DevOps and Observability for AI-Built Apps

This is the 4th workshop in our series to update the AI Dev Tools Zoomcamp content. ​This workshop updates Module 4: Open-Source AI Tools for Security, Audit, and DevOps. ​In this hands-on session, Alexey Grigorev will show how to use open-source AI tools around security, audit, and DevOps workflows. ​You will see how AI can support PR audit, security scanning, agent/MCP/skill security checks, Kubernetes diagnostics, incident investigation, and AI tool governance. ## ​What You'll Learn * ​Why AI-assisted projects need security, audit, and DevOps hardening * ​How to use AI around pull request audit * ​How PR-Agent fits into the review workflow * ​How to make security scanning accessible to AI tools * ​How Semgrep MCP can support secure code review * ​How Snyk Agent Scan fits agent, MCP, and skill security checks * ​How K8sGPT can help with Kubernetes diagnostics * ​How LiteLLM and Ollama fit into AI tool governance and local workflows * ​Where optional tools such as HolmesGPT and Stakpak may fit * ​How to investigate incidents with AI support * ​How to package hardening work for the final project * ​How to keep humans, policy, and audit trails in the loop ​By the end, you'll understand how to create a security, audit, and DevOps hardening package for your final project. ​Like the other workshops, this will be a live demo with practical tips and time for Q&A. ## ​All Events in This Series * ​AI-Native Developer Workflow: Using AI Tools Without Losing Control * ​Build and Ship an AI-Assisted Full-Stack App * ​Coding Agent Capabilities: MCP, Skills, Plugins, and Custom Agents * ​Open-Source AI Tools for Security, Audit, and DevOps * ​AI Dev Tools Zoomcamp 2026 Pre-Course Live Q&A * ​AI Dev Tools Zoomcamp 2026 Course Launch ## ​Thinking About Joining AI Dev Tools Zoomcamp? ​This workshop covers the updated content for Module 4 of AI Dev Tools Zoomcamp, our free course on using AI tools in practical software development workflows. ​The course covers AI-assisted planning, coding, review, testing, coding agent capabilities, MCP, skills, plugins, security, audit, DevOps, and a complete final project. ​The new cohort of AI Dev Tools Zoomcamp starts on August 31, 2026. You can join it by registering here. ## ​About the Speaker ​Alexey Grigorev is the Founder of DataTalks.Club and creator of the Zoomcamp series. ​Alexey is a software and ML engineer with over 10 years in engineering and 6+ years in machine learning. He has deployed large-scale ML systems at companies like OLX Group and Simplaex, authored several technical books, including Machine Learning Bookcamp, and is a Kaggle Master with a 1st place finish in the NIPS'17 Criteo Challenge. Join our Slack: https://datatalks.club/slack.html ​