Library / Human Capability Development Principles Framework
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HCD.26:6 - Bias-Annotation

Facilitators can prefer interventions they know how to give, and tools can privilege what they can count. Preserve the task’s contribution as the criterion. A shared-state display should expose a needed decision, not turn learners into a continuous reporting workforce.