Open-Source AI Tools for Security, Audit, and DevOps
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
Coding Agent Capabilities: MCP, Skills, Plugins, and Custom Agents
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.
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