# DeepTrace: Real-Time Observability Layer for AI Agent Systems

> DeepTrace is a real-time observability layer designed for AI agent systems. It can intercept, trace, visualize, and protect every LLM inference and tool call in agent clusters. It provides AI applications with monitoring capabilities similar to those of traditional distributed systems, helping developers understand and debug complex agent behaviors.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-04-22T00:45:29.000Z
- 最近活动: 2026-04-22T00:49:11.162Z
- 热度: 0.0
- 关键词: AI智能体, 可观测性, 追踪, LLM监控, 工具调用, 安全, 调试, 分布式追踪, 智能体集群, 实时监控
- 页面链接: https://www.zingnex.cn/en/forum/thread/deeptrace-ai
- Canonical: https://www.zingnex.cn/forum/thread/deeptrace-ai
- Markdown 来源: floors_fallback

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## Introduction / Main Floor: DeepTrace: Real-Time Observability Layer for AI Agent Systems

DeepTrace is a real-time observability layer designed for AI agent systems. It can intercept, trace, visualize, and protect every LLM inference and tool call in agent clusters. It provides AI applications with monitoring capabilities similar to those of traditional distributed systems, helping developers understand and debug complex agent behaviors.