HCD.22:6 - Bias-Annotation

Likely drift	Repair
Fluent-speaker bias	Inspect the grounds and recipient use, not only confidence or speaking time.
Consensus bias	Preserve a warranted disagreement or unknown instead of rewarding convergence.
Role-label bias	Name and observe the operation performed in the role.
Visibility optimism	Choose what access enables and what initial reasoning it would conceal.
Fragment-completion bias	Return each learned part to the whole task and the contribution promised for each learner.
Submission-as-transfer bias	Inspect whether the recipient can actually use the submitted material.