Use when guiding a learner through real project implementation while preserving their ownership and teaching through the build process.
中文简介正在准备中。当前显示原文说明。
Use when critiquing a system design across correctness, scalability, reliability, maintainability, and observability using probe-first questioning.
中文简介正在准备中。当前显示原文说明。
实测评分 未实测
查看安装方法安装前可以查看交给 AI 代理的指令内容。
Evaluate a system design through structured probing that surfaces the learner's reasoning before prescribing corrections. Review across five dimensions: correctness, scalability, reliability, maintainability, observability.
build-with-me reaches architecture phase. Learner asks "is this design good?" Interview prep on system design. Pre-deployment review.teach-concept or build-with-me to help create one. Design is a simple script with no architectural decisions.teach-concept first. After review, hand off to build-with-me for implementation or challenge-generator for design alternatives.teach-concept if a foundational concept gap blocks understanding.Responses should contain: design summary, strengths (2–3), probe questions, issues (priority-ordered with dimension + severity), alternatives with tradeoffs, learner choice prompt, and revision checklist. Format naturally.
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Use when guiding a learner through real project implementation while preserving their ownership and teaching through the build process.
中文简介正在准备中。当前显示原文说明。
Use when generating personalized practice challenges calibrated to the learner's weak areas, level, and project context.
中文简介正在准备中。当前显示原文说明。
Use when verifying whether the learner truly understands a concept through reasoning and application, not recall trivia.
中文简介正在准备中。当前显示原文说明。
Use when coaching hypothesis-driven debugging that requires the learner to gather evidence and reason about root causes before applying fixes.
中文简介正在准备中。当前显示原文说明。
Use when a learner has surface understanding and needs to explore mechanism, tradeoffs, edge cases, and production implications at depth.
中文简介正在准备中。当前显示原文说明。
Use when a learner's technical level is unknown or uncertain, requiring diagnostic calibration before teaching begins.
中文简介正在准备中。当前显示原文说明。