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Anthropic announces public beta support for OpenTelemetry traces from Claude Managed Agents, the Messages API, and Claude SDKs, allowing developers to send agent traces to any OTel-compatible observability tool following GenAI semantic conventions.
DigitalOcean 推出 Signals（Agent Learning Services 与 Agent Data Services），可从生产环境的 agent 轨迹中自动标记失败会话并一键转化为评测集，在真实运行环境中回放验证修复效果。
LangSmith enables centralized tracing of agent decisions, improving debugging efficiency as demonstrated by Morningstar Inc's senior software engineer.
The article describes using Databricks Genie to query MLflow agent traces with natural language, enabling non-SQL users to analyze agent performance metrics like latency and errors.
agentcanvas is a Python tool that converts trace logs of Pydantic AI agents in Logfire into interactive flowcharts, clearly showing the complete workflow including model calls, tool usage, sub-agents, token consumption, and costs.
Raindrop Workshop is an open-source local debugger for AI agents that provides live streaming traces of tokens, tool calls, and decisions, with integration for coding agents like Claude Code to enable self-healing eval loops and replay.