A typed multi-agent protocol with a claim ledger, adversarial critic, and safety gate improves action F1 and safety over budget-matched baselines on a 360-case neuro-oncology benchmark.
CAMEL: Communica- tive Agents for Mind Exploration of Large Scale Language Model Society
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TumorBoard: Evidence-Grounded Multi-Agent Decision Support for Longitudinal Neuro-Oncology
A typed multi-agent protocol with a claim ledger, adversarial critic, and safety gate improves action F1 and safety over budget-matched baselines on a 360-case neuro-oncology benchmark.