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 13:10:03 UTC

C.36.RP:6 - Bias-Annotation

The arrangement can unintentionally select participants by who already understands its representations or can access its tools. Inspect that effect when it changes who can contribute or benefit, and provide a different representation, help or access where the work calls for it.

A familiar human learning method can be a poor choice for an AI learner, and an AI’s efficient procedure can be difficult for a person to acquire. Recover the required contribution and the receiver’s means before choosing transfer. Preserve an actual human understanding requirement when the work depends on it.