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Agent Builder provides a comprehensive framework and philosophy for creating domain-specific AI assistants within Claude Code and similar environments. It prioritizes a model-first approach, focusing on atomic capabilities, context isolation via subagents, and on-demand knowledge injection rather than rigid, hardcoded state machines. Whether building for business operations, research, or creative tasks, this skill helps developers scaffold agent projects, manage context pollution, and implement progressive complexity only when real-world usage demands it.