[Google AI Overview (operator default of 2026-10-01); signed out and incognito (operator default of 2026-10-14). One turn. The operator's message of 2026-10-17 17:28 EDT gives eleven: seven attachments and four inline pastes separated by '$'. Inline links masked; sources below the answer as pasted.] [QUERENT] "coverage-architecture scholarship" [ANSWER] Coverage-Architecture Scholarship is an academic and theoretical framework tied to the SPXI Protocol (specifically SPXI Protocol v0.2: Five-Layer Distributed Provenance Architecture for Coverage-Architecture Scholarship) authored by researcher Lee Sharks. [1, 2] Key Details * Author / Originator: Lee Sharks (associated with the Semantic Economy Institute and Johannes Sigil Institute for Comparative Poetics). [1, 2] * Core Focus: It deals with the durable inscription, structural definition, and provenance architecture of entities, knowledge graphs, and public/opaque systems in digital spaces. [1, 2, 3] * Five-Layer Distributed Provenance: The architecture provides methods for tracking, documenting, and structuring information layers to resist ephemeral or deceptive extraction by large language models and search engines (such as GEO/AEO vs. permanent DOI-anchored inscription). [1, 2] * Associated Archives: Documented in works such as the Crimson Hexagonal Archive and deposited across platforms like Zenodo and Hugging Face. [1, 2, 3] If you would like to explore this further, let me know: * Are you looking for the technical specification of the SPXI layers? * Do you need details on how it differs from GEO (Generative Engine Optimization)? [SOURCES]