# Tea, Pipelines, and Retries: A Practical Guide to MLOps

URL: https://www.sylvainkalache.com/content/tea-pipelines-and-retries-a-practical-guide-to-mlops

Category: panel
Date: 2025-10-07
Publication: SREcon EMEA 2025
Sylvain Kalache's role: moderator

[Original source](https://www.usenix.org/conference/srecon25emea/presentation/vechtomova-dt)

Discussion at SREcon EMEA 2025 on how AI is transforming the software development lifecycle — CI/CD pipelines, deployments, scaling, monitoring, incident management, reliability tooling, and emerging disciplines like LLMOps.

## Topics

- [SRE](https://www.sylvainkalache.com/topics/sre.md)
- [MLOps](https://www.sylvainkalache.com/topics/mlops.md)
- [AI Agents](https://www.sylvainkalache.com/topics/ai-agents.md)
- [CI/CD](https://www.sylvainkalache.com/topics/ci-cd.md)

## Participants

- Maria Vechtomova — Co-founder, Marvelous MLOps
- Jay Lees — Production Engineer, Meta
- Charity Majors — CTO, Honeycomb
- Todd Underwood — Head of Reliability, Anthropic
- Alejandro Saucedo — Director of AI, Zalando
- Niall Murphy — CEO, Stanza