Run and deploy

Where human review sits

Once an agent reads and writes enterprise systems, every write can touch real data. Review is not a procedural patch on top. It is a gate inside the execution chain.

Writes pause first

Before modifying data or starting an approval, the agent pauses and sends a confirmation request to a designated person. It continues only once that comes back.

This matters most across systems: an agent reading from CRM, writing to ERP, then sending a notification through Feishu can require confirmation at each of those write points independently.

Four responses

Whoever receives the request can choose:

  • Allow once: approve this operation.
  • Always allow: approve subsequent calls of the same operation automatically.
  • Deny once: reject this operation.
  • Always deny: reject subsequent calls of the same operation automatically.

Configured per action

The gate is set per action. GET requests pass by default; POST, PUT, and DELETE require confirmation by default, and each can be adjusted to match its actual risk.

The record

Every operation is logged in full and can be exported: timestamp, user, connector, action, parameters, and returned result. Logs filter and export for compliance checks and after-the-fact review.