AI & ML · Oct 28
AI Security Benchmarks Are Useful Signals, Not Workflow Tests
The scores are helpful. Your production environment is still where the weird stuff lives.
- Treat benchmark scores as signals, not permission to deploy without workflow specific testing.
- Test agents against your real tools, repositories, permissions, and failure modes before production use.
- Prefer evaluations that check side effects, provenance, and executable exploit outcomes.