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@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix skos: <http://www.w3.org/2004/02/skos/core#> .
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  schema:description "The business meaning of data assets, entities, metrics, policies, relationships, lineage, and definitions."@en .

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  schema:description "The unwritten operational logic that explains how work gets done, including exceptions, playbooks, joins, and task practices."@en .

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  schema:description "The constraints that define what is allowed, risky, auditable, deprecated, or certified inside enterprise workflows."@en .

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  schema:description "An inventory and metadata system for data assets; it is useful context infrastructure but not the full context layer."@en ;
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  schema:description "A governed layer that standardizes metrics and business meaning, especially for trusted analytics answers."@en ;
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  schema:description "A graph representation of entities and relationships; it can power context but is not the entire operational layer."@en ;
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  schema:description "A retrieval pattern that supplies external context to generative models; useful but insufficient without governance and lifecycle."@en ;
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  schema:description "A reverse-constructed graph of assets, lineage, entities, metrics, policies, relationships, and business rules."@en .

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  schema:description "Governed, versioned bundles of context exposed through APIs, SQL, SDKs, and MCP-style protocols."@en .

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  schema:description "A retrieval path that treats each retrieval as a logged, attributed, compliance-relevant event."@en .

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  schema:description "Trusted answer paths where governed semantics and query execution produce a consistent result, not only context hints."@en .

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  schema:description "The durable encoding of decisions, exceptions, norms, and expertise that lets enterprise AI behave consistently across workflows."@en ;
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  schema:description "Extract context signals from warehouses, databases, pipelines, BI tools, business systems, conversations, workflows, and source artifacts."@en ;
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  schema:description "Version, deprecate, certify, and resolve conflicts as definitions, metrics, policies, and practices change."@en ;
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<https://atlan.com/know/what-is-the-enterprise-context-layer/#capability-learn> a schema:DefinedTerm, skos:Concept ;
  schema:name "Learn"@en ;
  schema:description "Capture feedback and behavioral evidence so the context layer improves from real work, not only static documentation."@en ;
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  schema:description "Apply human-in-the-loop certification, policy, audit, access, lineage, and accountability controls."@en ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#five-capabilities> .

