Using LLMs to Secure Source Code — Eugene Yan, Anthropic
Mozilla shipped about 20 security fixes a month across Firefox in early 2025. In April it shipped 400, a 20x jump, and it credited roughly two thirds of them to a frontier model. That is the shift Eugene Yan came to describe: models are now finding and fixing real vulnerabilities at scale. Anthropic's own scan of more than a thousand open source repos surfaced 6,200 high or critical issues out of 23,000 candidates, reported 1,600 to maintainers, and saw about 100 patched upstream. Finding bugs, it turns out, is no longer the hard part. The bottleneck has moved to verifying, triaging, and patching them.
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