{
 "spxi_instrument": {
  "method": "0.9",
  "name": "Capture Registry (longitudinal observation)",
  "level": 0,
  "level_name": "Measurement",
  "url": "https://www.spxi.dev/methods/#m-0-9",
  "inventory": "https://www.spxi.dev/methods/",
  "statement": "SPXI instrument: method 0.9 of 85, level 0 (Measurement), Capture Registry (longitudinal observation).",
  "also": []
 },
 "slug": "coverage-architecture-scholarship-aio-20261017",
 "date": "2026-10-17",
 "surface": "Google AI Overview",
 "surface_basis": "Operator default of 2026-10-01; the paste's 'AI Mode Conversation' header is the surface's chrome.",
 "surfaces": [
  "Google AI Overview"
 ],
 "auth": "signed out, incognito",
 "auth_basis": "Operator default of 2026-10-14 ('theyre all signed out and incognito'); no screenshot.",
 "ev": "paste",
 "mt": "COVERAGE-ARCHITECTURE SCHOLARSHIP — FROM SPXI v0.2'S TITLE, GOOGLE SCHOLAR AND A TGRS LISTING",
 "match": "EXACT MATCH",
 "match_note": null,
 "s": "Works",
 "q": "\"coverage-architecture scholarship\"",
 "q_kind": "a reader's query on an archive term. NEW address.",
 "cites": 8,
 "cite_list": [
  {
   "n": 1,
   "site": "Google Scholar",
   "rel": "authored_surface",
   "title": null,
   "snip": null,
   "url": null,
   "note": "Google Scholar's Lee Sharks profile ('Johannes Sigil Institute for Comparative Poetics. Verified email at umich.edu')",
   "deposit_candidates": [
    755
   ]
  },
  {
   "n": 2,
   "site": "www.alexanarch.org",
   "rel": "archive_controlled",
   "title": null,
   "snip": null,
   "url": null,
   "note": "this registry's capture page 'what is spxi protocol? — Google AI Overview, 2026-10-02'"
  },
  {
   "n": 3,
   "site": "www.alexanarch.org",
   "rel": "archive_controlled",
   "title": null,
   "snip": null,
   "url": null,
   "note": "this registry's capture page 'who treated and constructed the semantic economy institute's entity?'"
  },
  {
   "n": 4,
   "site": "www.semanticeconomy.org",
   "rel": "authored_surface",
   "title": null,
   "snip": null,
   "url": null,
   "note": "the Canonical Entity Brief"
  },
  {
   "n": 5,
   "site": "huggingface.co",
   "rel": "authored_surface",
   "title": null,
   "snip": null,
   "url": null,
   "note": "leesharks/spxi-mpai, listing #755",
   "deposit_candidates": [
    755
   ]
  },
  {
   "n": 6,
   "site": "globalresearchspace.com",
   "rel": "third_party",
   "title": null,
   "snip": null,
   "url": null,
   "note": "'Latest Research in Embodied and Extended Cognition (2026) | TGRS', listing Coverage vs. Depth (#122) — not in the archive",
   "deposit_candidates": [
    122
   ]
  },
  {
   "n": 7,
   "site": "medium.com",
   "rel": "authored_surface",
   "title": null,
   "snip": null,
   "url": null,
   "note": "The Nested-Layer Relation — SPXI ⊇ GEO"
  },
  {
   "n": 8,
   "site": "zenodo.org",
   "rel": "authored_surface",
   "title": null,
   "snip": null,
   "url": null,
   "note": "the tombstoned record of the Retrieval Settlement Fortification Protocol (EA-SPXI-RSF-01)"
  }
 ],
 "archive_controlled_cites": 2,
 "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_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_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_read": "READ IN FULL 2026-10-17",
 "per": 0.25,
 "per_corrected": null,
 "per_v": {
  "author": true,
  "inst": true,
  "id": false,
  "src": true
 },
 "per_note": "Retained: the author, the institution and visible sources. Lost: identifiers.",
 "sf": "8 sources: 7 authored, 1 third-party.",
 "sf_derived": null,
 "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.",
 "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.",
 "d_truncated": false,
 "links": [
  {
   "url": "https://www.alexanarch.org/captures/coverage-architecture-scholarship-aio-20261017/",
   "authority": "canonical",
   "note": "the capture's own record page; cite this form"
  },
  {
   "url": "https://www.alexanarch.org/captures/#coverage-architecture-scholarship-aio-20261017",
   "authority": "gallery",
   "note": "the canonical gallery, anchored by slug"
  },
  {
   "url": "https://www.godkinggoogle.com/captures/#coverage-architecture-scholarship-aio-20261017",
   "authority": "mirror",
   "note": "a window that renders from the archive's registry; may lag a deploy"
  },
  {
   "url": "https://www.leesharks.com/captures/#coverage-architecture-scholarship-aio-20261017",
   "authority": "mirror",
   "note": "a window that renders from the archive's registry; may lag a deploy"
  },
  {
   "url": "https://www.machinemediation.org/captures/#coverage-architecture-scholarship-aio-20261017",
   "authority": "mirror",
   "note": "a window that renders from the archive's registry; may lag a deploy"
  }
 ],
 "imgs": [],
 "img_urls": [],
 "cite": "https://www.alexanarch.org/captures/coverage-architecture-scholarship-aio-20261017/",
 "citable_unit": "address — the exact issued string on one surface, per the Surface Rule (MANUS, 2026-08-15)",
 "addr_id": "ADDR-702f4f188dd4",
 "obs_id": "OBS-a4b6d279f81e",
 "n_observations": 1,
 "observations": [],
 "dates": [
  "2026-10-17"
 ],
 "defects": [],
 "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."
 ],
 "series": null,
 "other_slugs": null,
 "collisions": null,
 "oq": null,
 "rounds": null,
 "turns": null,
 "rerun": null,
 "rerun_alt": null,
 "heteronym": null,
 "model_attribution": null,
 "operator_disclosure": null,
 "longitudinal_priors": null,
 "longitudinal_successors": null,
 "related_deposits": [
  122,
  755
 ],
 "intended": null,
 "originator": {
  "name": "Lee Sharks",
  "relation": "archive",
  "entity_type": "concept",
  "spxi_treatment": "full",
  "basis": "An archive term (#122). Recorded 2026-10-17."
 },
 "notes": null,
 "record_url": "https://www.alexanarch.org/captures/coverage-architecture-scholarship-aio-20261017/"
}