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AI Agent Papers·2026
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UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks

Zhekai Chen, Chengqi Duan +5·The University of Hong Kong (HKU) — Multimedia Lab

Evaluates proactive, multimodal agents on 400 bilingual real‑world tasks across five capability axes (Skill Usage, Exploration, Long‑Context Reasoning, Multimodal Understanding, Cross‑Platform Coordination) using live Docker‑based, stepwise closed‑loop evaluation to separate base model skills from framework design.

#agent-skills#multimodal#evaluation#LLM#multilingual+5
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