Agent Team Pipeline

Use when needing to coordinate multiple AI agents in parallel for code development, testing, and review

Overview

Coordinate OpenClaw as the brain dispatching multiple Codex instances in parallel: one for coding, one for testing, one for code review. Each agent works in an isolated git worktree to avoid conflicts.

When to Use

• Need to implement a feature with separate code/test/review phases
• Want parallel execution of independent tasks
• Building a mini development team workflow

Not for:

• Single simple tasks (use single agent)
• Exploratory discussions requiring multi-round dialogue

Core Pattern

text

User → OpenClaw (brain) → Codex Coder → Codex Tester → Codex Reviewer
                        → Codex Tester (parallel)
                        → Codex Reviewer (parallel)

Setup

1. Create Isolated Worktrees

bash

cd /Users/liuchang/.openclaw/workspace
git worktree add -b coder /Users/liuchang/agent-coder HEAD
git worktree add -b tester /Users/liuchang/agent-tester HEAD
git worktree add -b reviewer /Users/liuchang/agent-reviewer HEAD

2. Task Distribution Script

bash

#!/bin/bash
CODER_DIR="/Users/liuchang/agent-coder"
TESTER_DIR="/Users/liuchang/agent-tester"
REVIEWER_DIR="/Users/liuchang/agent-reviewer"

case "$1" in
    coder)
        cd "$CODER_DIR" && codex exec "$2"
        ;;
    tester)
        cd "$TESTER_DIR" && codex exec "$2"
        ;;
    reviewer)
        cd "$REVIEWER_DIR" && codex exec "$2"
        ;;
esac

3. Workflow

1. Coder receives task, writes code to agent-coder/
2. Tester receives code, writes tests to agent-tester/
3. Reviewer reviews code, provides feedback
4. Loop: Coder addresses feedback → Reviewer confirms

Quick Reference

Role	Worktree	Command
Coder	agent-coder	codex exec "implement X"
Tester	agent-tester	codex exec "test X"
Reviewer	agent-reviewer	codex exec "review X"

Example

bash

# Coder: Implement feature
codex exec "创建登录功能，使用 JWT"

# Tester: Write tests  
codex exec "为 ../agent-coder/login.py 写测试"

# Reviewer: Review code
codex exec "审查 ../agent-coder/login.py"

Common Mistakes

• No worktree isolation → Use git worktree to prevent file conflicts
• Sequential when parallel → Coder+Tester+Reviewer can run in parallel
• Skipping review loop → Always verify fixes with reviewer before accepting

Real-World Impact

Successfully implemented hello.py example:

• Coder created initial code
• Tester wrote pytest file
• Reviewer suggested main() + __main__ protection
• Coder applied fixes
• Reviewer confirmed compliance