huggingface.co
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ksl
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Meta, Hugging Face, and Turing introduced OpenEnv, an open-source framework for evaluating AI agents against real systems instead of simulations. As part of the project, Turing built the Calendar Gym — a production-grade benchmark that tests agents on realistic calendar management tasks involving access control, temporal reasoning, and multi-step workflows. Key findings show that multi-step reasoning remains the biggest bottleneck, agent success drops from ~90% to ~40% when tasks use natural language instead of explicit identifiers, and over half of errors come from malformed arguments or incorrect action ordering rather than wrong tool selection. The framework highlights the gap between research demos and production-ready agent reliability.
