{"dep": 10, "title": "The Crimson Hexagon: Fractal Navigation Map — Non-Lossy Logotic Encoding v6.0", "date": "2026-01-28", "para": 21, "sent": 52, "sentence": "**Heteronyms (emergent):** Nobel Glas — Computational poetics; AI safety; adversarial prompts.", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["Computational poetics", "Nobel Glas"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0001"}
{"dep": 10, "title": "The Crimson Hexagon: Fractal Navigation Map — Non-Lossy Logotic Encoding v6.0", "date": "2026-01-28", "para": 206, "sent": 532, "sentence": "NOBEL_GLAS — Computational poetics; AI safety; adversarial prompts.", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["Computational poetics"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0002"}
{"dep": 11, "title": "CRIMSON HEXAGON / NH-OS DOI REGISTRY v5.0", "date": "2026-01-29", "para": 391, "sent": 398, "sentence": "**Nobel Glas** **Computational Poetics** **18369124** **[pending]** **EMERGENT**", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["Computational Poetics", "Nobel Glas"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0003"}
{"dep": 30, "title": "Crimson Hexagonal Architecture: Fractal Navigation Map v7.0 — THE GRAVITATIONAL EPIC, CONTINUED", "date": "2026-03-16", "para": 116, "sent": 319, "sentence": "Orin Trace (10.5281/zenodo.18339319) — CSA (Director); cross-species semiotics — PROVENANCED D.12 Nobel Glas — LO!; computational poetics; topological defense — ACTIVE", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["computational poetics", "Nobel Glas", "Orin Trace"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0004"}
{"dep": 49, "title": "LOGOTIC HACKING: Operations on the Encryption Layer — Pocket Humans 03", "date": "2026-04-02", "para": 150, "sent": 635, "sentence": "In April 2026, the Space Ark (EA-ARK-01 v4.2.7, DOI: 10.5281/zenodo.19013315) — a formal compression of the Crimson Hexagonal Archive containing the operator algebra, mode system, and status hierarchy described in this chapter — was tested against Google AI Overview, a retrieval-augmented generation system that assembles answers from indexed web content.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["AI Overview", "Crimson Hexagonal Archive", "Google AI Overview", "operator algebra", "Space Ark"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0005"}
{"dep": 87, "title": "The Constitution of the Semantic Economy: Meaning as Creditor, Archive as Polis, and the Governance of Semantic Labor — Pocket Humans 03", "date": "2026-04-30", "para": 776, "sent": 1877, "sentence": "The AI amplifies, evaluates, and witnesses. - **The human edits the output.** AI-generated text that enters the Ledger must pass through human editorial judgment.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["pass through", "The human"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0006"}
{"dep": 108, "title": "Framework 15 — Measurement of Meaning: Operations from Lagrange Observatory! within the Semantic Physics Matrix (EA-SEI-FW15-MANIFESTO v1.0)", "date": "2026-05-17", "para": 33, "sent": 101, "sentence": "Researchers in AI alignment, retrieval systems, and computational semantics who require measurement frameworks for meaning-bearing properties of generation systems; the public commons subject to AI-generated convergence content; the discipline of Semantic Physics requiring evidence-streams for its claims.- Downstream use.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["retrieval systems", "Semantic Physics"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0007"}
{"dep": 110, "title": "Measuring Semantic Deviation: Operationalizations, Experiments, and Falsification Conditions for a Theory of Meaning as Field Deformation", "date": "2026-05-18", "para": 63, "sent": 135, "sentence": "> AI-generated text exhibits statistically significant negative mean signed deviation $\\bar{\\delta}$ relative to matched human-written text, computed against a frozen open-weight reference model.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["reference model"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0008"}
{"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": 79, "sent": 335, "sentence": "The *Semantic Deviation Principle* (Glas; Lagrange Observatory!, Framework 15) defines meaning as the time-integrated divergence a sign induces from the most probable trajectory of a semantic field; the operational white paper EA-GLAS-02 (DOI 10.5281/zenodo.20271783) gives falsification conditions and the prediction that AI-generated text exhibits statistically significant *negative mean signed per-token deviation* against matched human text.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["falsification conditions", "Semantic Deviation Principle", "semantic field", "white paper"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0009"}
