Finding Bugs using LLMs

At Materialize we’ve had success in finding bugs in existing code and open pull requests using LLM-based coding agents since February 2026, coinciding with the release of Anthropic’s Opus 4.6 (now mostly running on 4.7). In this post we’ll look into some of the considerations that went into the system we are currently using as well as lessons learned.