[
    {
        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/assertion",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/ai-and-the-evolving-subjective",
                "http://purl.org/dc/terms/description": [
                    {
                        "@value": "<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>"
                    }
                ],
                "http://purl.org/dc/terms/isPartOf": [
                    {
                        "@id": "https://w3id.org/spaces/semantic-data-ny/2026"
                    }
                ],
                "http://purl.org/pav/authoredBy": [
                    {
                        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/mark-grey"
                    },
                    {
                        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/nicole-buckenwolf"
                    }
                ],
                "@type": [
                    "http://www.wikidata.org/entity/Q604733"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "AI and the Evolving Subjective"
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#seeAlso": [
                    {
                        "@id": "https://henrystewartconferences.com/session/events-semantic-data-new-york-2026-ai-and-evolving-subjective"
                    }
                ],
                "http://www.wikidata.org/entity/P823": [
                    {
                        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/mark-grey"
                    },
                    {
                        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/nicole-buckenwolf"
                    }
                ],
                "https://schema.org/endDate": [
                    {
                        "@value": "2026-10-01T11:40:00-04:00",
                        "@type": "http://www.w3.org/2001/XMLSchema#dateTime"
                    }
                ],
                "https://schema.org/location": [
                    {
                        "@value": "New York Hilton Midtown Hotel"
                    }
                ],
                "https://schema.org/startDate": [
                    {
                        "@value": "2026-10-01T11:10:00-04:00",
                        "@type": "http://www.w3.org/2001/XMLSchema#dateTime"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/pubinfo",
        "@graph": [
            {
                "@id": "https://orcid.org/0000-0001-8492-0354",
                "http://xmlns.com/foaf/0.1/name": [
                    {
                        "@value": "Ashley Caselli"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y",
                "http://purl.org/dc/terms/created": [
                    {
                        "@value": "2026-09-16T10:39:16Z",
                        "@type": "http://www.w3.org/2001/XMLSchema#dateTime"
                    }
                ],
                "http://purl.org/dc/terms/creator": [
                    {
                        "@id": "https://orcid.org/0000-0001-8492-0354"
                    }
                ],
                "http://purl.org/dc/terms/license": [
                    {
                        "@id": "https://creativecommons.org/licenses/by/4.0/"
                    }
                ],
                "http://purl.org/nanopub/x/introduces": [
                    {
                        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/ai-and-the-evolving-subjective"
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Presentation: AI and the Evolving Subjective"
                    }
                ],
                "https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate": [
                    {
                        "@id": "http://purl.org/np/RAefFjYMSnydcZtTqdT8TG8rJeJa76ryG7h10VHQiWKgY"
                    }
                ],
                "https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate": [
                    {
                        "@id": "https://w3id.org/np/RA-N4_kFxcruvBTlo1yJv29E4SLOXsx5KO_th69PprMrA"
                    },
                    {
                        "@id": "https://w3id.org/np/RACJ58Gvyn91LqCKIO9zu1eijDQIeEff28iyDrJgjSJF8"
                    },
                    {
                        "@id": "https://w3id.org/np/RARJj78P72NR5edKOnu_f4ePE9NYYuW2m2pM-fEoobMBk"
                    },
                    {
                        "@id": "https://w3id.org/np/RAYrlN4s93vVe9LGI-gmPLTb-QZGHKd0mxx8VxJ3XVhuw"
                    }
                ],
                "https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate": [
                    {
                        "@id": "https://w3id.org/np/RAnXwqhtOJ1lxMw8dQVDKOmQSBJynhJR-agg4iyzTJDj8"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/mark-grey",
                "http://xmlns.com/foaf/0.1/name": [
                    {
                        "@value": "Mark Grey"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/nicole-buckenwolf",
                "http://xmlns.com/foaf/0.1/name": [
                    {
                        "@value": "Nicole Buckenwolf"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/sig",
                "http://purl.org/nanopub/x/hasAlgorithm": [
                    {
                        "@value": "RSA"
                    }
                ],
                "http://purl.org/nanopub/x/hasPublicKey": [
                    {
                        "@value": "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA+i9DV8ynzO944pYkYsDwtlqJHuk+b7FQt6Bb4TIQSDX3jGUURn6WpaNwESHmgMLWSydaH5XlabMzuqpPL4iyB+IAzvwIxdJBLhe39EQMu2j+FZ/5d/xu/gO3nZw2KoEvJ7cJisabuI05OylIRSJ+OG5CmzFxnjojUEJeCFi1njY1InhXrb0yHud9b1ifzweoN6YYOBecKs1gTOaT2bf+t4Wgzg3M0PmRVZ4F0OALsnh4T5+x7kFtiPcDKNpORi585JjKCZ4kczIF6oUKcwgC0kmIY97jtLqSLcXRkxHx5CDI6qz4XlRFs1ZbCUdSlzjdPZAkaBcNem1gIhWzkHkEnQIDAQAB"
                    }
                ],
                "http://purl.org/nanopub/x/hasSignature": [
                    {
                        "@value": "IencsLNAoFv8n2y+qCPz7/aNiCzxRyU57lif4nAiTtWZiGHb9mKkMkoyzWWWWWp8s7kGclIZ2uvPYIUcn8nJPFY6bsRc7gCnUPeFZ8L/+UzmthJLkrv9Y68MFeGO3d4Yn88VxwLDfsT0gLDGSH3kdoiGMn2ildF9OO20Rbn+qw7re3yFt8O1kwzQopL7y5C9hgtt2DvwDrdTXYXPfgSe3YL4nD/xqTpO2pCPu6OoVAOXY176E4b+eCgfAOwreWpP7HEljr+JUA+2A21b6CxH5JMhQe8SXeNgkNEs6F3X3L7VE3uJegeyTNoUlAnNOSNp5paBDFPqlO9G/vs4SedGdw=="
                    }
                ],
                "http://purl.org/nanopub/x/hasSignatureTarget": [
                    {
                        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y"
                    }
                ],
                "http://purl.org/nanopub/x/signedBy": [
                    {
                        "@id": "https://orcid.org/0000-0001-8492-0354"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/provenance",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/assertion",
                "http://www.w3.org/ns/prov#wasAttributedTo": [
                    {
                        "@id": "https://orcid.org/0000-0001-8492-0354"
                    }
                ],
                "http://www.w3.org/ns/prov#wasDerivedFrom": [
                    {
                        "@id": "https://henrystewartconferences.com/events/semantic-data-new-york-2026/agenda/day-1"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/Head",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y",
                "http://www.nanopub.org/nschema#hasAssertion": [
                    {
                        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/assertion"
                    }
                ],
                "http://www.nanopub.org/nschema#hasProvenance": [
                    {
                        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/provenance"
                    }
                ],
                "http://www.nanopub.org/nschema#hasPublicationInfo": [
                    {
                        "@id": "https://w3id.org/np/RAponOzx1XgfGZ0ElERkQxS9ReVJ0L8IBid1q_Agr7O3Y/pubinfo"
                    }
                ],
                "@type": [
                    "http://www.nanopub.org/nschema#Nanopublication"
                ]
            }
        ]
    }
]