Multi-Agent Architecture Patterns FAQs

Question 1

When should I use a multi-agent architecture instead of a single agent?

Accepted Answer

Use it when your task exceeds context limits, requires parallel sub-tasks, or benefits from specialized agents with different toolsets and system prompts.

Question 2

Is a multi-agent system more expensive than a single agent?

Accepted Answer

Yes, typically consuming more tokens (up to 15x), but it provides a higher reasoning ceiling and faster real-world execution through parallelization of sub-tasks.

Question 3

Which frameworks does this skill support?

Accepted Answer

The patterns provided are compatible with major agentic frameworks including LangGraph, AutoGen, and CrewAI, focusing on the underlying architectural logic.

Question 4

How does context isolation improve performance?

Accepted Answer

By partitioning work, each agent operates with a clean context window focused only on its specific task, avoiding 'lost-in-the-middle' reasoning degradation and attention scarcity.

Question 5

What is the 'telephone game' problem in agent orchestration?

Accepted Answer

It occurs when a supervisor agent incorrectly paraphrases a sub-agent's output. This skill provides direct pass-through patterns to ensure message fidelity.

Multi-Agent Architecture Patterns

Key Features

Use Cases

Multi-Agent Architecture Patterns

Key Features

Use Cases