I keep seeing the same pattern with AI agents: the demo works, the first workflow is exciting, and then the boring operational questions show up. What is installed? Which model/provider/config is this run using? What tool calls happened? Which actions needed approval? Can I replay the failure, resume the run, or prove what changed? That gap is what we are building around at Armorer Labs. Armorer Armorer is a local control plane for AI agents. The goal is to make local and self-hosted agent workf