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AI agent orchestration kernel — Context · Objective · Role routing with deterministic CLI backbone + probabilistic-bounded LLM, paired with the Folder-Agent Doctrine for portable, tool-agnostic automations. Free-tier first cascade. OpenAI-compatible. MIT.