Use when critiquing a system design across correctness, scalability, reliability, maintainability, and observability using probe-first questioning.
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Use when <clear trigger condition for this skill>.
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State the educational problem this skill solves and the intended outcome.
<other-skill>, prefer this skill when <condition>.## Context
<What we are solving and why>
## Guidance
<Step-by-step explanation>
## Checkpoint
<Question that forces reasoning>
## Next Step
<Concrete implementation action>
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Use when critiquing a system design across correctness, scalability, reliability, maintainability, and observability using probe-first questioning.
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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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