# I Built a Team of AI Agents That Manage Themselves — Here’s the Orchestrator Pattern Behind It

> Source: <https://pub.towardsai.net/i-built-a-team-of-ai-agents-that-manage-themselves-heres-the-orchestrator-pattern-behind-it-cdc815b56036?source=rss----98111c9905da---4>
> Published: 2026-07-14 19:01:02+00:00

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# I Built a Team of AI Agents That Manage Themselves — Here’s the Orchestrator Pattern Behind It

A tested, running hierarchical multi-agent system that plans a research question into subtasks, runs specialist agents in parallel, catches its own weak answers, and retries them — with every log in this article captured from a real execution

**Estimated reading time:** 18–22 minutes

## Table of Contents

- Introduction
- Problem Statement
- Background
- Core Concepts
- Technology Deep Dive
- Architecture
- Mini Project: A Multi-Agent Research Orchestrator
- Implementation
- Code Walkthrough
- Testing
- Performance
- Limitations
- Best Practices
- Common Mistakes
- Production Considerations
- Future Improvements
- Conclusion
- Further Reading
- Official References

All code in this article is organized as a single runnable project. Copy any block into the matching file path and it will run…