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Benchmark accuracy is dangerously blind to catastrophic industrial failures: whether an AI destabilizes a power grid or hallucinates subsurface geology, the breakdown traces back to the exact same structural mismatch between physical constraints, data representations, and encoded human intent.
PromptGraph reveals that modeling contextual relationships between text spans can dramatically enhance privacy preservation in LLM inference without sacrificing utility.
