This workflow demonstrates a human-in-the-loop calendar system that automates scheduling tasks by combining intent, feedback, and correction agents. It integrates Google Calendar for creating, updating, and deleting events; Airtable is used for contact verification; and Telegram serves as the interface for human confirmation. Built and demonstrated by Nate Herk, it ensures conflict checking, attendee verification, and dynamic adjustments—all without a single line of code.

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