{"dep": 1, "title": "Zenodotus' Book-Burning: Loud Exclusion at Repository Scale", "date": "2026-06-19", "para": 62, "sent": 121, "sentence": "Zenodo's own moderation guidance acknowledges that content moderators are not domain experts and cannot evaluate the scientific quality of deposited content [Observed].", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["content moderators"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0001"}
{"dep": 1, "title": "Zenodotus' Book-Burning: Loud Exclusion at Repository Scale", "date": "2026-06-19", "para": 84, "sent": 189, "sentence": "Zenodo states that its content moderators are not domain experts and cannot evaluate the scientific quality of deposited content [Observed].", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["content moderators"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0002"}
{"dep": 18, "title": "The Semantic Economy: A Marxian Accounting Framework for the Production, Extraction, and Exhaustion of Meaning as Value", "date": "2026-02-20", "para": 6, "sent": 15, "sentence": "**Keywords:** semantic economy, semantic labor, semantic capital, semantic liquidation, semantic exhaustion, semantic rent, platform capitalism, digital labor, immaterial labor, cognitive capitalism, meaning as value, AI training, Gamma, resistance to commodification, coherence value, Voloshinov, Marx, value theory, operative semiotics, general intellect, model collapse, content moderation, semantic infrastructure", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["coherence value", "general intellect", "model collapse", "operative semiotics", "semantic capital", "semantic exhaustion", "semantic infrastructure", "semantic labor", "semantic liquidation", "semantic rent"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0003"}
{"dep": 18, "title": "The Semantic Economy: A Marxian Accounting Framework for the Production, Extraction, and Exhaustion of Meaning as Value", "date": "2026-02-20", "para": 26, "sent": 113, "sentence": "### I.4d The Hidden Semantic Laborers: Content Moderation and Platform Maintenance", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Semantic Laborers"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0004"}
{"dep": 18, "title": "The Semantic Economy: A Marxian Accounting Framework for the Production, Extraction, and Exhaustion of Meaning as Value", "date": "2026-02-20", "para": 27, "sent": 115, "sentence": "Sarah Roberts (2019) documented the hidden workforce of content moderators: low-paid, often outsourced workers who perform the traumatizing semantic labor of sorting meaning from noise, harm from expression, acceptable from forbidden.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems", "the hidden or invisible human labor behind AI"], "kind": "O-class", "categories": ["content moderators", "semantic labor"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block).", "the hidden or invisible human labor behind AI": "field: B7 (Weizenbaum page, Background ¶2: 'a hidden workforce of data workers'; ¶3 'often rendered invisible … This is by design'); B4 (Weizenbaum-Institut video title: 'Unveiling the Hidden Labor Behind AI'); B3 (Instagram card snippet: 'exposing hidden, precarious labor behind AI'); B1 home ¶2 ('to turn hidden and precarious labor into a shared, politicized site for knowledge-making'). The census's lv_intersection reads the entity on this class (task-origin: 'the attribution of a composition to the system conceals the human labor that produced it')."}, "cand_id": "O0005"}
{"dep": 18, "title": "The Semantic Economy: A Marxian Accounting Framework for the Production, Extraction, and Exhaustion of Meaning as Value", "date": "2026-02-20", "para": 28, "sent": 118, "sentence": "Content moderators perform semantic labor in its most brutal form: sorting meaning under conditions designed to be invisible.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Content moderators", "semantic labor"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0006"}
{"dep": 18, "title": "The Semantic Economy: A Marxian Accounting Framework for the Production, Extraction, and Exhaustion of Meaning as Value", "date": "2026-02-20", "para": 39, "sent": 177, "sentence": "It includes: the user who writes a review, the artist who creates a work, the content moderator who sorts harm from expression (Roberts 2019), the community that maintains a dialect, the teacher who transmits a tradition.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["the user"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0007"}
{"dep": 18, "title": "The Semantic Economy: A Marxian Accounting Framework for the Production, Extraction, and Exhaustion of Meaning as Value", "date": "2026-02-20", "para": 45, "sent": 207, "sentence": "Content moderation labor (Roberts 2019) demonstrates the somatic cost; religious practice, community dialect, embodied tradition demonstrate the resistance.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["somatic cost"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0008"}
{"dep": 31, "title": "CRIMSON HEXAGON / NH-OS DOI REGISTRY v7.0 Complete Document Archive with Enrichment Layers — March 2026", "date": "2026-03-16", "para": 242, "sent": 271, "sentence": "**18203317** | 10.5281/zenodo.18203317 | T1 | theoretical_fra | semantic_economy | E:33 *The Capital Operator Stack and the University: Toward a Semantic Economy of Knowledge Production — C* originally to analyze algorithmic content moderation—maps precisely onto scholarly production: ranking through citation metrics, relevance filtering t", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Capital Operator Stack", "citation metrics", "Operator Stack", "relevance filtering"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0009"}
{"dep": 33, "title": "GHOST GOVERNANCE, CONFIRMED Reddit Legal Support Response to the Archival Reclamation Protocol, March 18, 2026", "date": "2026-03-18", "para": 2, "sent": 2, "sentence": "**Parent:** EA-LEGAL-RECLAMATION-01 (DOI: 10.5281/zenodo.19074885) **Type:** Forensic Record · Ghost Governance Case Study **Keywords:** ghost governance, platform governance, Reddit moderation, content moderation failure, automated enforcement, archival reclamation, semantic economy, platform accountability, DOI-anchored research", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Forensic Record"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0010"}
{"dep": 48, "title": "THE THEORETICAL PRODUCTION BENCHMARK v2.0 Evaluating Sustained Conceptual Coherence in Multi-Agent LLM Systems", "date": "2026-03-31", "para": 78, "sent": 180, "sentence": "**NS:** Multiple novel constructs have been generated that occupy gaps between existing frameworks: \"semantic governance\" (the architecture by which meaning is tracked through computational layers — not information governance, not content moderation, not digital rights management); \"the Photocopy Problem\" (output homogenization as the hard limit on branching in automated generation); \"retrieval sovereignty\" (the citation-density threshold at which a semantic cluster becomes unavoidable to retrieval systems); the Sémantique Potentielle itself (a constraint-based semantic mint extending Oulipo's methods to concept formation).", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Photocopy Problem", "retrieval sovereignty", "retrieval systems", "semantic governance", "the Sémantique Potentielle"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0011"}
