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Source changed 2026-10-14 19:58:00 UTC · snapshot created 2026-10-14 19:58:38 UTC · last check 2026-10-15 01:50:10 UTC

IS.2:6 - Bias-Annotation

The helper may favor explanations that match their own service: trainers see learning gaps, tool providers see configuration gaps and managers see motivation. Use the episode, recipient account and actual contribution to challenge that preference.

A successful contrast can also mislead when it changes several conditions. Keep expert assistance, case difficulty and effective access visible; their combined result does not isolate one cause.