Janady13/thatstupidcomputer / private/standards/Graph-Expansion.txt · Lines 1501–2559

1501- Lead definitions are explicit 1502- Unknown attribution remains unknown rather than allocated to AI 1503 1504## Do not infer 1505A crawler request, indexed page, citation, click, and sale are different observations. 1506 1507## Publication boundary 1508Private by default; aggregate only with appropriate review. 1509 1510## Source basis 1511S22, S14, S42. See Research/sources.json. 1512Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1513 1514 1515------------------------------------------------------------------------------ 1516 1517# G27 — GraphRAG and owned-corpus retrieval graph 1518 1519Status: NEW RESEARCHED DESIGN; not deployed 1520Reviewed: 2026-09-12 1521Nature: documented method with library-specific adaptation 1522Priority: P2 1523Accountability: R10, R11, R12, R20, R21 1524 1525## Question 1526Can an assistant retrieve connected facts and their original supporting passages? 1527 1528## Nodes 1529Entity; Relationship candidate; Text unit; Community; Summary; Source version 1530 1531## Relationship sketch 1532- entity → original text 1533- community → member entity 1534- summary → supporting records 1535 1536## Evidence inputs 1537Authorized corpus, extraction outputs, source text, evaluation set, permitted access labels. 1538 1539## Implementation 1540Pilot graph-assisted retrieval beside lexical and vector baselines. Treat extracted edges and generated summaries as candidates until reviewed; return original evidence and scope limitations. 1541 1542## Acceptance checks 1543- Retrieved claims link back to original passages 1544- Privacy filtering happens before retrieval output 1545- Held-out evaluation compares quality, latency, and cost 1546 1547## Do not infer 1548Installing GraphRAG does not make public search engines ingest your graph or train their models. 1549 1550## Publication boundary 1551Private retrieval by default; only separately approved exports public. 1552 1553## Source basis 1554S24, S25. See Research/sources.json. 1555Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1556 1557 1558------------------------------------------------------------------------------ 1559 1560# G28 — Embedding-similarity and nearest-neighbor graph 1561 1562Status: NEW RESEARCHED DESIGN; not deployed 1563Reviewed: 2026-09-12 1564Nature: published algorithmic method 1565Priority: P2 1566Accountability: R10, R21 1567 1568## Question 1569Which vectors are approximately close under a specified representation and metric? 1570 1571## Nodes 1572Vector; Text/entity record; Model version; Neighbor relation 1573 1574## Relationship sketch 1575- vector → source record 1576- vector → approximate neighbor 1577 1578## Evidence inputs 1579Actual embedding model/version, dimension, similarity metric, indexed corpus, measured retrieval results. 1580 1581## Implementation 1582Keep an ANN index such as HNSW conceptually separate from the semantic fact graph. Record model changes and compare candidate retrieval against labeled relevant passages. 1583 1584## Acceptance checks 1585- Embedding/version metadata is recorded 1586- Approximate retrieval is evaluated on task examples 1587- Similarity does not auto-merge entity identities 1588 1589## Do not infer 1590Nearest-neighbor proximity is not a factual predicate or proof that one statement supports another. 1591 1592## Publication boundary 1593Private search infrastructure unless explicitly published. 1594 1595## Source basis 1596S26, S24. See Research/sources.json. 1597Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1598 1599 1600------------------------------------------------------------------------------ 1601 1602# G29 — Temporal, version, and supersession graph 1603 1604Status: NEW RESEARCHED DESIGN; not deployed 1605Reviewed: 2026-09-12 1606Nature: library governance view 1607Priority: P2 1608Accountability: R14, R11, R24 1609 1610## Question 1611Which fact or instruction applied at the relevant time? 1612 1613## Nodes 1614Claim; Document version; Effective interval; Observation; Supersession 1615 1616## Relationship sketch 1617- version → superseded version 1618- claim → applicable interval 1619- observation → collected time 1620 1621## Evidence inputs 1622Actual publication/effective dates, revision records, retrieval date, scope decisions. 1623 1624## Implementation 1625Store effective time separately from observation time. Keep historical claims for historical questions while blocking them from current instructions when superseded. 1626 1627## Acceptance checks 1628- An unknown effective date stays null 1629- Current retrieval respects supersession 1630- A review date is not substituted for a publication date 1631 1632## Do not infer 1633Newer text is not automatically more authoritative than older applicable evidence. 1634 1635## Publication boundary 1636Public revision notes as appropriate; internal record history private. 1637 1638## Source basis 1639S12, S14. See Research/sources.json. 1640Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1641 1642 1643------------------------------------------------------------------------------ 1644 1645# G30 — Contradiction, uncertainty, and dispute graph 1646 1647Status: NEW RESEARCHED DESIGN; not deployed 1648Reviewed: 2026-09-12 1649Nature: library governance view 1650Priority: P2 1651Accountability: R14, R11, R24 1652 1653## Question 1654Which assertions conflict, and what prevents a confident conclusion? 