Counterfactual Trace Auditing detects 522 behavioral change patterns from skills on 49 tasks where pass rates shift only 0.3 points on average.
Fantastically ordered prompts and where to find them: Overcoming few-shot prompt order sensitivity
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LLM safety judges flip verdicts on equivalent policy rewrites up to 9.1% of the time and cannot distinguish meaningful from meaningless changes, requiring new invariance-based reliability metrics.
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