AI assistants need standardized knowledge units

As artificial intelligence makes general content creation abundant, the author argues that the true scarce and valuable commodity will be distinctive difference rather than cheap variation. In an era where AI personal assistants must collaborate with one another, shareable units of knowledge and standardized protocols—such as specs, prompts, and agent communication standards—will become essential for transferring complex context between systems. Open article →