SREday

Site Reliability, DevOps and Cloud

November 27, 2025 PagerDuty, Lisbon, Portugal

1
Day
10+
Speakers
1
Track
50+
Attendees

Building End-to-End Observability for AI Agents

Murilo Venturin & Ricardo Moreira
PagerDuty
Abstract

AI Agents are non-deterministic, tool-using systems, so typical unit tests and quality monitoring frameworks are not up to the task. In this talk, I will share a practical, end-to-end framework for evaluating our AI agents at PagerDuty, both offline and online.

Bio

Murilo Venturin is a Machine Learning Engineer specializing in AI agents, LLMs, and generative AI systems. At PagerDuty, he designs and deploys multi-agent AI architectures, integrates reasoning workflows, and builds evaluation frameworks to measure performance of generative AI in production.

Ricardo Moreira is an AI Engineer and Full-Stack Developer specializing in LLMs, deep learning, and scalable AI systems. He is a Senior Applied Scientist at PagerDuty, where he built the company’s unified AI agent testing and evaluation framework.

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