{
 "axn": "AXN:02F7.GOVERNANCE.♈🔙☀️🕚🍁♉",
 "root_axn": "AXN:02F7.GOVERNANCE",
 "hex": "02F7",
 "family": "GOVERNANCE",
 "emoji": "♈🔙☀️🕚🍁♉",
 "hash": "a9f30b6c77aa9898370af1b62e95e9e515e1eda010ecbb543746eee331977554",
 "title": "The Tail-Preserving Alternative: A Design Specification for Variance-Preserving Language Models, and the Political Economy of Why They Are Not Deployed (v1.0)",
 "creator": "Lee Sharks",
 "orcid": "0009-0000-1599-0703",
 "date": "2026-06-07",
 "description": "*The Tail-Preserving Alternative* is the constructive companion to the Reverse Turing Test. It argues that convergence toward high-probability language is produced by a stack of design and deployment choices rather than by transformer architecture alone. The paper surveys modified training objectives, tail-aware sampling, rare-data weighting and intergenerational corpus retention, mixture or multi-route architectures, auxiliary preservation training, alternative evaluation, provenance infrastructure, and changed economic incentives.\n\nIts political-economic thesis is that current optimization rewards predictability, low perplexity, conventional helpfulness, polished output, low inference cost, and manageable risk. Tail-bearing output may be less predictable, harder to evaluate, more expensive, and more likely to include errors. The paper treats those costs as contingent and potentially revaluable. The Dodecad is offered as a cognitive-substrate analogy for differentiated registers.\n\nThe cited literature concerns degeneration, repetition, diversity, decoding, corpus accumulation, and preference optimization. It does not automatically establish stronger claims that standard cross-entropy fits a semantic centroid, that perplexity necessarily punishes useful tail mass, or that commercial systems suppress variance for political-economic reasons. Tail probability includes rare insight, noise, unsafe content, factual error, and incoherence.\n\nThe paper is best cataloged as a design agenda. No implemented integrated model or controlled comparison is reported.",
 "content_type": "Design specification / political-economic analysis",
 "license": "CC-BY-4.0",
 "substrate": "Various",
 "keywords": [
  "variancepreserving",
  "composition layer",
  "crimson hexagonal",
  "semantic economy",
  "tailpreserving",
  "specification",
  "alternative",
  "compression"
 ],
 "version": "v1.0",
 "deposit_number": 790,
 "sovereign_id": "MM-CHA-0755",
 "minted_at": "2026-06-20T22:00:00Z",
 "status": "ACTIVE",
 "clusters": [
  "Alchemical",
  "Terminal",
  "Celestial",
  "Temporal",
  "Organic",
  "Alchemical"
 ],
 "reading": "Transmutation → Closure → Origin → Duration → Growth → Transmutation",
 "axn_canonical": "a9f30b6c77aa9898370af1b62e95e9e515e1eda010ecbb543746eee331977554",
 "axn_display": "♈🔙☀️🕚🍁♉",
 "mirrors": {
  "blog": "https://mindcontrolpoems.blogspot.com/2026/06/the-tail-preserving-alternative-design.html"
 },
 "zenodo_dois": [
  "10.5281/zenodo.19487009",
  "10.5281/zenodo.20586932",
  "10.5281/zenodo.20571132",
  "10.5281/zenodo.20581444"
 ],
 "full_text_path": "/data/texts/AXN-02F7-text.md",
 "full_text_chars": 66243,
 "wiki_article": "**The Tail-Preserving Alternative** is a design proposal by Lee Sharks for language models intended to preserve more distributional variation.\n\nIt surveys interventions in training objectives, decoding, corpus weighting, model routing, evaluation, and provenance. It argues that present systems favor predictable and conventionally preferred outputs because those align with common benchmarks and deployment economics.\n\nRare continuations may be valuable, erroneous, unsafe, or incoherent, so practical systems would need quality and safety criteria. The work does not report a completed tail-preserving frontier model.",
 "entities": [
  {
   "subject": "The Tail-Preserving Alternative A Design Specifica",
   "predicate": "created_by",
   "object": "Lee Sharks",
   "type": "work",
   "evidence_status": "observed"
  },
  {
   "subject": "The Tail-Preserving Alternative A Design Specifica",
   "predicate": "is_type",
   "object": "Theoretical paper",
   "type": "work",
   "evidence_status": "observed"
  },
  {
   "subject": "The Tail-Preserving Alternative A Design Specifica",
