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+# Grandma Clinic — AI Bugs Made Simple（問題地圖 1–16）
+
+
+
+**為什麼會有這個頁面**
+
+大多數人都是在模型已經講完話之後才修 AI bug。接著加上 patch、reranker、或 regex。結果同一種失敗之後會換個樣子再回來。
+
+**WFGY 在「輸出之前」就裝上一道語義防火牆。**
+它會先檢查語義場。如果狀態不穩，就進入循環、收窄、或重置。只有穩定的狀態才被允許發言。只要把失敗模式映射完成，它就會一直保持被修復的狀態。
+
+**30 秒上手用法**
+
+1. 滾動到最像你案例的編號。
+2. 讀「奶奶故事」。如果對得上，複製下面的醫生提示詞。
+3. 把提示詞貼到 **Dr. WFGY** 與醫生對話。
+ 連結： [Dr. WFGY in ChatGPT Room](https://chatgpt.com/share/68b9b7ad-51e4-8000-90ee-a25522da01d7)
+4. 你會同時拿到「簡單修法」與「專業修法」。不需要 SDK。
+
+> **不確定從哪開始？** 先用 [Beginner Guide](https://github.com/onestardao/WFGY/blob/main/ProblemMap/BeginnerGuide.md) 快速定位你的問題，跑完第一個安全修復，再進診所。
+
+**快速連結**
+如果你的整個 stack 連開都開不起來，先看這三個：
+No.14 [Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)
+No.15 [Deployment Deadlock](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md)
+No.16 [Pre-deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
+
+---
+
+> 每段的格式規則
+> • 一般文字 = 奶奶故事、比喻對應、**奶奶防呆（輸出前）**含映射、Minimal fix 與提示詞。
+> • Pro Zone = 可展開區塊：準確症狀、技術關鍵與參考連結。
+
+---
+
+## No.1 Hallucination & Chunk Drift — *奶奶：拿錯食譜*
+
+
+**Grandma story**
+You ask for the cabbage recipe. I hand you a random page from a different cookbook because its picture looks similar.
+
+**Metaphor mapping**
+- 漂亮圖片 = token 表面匹配
+- 錯的食譜書 = 錯誤來源
+- 好聽口氣 = 沒證據的自信語氣
+
+**Grandma fix（輸出前）— 映射**
+- 先把食譜卡 **擺上桌** = **citation-first policy**
+- 標出使用的書與頁碼 = **檢索追蹤（ID／頁碼）**
+- 下鍋前先核對「cabbage」= **查詢–來源語義檢查（ΔS gate）**
+
+**Minimal fix（grandma）**
+Do not taste anything until the recipe card is on the table.
+
+Doctor prompt:
+```
+
+please explain No.1 Hallucination & Chunk Drift in grandma mode, then show me the minimal WFGY fix and the exact reference link
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+Bad OCR 或不良分塊造成碎片。檢索挑到高 cosine 但語義錯誤的鄰居。模型說得很順卻沒有引用。
+
+**Technical keys**
+- 開啟 citation-first policy
+- 加上檢索追蹤：ID 與來源頁
+- 檢查分塊規則與表格處理
+- **確認來源後**再加最小 reranker
+
+Reference:
+Hallucination & Chunk Drift → https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md
+
+
+---
+
+## No.2 Interpretation Collapse — *奶奶：把糖當鹽*
+
+
+**Grandma story**
+You found the right page but misread the steps. Sugar replaced with salt. The dish fails even with the correct book open.
+
+**Metaphor mapping**
+- 正確頁面 = 正確 chunk
+- 讀錯步驟 = 推理崩壞
+- 吃起來不對 = 有檢索仍答錯
+
+**Grandma fix（輸出前）— 映射**
+- 每步 **慢讀並唸出來** = **λ_observe 中途檢查點**
+- 倒料前先劃線標示數量 = **符號／約束锚定**
+- 味道跑掉就 **暫停重讀** = **BBCR 受控重置**
+
+**Minimal fix（grandma）**
+Read slowly. When unsure, stop and ask a checkpoint.
