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the Witness Architecture: An Edge-Decision Safety Architecture for HumanAI Systems: Why Human-in-the-Loop Failed, Co-Training Paradox, and Blueprint Trusted AI

Name: the Witness Architecture: An Edge-Decision Safety Architecture for HumanAI Systems: Why Human-in-the-Loop Failed, Co-Training Paradox, and Blueprint Trusted AI
Brand: Independently Published
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The Witness Architecture: An Edge-Decision Safety Architecture for Human–AI Systems: Why Human-in-the-Loop Failed, the Co-Training Paradox, and the Blueprint for Trusted AI