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#artificial intelligence Preprint Sep 2026

OpenCollab: A Multi-Agent Coding Framework with Programmable Collaboration and Controllable Runtime

Multi-agent coding systems are designed to tackle complex software engineering tasks through collaboration. However, existing evaluations typically assume configured organizations are followed faithfully, whereas reality differs. This behavioral gap, combined with differences in underlying system components, prevents c...

Chun-Wah Hsu, Kai Gong, Yu Wu et al. · 0 citations
Preprint Sep 2026

ADF-EA: A Unified Execution Assurance System for Agent Device Foundation

Agents based on large language models (LLMs) can access heterogeneous devices through tools and APIs, but reliable execution must account for unmet effects, uncertain outcomes, and changing prerequisites. A command may be acknowledged without producing its intended effect, while missing feedback may obscure an action t...

Xue-Chun Li, Jia-Xin Liang, Jie Li et al. · 0 citations

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