Verified65% confidenceFactExact time
Observability refers to complete logging and tracing of the input and output, tool call results, time consumption, and costs of each step of an Agent, in order to locate faults, evaluate quality, and optimize costs
3
Sources
65%
Confidence
Long-term
Relevance
9/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedObservability (recording every step of reasoning and tool call), error recovery (tool timeouts, API rate limiting, format parsing failures), and cost control are key factors determining whether an Agent can truly go live.80% similarUnverifiedAgent 遥测指的是运行时采集的模型调用轨迹数据，包括耗时、token 用量、工具调用序列、错误分布等，通常通过 OpenTelemetry 一类框架导出到可观测性平台。80% similarVerifiedThe observability of Agent systems requires handling information at the semantic level—not only knowing which APIs were called and the latency, but also understanding the reasons behind Agent decisions and the quality of reasoning—therefore evaluation engines must be deeply coupled with tracing systems.79% similarUnverifiedAgentAudit can capture key behaviors during agent execution, including LLM call records, decision process tracking, tool call logs, input/output archiving, and execution action traces.78% similarUnverifiedThe Agent's trajectory (execution trace log) can be examined to track whether a skill was actually activated and read.77% similar
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