Blog Post··5 min read
Red-Teaming vs Automated Evals: Tradeoffs and When to Use Each
Human red-teaming finds attacks automated evals miss. Automated evals achieve scale humans can't. Here's how to combine them, and what each can and can't tell you.
Tag: safety
Blog Post··5 min read
Runtime Guardrails: Architecture Patterns for Production AI Safety
Training-time alignment is not enough. Production AI systems need runtime layers that detect, intercept, and respond to harmful inputs and outputs. Here's how to build them.
Blog Post··6 min read
Designing Safety Benchmarks for LLMs: What Makes an Eval Good
Most safety benchmarks are gameable, distribution-shifted, or measure the wrong thing. Here's what separates a rigorous safety evaluation from a checkbox.