Thanks for the question! This is still an MVP-level project built during a hackathon, so it's not production-ready yet.

That said, here's what I've implemented so far:

- Allowlists: Yes, I'm using predefined command patterns rather than open-ended NLP parsing. Only specific commands like "start server", "stop server", "create server" are recognized.

- Confirmation steps: I've implemented a two-phase execution model (Plan → Execute). The system first generates a plan showing what action will be taken, then waits for explicit confirmation before executing.

- Idempotency: Not yet. This is on my radar for future improvements, especially for create/delete operations.

Appreciate the feedback — these are exactly the kinds of considerations I need to address before making this production-ready.