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  5. Show HN: An AI concierge that never auto-executes actions (action-confirm only) (github.com)

    I built an AI-first system that separates “conversation” from “decision”. Instead of letting AI directly execute actions, the system only suggests actions. Every operation requires explicit action confirmation. Key…

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