AI Automation
AutoGen & Code-Executing Agent Teams: Docker Sandboxes and Multi-Turn Conversations
Deploy Microsoft AutoGen multi-agent teams that write, execute, and debug Python code autonomously in secure isolated Docker containers.
The AssistantAgent and UserProxyAgent Loop
AutoGen pairs an AssistantAgent (which writes code and logic) with a UserProxyAgent (which executes the code inside a Docker container and feeds errors back to the assistant until fixed).
Related Technical Guides
Deepen your understanding with these closely related production architectures and tutorials:
Claude Fable 5.1 & Claude Opus 5: 1M Context, Secure Tool Sandbox & Subagent Coordination
Explore Anthropic's September 2026 Claude Fable 5.1, Opus 5, and Sonnet 5 release, featuring 1M token windows, allowlisted tool execution, and prompt caching.
CrewAI vs LangGraph: Architectural Guide to Multi-Agent Workflows
A comprehensive comparison of stateful cyclic graphs (LangGraph) and role-based hierarchical swarms (CrewAI) for enterprise automation.
LangGraph Cyclic & Stateful Agent Architecture: StateGraph, MemorySaver & Human-in-the-Loop
Build production-grade autonomous AI agents with LangChain's LangGraph, stateful persistence, cyclic control flow, and human approval gates.