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

  1. Has anyone been able to run AI Toolkit Perceptual on Windows?

    A user on Reddit is encountering a "Permission denied" error when attempting to run the AI Toolkit Perceptual on Windows. The issue appears to stem from a file locking problem within the onnx2torch library's temporary file handling during identity anchor training. The user has tried several troubleshooting steps, including antivirus exclusions and environment variable changes, but has not found a solution. AI

    IMPACT This technical issue may hinder Windows users from effectively training certain AI models using the Perceptual toolkit.