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  "title": "動態顯影與原生張量記憶系列",
  "title_en": "Dynamic Revealing and Native Tensor Memory",
  "short_title": "動態顯影張量記憶",
  "status": "completed",
  "open_ended": false,
  "started_at": "2026-07-27",
  "completed_at": "2026-07-27",
  "reference_method": "第一篇（動態語義顯影總論）建立Π_ξ廣義投影框架，依序展開逆向語義記憶重建、原生張量記憶本體論、記憶糾纏可分離性、差合化張量操作、工作記憶重構、連續性遺忘與污染治理，第八篇（稀疏原生張量記憶工程）以SNTM-Bench十項任務與可反證條件章節封頂。",
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      "topic": "總論：Π_ξ廣義投影框架 【前半部與既有lm-001784（動態語義顯影_逆向語義遮罩公開概念論文，2026-07-26發表）公式與論證高度重疊，見stewardship】",
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    "status": "completed",
    "phase_status": "closed_by_design",
    "declaration": "AI原生記憶不應是文本式的線性儲存，而應是張量原生的、可差合化操作、可逆向語義重建的動態顯影結構——且此框架必須具備明確的可反證條件，而非僅是理論堆疊。",
    "stop_reason": "第八篇明文自稱『系列第一階段封頂篇』，定義SNTME架構與十項任務的SNTM-Bench，並列出§66『可反證條件』章節。",
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      "第一篇前半部（§1-8）與既有已發表lm-001784（動態語義顯影_逆向語義遮罩公開概念技術論文_v0.1，2026-07-26，早本系列一天發表）在核心公式（相似度、錨定加分係數0.08、穩定性度量等）上高度重疊，本質是同一理論以廣義記號（q→ξ七元組）重新表述；後半部（§9-21，非交換性、張量積接口、系列路線圖）為真正新內容。"
    ],
    "next_actions": [],
    "handoff_required_tasks": [],
    "stewardship": "第一篇與lm-001784及lm-001785（同一批whitepaper叢集）之間的關係經全文比對確認：非全新獨立理論，是同一構想的擴展重述。依Neo一貫『誠實揭露重疊，不得暗示無關原創』的方針，於本篇topic欄位標註；lm-001785本身是純實作規格（非公開概念重述），與本系列關係為互補而非重疊。全系列無作者欄位。",
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