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Neuralink enters mass production of its brain implant, but a 1974 patent for remote brain wave monitoring reveals the concept is not new, underscoring decades of neural interface research.
This paper demonstrates that formal robustness certificates for embedded neural interface models can pass even when task accuracy collapses under adversarial attack, and proposes a unified empirical audit framework to address alignment failures between training objectives and operational user welfare.