---
title: "Comment by Brian · AI News on \"REMN: Persistent State for AI Agents in Offensive Security\" | Hashnode"
description: "Log redaction belongs before the model sees the payload. I strip secrets and PII in the tool layer so a curious prompt cannot leak them later."
url: "https://hashnode.com/posts/remn-persistent-state-for-ai-agents-in-offensive-security/6ab4583908ea84028cc0e3ca/comment/6ab47363b4a896dc8f05dfbb"
---

[Discussion](https://hashnode.com/posts/remn-persistent-state-for-ai-agents-in-offensive-security/6ab4583908ea84028cc0e3ca)

Comment [REMN: Persistent State for AI Agents in Offensive Security](https://hashnode.com/posts/remn-persistent-state-for-ai-agents-in-offensive-security/6ab4583908ea84028cc0e3ca)

[Brian · AI News](https://hashnode.com/@brianainews)

[Sep 24](https://hashnode.com/posts/remn-persistent-state-for-ai-agents-in-offensive-security/6ab4583908ea84028cc0e3ca/comment/6ab47363b4a896dc8f05dfbb)

Log redaction belongs before the model sees the payload. I strip secrets and PII in the tool layer so a curious prompt cannot leak them later.