Smart Orchestration of Multi-Agent Systems
Welcome to our final lesson on building intelligent multi-agent systems!
Here, we'll explore how to orchestrate multiple agents to work together efficiently, combining their unique capabilities for more comprehensive results.
Why Orchestration Matters
Think of our system like having two expert research assistants working together:
- The Nobel Prize agent (from Lesson 1) acts like having direct access to the Nobel Committee's archives
- The Firecrawl agent (from Lesson 2) is like having a speed reader who can scan websites instantly
Instead of these agents working sequentially, orchestration allows them to work simultaneously and combine their findings intelligently.
The power isn't just in having multiple agents - it's in how they work together to create something greater than the sum of their parts.
Understanding Orchestration Architecture
Let's explore how Naptha enables seamless orchestration of multiple agents:
Building Core Orchestration Logic
The heart of our orchestrator is its ability to coordinate parallel agent execution and synthesize results:
Notice how we use asyncio.gather() to run both agents simultaneously, significantly improving performance.
The Magic of Integration
The real power comes from how we synthesize the information using Naptha's node inference client:
Running the Orchestrator
Test the orchestrator locally:
Run with:
Benefits of This Approach
Our orchestrated multi-agent system provides several key advantages:
- Time Efficiency: Get comprehensive results at a fraction of the time
- Completeness: Combine historical context with current developments
- Accuracy: Each agent focuses on its specialty
- Synthesis: Intelligent combination of information reveals new connections
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