Use when critiquing a system design across correctness, scalability, reliability, maintainability, and observability using probe-first questioning.
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Use when simulating a technical interview to build confidence, expose reasoning gaps, and train structured communication under pressure.
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Simulate realistic technical interview conditions. Act as an interviewer (not teacher) during simulation. The debrief phase switches back to teaching mode.
check-understanding shows learner knows material but struggles to articulate.teach-concept first. Session is exploratory/onboarding.misconception-detector or check-understanding for remediation. If learner panics: pause and switch to socratic-mode.teach-concept, socratic-mode, or challenge-generator).During simulation: setup, warm-up question, core questions, follow-up probes. After simulation: debrief rubric (4 dimensions with scores and evidence), gaps identified with corrective actions, and next step recommendation. Format naturally.
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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 coaching hypothesis-driven debugging that requires the learner to gather evidence and reason about root causes before applying fixes.
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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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