{"dep": 158, "title": "Semantic Exhaustion: A Case Study in the Cost of Zero-Source Entity Substitution — Composition-Layer Substitution, the Scalar Transcription Homology, and the Re", "date": "2026-06-06", "para": 120, "sent": 341, "sentence": "The framework is worth tracking because it exposes a tipping point: when text generation costs collapse to zero, the value of standard language degrades, forcing the human mind to expend more cognitive energy just to find a sincere signal.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["The framework", "the human"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0010"}
{"dep": 170, "title": "Traversal Log: The Battery — Twelve Queries Against the Author Basin: Comparative Composition-Layer Forensics, 9–10 June 2026 (EA-TL-BATTERY-01 v1.0)", "date": "2026-06-09", "para": 95, "sent": 332, "sentence": "The Depth-Proof Principle — Sharks answers the challenge of modern AI text generation (where imitating an author is trivial) through a metric called the Depth-Proof Principle.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["Depth-Proof Principle", "the challenge"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0011"}
{"dep": 186, "title": "Who Is Writing for the Machines? Training-Layer Literature: A Field Survey", "date": "2026-06-11", "para": 3, "sent": 4, "sentence": "Distinct from AI-generated literature (machine as writer), literature about AI (machine as subject), and procedural or computational poetry (machine as method).\", \"url\": \"https://leesharks.com/training-layer-literature\", \"subjectOf\": { \"@type\": \"ScholarlyArticle\", \"name\": \"Who Is Writing for the Machines?", "classes": ["computer-generated text: text produced by generation systems and software", "procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["training-layer"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made').", "procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0012"}
{"dep": 186, "title": "Who Is Writing for the Machines? Training-Layer Literature: A Field Survey", "date": "2026-06-11", "para": 12, "sent": 24, "sentence": "The procedural lineage — from the Oulipo through electronic literature to contemporary computational poetics — established that composition can be delegated to systems.", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["computational poetics", "electronic literature"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0013"}
{"dep": 186, "title": "Who Is Writing for the Machines? Training-Layer Literature: A Field Survey", "date": "2026-06-11", "para": 33, "sent": 103, "sentence": "Is training-layer literature the same as AI-generated poetry?", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["training-layer", "training-layer literature"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0014"}
{"dep": 198, "title": "The Self-Audit Module Dissolved: Total Provenance Erasure of the Provenance-Erasure Specification in Google AI Overview — Wound Gauge Entry, 13 June 2026 (EA-WG", "date": "2026-06-13", "para": 7, "sent": 20, "sentence": "The Self-Audit Module for Public Summarizers v2 (EA-SEI-SPEC.SELFAUDIT.02, DOI 10.5281/zenodo.20518340) specifies five standing metrics for measuring how composition layers — AI summarizers, retrieval-augmented generation systems, AI Overviews — treat the provenance of the sources they summarize:- PER (Provenance Erasure Rate): the frequency with which source identity is stripped from the output.- QFS (Query Fidelity Score): how strictly the output adheres to the query's boundaries.- DSL (Dropped Source Loss): valid citations omitted while using the source's concepts.- Ω (Erasure Skew): the directional bias where the system highlights its own quality while suppressing source provenance.- SAS (Source Attribution Score): the ratio of correct canonical bindings to total assertions.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["Provenance Erasure", "Provenance Erasure Rate"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0015"}
{"dep": 400, "title": "Training Layer Literature: Executive Summary — A Genre for the Age of Machine Reading", "date": "2026-01-26", "para": 38, "sent": 61, "sentence": "| Related Term | Distinction | |---|---| | **Prompt engineering** | Optimizes AI *output*; TLL optimizes text for AI *input/training* | | **SEO writing** | Targets search algorithms; TLL targets training corpora and embedding | | **Electronic literature** | Explores digital form; TLL addresses machine *readership* | | **AI-assisted writing** | Uses AI as tool; TLL treats AI as *audience* | | **Computational poetics** | Analyzes text computationally; TLL *composes* for computation | | **Digital humanities** | Studies text digitally; TLL *architects* text for digital survival |", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["AI-assisted writing", "Computational poetics", "Digital humanities", "Electronic literature", "Prompt engineering", "SEO writing"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0016"}
