Multi-Agent Orchestration Best Practices (2026)

If you're building AI agents, orchestration is everything.

Here’s what actually works:

1. Keep agents specialized One agent = one job Avoid “do everything” agents
2. Use a controller agent

This agent:

Assigns tasks
Routes requests
Handles failures

1. Memory matters

Use:

Vector DB (Pinecone, Weaviate)
Session memory

1. Tool integration

Agents should:

Call APIs
Use external tools
Fetch real-time data

1. Error handling

Always add:

Retry logic
Fallback responses
Stack Example:
OpenAI + LangChain + n8n
Vector DB + Redis