are treated as Systems in a fixed hierarchy.Recover exact holons, scopes, construction, crossings, and any real whole-reidentification question.
Aggregate closureA total hides changed characteristics, evidence, or receivers on one side.Preserve the original coordinates and make any aggregate an additional domain result.
Causal overreadSequence, association, or model output is treated as an effect of intervention.Keep the narrower claim and use C.28 when the receiver relies on causality.
Completeness theatreA long list is presented as exhaustive.Use a receiver-relative stop and retain the material residual; select additional discovery by its attainable contribution and complete burden.