---
id: 9535
title: "Tokenization Confusion"
source_domain: specterops.io
source_url: "https://specterops.io/blog/2025/06/03/tokenization-confusion/"
published_at: "2025-06-03T16:00:00Z"
tags: ["ai-security"]
phying_url: "https://phying.com/item/9535"
lang: en
---

# Tokenization Confusion

## Summary

Meta's Prompt Guard 2 aims to prevent prompt injection. This post looks at how much knowledge of ML we need to be effective at testing these LLM WAFs.

## Intelligence Metadata

- **Sources:** specterops.io
- **Published:** 2025-06-03T16:00:00Z
- **Original:** https://specterops.io/blog/2025/06/03/tokenization-confusion/
- **Phying News:** https://phying.com/item/9535