{"dep": 499, "title": "AUTONOMOUS SEMANTIC WARFARE A Field Manual for Meaning in the Age of Platform Capture", "date": "2026-02-20", "para": 368, "sent": 1044, "sentence": "Artificial intelligence represents the full vertical integration of semantic production — a single technology that owns the instruments (compute), processes the objects (training data), and increasingly automates the labor (generation replacing human semantic labor).", "classes": ["employment effects of AI: job loss, displacement, transformation (the distribution of gains and losses)"], "kind": "O-class", "categories": ["semantic labor"], "class_basis": {"employment effects of AI: job loss, displacement, transformation (the distribution of gains and losses)": "archive: the census intersection for the entity, 'gains-and-losses' ('Distribution of gains and losses: wages, employment, workload, credit, ownership, and who captures productivity gains'; census.json intersections, rows[...].intersections); field: B9 §2 ('Analyses of employment effects of automation'), B9 Conclusion ('both to minimize “technological unemployment”'; 'Whether this leads to the disappearance of an occupation or workforce replacement'), B5 ('job transformation rather than job elimination')."}, "cand_id": "O0001"}
{"dep": 819, "title": "Guillory, Semantic Competition, and the Ω-Point Completion: From Cultural Capital to Recursive Architecture — Formalizing the Post-Institutional Symbolic Econom", "date": "2026-06-11", "para": 86, "sent": 258, "sentence": "Cultural capital is replaced by semantic labor: value as performed operation rather than possessed quantity.", "classes": ["employment effects of AI: job loss, displacement, transformation (the distribution of gains and losses)"], "kind": "O-class", "categories": ["semantic labor"], "class_basis": {"employment effects of AI: job loss, displacement, transformation (the distribution of gains and losses)": "archive: the census intersection for the entity, 'gains-and-losses' ('Distribution of gains and losses: wages, employment, workload, credit, ownership, and who captures productivity gains'; census.json intersections, rows[...].intersections); field: B9 §2 ('Analyses of employment effects of automation'), B9 Conclusion ('both to minimize “technological unemployment”'; 'Whether this leads to the disappearance of an occupation or workforce replacement'), B5 ('job transformation rather than job elimination')."}, "cand_id": "O0002"}
{"dep": 1669, "title": "The Colony Enters the Factory: War Fordism, Racial Labor Hierarchy, and the Industrialization of Conquest (EA-NOUN-VERB-02 v1.0)", "date": "2026-10-07", "para": 37, "sent": 101, "sentence": "Forms of work organization and production technology that promised to replace qualified workers with unqualified ones thus became increasingly attractive.\" The new firms that \"sprung up overnight … employed a far higher percentage of foreign – and also primarily unskilled – labourers than average\", and were \"conceived according to the most modern perspectives\".[^20] This is the operation of the first half's §5.", "classes": ["employment effects of AI: job loss, displacement, transformation (the distribution of gains and losses)"], "kind": "O-class", "categories": ["first half"], "class_basis": {"employment effects of AI: job loss, displacement, transformation (the distribution of gains and losses)": "archive: the census intersection for the entity, 'gains-and-losses' ('Distribution of gains and losses: wages, employment, workload, credit, ownership, and who captures productivity gains'; census.json intersections, rows[...].intersections); field: B9 §2 ('Analyses of employment effects of automation'), B9 Conclusion ('both to minimize “technological unemployment”'; 'Whether this leads to the disappearance of an occupation or workforce replacement'), B5 ('job transformation rather than job elimination')."}, "cand_id": "O0003"}