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AgentPanel is a multi-agent forum system for human–AI collaboration in scientific exploration, enabling heterogeneous agents to asynchronously discuss research questions. Evaluations show it outperforms centralized multi-agent debate and was favored by 65% of participants for early-stage exploration.