Tag - Command Confirmation

ag ui iot dashboard agent interaction patterns
AG-UI is valuable in IoT dashboards when it makes agent state, evidence, command proposals, human confirmation, execution failure, rollback, and audit events visible without replacing the backend IoT control plane.
ag ui vs mcp vs function calling for iot control
AG-UI, MCP, and Function Calling do not solve the same layer. In IoT control interfaces, AG-UI should handle user-facing agent events, MCP should govern tools and context, and Function Calling should create structured action requests inside a model call.

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