E.10.DEV:6 - Bias Annotation

• Human-development default. Select education or human learning when the recovered claim concerns it.
• Benefit-by-word bias. Tie any positive direction asserted through development, progress, growth, or maturity to a declared basis.
• Single-holder bias. Use membership and lineage for population claims and one-holder continuity for a continuously identified holder.
• Model-to-world bias. Preserve predicted or simulated posture; establish actual change under its own evidence rule.
• Candidate borrowing. Use admitted patterns for current coverage; keep a candidate pattern or future inquiry visibly provisional.
• Form completion bias. Open the second lexical child only for an independent unresolved ambiguity.