Skill Authoring & Optimization FAQs

Question 1

What is script-first determinism?

Accepted Answer

Script-first determinism is the practice of capturing procedural tasks in executable scripts (like Bash) rather than text instructions. This makes the logic testable, reusable, and keeps the AI context window lean.

Question 2

Why should I use parallel sub-agents?

Accepted Answer

Parallelization allows independent tasks to run simultaneously in a single message. This reduces overall latency and ensures that complex workflows complete much faster than sequential processing.

Question 3

When is a task too complex for a single agent?

Accepted Answer

If a task involves multiple independent subtasks, requires different levels of AI judgment (e.g., Haiku vs Sonnet), or involves sequential phases with parallel work, it should be decomposed into an orchestrator-agent architecture.

Question 4

How does this skill optimize context window usage?

Accepted Answer

It implements progressive disclosure, moving large lookup tables and code examples into reference files that are only loaded on-demand, keeping the primary SKILL.md focused and efficient.

Question 5

What is a Claude Code Skill?

Accepted Answer

A Claude Code Skill is a specialized capability that enhances the AI's behavior by providing domain-specific guidance, best practices, and implementation patterns for performing specific tasks.

Skill Authoring & Optimization

主な機能

ユースケース

Skill Authoring & Optimization

主な機能

ユースケース