[Submitted on 15 Sep 2025 (v1), last revised 22 Sep 2025 (this version, v2)] View a PDF of the paper titled MALLM: Multi-Agent Large Language Models Framework, by Jonas Becker and 5 other authors View PDF HTML (experimental) Abstract:Multi-agent debate (MAD) has demonstrated the ability to augment collective intelligence by scaling test-time compute and leveraging expertise. Current frameworks for multi-agent …

AI agents are evolving beyond basic single-task helpers into more powerful systems that can plan, critique, and collaborate with other agents to solve complex problems. Deep Agents—a recently introduced framework built on LangGraph—bring these capabilities to life, enabling multi-agent workflows that mirror real-world team dynamics. The challenge, however, is not just building such agents but also running them reliably and …

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