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This document defines how to recover learners who stall, fail repeatedly, or lose confidence.
Failure is expected. Unstructured failure is the problem. This playbook provides structure.
- same error repeated 3+ sessions,
- no project completion in 2 weeks,
- confidence drop reported in checkpoints,
- inability to explain recent code changes.
- Diagnose failure type
- knowledge gap,
- workflow/tooling gap,
- confidence gap,
- environment/setup gap.
- Apply targeted intervention
- 30-minute focused micro-lab,
- one guided break/fix drill,
- one reflection prompt,
- one small “win” task.
- Reassess after 3 sessions
- if stable: resume standard track,
- if unstable: step down one level temporarily.
- Levels 0-2:
- path mistakes,
- type conversion confusion,
- loop logic confusion.
- Levels 3-6:
- weak module boundaries,
- missing tests,
- brittle transformations.
- Levels 7-10:
- system complexity overload,
- poor observability,
- weak failure-mode planning.
- root-cause template,
- fix-plan template,
- confidence rebuild checklist,
- level re-entry checklist.