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  schema:description "Commenter who reframes the post as source material for a live demonstration of context-layer-assisted AI understanding."@en ;
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<https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-kingsley-idehen> a schema:Comment ;
  schema:name "Comment by Kingsley Uyi Idehen"@en ;
  schema:description "Commenter who reframes the post as source material for a live demonstration of context-layer-assisted AI understanding."@en ;
  schema:creator <https://atlan.com/know/what-is-the-enterprise-context-layer/#person-kingsley-idehen> ;
  schema:datePublished "2026-06-02T18:55:51.231Z"^^xsd:dateTime ;
  schema:text """The post can be used to generate a live demo showing how a context layer enables an AI agent to better understand the post."""@en ;
  schema:about <https://atlan.com/know/what-is-the-enterprise-context-layer/#enterprise-context-layer> ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-signals> ;
  schema:interactionStatistic [
    a schema:InteractionCounter ;
    schema:interactionType schema:LikeAction ;
    schema:userInteractionCount 0
  ] .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#person-timothy-mccrimmon> a schema:Person ;
  schema:name "Timothy McCrimmon"@en ;
  schema:description "Commenter who emphasizes audit records, regulated-industry obligations, versioned context, and governed retrieval provenance."@en ;
  schema:identifier "Timothy McCrimmon on LinkedIn public comment 2026-06-02T12:34:26.561Z"@en ;
  schema:subjectOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-timothy-mccrimmon> .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-timothy-mccrimmon> a schema:Comment ;
  schema:name "Comment by Timothy McCrimmon"@en ;
  schema:description "Commenter who emphasizes audit records, regulated-industry obligations, versioned context, and governed retrieval provenance."@en ;
  schema:creator <https://atlan.com/know/what-is-the-enterprise-context-layer/#person-timothy-mccrimmon> ;
  schema:datePublished "2026-06-02T12:34:26.561Z"^^xsd:dateTime ;
  schema:text """Regulated environments make norms legal obligations with audit requirements. The context layer needs versioning, attribution, auditor-queryable records, and a governed retrieval layer where each retrieval is logged and tied to output."""@en ;
  schema:about <https://atlan.com/know/what-is-the-enterprise-context-layer/#governed-retrieval-layer> ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-signals> ;
  schema:interactionStatistic [
    a schema:InteractionCounter ;
    schema:interactionType schema:LikeAction ;
    schema:userInteractionCount 0
  ] .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#person-dennis-juarez> a schema:Person ;
  schema:name "Dennis Juarez"@en ;
  schema:description "Commenter who challenges the architecture to account for deterministic trusted-answer generation in the query path."@en ;
  schema:identifier "Dennis Juarez on LinkedIn public comment 2026-06-02T18:42:30.342Z"@en ;
  schema:subjectOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-dennis-juarez> .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-dennis-juarez> a schema:Comment ;
  schema:name "Comment by Dennis Juarez"@en ;
  schema:description "Commenter who challenges the architecture to account for deterministic trusted-answer generation in the query path."@en ;
  schema:creator <https://atlan.com/know/what-is-the-enterprise-context-layer/#person-dennis-juarez> ;
  schema:datePublished "2026-06-02T18:42:30.342Z"^^xsd:dateTime ;
  schema:text """The mine, lifecycle, learn, activate, govern architecture prepares context, but trusted answers still require a query path that turns governed semantics into one deterministic answer."""@en ;
  schema:about <https://atlan.com/know/what-is-the-enterprise-context-layer/#deterministic-answers> ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-signals> ;
  schema:interactionStatistic [
    a schema:InteractionCounter ;
    schema:interactionType schema:LikeAction ;
    schema:userInteractionCount 0
  ] .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#person-aditya-a> a schema:Person ;
  schema:name "Aditya A."@en ;
  schema:description "Commenter who connects expertise and norms to organizational memory and production AI reliability."@en ;
  schema:identifier "Aditya A. on LinkedIn public comment 2026-06-02T07:26:13.508Z"@en ;
  schema:subjectOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-aditya-a> .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-aditya-a> a schema:Comment ;
  schema:name "Comment by Aditya A."@en ;
  schema:description "Commenter who connects expertise and norms to organizational memory and production AI reliability."@en ;
  schema:creator <https://atlan.com/know/what-is-the-enterprise-context-layer/#person-aditya-a> ;
  schema:datePublished "2026-06-02T07:26:13.508Z"^^xsd:dateTime ;
  schema:text """Enterprise AI pilots become unreliable when they miss unwritten operational logic: decisions, exceptions, what is acceptable, risky, urgent, or normal. AI maturity is organizational memory."""@en ;
  schema:about <https://atlan.com/know/what-is-the-enterprise-context-layer/#organizational-memory> ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-signals> ;
  schema:interactionStatistic [
    a schema:InteractionCounter ;
    schema:interactionType schema:LikeAction ;
    schema:userInteractionCount 0
  ] .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#person-gene-arnold> a schema:Person ;
  schema:name "Gene Arnold"@en ;
  schema:description "Commenter who uses change propagation across skills as the practical proof point for the context layer."@en ;
  schema:identifier "Gene Arnold on LinkedIn public comment 2026-06-01T18:32:00.144Z"@en ;
  schema:subjectOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-gene-arnold> .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-gene-arnold> a schema:Comment ;
  schema:name "Comment by Gene Arnold"@en ;
  schema:description "Commenter who uses change propagation across skills as the practical proof point for the context layer."@en ;
  schema:creator <https://atlan.com/know/what-is-the-enterprise-context-layer/#person-gene-arnold> ;
  schema:datePublished "2026-06-01T18:32:00.144Z"^^xsd:dateTime ;
  schema:text """A CMO updating an ICP should propagate context to social media, SDR pitch, and analyst call skills, with review queues when automatic propagation is risky."""@en ;
  schema:about <https://atlan.com/know/what-is-the-enterprise-context-layer/#change-propagation> ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-signals> ;
  schema:interactionStatistic [
    a schema:InteractionCounter ;
    schema:interactionType schema:LikeAction ;
    schema:userInteractionCount 5
  ] .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#person-adam-k> a schema:Person ;
  schema:name "Adam K"@en ;
  schema:description "Commenter who stresses that norms are often absent from AI stacks even though real workflows require them."@en ;
  schema:identifier "Adam K on LinkedIn public comment 2026-06-01T19:19:33.237Z"@en ;
  schema:subjectOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-adam-k> .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-adam-k> a schema:Comment ;
  schema:name "Comment by Adam K"@en ;
  schema:description "Commenter who stresses that norms are often absent from AI stacks even though real workflows require them."@en ;
  schema:creator <https://atlan.com/know/what-is-the-enterprise-context-layer/#person-adam-k> ;
  schema:datePublished "2026-06-01T19:19:33.237Z"^^xsd:dateTime ;
  schema:text """Knowledge, expertise, and norms is a clean split. Many teams have knowledge stacks, but demos do not need norms while real workflows do."""@en ;
