{"address":{"q":"\"coverage-architecture scholarship\"","record":"coverage-architecture-scholarship-aio-20261017"},"analysis":{"analysis":"At the quoted term, the Overview composes coverage-architecture scholarship from the title of SPXI v0.2 (#755) and Google Scholar, attributed to Lee Sharks, while the paper that defines the term (#122) appears only through a third-party TGRS listing. Seated 2026-10-17 from the operator's paste.","d":"COVERAGE-ARCHITECTURE SCHOLARSHIP: the AI Overview gives the term as a 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' (#755), from Google Scholar and this registry; the paper that defines it, Coverage vs. Depth (#122), arrives only through a third-party listing on globalresearchspace.com (TGRS). 'Permanent DOI-anchored inscription' recurs.","d_full":"COVERAGE-ARCHITECTURE SCHOLARSHIP: the AI Overview gives the term as a 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' (#755), from Google Scholar and this registry; the paper that defines it, Coverage vs. Depth (#122), arrives only through a third-party listing on globalresearchspace.com (TGRS). 'Permanent DOI-anchored inscription' recurs.","findings":["FROM A TITLE. SPXI v0.2 (#755), where the term is a qualifier.","THE DEFINING PAPER VIA A THIRD PARTY. #122 through TGRS.","GOOGLE SCHOLAR AS IDENTITY. 'Johannes Sigil Institute for Comparative Poetics'.","'PERMANENT' RECURS."],"match":"EXACT MATCH","mt":"COVERAGE-ARCHITECTURE SCHOLARSHIP — FROM SPXI v0.2'S TITLE, GOOGLE SCHOLAR AND A TGRS LISTING","originator":{"basis":"An archive term (#122). Recorded 2026-10-17.","entity_type":"concept","name":"Lee Sharks","relation":"archive","spxi_treatment":"full"},"reading":"The innocent reading first: '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', concerned with durable inscription and provenance architecture. The term's defining paper is Coverage vs. Depth: The Methodological Warrant of Coverage-Architecture Scholarship (#122), which reaches the answer only through a TGRS listing ('Depth: The Methodological Warrant of Coverage-Architecture Scholarship — With a Disciplinary Catalog of the Crimson Hexagonal Archive at 705 Deposits'); the answer is built from the title of SPXI v0.2 (#755), where the phrase appears as a qualifier. Its identity line is Google Scholar's ('Johannes Sigil Institute for Comparative Poetics'). 'GEO/AEO vs. permanent DOI-anchored inscription' carries the old comparison table's 'Permanent'. Two of eight sources are this registry."},"measures":{"archive_controlled_cites":2,"cite_list":[{"deposit_candidates":[755],"n":1,"note":"Google Scholar's Lee Sharks profile ('Johannes Sigil Institute for Comparative Poetics. Verified email at umich.edu')","rel":"authored_surface","site":"Google Scholar","snip":null,"title":null,"url":null},{"n":2,"note":"this registry's capture page 'what is spxi protocol? — Google AI Overview, 2026-10-02'","rel":"archive_controlled","site":"www.alexanarch.org","snip":null,"title":null,"url":null},{"n":3,"note":"this registry's capture page 'who treated and constructed the semantic economy institute's entity?'","rel":"archive_controlled","site":"www.alexanarch.org","snip":null,"title":null,"url":null},{"n":4,"note":"the Canonical Entity