AWS's new open-source benchmark runs agents against real resources in disposable cloud accounts.
DeepSeek's V4 Flash tops leaderboards but passes barely half its agent tasks as API prices jump.
Arato platform simulates thousands of user interactions across text, voice, and image modalities to catch AI failures before…