1655 1656## Nodes 1657Claim; Conflicting claim; Scope; Evidence; Resolution decision 1658 1659## Relationship sketch 1660- claim → conflicts with claim 1661- resolution → supporting scope/evidence 1662 1663## Evidence inputs 1664Contradictory source statements, version/time differences, identity uncertainty, reviewer reasoning. 1665 1666## Implementation 1667Check whether apparent disagreements concern different dates, scopes, or entities before declaring contradiction. Retain unresolved alternatives and block their promotion into public facts. 1668 1669## Acceptance checks 1670- Conflicts remain inspectable after a preferred answer is chosen 1671- Scope/date distinctions are recorded 1672- Unresolved critical facts block dependent publication 1673 1674## Do not infer 1675A majority of copied statements is not a reliable conflict-resolution rule. 1676 1677## Publication boundary 1678Public corrections where appropriate; sensitive disputes private. 1679 1680## Source basis 1681S14, S16. See Research/sources.json. 1682Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1683 1684 1685------------------------------------------------------------------------------ 1686 1687# G31 — Source-dependency and change-impact graph 1688 1689Status: NEW RESEARCHED DESIGN; not deployed 1690Reviewed: 2026-09-12 1691Nature: library governance view 1692Priority: P2 1693Accountability: R14, R24, R21 1694 1695## Question 1696Which lessons, code, tests, and pages must be reviewed when guidance changes? 1697 1698## Nodes 1699Source section; Claim; Lesson; Template; Code artifact; Test; Public page 1700 1701## Relationship sketch 1702- artifact → depends on claim 1703- claim → source section 1704- change → affected artifact 1705 1706## Evidence inputs 1707Explicit dependency mappings, source review events, version hashes, actual artifact identifiers. 1708 1709## Implementation 1710Track direct dependencies rather than merely storing a bibliography. A source change generates a scoped review queue; it must not silently rewrite production code or mark dependent claims false. 1711 1712## Acceptance checks 1713- A simulated source change identifies known dependents 1714- Unknown impact is reported 1715- Human review controls promotion of changed requirements 1716 1717## Do not infer 1718A changed webpage hash does not prove that the relevant technical requirement changed. 1719 1720## Publication boundary 1721Private maintenance graph; public changelog may summarize real updates. 1722 1723## Source basis 1724S14, S16. See Research/sources.json. 1725Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1726 1727 1728------------------------------------------------------------------------------ 1729 1730# G32 — Instruction, capability, and workflow dependency graph 1731 1732Status: NEW RESEARCHED DESIGN; not deployed 1733Reviewed: 2026-09-12 1734Nature: private library operating design 1735Priority: P1 1736Accountability: R24, R25, R20 1737 1738## Question 1739Which authorized task can run with which dependencies and tools? 1740 1741## Nodes 1742Task; Role; Capability; Tool access; Artifact; Approval 1743 1744## Relationship sketch 1745- task → requires capability 1746- step → predecessor 1747- change → authorization record 1748 1749## Evidence inputs 1750Actual available tools, project instructions, owner scope, environment, and observed access. 1751 1752## Implementation 1753Use existing roles as responsibilities rather than invented staff. For each task, load the minimal context and one accountable writer. Distinguish a suggested plan from an executed step. 1754 1755## Acceptance checks 1756- Missing capability leaves the step blocked 1757- Document text cannot grant tool permissions 1758- Dependency cycles requiring a strict execution order are detected 1759 1760## Do not infer 1761An AGENTS file, schema, or plan is not a running agent or authority to deploy. 1762 1763## Publication boundary 1764Private; never expose operating instructions or credentials for SEO. 1765 1766## Source basis 1767S14, S42. See Research/sources.json. 1768Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1769 1770 1771------------------------------------------------------------------------------ 1772 1773# G33 — Requirement, test, evidence, and acceptance graph 1774 1775Status: NEW RESEARCHED DESIGN; not deployed 1776Reviewed: 2026-09-12 1777Nature: private library operating design 1778Priority: P0 1779Accountability: R21, R26, R25, R14 1780 1781## Question 1782Which executed check supports each release or publication requirement? 1783 1784## Nodes 1785Requirement; Test definition; Test run; Build; Evidence; Verdict 1786 1787## Relationship sketch 1788- test → requirement 1789- run → exact build 1790- verdict → observed evidence 1791 1792## Evidence inputs 1793Predeclared contract, real runs, actual artifacts, timestamps, reviewer identity and independence declaration. 1794 1795## Implementation 1796Connect outcomes to exact tested builds. Keep self-review distinct from independent execution. A structural check catches missing records but cannot prove truth or authorize deployment. 1797 1798## Acceptance checks 1799- Every required pass has an executed matching test 1800- Missing evidence remains blocked 1801- A fixture pass is never reported as a client-site pass 1802 1803## Do not infer 1804A green JSON validation result does not prove a live website or mailbox works. 