  schema:about <https://atlan.com/know/what-is-the-enterprise-context-layer/#norms-substrate> ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-signals> ;
  schema:interactionStatistic [
    a schema:InteractionCounter ;
    schema:interactionType schema:LikeAction ;
    schema:userInteractionCount 3
  ] .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#person-tathagata-das-sarma> a schema:Person ;
  schema:name "Tathagata Das Sarma"@en ;
  schema:description "Commenter who highlights shared context across agents and the role of skills as reusable functions."@en ;
  schema:identifier "Tathagata Das Sarma on LinkedIn public comment 2026-06-02T12:35:21.265Z"@en ;
  schema:subjectOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-tathagata-das-sarma> .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-tathagata-das-sarma> a schema:Comment ;
  schema:name "Comment by Tathagata Das Sarma"@en ;
  schema:description "Commenter who highlights shared context across agents and the role of skills as reusable functions."@en ;
  schema:creator <https://atlan.com/know/what-is-the-enterprise-context-layer/#person-tathagata-das-sarma> ;
  schema:datePublished "2026-06-02T12:35:21.265Z"^^xsd:dateTime ;
  schema:text """Skills as functions matter, and the context layer must be shared across agents rather than bolted onto one agent that then contradicts others."""@en ;
  schema:about <https://atlan.com/know/what-is-the-enterprise-context-layer/#skills-as-context> ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-signals> ;
  schema:interactionStatistic [
    a schema:InteractionCounter ;
    schema:interactionType schema:LikeAction ;
    schema:userInteractionCount 1
  ] .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#person-masood-alam> a schema:Person ;
  schema:name "Masood Alam 💡"@en ;
  schema:description "Commenter who interprets the proposed context layer as a context graph."@en ;
  schema:identifier "Masood Alam 💡 on LinkedIn public comment 2026-06-02T07:27:31.719Z"@en ;
  schema:subjectOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-masood-alam> .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-masood-alam> a schema:Comment ;
  schema:name "Comment by Masood Alam 💡"@en ;
  schema:description "Commenter who interprets the proposed context layer as a context graph."@en ;
  schema:creator <https://atlan.com/know/what-is-the-enterprise-context-layer/#person-masood-alam> ;
  schema:datePublished "2026-06-02T07:27:31.719Z"^^xsd:dateTime ;
  schema:text """The framing points toward a context graph."""@en ;
  schema:about <https://atlan.com/know/what-is-the-enterprise-context-layer/#knowledge-graph> ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-signals> ;
  schema:interactionStatistic [
    a schema:InteractionCounter ;
    schema:interactionType schema:LikeAction ;
    schema:userInteractionCount 2
  ] .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#person-ramdas-narayanan> a schema:Person ;
  schema:name "Ramdas Narayanan"@en ;
  schema:description "Commenter who asks which provider can deliver the full capability set described by the context-layer architecture."@en ;
  schema:identifier "Ramdas Narayanan on LinkedIn public comment 2026-06-01T18:46:49.499Z"@en ;
  schema:subjectOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-ramdas-narayanan> .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-ramdas-narayanan> a schema:Comment ;
  schema:name "Comment by Ramdas Narayanan"@en ;
  schema:description "Commenter who asks which provider can deliver the full capability set described by the context-layer architecture."@en ;
  schema:creator <https://atlan.com/know/what-is-the-enterprise-context-layer/#person-ramdas-narayanan> ;
  schema:datePublished "2026-06-01T18:46:49.499Z"^^xsd:dateTime ;
  schema:text """The capabilities are compelling, and the open question is who can provide all of them in one enterprise context layer."""@en ;
  schema:about <https://atlan.com/know/what-is-the-enterprise-context-layer/#five-capabilities> ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-signals> ;
  schema:interactionStatistic [
    a schema:InteractionCounter ;
    schema:interactionType schema:LikeAction ;
    schema:userInteractionCount 3
  ] .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#person-fred-lardaro> a schema:Person ;
  schema:name "Fred Lardaro"@en ;
  schema:description "Commenter who contrasts catalog, semantic-layer, and context-layer responsibilities."@en ;
  schema:identifier "Fred Lardaro on LinkedIn public comment 2026-06-01T20:29:02.653Z"@en ;
  schema:subjectOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-fred-lardaro> .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-fred-lardaro> a schema:Comment ;
  schema:name "Comment by Fred Lardaro"@en ;
  schema:description "Commenter who contrasts catalog, semantic-layer, and context-layer responsibilities."@en ;
  schema:creator <https://atlan.com/know/what-is-the-enterprise-context-layer/#person-fred-lardaro> ;
  schema:datePublished "2026-06-01T20:29:02.653Z"^^xsd:dateTime ;
  schema:text """A data catalog knows what we have, a semantic layer defines the business, and a context layer tells us what to do with it all."""@en ;
  schema:about <https://atlan.com/know/what-is-the-enterprise-context-layer/#semantic-layer> ;
  schema:isPartOf <https://atlan.com/know/what-is-the-enterprise-context-layer/#comment-signals> ;
  schema:interactionStatistic [
    a schema:InteractionCounter ;
    schema:interactionType schema:LikeAction ;
    schema:userInteractionCount 2
  ] .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#q1> a schema:Question ;
  schema:name "What is an enterprise context layer?"@en ;
  schema:acceptedAnswer <https://atlan.com/know/what-is-the-enterprise-context-layer/#a1> .
<https://atlan.com/know/what-is-the-enterprise-context-layer/#a1> a schema:Answer ;
  schema:text "It is a governed layer that turns knowledge, expertise, and norms into machine-usable context for agents, analytics, and human workflows."@en .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#q2> a schema:Question ;
  schema:name "What is it not?"@en ;
  schema:acceptedAnswer <https://atlan.com/know/what-is-the-enterprise-context-layer/#a2> .
<https://atlan.com/know/what-is-the-enterprise-context-layer/#a2> a schema:Answer ;
  schema:text "It is not only a data catalog, semantic layer, knowledge graph, RAG system, or memory store. Each can contribute, but none covers lifecycle, activation, learning, and governance alone."@en .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#q3> a schema:Question ;
  schema:name "Why do production agents fail without it?"@en ;
  schema:acceptedAnswer <https://atlan.com/know/what-is-the-enterprise-context-layer/#a3> .
<https://atlan.com/know/what-is-the-enterprise-context-layer/#a3> a schema:Answer ;
  schema:text "Demos can survive on retrieved knowledge, but production workflows also need expertise about how work happens and norms about what is allowed."@en .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#q4> a schema:Question ;
  schema:name "What are the three substrates?"@en ;
  schema:acceptedAnswer <https://atlan.com/know/what-is-the-enterprise-context-layer/#a4> .
<https://atlan.com/know/what-is-the-enterprise-context-layer/#a4> a schema:Answer ;
  schema:text "Knowledge captures meaning, expertise captures operational practice, and norms capture constraints, policies, legal obligations, and acceptable behavior."@en .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#q5> a schema:Question ;
  schema:name "What are the five capabilities?"@en ;
  schema:acceptedAnswer <https://atlan.com/know/what-is-the-enterprise-context-layer/#a5> .
<https://atlan.com/know/what-is-the-enterprise-context-layer/#a5> a schema:Answer ;
  schema:text "The architecture mines context, manages lifecycle, learns from feedback, activates context through interfaces and protocols, and governs the resulting system."@en .

