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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. Human proof for FOSS contributions

    A new method is proposed to verify that contributions to Free and Open Source Software (FOSS) projects are human-generated, not created by AI. The approach involves using asciinema to record programming sessions, capturing the natural mistakes and thought processes of a human developer. While LLMs could potentially mimic these recordings, the current complexity and limited training data for such mimicry make this a viable, albeit temporary, solution. AI

    IMPACT This method could help FOSS projects maintain code integrity by distinguishing human-written code from AI-generated submissions.