Unverified50% confidenceFactExact time
LongGuard embeds into StateGraph and evaluates four failure modes at sub-millisecond speed at every step of the agent: identical tool calls, semantic oscillation, dead-end drift, and token rate.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
9/8/2026
First Seen
Valid until: 12/7/2026
Sources
Related Entities
Related Claims
UnverifiedLongGuard's semantic oscillation detector may be overly aggressive for genuinely complex multi-step reasoning agents, and the default thresholds need to be adjusted for specific scenarios.68% similarUnverifiedKey signals for identifying get-rich-quick schemes include cases lacking verifiable details, abnormally compressed timelines, and result descriptions that lack disclosure of failure probabilities.68% similarUnverified在每个动作前进行策略校验可能给智能体响应速度带来延迟，这是所有运行时安全方案都需面对的经典权衡68% similarUnverifiedLongGuard's dead-end drift detection uses Jaccard similarity and triggers the circuit breaker when the agent takes more than 5 consecutive steps without discovering new observations.67% similar
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