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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

M. Ali

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Conference Jul 2026

Proactive Multi-Agent Systems for Autonomous Code Generation and Software Maintenance

The evolution from reactive to proactive AI systems represents a paradigm shift in software engineering, enabling autonomous agents to anticipate requirements, plan complex workflows, and execute multi-step development tasks without human intervention. This paper presents a novel multi-agent architecture for autonomous...

Saher Elsayed, Samer Abubaker, M. Ali et al. · 0 citations
Preprint Aug 2026

GRPO Beyond English: A Large-Scale Study of GRPO in Non-English and Multilingual Settings

It is found that training to reason in the native language often leaves only a small gap to training for English reasoning, and RLVR beyond English can provide broad crosslingual gains, but also requires broad evaluation to detect language-specific regressions.

Konstantin Dobler, Federico Scozzafava, Jonathan Janke et al. · 0 citations

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