多智能体系统里某个 agent 卡死了自己不会说,这篇论文给了一套轻量状态上报规范,还考虑了崩溃和被入侵的情况,做 agent 平台的开发者可以看看。
#OpenTelemetry
做 Claude 应用的朋友注意了,现在能把 API 和 Managed Agents 的调用追踪直接导进你的监控面板,排查延迟方便多了。
Native OTel export removes the need for custom exporters when wiring Claude applications into existing observability pipelines. Teams building agents on the Messages API or Claude SDKs can now debug latency, tool calls and failures directly inside LangSmith alongside traces from other providers, consolidating monitoring into one tool. The public beta status means behaviour may change before general availability.
Detailed traces are gated behind a Beta flag, so teams that want full subagent call chains need to opt in explicitly. The setup works with Grafana or a local receiver, and subscription-logged Claude Code users can use it too — no API key required. Engineering teams running long agent workflows in production get billing and latency attribution they previously had to reconstruct manually.
OpenTelemetry support means agent telemetry can flow into existing observability stacks like Grafana and Splunk instead of Anthropic-only dashboards, which matters for teams running Claude agents in production. Developers and platform engineers can use the token counts, durations and tool names in each trace to debug failures, measure costs and test agent behaviour with their standard monitoring setup.
The finer cache-write telemetry matters for anyone cost-optimising long agent sessions, since 5-minute and 1-hour cache writes can differ sharply in price. The new mod hooks and $.ui.view make it practical to build richer prompt and agent-UI extensions inside Claude Code. Developers running MCP-heavy setups should also update for the fix to automatic tool search dropping mid-session.
十年前那本 SRE 圣经出第二版了,讲清了 AI 时代运维怎么变:GPU 集群怎么管、生成式 AI 怎么写复盘,还给了六大领域的 2016 对比 2026 对照表。
Wrapture offers Python developers an alternative to unittest.mock with built-in tracing capabilities, useful for testing third-party code without modifying it.
Developers across ASEAN can now evaluate any agent framework using Amazon's standardized service, reducing vendor lock-in and improving development flexibility.
这篇论文提出了一个评估兼容性声明的框架,对于企业买家来说,了解何时兼容性声明真正降低了风险,而不是仅仅降低了首次集成成本,非常有用。特别是对于AI基础设施的评估,这个框架提供了重要的指导。
加拿大暂停加美贸易谈判,AI技术助力软件优化,宇宙地图发布,开源智能体框架,OpenTelemetry项目挑战重重,值得关注。
智能体跑在 AWS 外也能用 AgentCore 监控,ADOT 加 IAM 就能把 trace 和 token 用量接到同一仪表盘。
想看清团队里Codex用得多不多、稳不稳?这篇教程教你用OpenTelemetry把数据接到CloudWatch,按人、按团队拆开看。