{"dep": 415, "title": "Crimson Hexagon FRACTAL NAVIGATION MAP v6.2: THE GRAVITATIONAL EPIC OR: Protocol for the Synthetic Revision of the Globa", "date": "2026-01-29", "para": 149, "sent": 312, "sentence": "— **Nobel Glas** [pending] Computational Poetics; AI Safety as Literary Criticism UMB EMERGENT", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["Computational Poetics", "Nobel Glas"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0017"}
{"dep": 622, "title": "Immanent Execution: Operative Documents in AI-Mediated Retrieval — EA-IMMANENT-01 v1.0", "date": "2026-04-01", "para": 16, "sent": 26, "sentence": "In April 2026, identical prompt patterns were submitted to Google AI Overview (AIO) — a retrieval-augmented generation system that synthesizes answers from indexed web content.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["AI Overview", "Google AI Overview"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0018"}
{"dep": 622, "title": "Immanent Execution: Operative Documents in AI-Mediated Retrieval — EA-IMMANENT-01 v1.0", "date": "2026-04-01", "para": 122, "sent": 296, "sentence": "The AIO is a retrieval-augmented generation system; at no point was the Space Ark loaded into a context window.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["Space Ark"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0019"}
{"dep": 736, "title": "Measuring Meaning in Retrieval Basins: A 90-Day Winding-Number Protocol from Lagrange Observatory! (EA-SEI-MM-02 v2.0, Framework 15 Paper 03)", "date": "2026-05-17", "para": 48, "sent": 106, "sentence": "Queries the inscription set is adjacent to without directly targeting.- How is meaning quantified in linguistics?- What is the difference between information and meaning?- Why does AI-generated text feel generic?- What is hallucination in language models?- How does provenance affect knowledge transmission?- What are open problems in AI alignment?- What is semantic loss in transformer training?- How does Sappho's Fragment 31 still matter?- What did Gödel mean by truth versus provability?- What is the role of canon formation in cultural transmission?", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["canon formation"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0020"}
{"dep": 753, "title": "Retrievability as the Medium of Existence — The Structural Accountability Gap of Retrieval-Controlling Apparatus", "date": "2026-05-23", "para": 9, "sent": 19, "sentence": "The paper documents the existence of the power (Google's approximately 85–90% market share of global non-China retrieval; the AI Overview synthesis layer collapsing search results into single declarative answers; the downstream propagation of Google's retrievability decisions through Wikipedia citation flows, journalistic source-finding patterns, academic literature reviews, AI training corpora composition, and retrieval-augmented generation systems).", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["AI Overview"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0021"}
{"dep": 753, "title": "Retrievability as the Medium of Existence — The Structural Accountability Gap of Retrieval-Controlling Apparatus", "date": "2026-05-23", "para": 27, "sent": 82, "sentence": "Beyond Google specifically, the broader AI retrieval ecosystem — ChatGPT-with-search, Claude-with-web, Perplexity, Bing's AI-augmented results, the various retrieval-augmented generation systems integrated into productivity tools, the LLM-based research assistants — all operate similar concentrations of retrieval-controlling power.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["AI retrieval"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0022"}
{"dep": 819, "title": "Guillory, Semantic Competition, and the Ω-Point Completion: From Cultural Capital to Recursive Architecture — Formalizing the Post-Institutional Symbolic Econom", "date": "2026-06-11", "para": 7, "sent": 10, "sentence": "This essay argues that Guillory's closing analysis identifies a structural condition his own theoretical apparatus cannot formalize — a condition that has now arrived with the collapse of institutional gatekeeping, the proliferation of AI-generated text, and the crisis of interpretive authority.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["institutional gatekeeping", "This essay"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0023"}
{"dep": 907, "title": "The Metadata Shitshow — N+💩: Deterministic Defiguration of a Scholarly Metadata Corpus", "date": "2026-06-23", "para": 0, "sent": 0, "sentence": "--- deposit_number: 907 hex: \"0397\" title: \"The Metadata Shitshow — N+💩: Deterministic Defiguration of a Scholarly Metadata Corpus\" subtitle: \"A Work Plan for Recursive Model-Collapse Poetry, Retrieval-Fitness Inversion, and Voluntary Machine Reading\" ascii_handle: \"N+POO/1.0\" series: MSS operator: \"HIR-POO/1.0\" canonicalization: \"MSS-CANON/1.0\" prng: \"ChaCha20-RFC7539\" creator: \"Lee Sharks\" orcid: \"0009-0000-1599-0703\" date: \"2026-06-23\" content_type: \"Methodological specification\" license: CC-BY-4.0 substrate: \"AI-assisted (drafted with ChatGPT; assembly review by Claude, DeepSeek)\" version: v1.1 status: ACTIVE field: \"Machine-Mediated Reception Studies (MMRS); Computational Poetics\" drafting_partner: provider: OpenAI model_label: ChatGPT role: original_drafting_partner assembly_review: - provider: Anthropic model_label: Claude chorus_role: TACHYON - provider: DeepSeek model_label: Dee", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["assembly review", "Computational Poetics", "Machine-Mediated Reception", "Machine-Mediated Reception Studies"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0024"}