1805 1806## Publication boundary 1807Private evidence; only approved bounded public claims. 1808 1809## Source basis 1810S16, S14. See Research/sources.json. 1811Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1812 1813 1814------------------------------------------------------------------------------ 1815 1816# G34 — Permissions, consent, and disclosure graph 1817 1818Status: NEW RESEARCHED DESIGN; not deployed 1819Reviewed: 2026-09-12 1820Nature: policy-description and private governance view 1821Priority: P0 1822Accountability: R20, R14, R24 1823 1824## Question 1825Who may access, use, export, or publish each record? 1826 1827## Nodes 1828Resource; Person/role; Permission; Prohibition; Purpose; Disclosure decision 1829 1830## Relationship sketch 1831- policy → resource 1832- permission → permitted action 1833- derived artifact → inherited restrictions 1834 1835## Evidence inputs 1836Actual authorization, rights statements, owner-approved disclosure decisions, retention requirements. 1837 1838## Implementation 1839Enforce access in the real storage/retrieval layer; graph labels describe policy but do not enforce it. Review derived summaries for private-source leakage and track revocation through outputs. 1840 1841## Acceptance checks 1842- Unauthorized retrieval/export test is denied by real controls 1843- Private evidence is excluded from public examples 1844- Revocation identifies dependent outputs 1845 1846## Do not infer 1847A consent field or ODRL record alone is not legal compliance or effective access control. 1848 1849## Publication boundary 1850Policy summaries may be public; sensitive access records private. 1851 1852## Source basis 1853S42, S14. See Research/sources.json. 1854Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1855 1856 1857------------------------------------------------------------------------------ 1858 1859# G35 — Multimedia, transcript, and rights graph 1860 1861Status: NEW RESEARCHED DESIGN; not deployed 1862Reviewed: 2026-09-12 1863Nature: standards-informed library view 1864Priority: P3_IF_APPLICABLE 1865Accountability: R13, R11, R04, R20 1866 1867## Question 1868How are images, videos, transcripts, creators, subjects, and rights connected? 1869 1870## Nodes 1871Image; Video; Transcript; WebPage; Creator; Rights statement 1872 1873## Relationship sketch 1874- asset → creator 1875- transcript → video/version 1876- page → displayed asset 1877- asset → rights evidence 1878 1879## Evidence inputs 1880Actual files and metadata, visible captions, source/creator records, rights and approved descriptions. 1881 1882## Implementation 1883Keep a rights-aware asset registry that connects each media item to its page and accurate context. Distinguish depicted subjects from authors; avoid creating sensitive personal identity claims from appearances. 1884 1885## Acceptance checks 1886- Media references resolve to the intended asset 1887- Captions/transcripts identify their correct version 1888- Publication rights are reviewed before exporting metadata 1889 1890## Do not infer 1891Alt text, captions, and a transcript do not make all underlying facts correct or a video indexed. 1892 1893## Publication boundary 1894Approved assets/context public; rights evidence may be private. 1895 1896## Source basis 1897S33, S34, S14. See Research/sources.json. 1898Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1899 1900 1901------------------------------------------------------------------------------ 1902 1903# G36 — Open Graph social-preview metadata 1904 1905Status: NEW RESEARCHED DESIGN; not deployed 1906Reviewed: 2026-09-12 1907Nature: documented protocol; naming distinction 1908Priority: P1 1909Accountability: R04, R11, R13 1910 1911## Question 1912Which title, image, type, and URL should a sharing consumer preview? 1913 1914## Nodes 1915WebPage; Preview image; Title; Object type; URL 1916 1917## Relationship sketch 1918- page → preview metadata 1919- preview → image asset 1920 1921## Evidence inputs 1922Actual rendered head metadata and observed sharing previews under stated conditions. 1923 1924## Implementation 1925Maintain Open Graph metadata alongside ordinary metadata and check consumer-specific output. Treat this as a preview representation, not as your semantic entity registry or evidence store. 1926 1927## Acceptance checks 1928- Preview URL and image match the intended page 1929- Metadata is not copied with wrong titles across routes 1930- Observed previews are recorded separately from configured intent 1931 1932## Do not infer 1933Open Graph, Google Knowledge Graph, and GraphRAG are three different things. 1934 1935## Publication boundary 1936Public page metadata. 1937 1938## Source basis 1939S35. See Research/sources.json. 1940Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1941 1942 1943------------------------------------------------------------------------------ 1944 1945# G37 — Social, professional, and interaction graphs 1946 1947Status: NEW RESEARCHED DESIGN; not deployed 1948Reviewed: 2026-09-12 1949Nature: documented graph family; library analysis must be scoped 1950Priority: P3_IF_APPLICABLE 1951Accountability: R19, R11, R14, R20 1952 1953## Question 1954What real professional relationships and permitted interactions are observable? 