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Brief

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

  1. Crayotter: Traceable Multi-Agent Workflows for Long-Form Video Editing

    Researchers have developed Crayotter, an open-source system designed to streamline long-form video editing through a multi-agent approach. This system organizes the editing process into distinct phases, ensuring narrative intent is maintained and providing detailed artifacts for traceability and failure diagnosis. Evaluations show Crayotter outperforms existing tools in theme alignment, narrative coherence, and editing smoothness. AI

    IMPACT Introduces a novel multi-agent system for video editing, potentially improving efficiency and quality in content creation workflows.