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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. FinCom: A Financial Multi-Agent Demo with Disagree-or-Commit Deliberation

    Researchers have developed FinCom, a new multi-agent system designed for financial analysis that uses a Disagree-or-Commit (DoC) protocol. This framework aims to prevent sycophancy, where agents conform to peer reasoning rather than evidence, by structuring dissent into the decision-making process. FinCom employs a Supervisor and three specialist agents (Research, Quantitative, Risk) with role-specific tools, requiring explicit critique or commitment before a unified recommendation is made. Evaluations show DoC improves reasoning accuracy and risk awareness compared to consensus-seeking baselines. AI

    IMPACT Introduces a novel protocol to improve the reliability and transparency of AI agents in financial decision-making.