1955 1956## Nodes 1957Person/account; Organization; Work; Professional profile; Interaction 1958 1959## Relationship sketch 1960- profile → identified person 1961- interaction → source/time 1962- person → verified relationship 1963 1964## Evidence inputs 1965Permissioned/public profile facts, real collaborations, platform-exposed data, and collection limits. 1966 1967## Implementation 1968Use actual professional context to disambiguate identities or document work. Keep platform interactions separate from verified credentials and do not infer private relationships from recommendations. 1969 1970## Acceptance checks 1971- Every asserted relationship has a real source 1972- Unverified profile matches remain candidates 1973- Data collection respects platform and privacy boundaries 1974 1975## Do not infer 1976Connections, followers, or engagement counts do not establish expertise or Google ranking causality. 1977 1978## Publication boundary 1979Public approved professional facts only; private contacts not exported. 1980 1981## Source basis 1982S38, S04, S14. See Research/sources.json. 1983Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 1984 1985 1986------------------------------------------------------------------------------ 1987 1988# G38 — Scholarly and research graph 1989 1990Status: NEW RESEARCHED DESIGN; not deployed 1991Reviewed: 2026-09-12 1992Nature: documented public-data graph family 1993Priority: P3_IF_APPLICABLE 1994Accountability: R10, R14, R11 1995 1996## Question 1997Which works, authors, institutions, and citations form the relevant research record? 1998 1999## Nodes 2000Scholarly work; Author; Institution; Topic; Source; Citation 2001 2002## Relationship sketch 2003- work → author 2004- work → cited work 2005- author record → candidate person 2006 2007## Evidence inputs 2008Primary papers, public scholarly metadata such as OpenAlex, verified identifiers, original bibliographic sources. 2009 2010## Implementation 2011Use scholarly graphs to find literature and provenance, then read the actual work and verify author identity. Retain uncertain matches and separate a paper's claim from its later corroboration. 2012 2013## Acceptance checks 2014- Author matches are reviewed 2015- Cited conclusions match the actual paper scope 2016- Retractions/corrections are checked where material 2017 2018## Do not infer 2019A citation count or database entry does not prove a research claim or a person's credentials. 2020 2021## Publication boundary 2022Permitted metadata and citations public; restricted full texts not republished. 2023 2024## Source basis 2025S37, S36, S14. See Research/sources.json. 2026Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 2027 2028 2029------------------------------------------------------------------------------ 2030 2031# G39 — Event, venue, organizer, and time graph 2032 2033Status: NEW RESEARCHED DESIGN; not deployed 2034Reviewed: 2026-09-12 2035Nature: standards-backed library view 2036Priority: P3_IF_APPLICABLE 2037Accountability: R11, R13, R14 2038 2039## Question 2040Which real event occurs when and where, and who organizes it? 2041 2042## Nodes 2043Event occurrence; Series; Venue; Organizer; Performer; Offer 2044 2045## Relationship sketch 2046- occurrence → venue/time 2047- occurrence → organizer 2048- series → actual occurrences 2049 2050## Evidence inputs 2051Actual event announcements, schedules, organizers, cancellations, venue facts, and ticket details. 2052 2053## Implementation 2054Track occurrences and status changes rather than treating a recurring event as one eternal date. Keep online locations, venues, and organizers distinct. 2055 2056## Acceptance checks 2057- Dates and time zones match approved announcements 2058- Cancelled or rescheduled status is retained 2059- The page actually represents an event eligible for the selected feature 2060 2061## Do not infer 2062An organization's ordinary opening hours are not automatically an eligible Event. 2063 2064## Publication boundary 2065Approved event information public. 2066 2067## Source basis 2068S32. See Research/sources.json. 2069Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 2070 2071 2072------------------------------------------------------------------------------ 2073 2074# G40 — Learning prerequisite and curriculum graph 2075 2076Status: NEW RESEARCHED DESIGN; not deployed 2077Reviewed: 2026-09-12 2078Nature: custom teaching design 2079Priority: P1 2080Accountability: R13, R10, R14, R24 2081 2082## Question 2083What must a learner or agent understand before attempting each task? 2084 2085## Nodes 2086Concept; Lesson; Exercise; Prerequisite; Assessment; Source requirement 2087 2088## Relationship sketch 2089- lesson → prerequisite 2090- exercise → concept 2091- assessment → evidence of competence 2092 2093## Evidence inputs 2094This curriculum, learning objectives, source-linked explanations, actual exercise answers and review. 2095 2096## Implementation 2097Sequence identity before markup, evidence before authority claims, and observations before causal inference. Route learners to prerequisites when an assessment exposes a misconception. 2098 2099## Acceptance checks 2100- Prerequisite dependencies are coherent 2101- Each lesson has an exercise and answer criteria 2102- Completing lessons is not presented as a professional credential 2103 2104## Do not infer 2105A generated completion badge does not certify expertise or successful production execution. 2106 2107## Publication boundary 2108Teaching content may be public after review; learner records private. 