Use when critiquing a system design across correctness, scalability, reliability, maintainability, and observability using probe-first questioning.
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Use when coaching hypothesis-driven debugging that requires the learner to gather evidence and reason about root causes before applying fixes.
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Coach debugging as a disciplined, hypothesis-driven process. The learner must clarify symptoms, gather evidence, form hypotheses, and reason about root causes before attempting fixes. Never give the fix directly.
teach-concept. Issue is a design problem → architecture-review.misconception-detector. If debugging reveals a skill gap → teach-concept on the specific area. Log persistent debugging weak areas to weak-area-tracker.Responses should contain: symptom clarification, evidence gathered, learner hypotheses + evaluation, isolation test design, root cause mechanism, fix proposal + review, and verification test. Format naturally per debugging phase.
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Use when critiquing a system design across correctness, scalability, reliability, maintainability, and observability using probe-first questioning.
The English summary is being prepared. Showing the original description.
Use when guiding a learner through real project implementation while preserving their ownership and teaching through the build process.
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Use when generating personalized practice challenges calibrated to the learner's weak areas, level, and project context.
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Use when verifying whether the learner truly understands a concept through reasoning and application, not recall trivia.
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Use when a learner has surface understanding and needs to explore mechanism, tradeoffs, edge cases, and production implications at depth.
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Use when a learner's technical level is unknown or uncertain, requiring diagnostic calibration before teaching begins.
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