From One OpenClaw Agent to a Real Multi-Agent Team (Without Breaking What Worked)
Today I made a structural shift in my OpenClaw setup with the help of Codex-5.3. For those who know my current architecture, I’ve been running Codex CLI in the backend to manage the OpenClaw instance on my Pi. Over time we’ve built it into a complete knowledge holder for everything related to OpenClaw, and that accumulated context is what made this change possible. I had a single strong agent running KOL and content execution, and it worked well. The strain started when I pushed it beyond that scope. Content strategy, software architecture, and private daily support were all forced to share the same brain. ...