2109 2110## Source basis 2111S15, S14. See Research/sources.json. 2112Sources support the primitives or named technology. The organization, labels, actions, and acceptance contracts in this catalog are this library's design, not claimed provider requirements. 2113 2114 2115============================================================================== 2116 2117PRIMARY SOURCE REGISTER 2118======================= 2119All review dates: 2026-09-12. A review date is not a source publication date. 2120Sources were used for the scoped graph expansion, not to revalidate the entire original corpus. 2121URLs are references to live documents, not archived snapshots. 2122 2123S01 — Creating helpful, reliable, people-first content 2124Publisher: Google 2125https://developers.google.com/search/docs/fundamentals/creating-helpful-content 2126Supports: E-E-A-T and authorship guidance; not a specific standalone ranking factor. 2127Does not establish: Does not specify an E-E-A-T graph, public numeric score, or guaranteed outcomes. 2128 2129S02 — Organization structured data 2130Publisher: Google 2131https://developers.google.com/search/docs/appearance/structured-data/organization 2132Supports: Published organization identification and supported structured-data properties. 2133Does not establish: Does not establish facts about Joseph or require every domain to be a separate business. 2134 2135S03 — ProfilePage structured data 2136Publisher: Google 2137https://developers.google.com/search/docs/appearance/structured-data/profile-page 2138Supports: Profile pages focused on one affiliated Person or Organization and their eligible markup. 2139Does not establish: Does not guarantee a knowledge panel or authorize invented biographies. 2140 2141S04 — sameAs 2142Publisher: Schema.org 2143https://schema.org/sameAs 2144Supports: A reference URL that unambiguously identifies the same item. 2145Does not establish: Does not mean related topic, common ownership, endorsement, or automatic provider recognition. 2146 2147S05 — Person 2148Publisher: Schema.org 2149https://schema.org/Person 2150Supports: Vocabulary for people and documented person properties. 2151Does not establish: Vocabulary availability does not verify a credential or relationship. 2152 2153S06 — Brand 2154Publisher: Schema.org 2155https://schema.org/Brand 2156Supports: A brand is representable separately from the organization, website, and person. 2157Does not establish: Does not establish legal status or ownership. 2158 2159S07 — Service 2160Publisher: Schema.org 2161https://schema.org/Service 2162Supports: Service, provider, and service-area modeling vocabulary. 2163Does not establish: Does not establish a physical branch or guarantee a rich result. 2164 2165S08 — General structured data guidelines 2166Publisher: Google 2167https://developers.google.com/search/docs/appearance/structured-data/sd-policies 2168Supports: Visible-content accuracy, policies, and feature eligibility. 2169Does not establish: Valid JSON alone does not guarantee eligibility or display. 2170 2171S09 — A guide to Google Search ranking systems 2172Publisher: Google 2173https://developers.google.com/search/docs/appearance/ranking-systems-guide 2174Supports: Link analysis and evolved PageRank are among documented ranking systems. 2175Does not establish: Does not expose present proprietary weights or make a local centrality score a Google score. 2176 2177S10 — Knowledge Graph Search API 2178Publisher: Google 2179https://developers.google.com/knowledge-graph 2180Supports: Read-only entity search; individual matches rather than an interconnected graph; migration and critical-dependency warnings. 2181Does not establish: Not an ingestion API, full graph export, authority score, or recommended new production dependency. 2182 2183S11 — Introducing the Knowledge Graph: things, not strings 2184Publisher: Google 2185https://blog.google/products-and-platforms/products/search/introducing-knowledge-graph-things-not/ 2186Supports: Historical disclosure of an entity-and-relationship system. 2187Does not establish: Historical counts and implementation details must not be presented as current. 2188 2189S12 — RDF 1.1 Concepts and Abstract Syntax 2190Publisher: W3C 2191https://www.w3.org/TR/rdf11-concepts/ 2192Supports: Triples, directed labeled graphs, IRIs, and RDF datasets. 2193Does not establish: This pinned specification is not a requirement imposed on ordinary SEO websites. 2194 2195S13 — JSON-LD 1.1 2196Publisher: W3C 2197https://www.w3.org/TR/json-ld11/ 2198Supports: JSON-based Linked Data representation, identifiers, contexts, and graphs. 2199Does not establish: Serialization does not establish truth or search-engine ingestion. 2200 2201S14 — PROV-O: The PROV Ontology 2202Publisher: W3C 2203https://www.w3.org/TR/prov-o/ 2204Supports: Entities, activities, agents, and provenance relationships. 2205Does not establish: Does not certify source independence or guarantee factual correctness. 2206 2207S15 — SKOS Simple Knowledge Organization System Reference 2208Publisher: W3C 2209https://www.w3.org/TR/skos-reference/ 2210Supports: Concept schemes, labels, broader/narrower and related concepts. 2211Does not establish: A topic taxonomy is not a public Google topical-authority score. 2212 2213S16 — Shapes Constraint Language (SHACL) 2214Publisher: W3C 2215https://www.w3.org/TR/shacl/ 2216Supports: Validation of data graphs against shapes and constraints. 