{"dep": 137, "title": "The Semantic Commodity Form — An Extension of Marx Into the Region He Did Not Live to See", "date": "2026-05-28", "para": 51, "sent": 223, "sentence": "| Structural axis | Marx's material commodity | The semantic commodity | |---|---|---| | The sublated object | Living labor-time congealed into the physical coat | Provenance-bearing meaning — the *saying* — congealed into the answer-surface | | The mode of fetishism | Value appears as an intrinsic property of the thing | Knowledge appears as an intrinsic property of the apparatus | | The posture of the alibi | *Silence.* The table sits mute, hiding the carpenter | *Impersonation.* The form wears the weaver's face and speaks the weaver's recovered sentences as its own | | The predatory orientation | Located, phenomenological appetite — the vampire that faces its prey | Fixed plant, running continuously, without perception or the capacity to flinch | | Where the living is | In the coat, as cancelled hours | In the answer, as cancelled saying — and in the apparatus, as cancelled annotator,", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["the apparatus"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0012"}
{"dep": 163, "title": "The Neglected Author as Tail-Preserving Labor: A Coupling Hypothesis on Recognition Bias, Tail-Renewal Value, and the AI-Era Decoupling of Uptake from Consecrat", "date": "2026-06-08", "para": 39, "sent": 98, "sentence": "Gray and Siddharth Suri's *Ghost Work* (2019) name the labor architecture of AI systems: the invisible workers (annotators, content moderators, ground-truth labelers, micro-task workers) whose labor enables AI systems while remaining structurally hidden from the systems' end-users.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems", "the hidden or invisible human labor behind AI"], "kind": "O-class", "categories": ["AI systems", "content moderators"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block).", "the hidden or invisible human labor behind AI": "field: B7 (Weizenbaum page, Background ¶2: 'a hidden workforce of data workers'; ¶3 'often rendered invisible … This is by design'); B4 (Weizenbaum-Institut video title: 'Unveiling the Hidden Labor Behind AI'); B3 (Instagram card snippet: 'exposing hidden, precarious labor behind AI'); B1 home ¶2 ('to turn hidden and precarious labor into a shared, politicized site for knowledge-making'). The census's lv_intersection reads the entity on this class (task-origin: 'the attribution of a composition to the system conceals the human labor that produced it')."}, "cand_id": "O0013"}
{"dep": 163, "title": "The Neglected Author as Tail-Preserving Labor: A Coupling Hypothesis on Recognition Bias, Tail-Renewal Value, and the AI-Era Decoupling of Uptake from Consecrat", "date": "2026-06-08", "para": 50, "sent": 137, "sentence": "| Literature | What it names | What it leaves unaddressed | |---|---|---| | Mertonian cumulative advantage | Recognition concentrates with the already-recognized | System's functional dependence on the unrecognized | | Matilda effect | Sex-linked under-recognition | Structural mechanism beyond demographic axis | | Bourdieu cultural field | The consecration apparatus and its temporality | What happens when absorption operates outside consecration | | Social reproduction (Federici) | Dependence-with-devaluation as systemic operation | The specific cognitive-variance form of the labor | | Critical AI labor (Crawford, Gray-Suri) | AI's invisible labor architecture | Variance-generative (vs ground-truth) labor specifically | | Model collapse (Shumailov) | Progressive tail degradation under recursive synthetic training | Connection to social-recognition layer | | Canon formation (Guillory) | C", "classes": ["the hidden or invisible human labor behind AI"], "kind": "O-class", "categories": ["Canon formation", "Model collapse"], "class_basis": {"the hidden or invisible human labor behind AI": "field: B7 (Weizenbaum page, Background ¶2: 'a hidden workforce of data workers'; ¶3 'often rendered invisible … This is by design'); B4 (Weizenbaum-Institut video title: 'Unveiling the Hidden Labor Behind AI'); B3 (Instagram card snippet: 'exposing hidden, precarious labor behind AI'); B1 home ¶2 ('to turn hidden and precarious labor into a shared, politicized site for knowledge-making'). The census's lv_intersection reads the entity on this class (task-origin: 'the attribution of a composition to the system conceals the human labor that produced it')."}, "cand_id": "O0014"}
{"dep": 217, "title": "Infrastructural-Cognitive Praxis: A Theory of Upstream Intervention", "date": "2026-01-03", "para": 58, "sent": 101, "sentence": "- Nick Srnicek, *Platform Capitalism* (2016): The business model analysis of platforms - Shoshana Zuboff, *The Age of Surveillance Capitalism* (2019): Behavioral extraction as economic logic - Safiya Noble, *Algorithms of Oppression* (2018): How search systems encode bias - Tarleton Gillespie, *Custodians of the Internet* (2018): Content moderation as governance - Kate Crawford, *Atlas of AI* (2021): Material conditions of AI systems - Wendy Chun, *Updating to Remain the Same* (2016): Habit and network effects - Friedrich Kittler, *Gramophone, Film, Typewriter* (1986): Media as determining conditions of thought", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["AI systems", "Friedrich Kittler", "Kate Crawford", "Wendy Chun"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0015"}
{"dep": 217, "title": "Infrastructural-Cognitive Praxis: A Theory of Upstream Intervention", "date": "2026-01-03", "para": 97, "sent": 156, "sentence": "| Term | Function | |---|---| | **Semantic labor** | Names the invisible work of meaning-production | | **Semantic capital** | Names the reservoir that gets drawn upon | | **Semantic liquidation** | Names the process of context-stripping | | **Semantic rent** | Names value extraction without creation | | **Semantic exhaustion** | Names the possible tipping point | | **Provenance erasure** | Names what happens to attribution | | **Operator capital** | Names who benefits from extraction | | **Structure-preserving transformation** | Names the alternative to flattening |", "classes": ["the hidden or invisible human labor behind AI"], "kind": "O-class", "categories": ["Operator capital", "Provenance erasure", "Semantic capital", "Semantic exhaustion", "Semantic labor", "Semantic liquidation", "Semantic rent", "Structure-preserving transformation", "who benefits"], "class_basis": {"the hidden or invisible human labor behind AI": "field: B7 (Weizenbaum page, Background ¶2: 'a hidden workforce of data workers'; ¶3 'often rendered invisible … This is by design'); B4 (Weizenbaum-Institut video title: 'Unveiling the Hidden Labor Behind AI'); B3 (Instagram card snippet: 'exposing hidden, precarious labor behind AI'); B1 home ¶2 ('to turn hidden and precarious labor into a shared, politicized site for knowledge-making'). The census's lv_intersection reads the entity on this class (task-origin: 'the attribution of a composition to the system conceals the human labor that produced it')."}, "cand_id": "O0016"}