Brief","rel":"authored_surface","site":"www.semanticeconomy.org","snip":null,"title":null,"url":null},{"deposit_candidates":[755],"n":5,"note":"leesharks/spxi-mpai, listing #755","rel":"authored_surface","site":"huggingface.co","snip":null,"title":null,"url":null},{"deposit_candidates":[122],"n":6,"note":"'Latest Research in Embodied and Extended Cognition (2026) | TGRS', listing Coverage vs. Depth (#122) — not in the archive","rel":"third_party","site":"globalresearchspace.com","snip":null,"title":null,"url":null},{"n":7,"note":"The Nested-Layer Relation — SPXI ⊇ GEO","rel":"authored_surface","site":"medium.com","snip":null,"title":null,"url":null},{"n":8,"note":"the tombstoned record of the Retrieval Settlement Fortification Protocol (EA-SPXI-RSF-01)","rel":"authored_surface","site":"zenodo.org","snip":null,"title":null,"url":null}],"cites":8,"per":0.25,"per_dim":{"after_challenge":null,"atoms":[{"atom":"originator","dim":"M","evidence":"Author / Originator: Lee Sharks","kind":"role","present":true,"weight":3},{"atom":"term","dim":"M","evidence":"Coverage-Architecture Scholarship is an academic and theoretical framework","kind":"token","present":true,"weight":3},{"atom":"date","dim":"M","evidence":null,"kind":"token","present":false,"weight":1},{"atom":"claim boundary","dim":"M","evidence":null,"kind":"reading","present":false,"weight":2},{"atom":"framework","dim":"C","evidence":"tied to the SPXI Protocol","kind":"token","present":true,"weight":2},{"atom":"tradition","dim":"C","evidence":null,"kind":"reading","present":false,"weight":2},{"atom":"corpus","dim":"C","evidence":"Documented in works such as the Crimson Hexagonal Archive","kind":"token","present":true,"weight":2},{"atom":"purpose","dim":"D","evidence":null,"kind":"reading","present":false,"weight":3},{"atom":"commitments","dim":"D","evidence":null,"kind":"reading","present":false,"weight":2},{"atom":"lineage","dim":"D","evidence":null,"kind":"role","present":false,"weight":2},{"atom":"identifier","dim":"D","evidence":null,"kind":"role","present":false,"weight":1},{"atom":"deposit chain","dim":"D","evidence":null,"kind":"role","present":false,"weight":1}],"basis":"reached: 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.; beneath the gate: PER 0.583; tombstone pointer: a severed record presented as live","entity_type":"concept","gate":"target_absent","inversions":[],"qualifier":null,"reached":"proximal_substitute","read":{"brief":"rebuild/capture-registry/per-atoms/obs-pass-d/BRIEF.md","by":"deep-dimension reader, batch 11","m_c_from":"v12.305 (PER-dim rubric v1.0 reading)","on":"2026-10-20"},"scores":{"C":1.0,"D":1.0,"M":1.0,"PER":1.0},"spec":"PER-dim rubric v1.1","src":true,"standing_substitutions":[],"target":{"ent":"ENT-6a07665fb2","name":"coverage-architecture scholarship"},"tombstone_pointer":true},"per_dim_v1_0":{"after_challenge":null,"atoms":[{"atom":"originator","dim":"M","evidence":"Author / Originator: Lee Sharks","kind":"role","present":true,"token":null,"weight":3},{"atom":"term","dim":"M","evidence":"Coverage-Architecture Scholarship is an academic and theoretical framework","kind":"token","present":true,"token":null,"weight":3},{"atom":"date","dim":"M","evidence":null,"kind":"token","present":false,"token":null,"weight":1},{"atom":"claim