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Author

Zhekai Chen

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Jul 2026

UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks

The first capability-driven benchmark designed to evaluate proactive agents in dynamic, real-world settings is introduced, and comprehensive comparisons across both models and frameworks show how base model capabilities and agent framework designs jointly shape performance in real-world environments.

Zhekai Chen, Chengqi Duan, Kaiyue Sun et al. · 1 citation

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