ワンクリックでManusで任意のスキルを実行

zoom-out

スター1

フォーク0

更新日2026年5月9日 18:28

Contextual awareness phase. Explains the system-wide impact of a change or architectural pattern. Trigger: "/zoom-out", "zoom out", "give me the big picture".

インストール

Codex または Claude でインストールこの Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。

Manusで実行

ソース

Andersonlimahw

Andersonlimahw/ai-starter-kit

GitHub リポジトリを開く Creator のリポジトリを見る

ダウンロード

Manusで実行

Zoom Out Skill

Stop looking at individual lines of code and explain the macro-level architecture.

Intent

System Context: How does this file/module interact with the rest of the app?
Data Flow: Where does the data come from and where does it go?
Pattern Recognition: What architectural patterns (e.g., Clean Architecture, MVC) are being used?

Rules

Avoid technical jargon unless it adds clarity.
Use metaphors to explain complex interactions.
Identify potential bottlenecks or architectural flaws.

このリポジトリの他の Skills

同じリポジトリ

agent-loop-trace

Andersonlimahw/ai-starter-kit

Visualize an agent's perceive→think→act loop. Inspects tool calls, latency per step, decision branches, retry patterns. Surfaces bottlenecks. Triggers on "trace agent", "why is agent slow", "agent loop analysis", "what did the agent do".

2026-05-301

context-budget

Andersonlimahw/ai-starter-kit

Compute context window budget for a prompt/agent — sums system prompt, tool descriptions, examples, conversation history; flags overruns; suggests cuts. Triggers on "context budget", "how much context", "will this fit", "budget my prompt".

2026-05-301

data-is-code

Andersonlimahw/ai-starter-kit

Treat dataset / eval JSONL as code — lint, validate schema, detect duplicates, leakage between train/eval, label imbalance, PII. Karpathy "Software 2.0" lens. Triggers on "audit dataset", "lint jsonl", "check for leakage", "validate eval data".

2026-05-301

eval-first

Andersonlimahw/ai-starter-kit

Enforce "evals over vibes" — before any prompt, agent, or model change, require an eval set with success criteria and baseline measurement. Blocks vibe-only changes. Triggers on "tune prompt", "improve agent", "change model" without prior eval set.

2026-05-301

eval-set-builder

Andersonlimahw/ai-starter-kit

Build a 10-30 case eval dataset from a PRD, skill, or prompt — covering golden path, edge cases, and adversarial inputs. Output as JSONL with input/expected/category. Triggers on "build eval set", "create evals", "generate test cases for prompt".

2026-05-301

first-principles

Andersonlimahw/ai-starter-kit

Break down any ML/AI concept to first principles — strip jargon, derive from basics, build physical/mathematical analogy. Karpathy intuition-building style. Triggers on "first principles", "explain like I'm 5", "derive from scratch", "why does X actually work".

2026-05-301

ワンクリックで任意のスキルを実行

name	zoom-out
description	Contextual awareness phase. Explains the system-wide impact of a change or architectural pattern. Trigger: "/zoom-out", "zoom out", "give me the big picture".