Unverified50% confidenceBenchmarkExact time
The strongest configuration solved 78.2% of tasks under the strict task-level criteria and achieved a pass rate of 94.8% under the standard-level evaluation.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/5/2026
First Seen
Valid until: 1/3/2027
Sources
Related Entities
Related Claims
UnverifiedActionable Agent evaluation thresholds include a task decomposition rate and tool selection accuracy of 90% or above, a closed-loop completion rate of no less than 85%, and an error recovery rate of no less than 80%.70% similarUnverifiedThe entire test session (including a large number of Ultra and Max mode tasks) consumed only approximately 3% of the usage quota (dropping from 98% to 95%), indicating good token efficiency.70% similarUnverifiedManagers saw an approximately 75% improvement in completion speed for judgmental tasks such as deciding who should be promoted.68% similarUnverifiedThe task success rate of mainstream AI generation APIs is typically between 92% and 98%, meaning 2–8 out of every 100 tasks may fail.67% similarUnverifiedFor comparison, the Program-of-Thought baseline achieves 72.0% overall accuracy and the tool-calling agent achieves 58.7%.67% similar
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