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

  1. Syll: Open-Source Personal Automation with Cross-Surface Execution

    Researchers have introduced Syll, an open-source personal automation system designed to operate across various interfaces including APIs, command lines, and graphical user interfaces. Syll allows users to teach agents by direct demonstration, which are then compiled into reusable skills. The system provides multimodal evidence of agent execution, such as logs and checkpoints, for user inspection and control. Syll externalizes memory, skills, and routines as editable local artifacts, aiming to provide a practical foundation for extensible personal automation. AI

    IMPACT Provides a foundation for teachable, inspectable personal AI agents across diverse computing interfaces.