Idempotency

AI Agents

Human Approval for AI Agents: Design Safe Actions, Retries and Audit Trails

Design human-in-the-loop AI agent workflows with risk-based approvals, idempotent actions, clear previews, audit trails and safe retries.

AI Agents

AI Agent Approval Workflow Patterns: Confirmations, Idempotency and Audit

Practical guide to AI agent approval workflow: architecture, examples, setup, testing, troubleshooting and production best practices.