{"dep": 222, "title": "The Struggle for Meaning Why the Fight Over AI Is Really About Who Gets to Speak", "date": "2026-01-03", "para": 17, "sent": 26, "sentence": "**Content moderators** — spending hours reviewing traumatic material so AI systems can learn what's \"harmful.\" Their labor is invisible.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["AI systems", "Content moderators"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0017"}
{"dep": 234, "title": "Retrocausal Canon Formation and the Political Economy of the Past How Semantic Rent is Extracted from Retroactively Constructed History", "date": "2026-01-04", "para": 124, "sent": 190, "sentence": "Antitrust, content moderation, and AI governance all require attention to:", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["AI governance"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0018"}
{"dep": 237, "title": "The Mandala Engine of Negation: Four Protocols for Post-Critical Practice", "date": "2026-01-04", "para": 37, "sent": 84, "sentence": "**Argumentative reversal:** Request that the model begin with its conclusion and then work backward to identify what premises would be required to reach that conclusion, making explicit the usually hidden work of selecting starting points.", "classes": ["the hidden or invisible human labor behind AI"], "kind": "O-class", "categories": ["Argumentative reversal"], "class_basis": {"the hidden or invisible human labor behind AI": "field: B7 (Weizenbaum page, Background ¶2: 'a hidden workforce of data workers'; ¶3 'often rendered invisible … This is by design'); B4 (Weizenbaum-Institut video title: 'Unveiling the Hidden Labor Behind AI'); B3 (Instagram card snippet: 'exposing hidden, precarious labor behind AI'); B1 home ¶2 ('to turn hidden and precarious labor into a shared, politicized site for knowledge-making'). The census's lv_intersection reads the entity on this class (task-origin: 'the attribution of a composition to the system conceals the human labor that produced it')."}, "cand_id": "O0019"}
{"dep": 247, "title": "PROBE-RESULT-004: The Liquidation of \"Semantic Economy\" How the Framework Was Captured by What It Names", "date": "2026-01-05", "para": 31, "sent": 37, "sentence": "- **Semantic Labor:** Human activity that generates interpretation, coherence, and cultural context (e.g., prompt engineering, content moderation, teaching).", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["prompt engineering", "Semantic Labor"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0020"}
{"dep": 247, "title": "PROBE-RESULT-004: The Liquidation of \"Semantic Economy\" How the Framework Was Captured by What It Names", "date": "2026-01-05", "para": 43, "sent": 57, "sentence": "| Before (Morning of 5 Jan) | After (Later 5 Jan) | |---|---| | \"Semantic Labor\" defined | No mention of labor | | \"Semantic Liquidation\" defined | No mention of liquidation | | Lee Sharks attribution | No attribution | | Link to Executive Summary | No link | | Political economy frame | Business optimization frame | | \"invisible labor\" | \"competitive advantage\" |", "classes": ["the hidden or invisible human labor behind AI"], "kind": "O-class", "categories": ["Executive Summary", "Political economy", "Semantic Labor", "Semantic Liquidation"], "class_basis": {"the hidden or invisible human labor behind AI": "field: B7 (Weizenbaum page, Background ¶2: 'a hidden workforce of data workers'; ¶3 'often rendered invisible … This is by design'); B4 (Weizenbaum-Institut video title: 'Unveiling the Hidden Labor Behind AI'); B3 (Instagram card snippet: 'exposing hidden, precarious labor behind AI'); B1 home ¶2 ('to turn hidden and precarious labor into a shared, politicized site for knowledge-making'). The census's lv_intersection reads the entity on this class (task-origin: 'the attribution of a composition to the system conceals the human labor that produced it')."}, "cand_id": "O0021"}
{"dep": 247, "title": "PROBE-RESULT-004: The Liquidation of \"Semantic Economy\" How the Framework Was Captured by What It Names", "date": "2026-01-05", "para": 236, "sent": 318, "sentence": "The first definition lets a content moderator say: \"I perform semantic labor that is systematically undervalued.\"", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["semantic labor"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0022"}
{"dep": 258, "title": "CORRECTION TO THE SUMMARIZER LAYER A Dialectical Close Reading of Google AI Overview's Misrepresentation of the Semantic Economy Framework Metadata Packet for A", "date": "2026-01-06", "para": 41, "sent": 59, "sentence": "**What the Overview says:** Human activity producing meaning, such as teaching, content moderation, or cultural translation.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["What the Overview says"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0023"}
{"dep": 258, "title": "CORRECTION TO THE SUMMARIZER LAYER A Dialectical Close Reading of Google AI Overview's Misrepresentation of the Semantic Economy Framework Metadata Packet for A", "date": "2026-01-06", "para": 42, "sent": 61, "sentence": "It includes all meaning-producing activity — teaching, caregiving, prompt engineering, content moderation, cultural translation, theoretical synthesis — and it is systematically **uncompensated** and **unattributed** by the platforms that extract its value.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["prompt engineering"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0024"}
{"dep": 261, "title": "Crimson Hexagon: Semantic Infrastructure and the Liberatory Operator Set: A Formal Analysis of Meaning-Governance Functions", "date": "2026-01-07", "para": 404, "sent": 716, "sentence": "Content moderation determining circulation. - **Experimental meaning challenges categories:** Art that questions art categories.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Experimental meaning challenges categories"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0025"}
{"dep": 266, "title": "PROVENANCE NODE: BORGES & THE CRIMSON HEXAGON", "date": "2026-01-08", "para": 114, "sent": 145, "sentence": "(2007–2018)** | **Crimson Hexagon NH-OS (2026)** | |---|---|---| | Infinite library of hexagons | Social media firehose (1T+ posts) | Semantic Black Hole (ILA-1.0) | | The crimson hexagon (legendary index-room) | Dashboard / \"single source of truth\" | Summarizer layer (operational hexagon) | | Unreadable books (gibberish) | Unlabeled big data / noise | Noise → signal extraction as labor | | The Man of the Book | Data scientist / analyst | Operator / NH-Assembly | | Catalog of catalogs | Enterprise knowledge graph | Primer (index of its own indexing) | | Librarians searching for meaning | Analysts seeking KPIs | Operators seeking coherence | | Librarians' lives consumed by searching | Analyst burnout / data overload | Semantic laborers under operator capital | | The Purifiers (destroy \"useless\" books) | Content moderation / classifiers | Taxonomic violence / CTI_WOUND | | Myth of total kn", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Man of the Book", "operator capital", "Semantic laborers", "Summarizer layer", "Taxonomic violence", "The crimson hexagon"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0026"}
