Unverified50% confidenceSolutionExact time
LongGuard identifies semantic oscillation (where an Agent rephrases but is fundamentally stuck in the same thought loop) by analyzing the variance of embeddings.
1
Sources
50%
Confidence
Long-term
Relevance
9/8/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedLongGuard detects four runaway patterns in real time: identical tool calls, semantic oscillation, dead-end drift, and token rate.71% similarUnverifiedLongGuard adopts a circuit-breaker state machine of CLOSED → REFLECTING → HALF_OPEN → OPEN, injecting targeted system prompts into the agent to guide reflection and redirection upon detecting a loop.69% similarUnverified在关键决策节点引入人工确认可为长链推理插入校准锚点，防止幻觉漂移导致任务偏离方向60% similarUnverifiedAnthropic提供的提示词缓存机制允许将重复出现的长系统提示或技能定义缓存于服务端，后续调用仅需传输差异部分60% similarUnverifiedAquifer builds a backpressure feedback loop in coordination with the inference backend, allowing the inference backend to dynamically notify Aquifer to slow down or speed up.59% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/878982API
curl https://kongchang.com/api/v1/knowledge/claims/878982MCP
get_claim(id=878982)