AI agents

Approval flows and confirmation prompts

• How to Add a Human in the Loop to an AI Workflow
• A Promotion Queue: Routing Draft Writes to a Second Source Check
• Approval Prompt Fields That Map to a Schema
• Human-in-the-Loop for Tool Calls: When to Require Approval
• Structured Output for Approval: A Schema Reviewers Read
• Versioning an Approval Schema Without Breaking Queues
• What to Record in an Agent Approval Log
• Writing Approval Prompts a Reviewer Can Decide Fast
• A One-Page Card for a Tolerance Verdict
• A Reviewer UI for Agent Output: A Decision on One Screen
• A Schema for Reviewer Decision Rows and Their Trace Join
• Approval Cards for Two-Phase Writes
• Approval Items That Fit on One Screen: A Schema and UI Guide
• Audit Trails for Agent Actions: What to Log and How to Query It
• Audit Trails for Sign-Off: Fields That Prove Who Approved
• Dry-Run First: A Two-Phase Contract for Agent Actions
• Grading an Approval Prompt Against a Rubric
• Rendering an Approval Card From a Schema at Runtime
• Retention and Access for Human Decision Records
• Reviewer UI for Rubric Scoring: Fields, Anchors, One Screen
• Two-Person Approval for High-Risk Agent Actions
• What an Approval Card Must Show for a Reviewer to Say Yes Once
• When an Approval Schema Change Is Also a Tool Contract Change
• When the Review Says Stop: Shipping a Fix on Schedule
• Writing a Refusal Message a Customer Can Act On