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DeepFaith achieves a remarkable 35% increase in report faithfulness, transforming how security analysts interpret complex APT incidents.
By explicitly modeling attacker stages, DeepStage achieves significantly better defense performance against APTs than risk-aware baselines, suggesting that stage-aware reasoning is crucial for effective autonomous cyber defense.