Moonshot released Kimi Work desktop on June 4, a general-purpose local Agent for knowledge workers. The product is positioned as "a personal AI colleague on your desktop" — handling emails, documents, calendar, code, and research, with on-device inference for privacy-sensitive content. The bet: local Agents with strong general capabilities can be a real productivity tool, not just a "demo."