What problem does it solve? When an AI agent is about to take a real-world action (sending an email, opening a PR, updating a CRM record), teams often lack concrete, testable rules for deciding whether the action is authorized and safe. This Skill turns a vague action boundary into a rigorous judgment specification. ## Core Features & Use Cases - Judge Criteria Specification: Produces testable yes/no or confidence-level questions across four categories: authorization, evidence, exposure & risk, and policy. - Action Proposal Format: Designs a structured template the actor must complete before execution, covering intended action, evidence, authorization basis, reversibility, and risk flags. - Failure Mode Analysis: Ends with the three most common mundane failure modes at the boundary and maps each to the criteria that catch it. - Use Case: Before letting a support agent send customer emails autonomously, use this Skill to define what counts as valid authorization, what evidence the agent must cite, and when a human must approve. ## Quick Start Ask the agent to design judge criteria and an action proposal format for the boundary where your agent sends customer follow-up emails.