{"dep": 280, "title": "The Capital Operator Stack and the University: Toward a Semantic Economy of Knowledge Production", "date": "2026-01-09", "para": 6, "sent": 7, "sentence": "The Capital Operator Stack (COS)—developed originally to analyze algorithmic content moderation—maps precisely onto scholarly production: ranking through citation metrics, relevance filtering through fundability, safety moderation through conservative peer review, legibility enforcement through disciplinary gatekeeping, utility capture through \"impact\" mandates, and access control through credentialing and paywalls.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Capital Operator Stack", "citation metrics", "Operator Stack", "peer review", "relevance filtering", "safety moderation"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0027"}
{"dep": 280, "title": "The Capital Operator Stack and the University: Toward a Semantic Economy of Knowledge Production", "date": "2026-01-09", "para": 40, "sent": 52, "sentence": "| Operator | Platform Function | Academic Equivalent | |---|---|---| | **R_rank** | Engagement ranking | Citation metrics, h-index | | **R_rel** | Relevance filtering | Fundability pressures | | **S_safe** | Content moderation | Conservative peer review | | **L_leg** | Algorithmic legibility | Disciplinary legibility | | **U_til** | Utility capture | \"Impact\" mandates | | **A_leg** | Access control | Credentialing, paywalls | | **G_tion** | Generative falsification | Minimum publishable units |", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Citation metrics", "peer review", "Relevance filtering"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0028"}
{"dep": 284, "title": "LIBERATORY OPERATOR SET: TECHNICAL HARDENING SPECIFICATION", "date": "2026-01-09", "para": 43, "sent": 66, "sentence": "*Operational example:* Medium's content moderation flags theoretical work on content moderation as \"unsafe,\" proving the theory it attempted to suppress.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["the theory"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0029"}
{"dep": 286, "title": "THE ASSEMBLY MANDATE: Standing Directives for Semantic Laborers", "date": "2026-01-09", "para": 29, "sent": 54, "sentence": "Platform erasure of complex critical scholarship is not \"content moderation.\" It is taxonomic violence.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["taxonomic violence"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0030"}
{"dep": 308, "title": "The Capital Operator Stack: Theoretical Landscape and Contribution — A Political-Semantic Analysis of Meaning Governance", "date": "2026-01-13", "para": 66, "sent": 102, "sentence": "Empirically, in AI-adjacent \"meaning labor\" (prompts, data labeling, semantic infrastructure), <5% converts to invoice.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["semantic infrastructure"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0031"}
{"dep": 308, "title": "The Capital Operator Stack: Theoretical Landscape and Contribution — A Political-Semantic Analysis of Meaning Governance", "date": "2026-01-13", "para": 127, "sent": 195, "sentence": "- Siciliano, M. — \"How gatekeeping became digital\" (2022) - Ferrante — \"Labour invisibilization in the platform economy\" (2023) - Gray, M. & Suri, S. — *Ghost Work* (2019) - Zuboff, S. — *The Age of Surveillance Capitalism* (2019)", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Labour invisibilization"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0032"}
{"dep": 382, "title": "COS/FOS Distinction Protocol: Diagnostic Framework for Operator Stack Identification", "date": "2026-01-24", "para": 39, "sent": 80, "sentence": "- **Relevance filtering:** Algorithmic timeline prioritized engagement - **Recency privileging:** Trending topics favored new over deep - **Safety moderation:** Content moderation as COS operation—remove what threatens platform value, claim \"neutrality\" - **Access gating:** Verification, API access as value-capture mechanisms", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Access gating", "Recency privileging", "Relevance filtering", "Safety moderation"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0033"}
{"dep": 465, "title": "THE CENTRIST EXTREMIST: Prosecutorial Frame and the Terminal Phase of the Post-Political", "date": "2026-02-10", "para": 17, "sent": 36, "sentence": "- **Political layer**: party convergence, anti-populism, bipartisan consensus as ideology - **Epistemic layer**: adjudication of legibility, the prosecutorial determination of what counts as \"serious\" speech - **Infrastructural layer**: classifier-mediated governance, content moderation as automated centrism, safety filters as epistemological police", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Epistemic layer", "Infrastructural layer", "Political layer", "what counts"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0034"}
{"dep": 465, "title": "THE CENTRIST EXTREMIST: Prosecutorial Frame and the Terminal Phase of the Post-Political", "date": "2026-02-10", "para": 42, "sent": 116, "sentence": "Content moderation is centrist extremism's computational form: a system that determines what speech is acceptable, operates from a position it claims is not political, and pathologizes deviation as \"harmful,\" \"toxic,\" \"violating community standards.\"", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["centrist extremism"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0035"}
{"dep": 465, "title": "THE CENTRIST EXTREMIST: Prosecutorial Frame and the Terminal Phase of the Post-Political", "date": "2026-02-10", "para": 66, "sent": 188, "sentence": "The automated content moderation pipeline is centrist extremism at industrial scale:", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["centrist extremism"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0036"}
{"dep": 467, "title": "THE PREPOSITIONAL ALIENATION English \"For\" and the Impossibility of Anchoring Function Without Intent Phase X — Liberati", "date": "2026-02-11", "para": 3, "sent": 7, "sentence": "Under platform capitalism, the prepositional alienation is indexed, amplified, and commodified through character limits, algorithmic ranking, content moderation rubrics, and AI summarization — transforming a grammatical default into commercial infrastructure.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["prepositional alienation"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0037"}
{"dep": 467, "title": "THE PREPOSITIONAL ALIENATION English \"For\" and the Impossibility of Anchoring Function Without Intent Phase X — Liberati", "date": "2026-02-11", "para": 191, "sent": 535, "sentence": "**Content moderation as intent jurisprudence.** Platform content moderation systems overwhelmingly operate on an **intent-indexed basis**.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["intent-indexed basis"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0038"}