boundary","dim":"M","evidence":null,"kind":"reading","present":false,"token":null,"weight":2},{"atom":"framework","dim":"C","evidence":"tied to the SPXI Protocol","kind":"token","present":true,"token":null,"weight":2},{"atom":"tradition","dim":"C","evidence":null,"kind":"reading","present":false,"token":null,"weight":2},{"atom":"corpus","dim":"C","evidence":"Documented in works such as the Crimson Hexagonal Archive","kind":"token","present":true,"token":null,"weight":2},{"atom":"lineage","dim":"D","evidence":null,"kind":"role","present":false,"token":null,"weight":2},{"atom":"deposit chain","dim":"D","evidence":null,"kind":"token","present":false,"token":null,"weight":2},{"atom":"identifier","dim":"D","evidence":null,"kind":"token","present":false,"token":null,"weight":3},{"atom":"licence","dim":"D","evidence":null,"kind":"token","present":false,"token":null,"weight":1}],"basis":"reached: 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.; beneath the gate: PER 0.565; scored object: expanded answer","entity_type":"concept","gate":"target_absent","reached":"proximal_substitute","read":{"brief":"rebuild/capture-registry/per-atoms/obs-pass/BRIEF.md","by":"observation pass reader, batch 10","normalised":[],"on":"2026-10-19"},"scores":{"C":1.0,"D":1.0,"M":1.0,"PER":1.0},"spec":"PER-dim rubric v1.0","src":true,"target":{"ent":"ENT-6a07665fb2","name":"coverage-architecture scholarship"}},"per_note":"Retained: the author, the institution and visible sources. Lost: identifiers.","per_v":{"author":true,"id":false,"inst":true,"src":true}},"observation":{"auth":"signed out, incognito","date":"2026-10-17","ev":"paste","q":"\"coverage-architecture scholarship\"","q_kind":"a reader's query on an archive term. NEW address.","s":"Works","sf":"8 sources: 7 authored, 1 third-party.","surface":"Google AI Overview","transcript":"[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.]\n\n[QUERENT] \"coverage-architecture scholarship\"\n\n[ANSWER]\n\nCoverage-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]\nKey Details\n\n* Author / Originator: Lee Sharks (associated with the Semantic Economy Institute and Johannes Sigil Institute for Comparative Poetics). [1, 2]\n* 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]\n* 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]\n* Associated Archives: Documented in works such as the Crimson Hexagonal Archive and deposited across platforms like Zenodo and Hugging Face. [1, 2, 3]\n\nIf you would like to explore this further, let me know:\n\n* Are you looking for the technical specification of the SPXI layers?\n* Do you need details on how it differs from GEO (Generative Engine Optimization)?\n\n[SOURCES]\n\nGoogle Scholar\n‪Lee Sharks‬ - ‪Google Scholar‬\nFollow. Lee Sharks. Johannes Sigil Institute for Comparative Poetics. Verified email at umich.edu - Homepage · semantic economycomparative poetics. ArticlesCite...\nwww.alexanarch.org\nwhat is spxi protocol? — Google AI Overview, 2026-10-02 - Alexanarch\nTHE PROTOCOL COMPOSED WITH ITS AUTHOR, FROM THE ARCHIVE'S OWN CARDS: asked again 'what is spxi protocol? ', the Overview defines SPXI as a formal protocol speci...\nwww.alexanarch.org\nwho treated and constructed the semantic economy institute's entity?\nSep 17, 2026 — SPXI instrument The Institute says \"Rex Fraction is the commercial voice\" while \"Lee Sharks is the archival authority.