Refactoring OpenClaw setup, optimizing agents, and integrating local LLMs for efficient automation workflows.

Five weeks building a hybrid OpenClaw setup: hardware, local AI services, cloud models, guardrails, skills, and a seven-agent operating model.

Refactored my bloated 2800-line description.js with GPT-4o. It quickly trimmed it to 1800 lines, preserving full functionality with cleaner logic. Despite minor bugs in positioning, AI saved time and effort. Testing remains essential, but AI refactoring proved highly effective.