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HealthClaw boosts answer accuracy for personal health management by over 45% while enhancing privacy protection in AI interactions.
Adversarial documents can not only mislead deep research agents but also shift poisoned content from overt framing into seemingly factual premises, complicating detection.
DOPD reveals that intelligently routing supervision based on advantage gaps can significantly enhance capability transfer in distillation, outperforming conventional methods.