원클릭으로
sh-explain
Educational code explanations with adaptive depth and insight highlights
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
메뉴
Educational code explanations with adaptive depth and insight highlights
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Multi-expert AI/ML specification review with scoring gate — model architecture, evaluation rigor, safety/alignment, and production readiness for AI systems and LLM apps
Multi-expert architecture review — boundaries, integration patterns, failure modes, evolvability
Multi-expert business analysis with advisory recommendations (no scoring gate)
Multi-expert intelligence pipeline review — discovery quality, ingestion resilience, scoring validity, platform compliance, taxonomy coherence, cost efficiency
Multi-expert mobile/native app specification review with scoring gate — Android, iOS, Swift, SwiftUI
Multi-expert personal-development review with scoring gate — learnability, adoption, human-centeredness, and capability impact for talent/learning/AI-augmentation designs
| name | sh-explain |
| description | Educational code explanations with adaptive depth and insight highlights |
Clear, educational explanations of code, concepts, and system behavior. Adapts depth to the user's expertise level. Highlights key insights.
Adapt to user's apparent level (or explicit request):
| Level | Style |
|---|---|
| basic | Analogy-first, minimal jargon, step-by-step walkthrough |
| intermediate | Pattern names, design rationale, trade-offs discussed |
| advanced | Implementation details, edge cases, performance implications |
Use progressive disclosure -- start with the "what" before the "how":
Use Insight boxes for key teaching points:
> INSIGHT: The retry logic uses exponential backoff because fixed intervals
> cause thundering herd problems when multiple clients reconnect simultaneously.
Use these sparingly (1-3 per explanation) for genuinely non-obvious points.
## [Component/Concept Name]
**Purpose**: [One sentence]
**How it works**:
[Explanation at appropriate depth]
> INSIGHT: [Key non-obvious point]
**Example**:
[Concrete usage or data trace]
**Connections**: Used by [X], depends on [Y], related to [Z].
Will: Explain code, concepts, patterns, and architecture with educational clarity. Will not: Modify code, refactor, or implement changes. Explanation only.
After understanding, use /sh:analyze to assess quality or proceed with implementation.