Operations | Monitoring | ITSM | DevOps | Cloud

Monitoring agents and LLM applications is... different. Managing everything from tool calls, to model configurations, token usage, and AI systems do their best to solve problems on their own - so errors aren't always clear. Sentry's agent monitoring focuses on making it easy to dive into your AI applications and understand whats breaking, where, so you can fix it faster.

This talk will examine the application of Artificial Intelligence and Machine Learning in observability. It will cover how AI/ML is being used to monitor systems, detect anomalies, and extract insights from telemetry data. The session will provide information on integrating AI/ML into observability pipelines, improving analytical capabilities, and system performance.

Alex Marshalov explores the new VictoriaMetrics MCP Server. He moves beyond the hype to show what's truly possible today. The presentation offers a builder's perspective on integrating AI with time-series data, featuring a demo that showcases both the potential and the current realities (yes, there are some). See how we're thinking about solving complex monitoring challenges with AI. Resources for Further Learning.

We’re running a short mini-series on The Debrief podcast called Beyond the code, where we interview our engineers about what it’s really like to build at incident.io. In this episode, we chat with Product Engineer Leo about how we’re using AI tools like Claude Code to ship more product, more quickly.

Finding critical infrastructure insights shouldn't be a game of hide-and-seek. The new AI-powered Infra Assistant is a natural language interface that allows users of any skill level to chat with Puppet data and services for quick insights and reporting on infrastructure state. You don't need any Puppet experience to get started; it's safe to use in your infrastructure; and it's secured with explicit opt-in and robust role-based access control.