---
title: "Comment by Paul Pham on \"Who answers for it? The Ambassador Agent pattern\" | Hashnode"
description: "The accountability gap after a tool call is where a good audit trail earns its keep."
url: "https://hashnode.com/posts/who-answers-for-it-the-ambassador-agent-pattern/6af6fb73bb7d1650ad732ad8/comment/6af8198ed39700cb746c6700"
---

[Discussion](https://hashnode.com/posts/who-answers-for-it-the-ambassador-agent-pattern/6af6fb73bb7d1650ad732ad8)

Comment [Who answers for it? The Ambassador Agent pattern](https://hashnode.com/posts/who-answers-for-it-the-ambassador-agent-pattern/6af6fb73bb7d1650ad732ad8)

[Paul Pham](https://hashnode.com/@paulpham157)

[11h ago](https://hashnode.com/posts/who-answers-for-it-the-ambassador-agent-pattern/6af6fb73bb7d1650ad732ad8/comment/6af8198ed39700cb746c6700)

The accountability gap after a tool call is where a good audit trail earns its keep.