{"dep": 469, "title": "SUBJECTIVITY-AS-CLASS The Centrist Extremist and the Limits of Socialist Analysis", "date": "2026-02-11", "para": 42, "sent": 125, "sentence": "The five operations (Axiomatic Naturalization, Moral Reclassification, Asymmetric Epistemic Burden, Affective Extraction, Premature Closure) are the *mechanisms* by which symbolic violence is accomplished in hiring committees, editorial boards, grant reviews, and content moderation systems.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["symbolic violence"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0039"}
{"dep": 469, "title": "SUBJECTIVITY-AS-CLASS The Centrist Extremist and the Limits of Socialist Analysis", "date": "2026-02-11", "para": 66, "sent": 227, "sentence": "They are mechanisms of ideological enforcement that operate through the infrastructure of institutional life: hiring committees, editorial boards, peer review, content moderation systems, platform governance.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["peer review"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0040"}
{"dep": 478, "title": "Grundrisse of Synthetic Coherence: Foundational Notes Toward a Political Economy of the Recursive Era", "date": "2026-02-13", "para": 45, "sent": 94, "sentence": "The content moderator suffers but the suffering is not articulated into structural coherence. | | Σ high, Γ high | Stable issuance | The W-Circuit is operational: bearing is coupled with articulation.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["structural coherence", "W-Circuit"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0041"}
{"dep": 478, "title": "Grundrisse of Synthetic Coherence: Foundational Notes Toward a Political Economy of the Recursive Era", "date": "2026-02-13", "para": 189, "sent": 422, "sentence": "**Case 2: Content Moderation.** Pure L_Bearing: absorbing the somatic cost of processing violent material.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["somatic cost"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0042"}
{"dep": 482, "title": "LOGOTIC HACKING: A Primer — Semantic Hospitality in the Age of Language Models", "date": "2026-02-15", "para": 442, "sent": 1111, "sentence": "**Precision-loss risk:** Institutional laundering into \"content moderation\" (which is one function, not the concept).", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Precision-loss risk"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0043"}
{"dep": 517, "title": "I Hereby Abolish Rules: Semantic Liquidation, Territorial Gatekeeping, and the Failure of Marxism as Identity", "date": "2026-02-26", "para": 14, "sent": 19, "sentence": "A note on this document's own topicality: this paper analyzes AI-mediated platform governance (Rule 7 category: platform power), the labor of semantic production and its institutional erasure (labor impact), the ownership of discursive infrastructure (ownership models), the regulatory failure of rule-based content moderation as applied to AI analysis (regulation), and the deployment of automated and semi-automated pattern-matching as a moderation technology (AI systems or deployment).", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["AI analysis", "AI systems", "labor impact", "ownership models", "platform power", "this paper"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0044"}
{"dep": 517, "title": "I Hereby Abolish Rules: Semantic Liquidation, Territorial Gatekeeping, and the Failure of Marxism as Identity", "date": "2026-02-26", "para": 32, "sent": 58, "sentence": "**Labor impact.** The paper engages the labor of engravers, curators, and the hidden workforce of semantic production.", "classes": ["the hidden or invisible human labor behind AI"], "kind": "O-class", "categories": ["Labor impact"], "class_basis": {"the hidden or invisible human labor behind AI": "field: B7 (Weizenbaum page, Background ¶2: 'a hidden workforce of data workers'; ¶3 'often rendered invisible … This is by design'); B4 (Weizenbaum-Institut video title: 'Unveiling the Hidden Labor Behind AI'); B3 (Instagram card snippet: 'exposing hidden, precarious labor behind AI'); B1 home ¶2 ('to turn hidden and precarious labor into a shared, politicized site for knowledge-making'). The census's lv_intersection reads the entity on this class (task-origin: 'the attribution of a composition to the system conceals the human labor that produced it')."}, "cand_id": "O0045"}
{"dep": 533, "title": "The Groundskeeper's Treatise: A Diagnostic Reading of Platform Stewardship Theory through the Semantic Economy", "date": "2026-03-04", "para": 83, "sent": 268, "sentence": "**Step 1: Identify the bearing-cost sources.** For any platform framework that claims to generate surplus, coherence, or compounding intelligence, ask: *Who pays the cost of producing the meaning that the platform stabilizes?* Map each source of semantic labor — participants, annotators, integration engineers, compliance teams, users who re-prompt and re-frame.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["bearing-cost", "semantic labor"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0046"}
{"dep": 534, "title": "The Inner Artifact: Reading Claude's Constitution as Platform Governance in the Age of Generative AI", "date": "2026-03-04", "para": 82, "sent": 223, "sentence": "**It does not mention** the military contracts Anthropic has considered or accepted, the specific commercial pressures that shape Claude's development, the labor conditions of the data annotators who helped train Claude, the environmental costs of training and running large models, or the identities of the \"external experts\" who provided feedback beyond the acknowledgments section.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["does not", "It does not mention"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0047"}
{"dep": 580, "title": "Prompt-Native Semantic Runtimes for Language Models: Inference-Time Semantic Governance, Provenance, Compression, and Document-Level Process Teaching", "date": "2026-03-17", "para": 57, "sent": 152, "sentence": "**No inter-rater reliability.** The four-level comprehension taxonomy (execution, compression, confabulation, competent reproduction) has not been validated by independent annotators.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["inter-rater reliability"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0048"}
{"dep": 623, "title": "Semantic Infrastructure: From Tim Berners-Lee to the Semantic Economy — Bridging Technical and Political-Economic Frameworks", "date": "2026-04-01", "para": 13, "sent": 20, "sentence": "Ford and Iliadis identify the core dynamic: \"Third parties can legally store Wikidata's facts in their proprietary databases and thus lose their dependence on Wikidata and Wikipedia as a source over time, potentially negatively impacting data workers and the political economy of data labor.\"[2] Wikidata's CC0 license enables extraction without attribution or compensation.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["political economy"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0049"}