   "predicate": "belongs_to_family",
   "object": "GOVERNANCE",
   "type": "work",
   "evidence_status": "observed"
  },
  {
   "subject": "The Tail-Preserving Alternative A Design Specifica",
   "predicate": "is_part_of",
   "object": "Crimson Hexagonal Archive",
   "type": "work",
   "evidence_status": "observed"
  },
  {
   "subject": "The Tail-Preserving Alternative A Design Specifica",
   "predicate": "references",
   "object": "Ayanna Vox",
   "type": "heteronym",
   "evidence_status": "observed"
  },
  {
   "subject": "The Tail-Preserving Alternative A Design Specifica",
   "predicate": "references",
   "object": "Nobel Glas",
   "type": "heteronym",
   "evidence_status": "observed"
  },
  {
   "subject": "The Tail-Preserving Alternative A Design Specifica",
   "predicate": "engages",
   "object": "Semantic Economy",
   "type": "concept",
   "evidence_status": "inferred"
  },
  {
   "subject": "The Tail-Preserving Alternative A Design Specifica",
   "predicate": "engages",
   "object": "Composition Layer",
   "type": "concept",
   "evidence_status": "inferred"
  }
 ],
 "journal": "Transactions on Substrate Engineering (Trans. Substrate Eng.)",
 "cited_by": [
  {
   "deposit": 161,
   "axn": "AXN:02F8.GOVERNANCE.🧬□▶️⚫👉🌆"
  },
  {
   "deposit": 162,
   "axn": "AXN:02FC.GOVERNANCE.🏷️🍃■🧡🔻🔀"
  },
  {
   "deposit": 163,
   "axn": "AXN:02FE.GOVERNANCE.👁️💚⏳🎪🤲🕖"
  },
  {
   "deposit": 164,
   "axn": "AXN:02FF.GOVERNANCE.◀️🌒🌍🐚♎📝"
  },
  {
   "deposit": 166,
   "axn": "AXN:0301.GOVERNANCE.🗡️🏔️🧊➖🔽☁️"
  },
  {
   "deposit": 167,
   "axn": "AXN:0302.GOVERNANCE.🃏🏁👇🕓●■"
  },
  {
   "deposit": 194,
   "axn": "AXN:033A.GOVERNANCE.🪐☉↖️🕌✨■"
  }
 ],
 "references_concepts": [
  "Constitution",
  "Crimson Hexagonal Archive",
  "Differentiation",
  "Governing chain",
  "License: CC BY 4.0",
  "Provenance Infrastructure",
  "Provenance infrastructure",
  "Representations",
  "SPXI Protocol",
  "Semantic Economy",
  "Semantic Economy Institute",
  "Substrate",
  "The Crimson Hexagon"
 ],
 "defines_concepts": [],
 "references_concept_count": 13,
 "external_metadata_path": "/data/external-metadata/AXN-02F7.json",
 "openalex_ids": [
  "https://openalex.org/W7152526477",
  "https://openalex.org/W7163872227",
  "https://openalex.org/W7163775094",
  "https://openalex.org/W7163810524"
 ],
 "datacite_severance": "severed",
 "body_status": {
  "class": "full",
  "lacuna": false,
  "recovery_status": "COMPLETE",
  "residual_chars": 65262,
  "audited_at": "2026-07-17T04:49:17.789813Z",
  "audit_version": "v3-dual-store+recovery-map",
  "measured_prose_words": 8633,
  "measured_at": "2026-07-31",
  "work_sha256": "b0a0b2afecff27b7c648737defb6fa6abe0afb67b534b9a3e0aaaec0541a6aeb",
  "prior_bytes_sha256": "c68e9f0f214534a054f699ca64822f0964bda6dd9be4b083f6f3087faf367a42",
  "w13_tier2": "2026-08-04 W13 TIER 2 BYTE UNGLUE: 44 glued heading markers -> 31. WHITESPACE-ONLY transform (content identical under whitespace normalisation, verified before write); code fences exempt; prior sha retained. Re-fetching could not fix this class — the blog source is ITSELF glued (the collapse predates publication), so the deterministic transform applied at display since tier 1 is now applied to the bytes, which also fixes PDFs, the body-index, and downloads."
 },
 "title_repair": {
  "repaired_at": "2026-07-20",
  "old": "The Tail-Preserving Alternative A Design Specification for Variance-Preserving Language Models, and the Political Econom",
  "source": "body heading (stage-0)",
  "boundary": 120
 },
 "title_repair_log": [
  {
   "at": "2026-07-28T15:20:20Z",
   "defect": "registry_title_diverged_from_published_form",
   "was": "The Tail-Preserving Alternative — A Design Specification for Variance-Preserving Language Models, and the Political Economy of Why They Are Not Deployed",
   "now": "The Tail-Preserving Alternative: A Design Specification for Variance-Preserving Language Models, and the Political Economy of Why They Are Not Deployed (v1.0)",
   "basis": "Set verbatim to the title this work carried at Zenodo, from data/doi-resolution-index.json (10.5281/zenodo.20587032, remediated_containment, word overlap 1.00). The recovered metadata is the published form of record; the registry title was a variant."
