Unverified50% confidenceFactExact time
The main failure modes of Agent systems in production include: ambiguous instructions, time-sensitive context, loss of state across sessions, and confident errors with no uncertainty signal.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedPoorly designed system prompts are often the root cause of unstable agent behavior or poor output quality.76% similarUnverified常见的Agent失败模式包括无限循环、目标漂移、过度自信以及工具误用76% similarUnverified代理熔断的难点在于“什么算异常”本身是模糊的:传统服务的失败信号是明确的超时或错误码,而代理的越界行为可能表现为一次看似合理的API调用。因此,代理熔断通常需要结合策略引擎、行为基线和实时风险评分,而非简单的阈值判断。75% similarUnverifiedThe accuracy and fault tolerance of agent products in edge cases (such as ambiguous requirement descriptions and failures propagating across multiple tool calls) is a common technical challenge for all current agent products.75% similarVerifiedAgent failure modes can be understood across three architectural layers: planning-layer failure, execution-layer failure, and reflection-layer failure, each with entirely different mitigation strategies.74% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1047523API
curl https://kongchang.com/api/v1/knowledge/claims/1047523MCP
get_claim(id=1047523)