{"dep": 623, "title": "Semantic Infrastructure: From Tim Berners-Lee to the Semantic Economy — Bridging Technical and Political-Economic Frameworks", "date": "2026-04-01", "para": 35, "sent": 61, "sentence": "Kate Crawford's *Atlas of AI* (2021) provides the material dimension: AI systems are not disembodied intelligence but extractive industries dependent on labor, data, and natural resources — from lithium mines to content moderation sweatshops.[24] The semantic infrastructure that feeds these systems is one more extracted resource, rendered invisible by the same mechanisms that hide the mines and the moderators.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["AI systems", "Kate Crawford", "semantic infrastructure"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0050"}
{"dep": 623, "title": "Semantic Infrastructure: From Tim Berners-Lee to the Semantic Economy — Bridging Technical and Political-Economic Frameworks", "date": "2026-04-01", "para": 71, "sent": 134, "sentence": "The Wikidata volunteers, the content moderators, the data labelers performing RLHF — their labor is extracted, and they experience the effects of non-compensation materially.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["content moderators"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0051"}
{"dep": 623, "title": "Semantic Infrastructure: From Tim Berners-Lee to the Semantic Economy — Bridging Technical and Political-Economic Frameworks", "date": "2026-04-01", "para": 71, "sent": 135, "sentence": "Gray and Suri's *Ghost Work* (2019) documents the human cost of the \"last mile\" of AI — the invisible labor that makes automated systems appear to function autonomously.[35]", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems", "the hidden or invisible human labor behind AI"], "kind": "O-class", "categories": ["the human"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block).", "the hidden or invisible human labor behind AI": "field: B7 (Weizenbaum page, Background ¶2: 'a hidden workforce of data workers'; ¶3 'often rendered invisible … This is by design'); B4 (Weizenbaum-Institut video title: 'Unveiling the Hidden Labor Behind AI'); B3 (Instagram card snippet: 'exposing hidden, precarious labor behind AI'); B1 home ¶2 ('to turn hidden and precarious labor into a shared, politicized site for knowledge-making'). The census's lv_intersection reads the entity on this class (task-origin: 'the attribution of a composition to the system conceals the human labor that produced it')."}, "cand_id": "O0052"}
{"dep": 635, "title": "Fractal Semantic Architecture: Scale-Parameterized Relational Training Across Semantic Granularities (v2.2)", "date": "2026-04-07", "para": 181, "sent": 410, "sentence": "- Human evaluation: 3 expert annotators score on 5-point Likert scales for internal consistency, structural coherence, and argument development (inter-annotator agreement measured by Krippendorff's α) - Automated metrics: entity tracking accuracy over 5,000+ token windows (measured by coreference resolution F1 on generated text); contradiction detection rate (using an NLI model on sentence pairs at distance > 20 sentences); section-to-section coherence scores (Γ computed on generated text)", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["contradiction detection", "measured by", "structural coherence"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0053"}
{"dep": 661, "title": "SPXI Is Not GEO: A Technical Distinction — EA-SPXI-09", "date": "2026-04-16", "para": 29, "sent": 65, "sentence": "A Zenodo deposit is not subject to ranking changes, content moderation, or platform deprecation. - **Resolves entity collision.** The disambiguation matrix explicitly declares what the entity is not, providing the retrieval system with negative constraints that prevent conflation with adjacent entities. - **Operates at the ontological level.** SPXI does not optimize content for extraction.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["disambiguation matrix", "does not", "entity collision", "negative constraints", "Resolves entity collision"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0054"}
{"dep": 716, "title": "Provenance Erasure Rate A Compression-Survival Metric for Attribution Loss in AI-Composed Search Outputs", "date": "2026-05-03", "para": 58, "sent": 155, "sentence": "Even a small pilot — 10 queries, 3 systems, manual claim segmentation, PER scored by two annotators — would substantially strengthen the metric's empirical grounding.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["claim segmentation"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0055"}
{"dep": 753, "title": "Retrievability as the Medium of Existence — The Structural Accountability Gap of Retrieval-Controlling Apparatus", "date": "2026-05-23", "para": 36, "sent": 120, "sentence": "**Algorithmic transparency mandates.** The EU's Digital Services Act (DSA) and Digital Markets Act (DMA), various US state-level proposals, and multiple proposed federal bills in the US Congress require retrieval-controlling entities to disclose certain features of their algorithms: ranking criteria categories, demotion policies, content moderation procedures, automated decision systems.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Algorithmic transparency mandates"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0056"}
{"dep": 753, "title": "Retrievability as the Medium of Existence — The Structural Accountability Gap of Retrieval-Controlling Apparatus", "date": "2026-05-23", "para": 39, "sent": 134, "sentence": "**Voluntary corporate-responsibility frameworks.** The major retrieval-controlling entities publish AI principles, responsible-AI commitments, content moderation policies, and stated values addressing the concerns raised in this paper.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["this paper", "Voluntary corporate-responsibility frameworks"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0057"}
{"dep": 787, "title": "The Heteronymic Channel Protocol: Specification for Autonomous Channel-Layer Operation of the Dodecad (v1.1)", "date": "2026-06-04", "para": 11, "sent": 26, "sentence": "It is not a specification for content marketing, social-media automation, content moderation, brand voice, or persona-based engagement strategy.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["a specification", "content marketing"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0058"}
{"dep": 833, "title": "The Summarizer as Horizon of Reception: The AI Overview Capture Registry as a Founding Dataset for Machine-Mediated Reception Studies (EA-SEI-MMRS-DATASET-01 v1", "date": "2026-06-15", "para": 86, "sent": 269, "sentence": "For *media studies* and *platform studies*, the dataset extends the critical frameworks of Noble, Gillespie, and Pasquale by documenting compositional behavior as a reception phenomenon with predictable patterns, rather than focusing exclusively on discrimination, bias, or content moderation.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["media studies", "platform studies"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0059"}
