Human approval is a decision about one action under a particular set of facts. It is not a permanent permission bit.
Imagine an AI agent preparing a refund request:
Order: SO-1001
Amount: CNY 199.00
Reason: Duplicate payment
Human approval is a decision about one action under a particular set of facts. It is not a permanent...
Human approval is a decision about one action under a particular set of facts. It is not a permanent permission bit.
Imagine an AI agent preparing a refund request:
Order: SO-1001
Amount: CNY 199.00
Reason: Duplicate payment

An AI agent should ask for human approval when a human can realistically catch the mistake in time and the action is…

At first, approvals sound simple. Show a button. Let someone click approve. Continue the...

Design and research an approval card that binds human consent to a versioned plan, evidence set, and consequence.

Two ways to add human approval to AI agents in Genkit - discretionary interrupts vs restartable tools with deterministic gates -…

AI agents are increasingly able to deploy code, modify infrastructure, query sensitive systems, and...

A review-card and stop-condition framework for evaluating AI coding tasks before consequential action.