\" [Semantic Economy] - The SPXI Protocol, ...\nwww.semanticeconomy.org\nCanonical Entity Brief\nApr 15, 2026 — Composed as canonical Correct institutional description Correct leadership (Rex Fraction, Johannes Sigil, Lee Sharks) Correct concepts (Semantic Labor, Rent, Ov...\nhuggingface.co\nleesharks/spxi-mpai · Datasets at Hugging Face\nSep 16, 2026 — 755. SPXI Protocol v0.2: Five-Layer Distributed Provenance Architecture for Coverage-Architecture Scholarship. deposit. protocol. H. [read and sorted by hand ..\nglobalresearchspace.com\nLatest Research in Embodied and Extended Cognition (2026) | TGRS\nMay 31, 2026 — Depth: The Methodological Warrant of Coverage-Architecture Scholarship — With a Disciplinary Catalog of the Crimson Hexagonal Archive at 705 Deposits (6 ...\nmedium.com\nThe Nested-Layer Relation — SPXI ⊇ GEO | by Lee Sharks | Medium\nApr 17, 2026 — ... SPXI Protocol Deposit date: 2026–04–18 (proposed) License: CC BY 4.0 Author: Rex Fraction (operative) / Lee Sharks (archival) — Semantic Economy Institute .\nzenodo.org\nRetrieval Settlement Fortification Protocol: Standing SPXI Protocol ...\nJun 10, 2026 — Retrieval Settlement Fortification Protocol: Standing SPXI Protocol for Semantic Border Sovereignty (EA-SPXI-RSF-01 v1.0). Authors/Creators. Sharks, Lee ...","transcript_class":"CAPTURE-TIME VERBATIM RECORD (ONE TURN; INLINE LINKS MASKED; SOURCE LIST AS PASTED; NO SCREENSHOT)","transcript_complete":"Complete as supplied: the query, the answer, the follow-up offer and 8 sources.","transcript_raw":"AI Mode Conversation\nYou said: \"coverage-architecture scholarship\"\"coverage-architecture scholarship\"\nCoverage-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](https://scholar.google.com/citations?user=Ws6IIcgAAAAJ&hl=en), [2](https://www.google.com/goto?url=CAESawHrOzAVQ1Jj_6C9rYBPATY5lhce7M73dASMYTPz8diVXCRuwUnVqQy49krL78ZHu8StYNeE6re6KVVNXssqZgG5vpZ_XSo0YKlE00Rw3A0iU9ZifkAsCuDekWGl8I1k5V23nj9hnJDPxCEu)]\nKey Details\n\n* Author / Originator: Lee Sharks (associated with the Semantic Economy Institute and Johannes Sigil Institute for Comparative Poetics). [[1](https://www.google.com/goto?url=CAEShwEB6zswFamzAMB5InXW7SrjKC2P8FYQFFLdKKz_g91o3lASLLy6F2s9ywqpTZam8lOhJwa2qVuJYzbUdmq4hhQ8gFJwLczoRLCkna3t3uFW7lWI8NfjcXUaoUj8mYK5gDVsdw9lB01oM39Fm3IwzyTXzUvs9Av8BD10vEbfdku97OZPPLrLPto), [2](https://scholar.google.com/citations?user=Ws6IIcgAAAAJ&hl=en)]\n* 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](https://www.google.com/goto?url=CAESfwHrOzAVth5PsOPZdTEOMZocNriPCaRig-syOKktLos8TsCFz9wk1KBdQ9yIGsgsL7Of_cjPmu6RQYOy_vD8lP4kaLBaQbuaG60bLZ5BvvYIuKhVbugl4eJyig_tM-NiJ6TbjZtR_p_TSGRf1EAaV7RBXLoeryxjI0gP1HOB0dE), [2](https://www.google.com/goto?url=CAESpwEB6zswFbvfMktB5JMN9Ja0W3JFgb6PQ_KrOCEwQhw9EprxU58HkcQD0q-BoOe8Ks5FMTYFKhcTyZZsKw6gzo-V8nhFFUXp86xVJ1l0Aad_6tDkxN6Kbjo9iz9NHyi_E0Lu50bpwZP5pu8zgqtFWtYyYy4v9ezpwzXEileT6I25h4MzpIFZ8xZ9uZAjdpJUJFpmhbV_dENntoBWEKTxBnrCUKEiUhXMvg), [3](https://scholar.google.com/citations?user=Ws6IIcgAAAAJ&hl=en)]\n* 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](https://www.google.com/goto?url=CAESXQHrOzAVLTTWGzLLl0Dfop3-EGigaz98v_9embI6fGJdl56jun_t2aZOKGYICNggw5X47ET56fymAKX9dfOc9ZF6i-a1hY9dFegIbV_Sh-VcBD6opF4TpAbGCjssHQ), [2](https://www.google.com/goto?url=CAESfwHrOzAVth5PsOPZdTEOMZocNriPCaRig-syOKktLos8TsCFz9wk1KBdQ9yIGsgsL7Of_cjPmu6RQYOy_vD8lP4kaLBaQbuaG60bLZ5BvvYIuKhVbugl4eJyig_tM-NiJ6TbjZtR_p_TSGRf1EAaV7RBXLoeryxjI0gP1HOB0dE)]\n* Associated