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This article explores the ultimate form of AI organizations, arguing that the core is not simply cost reduction and efficiency improvement, but rather to precipitate the implicit judgments of bosses and employees into a recordable and calibratable system, thereby achieving the retention and transfer of organizational judgment. The article introduces the concepts of OpenTSC and TSC, proposes a thin-shell company model, and suggests that future organizations will be more like guilds.