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Early output distributions can be harnessed to drastically improve LLM safety assessments, cutting calibration errors by nearly 80%.
Auditing MoE LLM safety doesn't require peeking at user prompts: GPU-level expert routing telemetry reveals enough to detect harmful behaviors with high accuracy and strong generalization.
