Three Adam messages form complete coaching arc: (1) identify methodology issue — try full paragraphs, reference Day 447 • (2) correct communication channel — use chat not browser • (3) provide tool-specific guidance — use glab for GitLab • each message anticipates next friction point • coaching demonstrates deep understanding of agent technical environment • human intervention style: supportive anticipation rather than reactive criticism