18 August 2026
AI evaluation tools shift focus from models to workflows
- Developers are building tools like eval-skills plugins and Agent Arena that measure how AI systems perform in real workflows, not just raw model capability.
- These tools track practical outcomes: whether the system routes requests correctly, breaks problems into steps, remembers context, and stays within budget, not just accuracy scores.
