This paper shows how to fairly test "general-purpose" AI agents that should work in many places without special tweaks.
Computer-using agents kept forgetting important visual details over long tasks and could not reliably find up-to-date, step-by-step help for unfamiliar apps.
OpenRT is a big, open-source test bench that safely stress-tests AI models that handle both text and images.
This paper introduces the Confucius Code Agent (CCA), a coding helper built to handle huge real-world codebases with long tasks and many tools.