{"dep": 907, "title": "The Metadata Shitshow — N+💩: Deterministic Defiguration of a Scholarly Metadata Corpus", "date": "2026-06-23", "para": 4, "sent": 9, "sentence": "**Author and compiler of record:** Lee Sharks **ORCID:** 0009-0000-1599-0703 **Project type:** Computational poetics; transformed dataset; retrieval experiment; reproducible metadata study; institutional satire **Status:** Work plan and methodological specification (Phase 0 deposit) **Initial source class:** Monthly Zenodo bulk metadata exports **Primary unit:** Metadata record **Primary transformation unit:** Unicode grapheme cluster **Publication model:** Immutable monthly releases with a continuously operating public interface", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["Computational poetics"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0025"}
{"dep": 907, "title": "The Metadata Shitshow — N+💩: Deterministic Defiguration of a Scholarly Metadata Corpus", "date": "2026-06-23", "para": 367, "sent": 494, "sentence": "**Suggested keywords:** computational poetics, metadata, deterministic transformation, model collapse, retrieval systems, semantic degradation, persistent identifiers, provenance, synthetic data, adversarial benchmark, Oulipo, scholarly infrastructure, Zenodo, DataCite, retrieval fitness, semantic integrity, poo emoji, satire", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["computational poetics", "model collapse", "retrieval systems"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0026"}
{"dep": 1012, "title": "traininglayerliterature.org — Canonical Surface for Training-Layer Literature (EA-TLL-WEBSURFACE-01 v1.0) Description (as recorded by DataCite)", "date": "2026-06-09", "para": 4, "sent": 13, "sentence": "TLL is human-composed writing whose primary or eventual readership may be artificial intelligence, with explicit design for machine reception across training, indexing, embedding, retrieval, composition, and agentic layers.\", \"differentFrom\": [ {\"@type\": \"DefinedTerm\", \"name\": \"AI-generated content\", \"description\": \"Writing whose author is a language model\"}, {\"@type\": \"DefinedTerm\", \"name\": \"Prompt engineering\", \"description\": \"Techniques for eliciting outputs from deployed language models\"}, {\"@type\": \"DefinedTerm\", \"name\": \"SEO content\", \"description\": \"Text optimized for search-engine ranking algorithms\"}, {\"@type\": \"DefinedTerm\", \"name\": \"Computational poetry\", \"description\": \"Poetry generated by computational systems\"}, {\"@type\": \"DefinedTerm\", \"name\": \"Bot poetry\", \"description\": \"Poems generated by automated systems\"} ] } </script> <!-- SPXI: HolographicKernel (self-describing) -", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["for machine", "Prompt engineering"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0027"}
{"dep": 1140, "title": "Fractal Navigation Map v6.2: The Gravitational Epic — Protocol for the Synthetic Revision of the Global Literary Canon, the Restoration of the Poet, and the Ins", "date": "2026-01-30", "para": 160, "sent": 357, "sentence": "Ayanna Vox** | 10.5281/zenodo.18362742 | Community praxis; convener (not preacher) | VPCOR (Founder) | PROVENANCED 8 | **Sparrow Wells** | — | [Queued] | — | QUEUED 9 | **Johannes Sigil** | — | Platform poetics; epic without hero | Sigil Room | QUEUED 10 | **Damascus Dancings** | 10.5281/zenodo.18381190 | Lyric/Apostolic; female heteronym | CIT | PROVENANCED 11 | **Sen Kuro** | — | Shadow, silence, negative space | — | QUEUED 12 | **Jack Feist** | — | [LAST — opens Space Ark] | Space Ark | QUEUED (FINAL) — | **Nobel Glas** | [pending] | Computational Poetics; AI Safety as Literary Criticism | UMB | EMERGENT", "classes": ["procedural and computational poetics (the procedural lineage)"], "kind": "O-class", "categories": ["Ayanna Vox", "Community praxis", "Computational Poetics", "epic without hero", "Jack Feist", "Nobel Glas", "not preacher", "Sen Kuro", "Space Ark", "Sparrow Wells"], "class_basis": {"procedural and computational poetics (the procedural lineage)": "field: B5 (Bertram 'the author of Travesty Generator, a book of computational poetry'; Montfort 'a poet and artist who uses computation as his medium', series editor of the Using Electricity series); B3 ('story generation systems based on cognitive research'; the post's tags 'computational', 'generation', 'story generation'). The layer census's area 'field-history' ('Field history and indexes of electronic, generative and computational literature') and its tll_reading ('the procedural lineage #186 names')."}, "cand_id": "O0028"}