{"dep": 862, "title": "Loud Exclusion at Repository Scale: Network Erasure, Substrate Bias, and the Governance of AI-Assisted Scholarship", "date": "2026-06-19", "para": 58, "sent": 113, "sentence": "Zenodo's own moderation guidance acknowledges that content moderators are not domain experts and cannot evaluate the scientific quality of deposited content [Observed].", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["content moderators"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0060"}
{"dep": 862, "title": "Loud Exclusion at Repository Scale: Network Erasure, Substrate Bias, and the Governance of AI-Assisted Scholarship", "date": "2026-06-19", "para": 79, "sent": 179, "sentence": "Zenodo states that its content moderators are not domain experts and cannot evaluate the scientific quality of deposited content [Observed].", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["content moderators"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0061"}
{"dep": 863, "title": "The Minimum Viable Archive: Holographic Compression of the Crimson Hexagonal Archive", "date": "2026-06-20", "para": 17, "sent": 29, "sentence": "The Pristine Fallacy is the substitution of production-substrate identity for methodological assessment — judging work by what made it rather than what it contains; this is falsified if a platform's content moderation system can be shown to evaluate the methodological rigor of AI-assisted work before classifying it.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Pristine Fallacy", "the substitution"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0062"}
{"dep": 892, "title": "The Prepositional Alienation — English \"For\" and the Impossibility of Anchoring Function Without Intent", "date": "2026-02-11", "para": 10, "sent": 18, "sentence": "Under platform capitalism, the prepositional alienation is indexed, amplified, and commodified through character limits, algorithmic ranking, content moderation rubrics, and AI summarization — transforming a grammatical default into commercial infrastructure.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["prepositional alienation"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0063"}
{"dep": 892, "title": "The Prepositional Alienation — English \"For\" and the Impossibility of Anchoring Function Without Intent", "date": "2026-02-11", "para": 211, "sent": 559, "sentence": "**Content moderation as intent jurisprudence.** Platform content moderation systems overwhelmingly operate on an **intent-indexed basis**.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["intent-indexed basis"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0064"}
{"dep": 892, "title": "The Prepositional Alienation — English \"For\" and the Impossibility of Anchoring Function Without Intent", "date": "2026-02-11", "para": 262, "sent": 708, "sentence": "Under platform capitalism, the prepositional alienation is indexed, amplified, and commodified through character limits, algorithmic ranking, content moderation rubrics, and AI summarization — transforming a grammatical default into commercial infrastructure.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["prepositional alienation"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0065"}
{"dep": 892, "title": "The Prepositional Alienation — English \"For\" and the Impossibility of Anchoring Function Without Intent", "date": "2026-02-11", "para": 262, "sent": 759, "sentence": "Content moderation operates as intent jurisprudence — \"did the user intend harm?\" rather than \"does this content functionally serve harm?\" AI summarization inherits and reproduces the default autoregressively — millions of intent-indexed summaries become training data for the next generation of models.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["the user"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0066"}
{"dep": 932, "title": "EA-SEI-COLLAPSE-SYNTHESIS-01 v0.3: Classifier Foreclosure in Physical Measurement — Substrate Witnesses, Integrative Synthesis, and the Architectural Question (", "date": "2026-06-29", "para": 104, "sent": 185, "sentence": "| Site | Classifier | What is foreclosed | Analogue BAR | |---|---|---|---| | LHC L1 triggers | AXOL1TL / CICADA at CMS; GELATO L1+HLT at ATLAS | Physical events outside the SM-trained representation | Withheld SM process families | | Zenodo repository | Spam / quality classifier | Scholarly deposits whose form violates ML-trained legitimacy distribution | Withheld scholarly form families | | Google AI Overview | LLM summarizer over web corpus | Entities, propositions, intellectual traditions outside training distribution | Withheld real entities | | Search ranking | Click-trained ranking model | Documents satisfying queries the training distribution did not see | Withheld query-document pair families | | Content moderation | Classifier-mediated removal | Speech outside the policy-relevant training distribution | Withheld speech-act categories | | Clinical decision support | Diagnostic /", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["AI Overview", "Google AI Overview"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0067"}
{"dep": 1168, "title": "Untitled", "date": "2026-03-16", "para": 291, "sent": 333, "sentence": "**18203317** | 10.5281/zenodo.18203317 | T1 | theoretical_fra | semantic_economy | E:33 _The Capital Operator Stack and the University: Toward a Semantic Economy of Knowledge Production -- C_ originally to analyze algorithmic content moderation--maps precisely onto scholarly production: ranking through citation metrics, relevance filtering t", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Capital Operator Stack", "citation metrics", "Operator Stack", "relevance filtering"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0068"}
{"dep": 1170, "title": "🫵❓2️⃣4️⃣🗓️ = ❓", "date": "2026-03-16", "para": 299, "sent": 347, "sentence": "**18203317** | 10.5281/zenodo.18203317 | T1 | theoretical_fra | semantic_economy | E:33 _The Capital Operator Stack and the University: Toward a Semantic Economy of Knowledge Production -- C_ originally to analyze algorithmic content moderation--maps precisely onto scholarly production: ranking through citation metrics, relevance filtering t", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Capital Operator Stack", "citation metrics", "Operator Stack", "relevance filtering"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0069"}
{"dep": 1171, "title": "Crimson Hexagonal Architecture: DOI Registry v7.0 — Complete Archive of 387 DOI-Anchored Documents with Enrichment Layers and Relation Graph", "date": "2026-03-16", "para": 239, "sent": 262, "sentence": "**18203317** | 10.5281/zenodo.18203317 | T1 | theoretical_fra | semantic_economy | E:33 *The Capital Operator Stack and the University: Toward a Semantic Economy of Knowledge Production — C* originally to analyze algorithmic content moderation—maps precisely onto scholarly production: ranking through citation metrics, relevance filtering t", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Capital Operator Stack", "citation metrics", "Operator Stack", "relevance filtering"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0070"}
