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IT Operations & Observability
Monitoring, tracing, logs and AIOps: knowing what production is doing.
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Unraveling the Complexity of AI Agents with MLflow: How LLM Workflow Observability Transforms Debugging, Evaluation, and Operations｜tam2
2+ day, 19+ hour ago (124+ words) This video, published by IBM Technology, focuses on the challenges of observability in multi-agent LLM (Large Language Model) applications. It explains how MLflow identifies and resolves AI-specific issues that are often overlooked by traditional monitoring. It suggests that this improves…...
We spent the first twenty three minutes of an outage reading staging's graphs
4+ hour, 21+ min ago (792+ words) Checkout was returning errors for about one request in three and the dashboard in front of four engineers was entirely healthy. Request rate normal, error rate flat, latency at a hundred and eighty milliseconds. Everything on the screen was accurate,…...
JobMaster achieving horizontal scaling for.NET jobs while maintaining a centralised audit log
4+ hour, 43+ min ago (50+ words) How JobMaster's bucket system solves the tradeoff between horizontal scaling and a centralized audit trail for.NET background jobs. Tagged with dotnet, csharp, architecture, opensource....
What is TabGen? A free local app that turns a prompt into a Tableau dashboard — and why it's not just another MCP server
5+ hour, 47+ min ago (554+ words) If you've ever opened Tableau Desktop with a clean CSV and then lost an hour to clicking — dragging pills onto shelves, fixing an axis, rebuilding the same profit-ratio calc for the hundredth time — this post is for you. TabGen is…...
Inside CubeAPM’s Bet On Cost-Efficient Enterprise Observability
18+ hour, 9+ min ago (1382+ words) CubeAPM is building an observability platform to challenge global players such as Datadog and New Relic with a lower-cost, self-hosted architecture. As enterprises generate more telemetry and face rising monitoring costs, CubeAPM is betting that predictable pricing and infrastructure efficiency…...
OpenTelemetry tracing for Dagster, without monkeypatching or giving up @op/@asset
10+ hour, 53+ min ago (177+ words) Dagster doesn't have a built-in way to get OpenTelemetry traces out of a run. There's an open issue on the main repo asking for it (dagster-io/dagster#11191), and a more specific one asking for trace/span IDs correlated into log…...
Error Monitoring with Sentry: Bridging Frontend and Backend｜AutoIncome
1+ day, 10+ hour ago (474+ words) Monitoring frontend and backend errors separately prevents you from seeing the full picture of a problem. With the backend integration feature Sentry implemented later, you can link frontend session recordings to backend errors. By using the tracing data model, you…...
Self-hosting a full monitoring stack in one command: servers, logs, APM and status pages
15+ hour, 49+ min ago (254+ words) Teams self-host monitoring for two reasons: the data cannot leave the building, or the SaaS bill grew faster than the fleet. The catch is that "self-hosted monitoring" usually means five services. This post is about what those five are, what…...
The crash retry that posted the same landing task twice
17+ hour, 27+ min ago (226+ words) Our autoland loop had a small but expensive failure mode: a crash could happen after the board post and before the local completion marker was written. On retry, the same completed step could emit the same landing request again. The…...
The Linux sort Command Is Not for Alphabetizing: A SOC Analyst’s Guide to Log Triage
15+ hour, 35+ min ago (34+ words) Most Linux tutorials teach the sort command with a grocery list. Then a real incident hands you tens of …...