Operators running OpenClaw agents
AlphaClaw fits teams that already want OpenClaw but need a dashboard, watchdog, and channel orchestration around the gateway before trusting it for ongoing work.
Skip if:
You only need a one-off local agent experiment. Running the full harness adds operational surface area.