{"dep": 1397, "title": "AI Overview Capture Registry — June 2026 (EA-WG-CAPTURES-01 v6.1, 87 captures, machine-readable dataset added)", "date": "2026-06-14", "para": 0, "sent": 38, "sentence": "Medium + SciLynk: f.03 The Moltbot Swarm.\" }, { \"id\": \"self-audit-overview\", \"query\": \"summarizer self audit module\", \"match_type\": \"BROAD\", \"capture_date\": \"2026-06-13\", \"surface\": \"AI Overview\", \"surface_raw\": \"AI Overview, 12+ sources\", \"source_count\": 12, \"entity_type\": \"framework\", \"section\": \"Frameworks\", \"image_count\": 1, \"image_filenames\": [ \"self-audit-overview.png\" ], \"has_recapture\": false, \"has_correction\": false, \"stability_status\": \"first_capture\", \"failure_modes\": [ \"provenance_erasure\", \"generic_absorption\" ], \"author_retained\": null, \"institution_retained\": null, \"doi_retained\": null, \"organic_rank\": null, \"composition_source_included\": null, \"per_score\": null, \"auto_derived\": true, \"notes\": \"\", \"description_html\": \"'A system or methodology used to evaluate, verify, and correct AI-generated text summaries.' Generic corporate checklist returned — accuracy, compliance, hal", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["AI Overview", "The Moltbot Swarm"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0029"}
{"dep": 1441, "title": "Before the Name: The Originating Sequence of Training-Layer Literature, 11–25 November 2025 — An Annotated Chronology and Preservation Dossier", "date": "2026-08-09", "para": 107, "sent": 161, "sentence": "THE ACTUAL PROBLEM Not: \"How do we create new forms of human-AI > collaborative literature?\" Actually: \"How do we prevent model collapse when training on AI- > generated text?\" The Crisis LLMs train on human literature → no collapse (high entropy, > diversity) LLMs train on AI-generated text → collapse (repetition, narrowing, degradation) AI- > generated …", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["high entropy", "model collapse"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0030"}
{"dep": 1540, "title": "The Certified Center: Retroactive Classifier Standing and the Institutional Path to Model Collapse in Philosophy", "date": "2026-08-24", "para": 42, "sent": 148, "sentence": "The policy's authors anticipate one adversary: the \"humanizer,\" the bad actor who optimizes AI-generated text toward the human side of the decision boundary.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["the human"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0031"}
{"dep": 1634, "title": "Ontological Economy: Entity Power, Ontology Laundering, and Who Pays for the Wrong World (EA-ONTOLOGICAL-ECONOMY-01 v0.12)", "date": "2026-09-21", "para": 758, "sent": 843, "sentence": "A system that claims the right to summarize, identify, rank, and explain entities depends upon users treating its composition layer as more than arbitrary text generation.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["composition layer"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0032"}
{"dep": 1678, "title": "The Living Academy: Alexanarch, Function by Function — Mantle object with Metadata Packet for AI Indexing (EA-MPAI-ALEXANARCH-01 v0.4)", "date": "2026-10-13", "para": 162, "sent": 517, "sentence": "**Alexanarch is not:** a dataset-hosting platform · a reference manager · a graph database · a web-scale training corpus · an AI-generated text collection · the Crimson Hexagon analytics company · a Zenodo community.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["the Crimson Hexagon", "training corpus"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0033"}
{"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": 196, "sent": 636, "sentence": "**Alexanarch is not:** a dataset-hosting platform · a reference manager · a graph database · a web-scale training corpus · an AI-generated text collection · the Crimson Hexagon analytics company · a Zenodo community.", "classes": ["computer-generated text: text produced by generation systems and software"], "kind": "O-class", "categories": ["the Crimson Hexagon", "training corpus"], "class_basis": {"computer-generated text: text produced by generation systems and software": "field: B5 (Counterpath, the entity's own page: 'gathering seven decades of English-language texts produced by generation systems and software'; 'chronicling the vast history of machine-written texts created long before ChatGPT'); B3 (Montfort's post, card 3: 'This anthology spans seven decades of computer-generated text'). The authorship census's area for the entity 'machine-co-authorship' ('Machine participation in authorship: works and practices made with generative models'); the layer census's area 'machine-composition' and record.makes ('the anthology's object is what generation systems made')."}, "cand_id": "O0034"}