18 August 2026
Evaluation tools shift focus from single models to full systems
- New tools like eval-skills and Agent Arena measure how AI systems actually perform in real workflows, not just how well individual models score on tests.
- These tools track practical concerns: whether systems route questions correctly, break problems into steps, remember context, and verify their own answers.
