Machine-Interpretable Information: Compiling Documents into Searchable and Readable Protocol States

Yifan Wang, Dejing Dou

Long-context language models interface with external knowledge through raw natural language. In retrieval-augmented systems, this creates a persistent index-payload schism: dense v…