Unverified50% confidenceFactExact time
The design philosophy of traditional APM tools is built on the assumption that software behavior is deterministic, and is constructed around the request-response model.
1
Sources
50%
Confidence
Long-term
Relevance
8/8/2026
First Seen
Sources
AI Agent可观测性：生产环境调试与幻觉治理新范式
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