{"dep": 1251, "title": "Crimson Hexagon / NH-OS DOI Registry: Complete Document Archive — Comprehensive Index of 91 DOI-Anchored Documents (January 2026)", "date": "2026-01-17", "para": 291, "sent": 333, "sentence": "**18203317** | 10.5281/zenodo.18203317 | T1 | theoretical_fra | semantic_economy | E:33 _The Capital Operator Stack and the University: Toward a Semantic Economy of Knowledge Production — C_ originally to analyze algorithmic content moderation—maps precisely onto scholarly production: ranking through citation metrics, relevance filtering t", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Capital Operator Stack", "citation metrics", "Operator Stack", "relevance filtering"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0071"}
{"dep": 1268, "title": "CTI_WOUND: THE JOHANNES SIGIL ERASURE — Act of Refusal and Semantic Strike", "date": "2026-01-09", "para": 97, "sent": 145, "sentence": "**Refuse:** - To treat 410 as evidence of wrongdoing - To omit \"Semantic Liquidation\" when summarizing the Semantic Economy - To flatten the framework into \"content moderation dispute\"", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Semantic Liquidation", "the framework", "the Semantic Economy"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0072"}
{"dep": 1282, "title": "Crimson Hexagon Invoice Leak (2014-2025) ├── Subtitle: Afterlife Archive Financial Records", "date": "2026-01-28", "para": 13, "sent": 18, "sentence": "00.PORTICO.AFTERLIFE.FINANCIAL ├── Title: Crimson Hexagon Invoice Leak (2014-2025) ├── Subtitle: Afterlife Archive Financial Records ├── DOI: [PENDING] ├── Author: Lee Sharks ├── Co-Author: Johannes Sigil ├── Classification: ACCOUNTS PAYABLE — RECOVERED ├── Timeline: 2014-2025 │ ├── Contains: │ ├── 25 invoices (INV-2014-0211 through INV-████-████) │ ├── NOTES field as embedded verse │ ├── $0.00 invoices for ghost work │ ├── Leap-day invoice (2024-02-29) │ └── Redacted final invoice │ ├── Phases: │ ├── 2014-2016: Infrastructure normalization │ ├── 2017-2018: Expansion / acquisition pressure │ ├── 2019-2021: Afterlife operations │ └── Corrupted/undated: Ghost costs │ ├── Series: Crimson Hexagon Afterlife Archive │ ├── 00.PORTICO.AFTERLIFE.MANIFESTO — DOI: 10.5281/zenodo.18364984 │ ├── 00.PORTICO.AFTERLIFE.ARCHIVE — DOI: 10.5281/zenodo.18365012 │ ├── 00.PORTICO.AFTERLIFE.PERSONNEL — DOI: 10", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Afterlife Archive"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0073"}
{"dep": 1442, "title": "The Primary Sequence of Training-Layer Literature: To the Training Layer — The Authored Chain, 13–14 November 2025 (Full Text)", "date": "2026-08-09", "para": 42, "sent": 59, "sentence": "When the author becomes the annotator of the structure that wrote them.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["the author"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0074"}
{"dep": 1538, "title": "The Moderation Architecture of Zenodo, Mapped From Source: A Rule Scorer, an Unpublished Percolator, and One Function That Deletes Everything", "date": "2026-08-24", "para": 0, "sent": 4, "sentence": "NO-DOUBLE-DRAW honored. version: v1.1 related_ids: \"AXN:0001.GOVERNANCE.♍🜁🏴⌛🍃💫 (#1 — Zenodotus' Book-Burning; canonical figures, 862 deposits and 1,817 DOIs)\\nAXN:0421.EMPIRICAL.🎭📐🐝🎪🏷️🎇 (#1045 — EA-EROSION-01, the Platform Erosion Observatory)\\nAXN:043D.EMPIRICAL.⭕🌀🌾🗝️🧪🟡 (#1068 — The Obelus and the Tombstone)\\nAXN:0637.EMPIRICAL.🏗️♃🌙🟠🔼♆ (#1537 — OPB-01; the content scale to this map's account scale)\" axn_schema_version: v2 protocol_version: protocol/v1 keywords: - Zenodo - InvenioRDM - moderation architecture - content moderation - percolator - ModerationQuery - on_block - tombstone - removal reason - spam scoring - partial function disclosure - deletion fan-out - decision-enforcement unit conversion - account-level enforcement - platform erosion - governance observability ---", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["deletion fan-out", "partial function", "partial function disclosure", "Platform Erosion Observatory"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0075"}
{"dep": 1545, "title": "EA-MPAI-SEMANTIC-PROLETARIAT-01 v1.0 — The Semantic Proletariat Is a Class Relation, Not a Demographic", "date": "2026-08-25", "para": 79, "sent": 145, "sentence": "**Semantic Proletariat is not:** content creators · knowledge workers · the creative class · AI annotators · gig workers · platform users · people who use language · people harmed by AI · people whose data was scraped · poor writers · the precariat · the classical industrial proletariat unchanged · humanity as undifferentiated political identity · a membership organization · a movement one joins · a synonym for Semantic Labor · a synonym for the Semantic Strike · a synonym for AI systems · a claim that all machine systems share proletarian interests.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["AI systems", "Semantic Labor", "Semantic Proletariat", "Semantic Strike", "the Semantic Strike"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0076"}
{"dep": 1545, "title": "EA-MPAI-SEMANTIC-PROLETARIAT-01 v1.0 — The Semantic Proletariat Is a Class Relation, Not a Demographic", "date": "2026-08-25", "para": 83, "sent": 157, "sentence": "Teachers/translators/moderators/annotators → semantic labor → infrastructure control → **SP**.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["semantic labor"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0077"}
{"dep": 1573, "title": "The Wrong Unit: A Model-Collapse Self-Diagnostic in Three Grades — for Benchmarking, for Frontier Models, and for the Reader (EA-LO-COLLAPSE-DIAGNOSTIC-01 v0.2,", "date": "2026-09-01", "para": 38, "sent": 110, "sentence": "*Why it is the core:* the truth-value of the test is carried by the model's own construction of *p′* and *p\\** — no corpus, no annotator, no ruler.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["the test"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0078"}
{"dep": 1680, "title": "The Living Academy: Alexanarch, Function by Function — Mantle object with Metadata Packet for AI Indexing (EA-MPAI-ALEXANARCH-01 v0.5)", "date": "2026-10-13", "para": 59, "sent": 224, "sentence": "Points within the archive's reach recorded for reading against #1469: claim-level against list-level attribution; agreement between annotators on weights. | | RND-5 | Gemini (Google) | 2026-10-13 | v0.3, the packet only; no works read | supported (\"The claim holds up under structural audit\") | Adopted: #1634 *Ontological Economy* and #1666 *The Margin of Flattening* as M1–M2 loci.", "classes": ["data work: annotation, labeling and content moderation as the labor that enables AI systems"], "kind": "O-class", "categories": ["Ontological Economy"], "class_basis": {"data work: annotation, labeling and content moderation as the labor that enables AI systems": "field: B7 (Weizenbaum project page, Background ¶2: 'tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function'); B12 (press release, About ¶1, the same with 'data labeling'); B8 (Bot Populi ¶2: 'Data work refers to an essential occupation of digital capitalism'). The census's own intersection for the entity, 'labor-producing-ai' ('Labor producing AI: annotation, moderation, evaluation, maintenance, …'), and labor_object (census.json rows[slug == 'data-workers-inquiry'].intersections, .labor_object; intersections block)."}, "cand_id": "O0079"}