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The latest News and Information on Monitoring for Websites, Applications, APIs, Infrastructure, and other technologies.

Grok Build Observability with OpenTelemetry

Learn how to implement end to end observability and monitoring for Grok Build, xAI's terminal coding agent, using OpenTelemetry and SigNoz. In this video, we walk through turning on Grok Build's native OpenTelemetry exporter, collecting metrics and structured session events, and visualizing everything in SigNoz to gain real time visibility into token usage, sessions and turns, tool calls and their outcomes, error categories, and startup latency. Grok Build ships its own exporter, so instrumenting it is a matter of configuration, with no library to install and no collector to run.

GitHub Copilot Monitoring & Observability with OpenTelemetry

Learn how to implement end to end monitoring and observability for GitHub Copilot Chat using OpenTelemetry and SigNoz. In this video, we walk through enabling the OpenTelemetry exporter built into the Copilot Chat extension in VS Code, collecting a trace for every agent turn, and visualizing everything in SigNoz to gain real time visibility into model calls, tool executions, token usage, prompt cache savings, latency, and failures. Copilot Chat ships its own OTLP exporter, so there is no instrumentation library to install and no collector to run.

Reactive vs. Proactive Pest Management: Which Approach Reduces Operational Overhead and Costs

Operations and IT leaders who read this site spend their days thinking about uptime, monitoring dashboards, and the cost of unplanned downtime. Pest management rarely shows up on that radar, yet the underlying logic is identical: a system left unmonitored eventually fails at the worst possible moment, and the cleanup always costs more than the prevention would have.

Are AI and art in conflict with each other?

I recently heard a song that was written by a girl but sung and composed by AI. It left me confused— I'm not sure if I liked it. I was a bit prejudiced and automatically hated it because it was composed by AI. Similar to many works of AI, it had a rhythm, but it was too repetitive and lacked emotions. This made me think about all the other forms of art that might be created by AI, and it left me with a bitter feeling.

NYDFS Part 500 Asset Inventory Requirements: How Technology Can Support Section 500.13

Financial-services organizations may already have multiple tools telling them what exists across their environment. The problem is that those tools do not always agree. An endpoint platform may recognize a device that a vulnerability scanner does not. A network system may identify an active device that is missing from another asset record. The same device may even appear under multiple names across different platforms. That creates a simple but important question: Which view can you trust?

Event-Driven Architecture Patterns: The ActiveMQ Practitioner's Guide

"Event-driven architecture" has become one of the most overloaded phrases in software engineering. The phrase simultaneously means a simple pub/sub notification system, a full event-sourced domain model, a saga for distributed transaction coordination, and a CQRS read/write separation. These are architecturally distinct event-driven architecture patterns with different trade-offs, different failure modes, and different operational complexity requirements.