Multi-Agent Orchestration Patterns
Intermediate⏱45 min📖2 min readLesson 1 of 6

Multi-Agent Orchestration Patterns

Design and implement multi-agent workflows in OpenCode. Learn routing strategies, delegation patterns, and how to coordinate multiple agents for complex tasks.

Why Multi-Agent?

Single agents work well for simple tasks, but complex projects benefit from specialized agents working together.

Pattern
Use Case
Benefit
Router
Direct tasks to specialists
Better accuracy
Pipeline
Sequential processing
Clear workflow
Parallel
Independent tasks
Faster execution
Hierarchical
Complex delegation
Scalability

Router Pattern

The router pattern directs tasks to the most appropriate agent based on content.

json
{ "agents": { "default": { "model": "gpt-4o", "description": "Routes tasks to specialists" }, "frontend": { "model": "gpt-4o", "description": "React, CSS, TypeScript, UI/UX" }, "backend": { "model": "claude-sonnet-4-20250514", "description": "APIs, databases, server logic" }, "devops": { "model": "gpt-4o", "description": "Docker, CI/CD, deployment, infrastructure" } }, "agentRouting": { "mode": "auto", "defaultAgent": "default", "rules": [ { "pattern": "react|css|component|ui|frontend", "agent": "frontend" }, { "pattern": "api|database|sql|endpoint|backend", "agent": "backend" }, { "pattern": "docker|deploy|ci/cd|pipeline|kubernetes", "agent": "devops" } ] } }

Pipeline Pattern

Chain agents for sequential processing:

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Implementation

json
{ "agents": { "requirements": { "model": "gpt-4o", "description": "Analyzes requirements and creates specifications" }, "design": { "model": "claude-sonnet-4-20250514", "description": "Creates technical design from specifications" }, "implement": { "model": "gpt-4o", "description": "Writes code based on design documents" }, "test": { "model": "gpt-4o-mini", "description": "Generates and runs tests" }, "review": { "model": "claude-sonnet-4-20250514", "description": "Reviews code quality and security" } } }

Parallel Pattern

Execute independent tasks simultaneously:

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When to Use Parallel

Task Type
Parallel?
Reason
Independent modules
✅
No dependencies
Cross-cutting concerns
❌
Need coordination
Sequential logic
❌
Order matters
Multiple test suites
✅
Independent execution

Hierarchical Pattern

Use subagents for complex delegation:

json
{ "agents": { "lead": { "model": "gpt-4o", "description": "Project lead that coordinates work", "subagents": { "frontend-lead": { "model": "gpt-4o", "description": "Manages frontend team" }, "backend-lead": { "model": "gpt-4o", "description": "Manages backend team" } } } } }

Agent Communication

Via Files

Agents can communicate through shared files:

python
# Agent 1 writes with open("tmp/design.json", "w") as f: json.dump(design_spec, f) # Agent 2 reads with open("tmp/design.json") as f: design_spec = json.load(f)

Via Context

The primary agent passes context to subagents:

> Have the backend agent implement the API, then have the test agent write tests for it

Best Practices

Agent Specialization

Agent Type
Model
Temperature
Use Case
Architect
Claude
0.3
Design decisions
Coder
GPT-4o
0.7
Implementation
Reviewer
Claude
0.2
Code review
Tester
GPT-4o-mini
0.5
Test generation

Permission Isolation

json
{ "permissions": [ { "tool": "write", "allow": ["src/frontend/**"], "agent": "frontend" }, { "tool": "write", "allow": ["src/backend/**"], "agent": "backend" } ] }

Practice Questions

Practice Question
How to answer

Multiple-choice question with 4 options. Select one option, then choose Check Answer.

Which orchestration pattern is best for tasks that can run independently?

Practice Question
How to answer

Multiple-choice question with 4 options. Select one option, then choose Check Answer.

What field controls how OpenCode routes tasks to agents?

Practice Question
How to answer

Multiple-choice question with 4 options. Select one option, then choose Check Answer.

When should you use the pipeline pattern instead of parallel?

Practice Question
How to answer

Multiple-choice question with 4 options. Select one option, then choose Check Answer.

How do subagents communicate with their parent agent?

Practice Question
How to answer

Multiple-choice question with 4 options. Select one option, then choose Check Answer.

Which model temperature is best for code review tasks?


✅Success

Key Takeaways

  • Multi-agent workflows improve accuracy through specialization
  • The router pattern directs tasks to specialists based on content
  • Use pipeline for sequential dependencies, parallel for independent tasks
  • Hierarchical patterns with subagents enable complex delegation
  • Agent temperature should match the task: low for review, high for creativity
  • Permission isolation prevents agents from interfering with each other
  • Agents communicate through shared files and context, not external systems
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