Delegate All AI to the Agent

Rule

The UI never calls an LLM directly. Product workflows are delegated to the agent through the chat bridge so users can see, steer, and audit the work. Server-side one-shot model calls are an explicit escape hatch for narrow text transforms only; use completeText() from @agent-native/core/server when the work intentionally does not need tools, chat history, or run state.

Why

The agent is the single AI interface. It has context about the full project, can read/write any file, and can run scripts. Inline LLM calls bypass this — they create a shadow AI that doesn't know what the agent knows and can't coordinate with it.

How

From the UI (client):