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sub:assertion {
  sub:ai-and-the-evolving-subjective a wd:Q604733;
    dct:description "<span><p><em><strong>Early Lessons from a Work in Progress</strong></em></p><p><strong>The Challenge</strong></p><ul><li>Knowledge graphs represent what is true, but in domains like music and content classification, truth is contested, evolving, and subjective.</li><li>When systems flatten ambiguity, they lose organizational intelligence.</li><li>With AI agents now consuming the graphs, the problem is urgent.</li><li>Agents can't distinguish institutionally-ratified claims from contested ones, producing not hallucination but false consensus.</li><li>Emerging standards like OKF standardize a grain for structural metadata, but provide no vocabulary for epistemic metadata or typed relation: confidence, verification status, decision provenance, temporal validity.</li></ul><p><strong>A Solution</strong></p><p>We propose a working augmentation: an approach that borrows both from OKF and RDF, but with separable conventions for the dimensions that emerge through collaboration at scale.</p><p><strong>What we did</strong></p><ul><li>What we built.</li><li>The ambiguous situations that shaped each decision.</li></ul><p><strong>What we learned</strong> — including why inconsistency between sources is often signal, not noise.</p></span>";
    dct:isPartOf <https://w3id.org/spaces/semantic-data-ny/2026>;
    pav:authoredBy sub:mark-grey, sub:nicole-buckenwolf;
    rdfs:label "AI and the Evolving Subjective";
    rdfs:seeAlso <https://henrystewartconferences.com/session/events-semantic-data-new-york-2026-ai-and-evolving-subjective>;
    wd:P823 sub:mark-grey, sub:nicole-buckenwolf;
    schema:endDate "2026-10-01T11:40:00-04:00"^^xsd:dateTime;
    schema:location "New York Hilton Midtown Hotel";
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  <https://orcid.org/0000-0001-8492-0354> foaf:name "Ashley Caselli" .
  
  this: dct:created "2026-09-16T10:39:16Z"^^xsd:dateTime;
    dct:creator <https://orcid.org/0000-0001-8492-0354>;
    dct:license <https://creativecommons.org/licenses/by/4.0/>;
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  sub:mark-grey foaf:name "Mark Grey" .
  
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