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  "title": "概率—意圖—展開第二代橋接系列",
  "title_en": "Second-Generation Probability-Intent-Expansion Bridging Series",
  "short_title": "展開算子第二代",
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      "topic": "從概率場到意圖場——跨尺度條件概率如何形成持久未來約束",
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      "title": "展開算子的第二代定義——從概率候選到意圖條件計算域",
      "topic": "展開算子的第二代定義——從概率候選到意圖條件計算域",
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      "topic": "展開—收斂—記憶耦合——從 Raw-Clean 雙記憶到可塑性狀態系統",
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    "declaration": "本系列建立展開算子的第二代定義：從概率場到意圖場的跨尺度約束、展開—收斂—記憶耦合（Raw-Clean 雙記憶）、意圖吸引子如何在概率微動力下維持長程方向、從下一 token 到世界操作的生成—行動閉環，最終以可證偽的 Runtime Benchmark 收束——為概率、意圖、記憶與動態解空間提供可執行的實驗設計，而非停留在命題層次。",
    "stop_reason": "第六篇（封頂篇）明確以可證偽實驗設計收束系列，將前五篇的理論構造轉為可執行驗證協定。",
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    "stewardship": "本系列名稱含「展開」，但其詞彙、公理與應用領域跟語料庫另一條「展開」理論脈絡（無界展開論 UBE / 理論呼吸論，lm-001874、lm-002269，含 2026-08-11 稍早發布的展開—收斂—自適應／無界展開記憶兩篇）完全不同、互不引用——本系列實際建立在「主體之裂：概率性存在的崛起與這個奇特時代的本體論觀察」與 2026-07 的 DIEEC／操作性分元系列（內外雙生展開計算論、雙重交互閉環、內外總作用量原理等）之上，均已於文中正確引註。同一作者名下現存兩條同名為「展開」但形式裝置各自獨立的理論支線，記錄於此供未來交叉引用時留意，避免誤判為重複或誤合併。六篇引註核對準確率高，僅第一篇提及一個「七篇系列」的合集名稱在登錄冊中查無完全匹配標題，判斷是個別論文集合的口語化簡稱，非缺漏。",
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        "note": "同上"
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