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This article proposes a 14-step roadmap from single agent to self-evolving system, emphasizing that base engineering (models, tools, permissions, context) is the key to determining the quality of loop output, and details practical methods for building an efficient base such as CLAUDE.md, sub-agents, skills, hooks, and state files.