A charter-based workflow for letting ClaudeCode maintain a project

ClaudeCode is given responsibility for maintaining an project, but its work is controlled by a operating charter. The charter defines what the AI agent is allowed to do, the order it should follow for planning, building, checking, and merging work, and the review gates it must pass.

Some powers stay with humans: the AI cannot approve its own work, policy changes need human approval, and sensitive actions involving credentials or release authority remain human-controlled. The workflow also uses a “Living Code” system that creates , AI skills, and descriptive project notes from the codebase itself.

The goal is to keep guidance current, reduce wrong decisions caused by stale , and cut down repeated background explanation, which can help with and token use. This is an advanced workflow covering quality control, debugging, shipping, hooks, skills, MCP, and subagents.

Key points

  • ClaudeCode is used as an AI agent for project maintenance.
  • defines the agent’s role, workflow, and review rules.
  • Humans keep control over policy changes, self-approval, credentials, and sensitive actions.
  • Living Code generates and from the codebase.
  • Fresh context can reduce repeated explanation and unnecessary token use.
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