How Did Thirty Minute Heartbeat Checks Let a Separate Coding Agent Improve Code Quality for Openclaw?

OpenClaw does not perform well at writing code because OpenClaw is highly optimized for being helpful and for being a good assistant. A separate coding agent runs on a different model and follows a different process to produce quality code instead of quick answers. Felix hands off coding work to the specialized agent and focuses on other tasks.

The coding agent runs in a separate session on Codex whereas Felix runs on Opus. The coding agent has a heartbeat where every thirty minutes the coding agent checks if Felix has created a new coding ticket. Once the coding agent finds a ticket the coding agent takes the instructions and writes the code before pushing the code up to a branch for review. Felix avoids doing any coding and only identifies what needs to be done before handing the work off to the engineer who produces better code.

The approach keeps each agent optimized for the work each agent does best and improves overall output once the volume of work increases.