MetalHatsCats is an AI product studio and experimentation playground. We build agentic systems, automations, and apps that turn messy reality into working products — copilots, knowledge engines, decision tools, and end-to-end workflows that actually ship. From enterprise operations to weird prototypes: we test fast, learn hard, and productionize what proves itself.