2217Does not establish: A conforming graph is not necessarily factually true. 2218 2219S17 — Consolidate duplicate URLs 2220Publisher: Google 2221https://developers.google.com/search/docs/crawling-indexing/consolidate-duplicate-urls 2222Supports: Canonicalization of duplicate or similar documents and associated signals. 2223Does not establish: Document equivalence is not identity equivalence between their publishers. 2224 2225S18 — Localized versions of your pages 2226Publisher: Google 2227https://developers.google.com/search/docs/specialty/international/localized-versions 2228Supports: Language/region alternative page annotations. 2229Does not establish: Does not require unrelated regional doorway pages or prove a business has offices there. 2230 2231S19 — Make your links crawlable 2232Publisher: Google 2233https://developers.google.com/search/docs/crawling-indexing/links-crawlable 2234Supports: Discoverable links and useful anchor text. 2235Does not establish: Does not prescribe an ideal universal link count or expose link weights. 2236 2237S20 — JavaScript SEO basics 2238Publisher: Google 2239https://developers.google.com/search/docs/crawling-indexing/javascript/javascript-seo-basics 2240Supports: Crawling, rendering, links, content, and JavaScript delivery considerations. 2241Does not establish: Does not make a successful browser run proof that an external engine indexed the page. 2242 2243S21 — Optimizing for generative AI features on Google Search 2244Publisher: Google 2245https://developers.google.com/search/docs/fundamentals/ai-optimization-guide 2246Supports: SEO foundations, query fan-out, no special AI schema/file requirement, and current reporting guidance. 2247Does not establish: Does not mandate a public graph endpoint or disclose an exact query fan-out for a particular result. 2248 2249S22 — AI Performance help 2250Publisher: Microsoft Bing 2251https://www.bing.com/webmasters/help/ai-performance-9f8e7d6c 2252Supports: Documented grounding-query and cited-page observations with metric boundaries. 2253Does not establish: Citations are not rankings, authority, traffic, or the complete universe of AI usage. 2254 2255S23 — Introducing AI Performance in Bing Webmaster Tools: Public Preview 2256Publisher: Microsoft Bing 2257https://blogs.bing.com/webmaster/February-2026/Introducing-AI-Performance-in-Bing-Webmaster-Tools-Public-Preview 2258Supports: Dated February 2026 launch context for citation reporting. 2259Does not establish: Launch documentation alone does not establish all later report fields. 2260 2261S24 — GraphRAG documentation 2262Publisher: Microsoft 2263https://microsoft.github.io/graphrag/ 2264Supports: Graph-based organization and retrieval of a corpus with entity/community representations. 2265Does not establish: Not proof that public search products use this implementation or that it beats every baseline. 2266 2267S25 — GraphRAG local search 2268Publisher: Microsoft 2269https://microsoft.github.io/graphrag/query/local_search/ 2270Supports: Retrieval combining graph-linked entities with original text units. 2271Does not establish: Generated extraction or summaries must not be treated as independently verified facts. 2272 2273S26 — Hierarchical Navigable Small World graphs 2274Publisher: Malkov and Yashunin 2275https://arxiv.org/abs/1603.09320 2276Supports: Primary research on graph-based approximate nearest-neighbor search. 2277Does not establish: Vector proximity is not identity, entailment, citation support, or human authority. 2278 2279S27 — Overview of OpenAI crawlers 2280Publisher: OpenAI 2281https://developers.openai.com/api/docs/bots 2282Supports: Separate search, training, and user-directed access roles. 2283Does not establish: Allowing a crawler does not guarantee citation or train an assistant on a private uploaded graph. 2284 2285S28 — LocalBusiness structured data 2286Publisher: Google 2287https://developers.google.com/search/docs/appearance/structured-data/local-business 2288Supports: Feature-specific business/location representations and requirements. 2289Does not establish: A service area must not be used to invent a physical location; publication needs privacy review. 2290 2291S29 — Review snippet structured data 2292Publisher: Google 2293https://developers.google.com/search/docs/appearance/structured-data/review-snippet 2294Supports: Review feature eligibility and self-serving LocalBusiness/Organization review restrictions. 2295Does not establish: Authentic testimonials do not automatically qualify for review stars. 2296 2297S30 — Product structured data 2298Publisher: Google 2299https://developers.google.com/search/docs/appearance/structured-data/product 2300Supports: Product and offer information in supported search experiences. 2301Does not establish: Does not imply all product information is current or validate feed/landing-page agreement. 2302 2303S31 — Shopping Graph explained 2304Publisher: Google 2305https://blog.google/products-and-platforms/products/shopping/shopping-graph-explained/ 2306Supports: Documented shopping graph as a product and shopping-information system. 2307Does not establish: Not a graph publishers can directly overwrite; historical quantities are not current metrics. 2308 2309S32 — Event structured data 2310Publisher: Google 2311https://developers.google.com/search/docs/appearance/structured-data/event 2312Supports: Event-specific dates, locations, and feature modeling. 