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Chapter 6 Agentic Coding: Orchestrating Claude Code, Codex & OpenCode

Why an Orchestrator Beats a Single Coding Agent

4 min read Lesson 33 / 65 Preview

OpenClaw as the foreman

You probably already use a coding agent — Claude Code, Codex, OpenCode, Aider, Cursor's CLI. Each one is great at coding. None of them is great at running your business. They have no Heartbeat, no persistent persona, no Telegram channel, no calendar.

OpenClaw is the layer above. It is the foreman that:

  • Hears the request (typed, voice, or scheduled)
  • Decides which coding agent to use
  • Hands off the precise task with the right context
  • Receives the diff and runs the verification
  • Reports back through your messaging channel

Why this split is durable

Coding agents change every quarter. OpenClaw's job — orchestration — does not. By treating the coding agent as a swappable Skill, you future-proof your setup against the next-best tool.

The matrix

Need Best handoff (Q2 2026)
Multi-file refactor with reasoning Claude Code (Opus)
Quick edit / one file / cheap Codex (GPT-5 small) or OpenCode
Local-only, offline OpenCode + Ollama
Test-driven loop, long-running Claude Code with TDD subagent

This matrix lives in your Agent file. When it changes (and it will), you update one file.

What we will build

By the end of this chapter, OpenClaw can take a Telegram message — "fix the failing tests in ~/Code/myapp" — pick the right coding agent, pass it the working tree, watch it work, and reply with a summary.

Next Lesson Driving Claude Code from Inside OpenClaw
Engr Mejba Ahmed

Engr Mejba Ahmed

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