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Researchers compare AI agent harnesses using the same GLM-5.3-flash model on 90 AppWorld tasks. While Hermes and Deep Agents succeed on 81% and 2% of scenarios respectively, the CUGA harness achieves 81% completion by enforcing strict policies. This benchmark highlights that the agent harness, not just the model, determines performance for enterprise automation workloads involving multiple apps and APIs.
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