\nExecution Flow
\nThe LLM execution path is intentionally staged: manifest, planner prompt, provider response, parsed decision, human confirmation when needed, and only then command execution.
\nHow it works
\nThe assistant command builds a constrained system prompt from SkillManifest, sends the user request plus recent conversation history to the provider, parses the JSON decision into PlannerResponse, and passes approved proposals into SkillExecutor.
\nWhy this matters
\nThis makes the path inspectable. When something goes wrong, you can tell whether the failure came from the provider, the planner decision, policy validation, or the underlying command itself.
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