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Fares Fourati

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#artificial intelligence Preprint Sep 2026

COMED: The Missing Middle Between Routing and Collaboration in Multi-LLM Inference

No single Large Language Model (LLM) is uniformly reliable across queries, motivating multi-model inference systems that either route among models or combine their outputs. However, routing stops after selecting an initial model, while dense collaboration invokes peers on every query. We show that collaboration is non-...

Norah Alballa, Wen-Xuan Zhang, Salma Kharrat et al. · 0 citations
Jul 2026

The Boundaries of Automation: A Theory of Persistent Human Participation

It is argued that human participation may persist even with highly capable AI systems for three distinct reasons, and this perspective has important implications for the limits of automation and for the design, evaluation, and ethics of future AI systems.

Fares Fourati, Hinrich Schütze, Eyke Hüllermeier et al. · 0 citations

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