Tool-using agents with approval gates

A method that performs well on average may still fail at the tail. This note examines tool-using agents with approval gates with attention to stress cases, feasibility and operational control.

Practitioner lens

Stress-test tool-using agents with approval gates beyond the average case. Tail events, correlated shortages and delayed information often determine whether a policy is robust enough to use.

First experiment

Document assumptions and version the data, code, parameters and scenario set for reproducibility.

This is an original educational brief. It is a starting point for discussion, not a claim that one technique fits every supply chain.