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Behind the Scenes Hardening Firefox with Claude Mythos Preview

Summary

Mozilla leveraged the Claude Mythos preview to identify and fix hundreds of vulnerabilities in Firefox, with a dramatic increase from 20-30 monthly fixes to 423 in April 2026, showcasing the improved efficacy of AI-generated security reports.

Behind the Scenes Hardening Firefox with Claude Mythos Preview
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Behind the Scenes Hardening Firefox with Claude Mythos Preview

Simon Willison’s Weblog

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Sponsored by: MongoDB — Join MongoDB.local London 2026 on 7 May to learn how teams move AI from prototype to production.

7th May 2026 - Link Blog

Behind the Scenes Hardening Firefox with Claude Mythos Preview (via) Fascinating, in-depth details on how Mozilla used their access to the Claude Mythos preview to locate and then fix hundreds of vulnerabilities in Firefox:

Suddenly, the bugs are very good

Just a few months ago, AI-generated security bug reports to open source projects were mostly known for being unwanted slop. Dealing with reports that look plausibly correct but are wrong imposes an asymmetric cost on project maintainers: it’s cheap and easy to prompt an LLM to find a “problem” in code, but slow and expensive to respond to it.

It is difficult to overstate how much this dynamic changed for us over a few short months. This was due to a combination of two main factors. First, the models got a lot more capable. Second, we dramatically improved our techniques for harnessing these models — steering them, scaling them, and stacking them to generate large amounts of signal and filter out the noise.

They include some detailed bug descriptions too, including a 20-year old XSLT bug and a 15-year-old bug in the element.

A lot of the attempts made by the harness were blocked by Firefox's existing defense-in-depth measures, which is reassuring.

Mozilla were fixing around 20-30 security bugs in Firefox per month through 2025. That jumped to 423 in April.

Posted 7th May 2026 at 5:56 pm

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This is a link post by Simon Willison, posted on 7th May 2026.

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Key points and analysis

Article intelligence

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Key points

  • Mozilla used Claude Mythos to find hundreds of Firefox vulnerabilities, including a 20-year-old XSLT bug and a 15-year-old bug in the element.
  • The number of security fixes jumped from 20-30 per month in 2025 to 423 in April 2026.
  • AI-generated bug reports evolved from low-quality slop to highly effective outputs due to better models and improved harnessing techniques.
  • Firefox's defense-in-depth measures blocked many attempted exploits, providing reassurance.

Why it matters

This matters because mozilla used Claude Mythos to find hundreds of Firefox vulnerabilities, including a 20-year-old XSLT bug and a 15-year-old bug in the <legend> element.

Highlights and analysis are generated automatically and may contain errors. Check the original source.