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A second-order early warning signal for multi-turn prompt injection is introduced, based on information geometry and a statistical manifold. The method uses a meta rate derived from the second derivative of the stability parameter to predict adversarial trajectories before threshold crossing, providing proactive detection.
Arc Gate is a proxy-level tool that enforces instruction-authority boundaries to prevent AI agents from being hijacked by poisoned web pages, emails, or retrieved documents.