AI代理自动调查生产故障，从证据收集到根因推理一气呵成，运维救星。
Hi HN, I built Intelix, an AI incident-response agent for engineering teams. When a production incident happens, Intelix investigates it instead of si…
想知道AI代理为何答错？用OpenSearch追踪LLM调用全链路，定位问题不再靠猜。
You shipped your AI agent. It answers questions, calls tools, retrieves documents, and mostly does the right thing. Mostly. When it does the wrong thi…
用Grafana监控Hermes Agent的轻量方案，一行命令接入可观测性数据，运维调试更省心。
Article URL: https://github.com/alexander-akhmetov/grafana-agento11y-hermes Comments URL: https://news.ycombinator.com/item?id=49318128 Points: 2 # Co…
用真实故障场景打磨你的可观测性工具，RCA-lab让根因分析演练不再纸上谈兵
Article URL: https://github.com/coroot/rca-lab Comments URL: https://news.ycombinator.com/item?id=49304191 Points: 1 # Comments: 0
用OpenTelemetry追踪AI代理的每一步：LLM调用、工具执行、MCP调用全记录，还带Ed25519签名防篡改，可观测性直接拉满。
Article URL: https://github.com/varmax2511/trail Comments URL: https://news.ycombinator.com/item?id=49150222 Points: 1 # Comments: 0
两行代码集成，让你对生产环境AI应用调用一览无余的观测与评估工具。
Article URL: https://enprompta.com/ Comments URL: https://news.ycombinator.com/item?id=49095172 Points: 2 # Comments: 0
为生产级AI应用打造的可观测性方案，让LLM监控像OpenTelemetry一样标准化。
OpenTelemetry for production AI applications Discussion | Link
从零构建LLM可观测性工具，揭示API 200不等于功能可用的真相
-and added the one signal it was missing Track 01 — AI & Agent Observability. A hackathon project built from scratch, July 20–26, 2026. There's a …
开源工具包，专治LLM Agent故障，可观测、能归因、自动恢复，调试必备。
arXiv:2607.18754v1 Announce Type: new Abstract: LLM agent failures are difficult to debug because the step where an error surfaces is often not the on…
多提供商网关的故障转移不能只看状态码，语义一致性才是保证可靠性的关键。
diegosouzapw/OmniRoute is an MIT-licensed AI gateway that advertises one endpoint across many providers and models, with quota-aware fallback and toke…
专为LLM代理打造的列式存储可观测性方案，无采样全量追踪，每百万仅需10美元，有效应对非确定性调试痛点。
Hi HN, we're Kiran and Vijay! Over the past two years, we have built a columnar storage engine for observability: logs, metrics, and traces. Today, it…
开发者视角实测云监控工具，直击多云架构下2AM故障定位痛点，帮你选型不踩坑。
Your app runs across three AWS regions, a managed Postgres instance, a Stripe integration, and an OpenAI dependency. Something slows down at 2 AM. Is …
AI代理的隐形代价：循环空转浪费Token，崩溃后却无法回溯决策链，可观测性亟待解决。
Anyone who has tried to move an AI agent from a local demo into a production environment knows the exact moment the excitement dies. It’s usually when…
从App到LLM，一文讲透AI时代的可观测性设计核心，涵盖代码图动态追踪的未解难题
Article URL: https://ryantsuji.dev/posts/ai-observability-design Comments URL: https://news.ycombinator.com/item?id=48817455 Points: 1 # Comments: 0
用重放机制让AI代理在真实轨迹上迭代，生产环境调试从此有迹可循。
At the AI Engineering World's Fair a big part of the conversation was to nail the self improvement loop. Our take on this is to record state of the ag…
一键生成逼真的 OpenTelemetry 链路追踪数据，含 AI 智能体场景，单文件二进制开箱即用。
Article URL: https://github.com/ImmersiveFusion/if-opentelemetry-tracegen Comments URL: https://news.ycombinator.com/item?id=48819065 Points: 1 # Comm…
一键审计AI代理行为，追踪凭证访问与文件修改，让黑箱操作无所遁形
Article URL: https://github.com/miggy-code/Panoptes Comments URL: https://news.ycombinator.com/item?id=48813183 Points: 1 # Comments: 1
专为 AI 代理打造的 LLM 可观测平台，可实时追踪推理成本与工具调用链，快速揪出隐藏的性能瓶颈。
The main metric I look at is inference cost, which is a pretty good indicator when something's off. However, a couple of days a go I discovered we wer…
从真实支付延迟案例切入，讲透API可观测性与普通监控的本质区别，并给出落地实践路径。
Khả năng quan sát API (API observability) là khả năng hiểu vì sao API hoạt động như hiện tại dựa trên dữ liệu đo lường (telemetry) mà API phát ra: met…
用OpenTelemetry+Prometheus+GitHub Actions构建生产级可观测性，从指标定义到导出一步到位
In modern software engineering, traditional monitoring — simply knowing if a system is up or down — is no longer enough. High-velocity engineering tea…