<https://atlan.com/know/what-is-the-enterprise-context-layer/#q6> a schema:Question ;
  schema:name "What do the comments add?"@en ;
  schema:acceptedAnswer <https://atlan.com/know/what-is-the-enterprise-context-layer/#a6> .
<https://atlan.com/know/what-is-the-enterprise-context-layer/#a6> a schema:Answer ;
  schema:text "The comments sharpen the thesis around auditability, governed retrieval, deterministic answer paths, change propagation, and cross-agent shared context."@en .

<https://github.com/OpenLinkSoftware/ai-agent-skills/tree/main/kg-generator#this> a schema:SoftwareApplication ; schema:name "kg-generator skill"@en ; schema:url <https://github.com/OpenLinkSoftware/ai-agent-skills/tree/main/kg-generator> ; schema:description "Skill used to generate the RDF knowledge graph source of truth."@en .
<https://github.com/OpenLinkSoftware/ai-agent-skills/tree/main/rdf-infographic-skill#this> a schema:SoftwareApplication ; schema:name "rdf-infographic-skill"@en ; schema:url <https://github.com/OpenLinkSoftware/ai-agent-skills/tree/main/rdf-infographic-skill> ; schema:description "Skill used to generate and validate the RDF-backed HTML and Markdown companions."@en .
<https://curl.se/#this> a schema:SoftwareApplication ; schema:name "curl"@en ; schema:url <https://curl.se/> ; schema:description "Command-line retrieval tool used for public page extraction after the in-app Browser route was unavailable."@en .
<https://openai.com/codex/#this> a schema:SoftwareApplication ; schema:name "Codex desktop"@en ; schema:url <https://openai.com/codex/> ; schema:description "Generation environment for this artifact collection."@en .
<https://virtuoso.openlinksw.com/#this> a schema:SoftwareApplication ; schema:name "OpenLink Virtuoso"@en ; schema:url <https://virtuoso.openlinksw.com/> ; schema:description "Linked Data runtime referenced for SPARQL exploration."@en .
<https://linkeddata.uriburner.com/#this> a schema:Service ; schema:name "URIBurner"@en ; schema:url <https://linkeddata.uriburner.com/> ; schema:description "Resolver and SPARQL service pattern used by the generated collection."@en .