Library / First Principles Framework (FPF) - Core Conceptual Specification
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A.13:4.3.1 - Task-family specialization claims

When assessing a holder’s time-to-usable specialization, name the holder, TaskFamily and work target. Use C.22 for the task anchor and C.22.1 for adaptation time or budget to the declared work-measure threshold. Keep task family, work target, claim scope, situation, measurement window, threshold, adaptation budget and provenance basis distinct where the claim uses them. The same holder can show different specializations for different task families; this does not establish greater intelligence in general or a new U-kind.

Low-human-overlap or newly discovered task families remain admissible when the task family, evidence basis, and reuse window are explicit by value.