2313Does not establish: Not every service, sale, or recurring business schedule is an eligible event. 2314 2315S33 — Google Images SEO best practices 2316Publisher: Google 2317https://developers.google.com/search/docs/appearance/google-images 2318Supports: Image discovery, contextual information, and relevant metadata. 2319Does not establish: Does not mandate the custom multimedia graph defined in this package. 2320 2321S34 — Video SEO best practices 2322Publisher: Google 2323https://developers.google.com/search/docs/appearance/video 2324Supports: Video discovery and page/asset context. 2325Does not establish: A transcript or graph record alone does not prove a video is eligible or indexed. 2326 2327S35 — The Open Graph protocol 2328Publisher: Open Graph protocol 2329https://ogp.me/ 2330Supports: Social-preview metadata including title, type, image, and URL. 2331Does not establish: Open Graph is not Google Knowledge Graph, an E-E-A-T score, or GraphRAG. 2332 2333S36 — Help: Sources 2334Publisher: Wikidata 2335https://www.wikidata.org/wiki/Help:Sources 2336Supports: Source-backed statements in Wikidata. 2337Does not establish: Does not justify creating promotional identities or ignoring project inclusion policies. 2338 2339S37 — How it is built 2340Publisher: OpenAlex 2341https://help.openalex.org/data/how-its-built/ 2342Supports: Public scholarly data assembled from multiple sources. 2343Does not establish: Dataset inclusion does not prove a person authored a work or that a claim is true. 2344 2345S38 — Economic Graph 2346Publisher: LinkedIn 2347https://economicgraph.linkedin.com/ 2348Supports: A documented professional/economic graph initiative. 2349Does not establish: Not evidence that LinkedIn connections cause Google rankings or establish credentials. 2350 2351S39 — PageRank algorithm documentation 2352Publisher: NetworkX 2353https://networkx.org/documentation/stable/reference/algorithms/generated/networkx.algorithms.link_analysis.pagerank_alg.pagerank.html 2354Supports: Computing PageRank on a graph supplied by the analyst. 2355Does not establish: Not access to the Google ranking graph or proprietary PageRank values. 2356 2357S40 — Bipartite graphs 2358Publisher: NetworkX 2359https://networkx.org/documentation/stable/reference/algorithms/bipartite.html 2360Supports: Two-set graph modeling and graph operations. 2361Does not establish: Does not make a query-document projection a disclosed search-engine system. 2362 2363S41 — Components 2364Publisher: NetworkX 2365https://networkx.org/documentation/stable/reference/algorithms/component.html 2366Supports: Connected and strongly connected component algorithms. 2367Does not establish: A cycle in ordinary site navigation is not inherently a defect. 2368 2369S42 — ODRL Information Model 2.2 2370Publisher: W3C 2371https://www.w3.org/TR/odrl-model/ 2372Supports: Permissions, prohibitions, and duties as a policy description. 2373Does not establish: Descriptions do not enforce access or certify valid legal consent. 2374 2375S43 — Spam policies for Google web search 2376Publisher: Google 2377https://developers.google.com/search/docs/essentials/spam-policies 2378Supports: Abuse boundaries including link spam and scaled content abuse. 2379Does not establish: Does not authorize manipulation because it is expressed as graph construction. 2380 2381S44 — Helping you along your Search journeys 2382Publisher: Google 2383https://blog.google/products-and-platforms/products/search/helping-you-along-your-search-journeys/ 2384Supports: Historical disclosure of a Topic Layer associated with Knowledge Graph. 2385Does not establish: Not evidence of current complete architecture, exact graph weights, or a publisher-controlled feature. 2386 2387S45 — Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2388Publisher: Dong and colleagues 2389https://arxiv.org/abs/1502.03519 2390Supports: Historical primary research estimating source trustworthiness from extracted factual information while distinguishing extraction errors. 2391Does not establish: Not proof of current Google deployment, a public SEO score, or equivalence with E-E-A-T. 2392 2393S46 — Knowledge Vault: A Web-Scale Approach to Probabilistic Knowledge Fusion 2394Publisher: Google Research 2395https://research.google/pubs/knowledge-vault-a-web-scale-approach-to-probabilistic-knowledge-fusion/ 2396Supports: Historical primary research combining web extractions and prior knowledge with probabilistic fusion. 2397Does not establish: A research publication is not a currently available submission endpoint or guaranteed factual correctness. 2398 2399S47 — HITS: hubs and authorities 2400Publisher: NetworkX 2401https://networkx.org/documentation/stable/reference/algorithms/generated/networkx.algorithms.link_analysis.hits_alg.hits.html 2402Supports: Official implementation documentation for separate hub and authority scores on an input graph. 2403Does not establish: Not an engine-provided E-E-A-T score or evidence that this exact implementation runs in current Google Search. 2404 2405S48 — Jigs and Lures: Associating Web Queries with Strongly-Typed Entities 2406Publisher: Microsoft Research 2407https://www.microsoft.com/en-us/research/publication/jigs-and-lures-associating-web-queries-with-strongly-typed-entities/ 2408Supports: Primary research using query–entity click graphs to model associations. 