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- Federal Rule of Evidence 707: Admitting AI Output Without an Expert Witness in 2026 — How the October 2026 revised working draft of Proposed Federal Rule of Evidence 707 closes the 'lay witness with an AI advisor' loophole by imposing Daubert reliability standards, pre-trial notice, and a five-part audit framework on AI evidence offered without an expert.