In the recent article, Building Isolated AI Code Environments with
Cerebras and Docker Compose, our friends at Cerebras showcased how
one can build a coding agent to use worlds fastest Cerebras’ AI
inference API, Docker Compose, ADK-Python, and MCP servers. In this
post, we’ll dive deeper into the underlying technologies and show
how the pieces come together to build an AI agent environment
that’s portable, secure, and fully containerized.You’ll learn how
to create multi-agent systems, run some agents with local models in
Docker Model Runner, and integrate