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A comprehensive cheat sheet for AI Agent Skill architecture: comparing casual chat vs skill-based execution, detailing the 4 core components of a production skill, analyzing the 5-tier Prompt/Tool/Skill/Workflow/Agent hierarchy, and providing a standardized SKILL.md template with 5 golden engineering rules.