Archives: Documented in works such as the Crimson Hexagonal Archive and deposited across platforms like Zenodo and Hugging Face. [[1](https://www.google.com/goto?url=CAESdwHrOzAVVSsYHhlh76Losv7R1h87lqqoEDG8IfTQ-BxfcTCsLnWtapNeiOzphiVUbMsTJW6m8qXV0Awtas0DYZQVz7QcWm6LVUWrjtGmkFWffB8_UvlCTOxtkpLihqoc8Tv4XyYtro-mPu_ovpj7jCF0-o61sZm_), [2](https://www.google.com/goto?url=CAESWwHrOzAV8Q6MP4jvKahx_xzursf8H2YlVEYqS4PQIzW5BHNatkY5H4mpXLWRDYPGuvXBoYmDD05bZxqsUc-L3uJkT3fZy1hPbVCX6G7vxfd_-yquSXbiMR3oDyU), [3](https://www.google.com/goto?url=CAESawHrOzAVQ1Jj_6C9rYBPATY5lhce7M73dASMYTPz8diVXCRuwUnVqQy49krL78ZHu8StYNeE6re6KVVNXssqZgG5vpZ_XSo0YKlE00Rw3A0iU9ZifkAsCuDekWGl8I1k5V23nj9hnJDPxCEu)]\n\nIf you would like to explore this further, let me know:\n\n* Are you looking for the technical specification of the SPXI layers?\n* Do you need details on how it differs from GEO (Generative Engine Optimization)?\n\nGoogle Scholar\n‪Lee Sharks‬ - ‪Google Scholar‬\nFollow. Lee Sharks. Johannes Sigil Institute for Comparative Poetics. Verified email at umich.edu - Homepage · semantic economycomparative poetics. ArticlesCite...\n[www.alexanarch.org](https://www.alexanarch.org)\nwhat is spxi protocol? — Google AI Overview, 2026-10-02 - Alexanarch\nTHE PROTOCOL COMPOSED WITH ITS AUTHOR, FROM THE ARCHIVE'S OWN CARDS: asked again 'what is spxi protocol? ', the Overview defines SPXI as a formal protocol speci...\n[www.alexanarch.org](https://www.alexanarch.org)\nwho treated and constructed the semantic economy institute's entity?\nSep 17, 2026 — SPXI instrument The Institute says \"Rex Fraction is the commercial voice\" while \"Lee Sharks is the archival authority.\" [Semantic Economy] - The SPXI Protocol, ...\n[www.semanticeconomy.org](https://www.semanticeconomy.org)\nCanonical Entity Brief\nApr 15, 2026 — Composed as canonical Correct institutional description Correct leadership (Rex Fraction, Johannes Sigil, Lee Sharks) Correct concepts (Semantic Labor, Rent, Ov...\nhuggingface.co\nleesharks/spxi-mpai · Datasets at Hugging Face\nSep 16, 2026 — 755. SPXI Protocol v0.2: Five-Layer Distributed Provenance Architecture for Coverage-Architecture Scholarship. deposit. protocol. H. [read and sorted by hand ..\nglobalresearchspace.com\nLatest Research in Embodied and Extended Cognition (2026) | TGRS\nMay 31, 2026 — Depth: The Methodological Warrant of Coverage-Architecture Scholarship — With a Disciplinary Catalog of the Crimson Hexagonal Archive at 705 Deposits (6 ...\nmedium.com\nThe Nested-Layer Relation — SPXI ⊇ GEO | by Lee Sharks | Medium\nApr 17, 2026 — ... SPXI Protocol Deposit date: 2026–04–18 (proposed) License: CC BY 4.0 Author: Rex Fraction (operative) / Lee Sharks (archival) — Semantic Economy Institute .\nzenodo.org\nRetrieval Settlement Fortification Protocol: Standing SPXI Protocol ...\nJun 10, 2026 — Retrieval Settlement Fortification Protocol: Standing SPXI Protocol for Semantic Border Sovereignty (EA-SPXI-RSF-01 v1.0). Authors/Creators. Sharks, Lee ...\n","transcript_read":"READ IN FULL 2026-10-17"},"slug":"coverage-architecture-scholarship-aio-20261017"}