Unverified50% confidenceFactExact time
Most Agent failures produce no error logs at all: the Agent does not crash, the workflow reports completion, and the output is structurally correct, but the content is wrong.
1
Sources
50%
Confidence
Long-term
Relevance
10/14/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIf the agent refuses the malicious call but also fails to complete the task it should have completed, this is essentially a usability loss rather than a security success.73% similarUnverifiedError feedback refers to failure information flowing into the current task context so the Agent makes a different choice, but this does not mean the Agent learns permanently unless the system is deliberately designed to store and leverage this experience.72% similarUnverifiedAgent可部署的软件分发模式降低了技术门槛，但部署可靠性取决于Agent的理解准确度，调试失败时普通用户可能缺乏排错能力72% similarUnverifiedAgent死循环最典型的失败场景是耗尽Token却无法输出最终结果72% similarUnverifiedUsage-based billing is only justifiable when the agent can reliably complete tasks; if users are charged for failures, they will feel they are paying for the vendor's technical immaturity.72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1027932API
curl https://kongchang.com/api/v1/knowledge/claims/1027932MCP
get_claim(id=1027932)