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Existing guardrails falter under policy changes, but PolicyShiftGuard achieves a remarkable 76.9 Avg. F1 score by adapting to evolving safety policies.
Current personal assistant agents struggle to anticipate and act on unstated user needs in long, complex workflows, revealing a critical gap between task completion and genuine proactivity.
