Human Approval as a System Boundary
Design human approval around an exact operation, with reviewable payloads, durable decisions, expiry, and execution checks that survive retries.
Human-in-the-Loop
Agent Frontends with AG-UI: Streaming, Tool Calls and Human Approval
How to expose Microsoft Agent Framework agents through AG-UI so frontends can handle streaming text, tool progress, approval requests, and shared state.
Human-in-the-Loop Agents: When the AI Must Ask Before Acting
How to implement human-in-the-loop approval flows in Microsoft Agent Framework for risky tool calls, side effects, workflow state, and resumable review.