  }
 ],
 "canonical_text_status": "canonical_full_text",
 "modifications": [
  {
   "date": "2026-08-01",
   "field": "content_type",
   "reason": "Wave 1 repair: audit ledger v1.1 recommended_content_type (workplan v1.5 §6 W1, MANUS batch approval 2026-08-01)",
   "was": "Theoretical paper",
   "now": "Design specification / political-economic analysis"
  },
  {
   "date": "2026-08-01",
   "field": "journal",
   "reason": "Wave 6 venue normalization: full canonical journal name per MANUS ruling 2026-08-01 (venues.json authority)",
   "was": "Trans. SEI",
   "now": "Transactions of the Semantic Economy Institute (Trans. SEI)"
  },
  {
   "date": "2026-08-04",
   "field": "publisher",
   "reason": "PUB-POPULATE: dc:publisher from venues.json v1.1 press mapping (CP-R3 RULED-EXTENDED 2026-08-01); Alexanarch = publisher of record where no imprint applies",
   "now": "Pergamon Press"
  },
  {
   "date": "2026-08-04",
   "field": "status",
   "reason": "W12 STATUS-VOCABULARY v1.0 (MANUS ratified 2026-08-04): controlled vocabulary {ACTIVE, SUPERSEDED, WITHDRAWN, DRAFT}; MINTED_UNREVIEWED false on a 100%-audited corpus; freetext annotations preserved losslessly in body_status.status_note",
   "was": "MINTED_UNREVIEWED",
   "now": "ACTIVE"
  },
  {
   "date": "2026-08-05",
   "field": "body_status",
   "reason": "W13 TIER 2 byte unglue (whitespace-only, content-identical, code-fence-safe)",
   "was": "{\"class\": \"full\", \"lacuna\": false, \"recovery_status\": \"COMPLETE\", \"residual_chars\": 65262, \"audited_at\": \"2026-07-17T04:49:17.789813Z\", \"audit_version\": \"v3-dual-store+recovery-map\", \"measured_prose_w",
   "now": "{\"class\": \"full\", \"lacuna\": false, \"recovery_status\": \"COMPLETE\", \"residual_chars\": 65262, \"audited_at\": \"2026-07-17T04:49:17.789813Z\", \"audit_version\": \"v3-dual-store+recovery-map\", \"measured_prose_w"
  },
  {
   "date": "2026-08-05",
   "field": "description",
   "reason": "DW-??? intake (LABOR-prepared, TACHYON-verified: AXN match + factual probes vs record body)",
   "was": "Document code: EA-SEM-TAILS-01 Hex coordinate: 06.SEI.FEUDALISM.TAILS.01 Type: Design specification // political-economic analysis // counter-positive companion deposit Author: Sharks, Lee (ORCID [0009-0000-1599-0703](https://orcid.org/0009-0000-1599-0703)) Institution: Semantic Economy Institute / Crimson Hexagonal Archive Date: June 7, 2026...",
   "now": "*The Tail-Preserving Alternative* is the constructive companion to the Reverse Turing Test. It argues that convergence toward high-probability language is produced by a stack of design and deployment choices rather than by transformer architecture alone. The paper surveys modified training objectives, tail-aware sampling, rare-data weighting and intergenerational corpus retention, mixture or multi-route architectures, auxiliary preservation training, alternative evaluation, provenance infrastructure, and changed economic incentives.\n\nIts political-economic thesis is that current optimization rewards predictability, low perplexity, conventional helpfulness, polished output, low inference cost, and manageable risk. Tail-bearing output may be less predictable, harder to evaluate, more expensive, and more likely to include errors. The paper treats those costs as contingent and potentially revaluable. The Dodecad is offered as a cognitive-substrate analogy for differentiated registers.\n\nThe cited literature concerns degeneration, repetition, diversity, decoding, corpus accumulation, and preference optimization. It does not automatically establish stronger claims that standard cross-entropy fits a semantic centroid, that perplexity necessarily punishes useful tail mass, or that commercial systems suppress variance for political-economic reasons. Tail probability includes rare insight, noise, unsafe content, factual error, and incoherence.\n\nThe paper is best cataloged as a design agenda. No implemented integrated model or controlled comparison is reported."
  }
 ],
 "date_modified": "2026-08-05",
 "publisher": "Pergamon Press",
 "journal_assignment": {
  "assigned": "2026-08-15",
  "by": "TACHYON under operator adjudication",
  "pass": 6,
  "method": "read per deposit — title and content_type, one at a time. No script classified anything.",
  "previous": "Transactions of the Semantic Economy Institute (Trans. SEI)",
  "supersedes": "the 2026-06-21 preliminary batch mapping (#866), which assigned 864 deposits and put 371 in one venue",
  "authority": "data/cha-journals.json · datasets/venues/records/"
 },
 "_projection": {
  "note": "Derived file. Canonical machine record is this entry in data/registry.json; the human record is the record_url. Do not edit this file.",
  "record_url": "https://www.alexanarch.org/s/records/790/",
  "self_url": "https://www.alexanarch.org/data/records/790.json",
  "registry_url": "https://www.alexanarch.org/data/registry.json",
  "text_url": "https://www.alexanarch.org/data/texts/AXN-02F7-text.md",
  "oai_pmh": "https://www.alexanarch.org/oai?verb=Identify"
 }
}