We’ve been exploring this while building Crucible — trying to make testing simpler. Still early, but interesting patterns coming up.

AI Security Tools Compared: What Exists and What’s Missing As AI agents become common, security is starting to get attention. There are already several tools and frameworks exploring this space. But while looking into them, something became clear: Most tools don’t fit how developers actually build and deploy AI systems. The Current Landscape Most AI security tools fall into three categories: 1. Research Tools These are powerful and explore advanced attack techniques.