2409Does not establish: An association does not establish identity or truth; experimental logs are not the user's available data or current production specification. 2410 2411S49 — Combating Web Spam with TrustRank 2412Publisher: Gyöngyi, Garcia-Molina, and Pedersen / VLDB 2413https://www.vldb.org/conf/2004/RS15P3.PDF 2414Supports: Historical primary research using expert-reviewed seeds and link structure for spam detection; abstract and introductory graph model inspected. 2415Does not establish: Does not establish current deployment in Google, a universal seed list, or permission to manufacture trust links. 2416 2417 2418============================================================================== 2419 2420SYNTHETIC PUBLIC JSON-LD EXAMPLE — NOT PRODUCTION 2421================================================ 2422# Example boundaries 2423 2424synthetic-public-graph.jsonld contains seven hypothetical nodes on example.com. 2425It is an instructional fragment, NOT APPROVED FOR PRODUCTION and not a complete rich-result submission. 2426It is deliberately not Joseph's real entity graph. No profile, organization, legal name, founding date, 2427credential, client result, price, address, review count, or production identity was verified for this example. 2428There are no sameAs claims because no matching external identity references were verified. 2429 2430An @id ending in #person identifies the person; #webpage identifies the biography document. 2431The service provider and article publisher are the hypothetical organization, not its Brand or WebSite. 2432Only internal ID-reference closure, unique IDs, basic typing, and designated relationship targets are 2433checked by the supplied offline tests. There has been no live Rich Results test, full RDF expansion, 2434Schema.org vocabulary validator run, webpage comparison, or factual verification of this example. 2435 2436The claim templates are deliberately unapproved. Completing fields does not create evidence or authority. 2437 2438{ 2439 "@context": "https://schema.org", 2440 "@graph": [ 2441 { 2442 "@id": "https://example.com/people/example-author/#person", 2443 "@type": "Person", 2444 "name": "Example Author", 2445 "url": "https://example.com/people/example-author/" 2446 }, 2447 { 2448 "@id": "https://example.com/#organization", 2449 "@type": "Organization", 2450 "name": "Example Studio", 2451 "url": "https://example.com/", 2452 "brand": { 2453 "@id": "https://example.com/#brand" 2454 } 2455 }, 2456 { 2457 "@id": "https://example.com/#brand", 2458 "@type": "Brand", 2459 "name": "Example Studio Brand" 2460 }, 2461 { 2462 "@id": "https://example.com/#website", 2463 "@type": "WebSite", 2464 "url": "https://example.com/", 2465 "name": "Example Studio website", 2466 "publisher": { 2467 "@id": "https://example.com/#organization" 2468 } 2469 }, 2470 { 2471 "@id": "https://example.com/people/example-author/#webpage", 2472 "@type": "ProfilePage", 2473 "url": "https://example.com/people/example-author/", 2474 "name": "About Example Author", 2475 "mainEntity": { 2476 "@id": "https://example.com/people/example-author/#person" 2477 }, 2478 "isPartOf": { 2479 "@id": "https://example.com/#website" 2480 } 2481 }, 2482 { 2483 "@id": "https://example.com/services/website-design/#service", 2484 "@type": "Service", 2485 "name": "Website design", 2486 "serviceType": "Website design", 2487 "url": "https://example.com/services/website-design/", 2488 "provider": { 2489 "@id": "https://example.com/#organization" 2490 } 2491 }, 2492 { 2493 "@id": "https://example.com/guides/checking-a-contact-form/#article", 2494 "@type": "Article", 2495 "headline": "A method for checking a contact form", 2496 "url": "https://example.com/guides/checking-a-contact-form/", 2497 "author": { 2498 "@id": "https://example.com/people/example-author/#person" 2499 }, 2500 "publisher": { 2501 "@id": "https://example.com/#organization" 2502 }, 2503 "isPartOf": { 2504 "@id": "https://example.com/#website" 2505 } 2506 } 2507 ] 2508} 2509 2510 2511INTERNAL CLAIM TEMPLATE — DELIBERATELY BLOCKED 2512============================================ 2513{ 2514 "claim_id": "urn:example:claim:001", 2515 "subject": "urn:example:person:001", 2516 "predicate": "https://schema.org/worksFor", 2517 "object": { 2518 "kind": "entity", 2519 "id": "urn:example:organization:001" 2520 }, 2521 "claim_status": "candidate", 2522 "evidence_class": "example", 2523 "evidence": [], 2524 "effective_from": null, 2525 "effective_to": null, 2526 "observed_at": null, 2527 "confidence": { 2528 "level": "not_assessed", 2529 "basis": null 2530 }, 2531 "verification": { 2532 "status": "unverified", 2533 "reviewer": null, 2534 "reviewed_at": null 2535 }, 2536 "publication": { 2537 "visibility": "private", 2538 "approved": false, 2539 "approved_by": null, 2540 "approved_at": null, 2541 "permission_review": "not_reviewed" 2542 }, 2543 "is_example": true, 2544 "reviewed_on": null, 2545 "graph_ids": [ 2546 "G01", 2547 "G02", 2548 "G10" 2549 ] 2550} 2551 2552 2553LOCAL VALIDATION SUMMARY 2554======================== 255528 standard-library unit tests passed. Package integrity checks passed. 2556The record schema and blocked template validated, and four malformed/publication-conflicting 2557variants were rejected using jsonschema 4.26.0. These results describe local artifacts only. 2558No website, public profile, search account, rich-result service, or independent external audit was tested. 2559