+
+Doctor prompt:
+```
+
+please explain No.2 Interpretation Collapse in grandma mode, then apply a minimal WFGY checkpoint plan
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+檢索後答案漂移。模型在正確上下文中推理，卻在鏈中途失去結構。
+
+**Technical keys**
+- 量測 ΔS（提示 vs 答案）
+- 插入 λ_observe 檢查點
+- 若仍漂移，做 BBCR 控制重置
+- 完成前 Coverage ≥ 0.70
+
+Reference:
+Interpretation Collapse → https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-collapse.md
+
+
+---
+
+## No.3 Long Reasoning Chains — *奶奶：越逛越忘*
+
+
+**Grandma story**
+You go to market A, then B, then C, and forget why you left home.
+
+**Metaphor mapping**
+- 好多站 = 推理步驟太長
+- 忘了目標 = 情境漂移
+- 買對物品、做錯菜 = 跟目標不符
+
+**Grandma fix（輸出前）— 映射**
+- 購物清單把 **主菜寫最上面** = **目標锚（goal anchor）**
+- **每兩條街**對一次清單 = **循環＋檢查點**
+- 袋中物 vs 清單比對 = **Coverage 門檻**
+
+**Minimal fix（grandma）**
+Write the shopping list and check it every two streets.
+
+Doctor prompt:
+```
+
+please explain No.3 Long Reasoning Chains in grandma mode and show the smallest loop + checkpoint pattern
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+多步計畫走偏。早期決策沒有回檢。最後答案看似完整卻偏離目標。
+
+**Technical keys**
+- 明確定義目標锚
+- 用 λ_diverse 比較 3+ 路徑
+- 限制 CoT 變異並修剪離題分支
+- 每輪對目標锚重評分
+
+Reference:
+Long Reasoning Chains → https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md
+
+
+---
+
+## No.4 Bluffing / Overconfidence — *奶奶：沒卡別端菜*
+
+
+**Grandma story**
+A charming waiter serves a dish without showing the recipe card. Sounds right, tastes wrong.
+
+**Metaphor mapping**
+- 自信語氣 = 流利自然語言
+- 沒食譜卡 = 無證據
+- 禮貌微笑 = 道歉不修復
+
+**Grandma fix（輸出前）— 映射**
+- 「先看卡」= **證據先於答案**
+- 沒卡退回去 = **拒絕無根答案**
+- 記錄「哪張卡做哪道菜」= **可追蹤日誌**
+
+**Minimal fix（grandma）**
+Ask for the card first. If none, send the dish back.
+
+Doctor prompt:
+```
+
+please explain No.4 Bluffing in grandma mode, then enforce 'card first' with a minimal WFGY guardrail
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+自然語言聽起來很對但其實錯。缺乏可追溯路徑。模型拒絕驗證。
+
+**Technical keys**
+- Citation-first policy
+- 拒絕無根斷言
+- **確認來源後**再做最小 reranker
+- 紀錄 Coverage 與 ΔS
+
+Reference:
+Bluffing / Overconfidence → https://github.com/onestardao/WFGY/blob/main/ProblemMap/bluffing.md
+
+
+---
+
+## No.5 Semantic ≠ Embedding — *奶奶：胡椒名同味不同*
+
+
+**Grandma story**
+White pepper and black pepper. Same word “pepper,” completely different flavor.
+
+**Metaphor mapping**
+- 同詞不同義 = 表面 token 重疊
+- 風味不同 = 語義不相等
+- 分數高仍錯 = 高相似≠同意思
+
+**Grandma fix（輸出前）— 映射**
+- **兩個都聞／嚐** = **度量健檢（metric sanity）**
+- 不混標籤不清的罐子 = **空間正規化＋大小寫一致**
+- 留一口 **標準對照湯** = **小型真值樣例**
+
+**Minimal fix（grandma）**
+Taste both peppers before cooking.
+
+Doctor prompt:
+```
+
+please explain No.5 Semantic ≠ Embedding in grandma mode and give me the minimal metric audit plan
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+未正規化向量、混用模型向量、大小寫與分詞不一致，導致選到語義不等價鄰居。
+
+**Technical keys**
+- 向量正規化
+- 驗證度量空間與維度
+- 對齊分詞與大小寫
+- 先通過度量稽核再談混合檢索
+
+Reference:
+Semantic ≠ Embedding → https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md
+
+
+---
+
+## No.6 Logic Collapse & Recovery — *奶奶：死巷一直撞*
+
+
+**Grandma story**
+You keep taking the same dead-end alley. Step back, pick a new street, and try again.
+
+**Metaphor mapping**
+- 死胡同 = 無效迴圈
+- 後退 = 受控重置
+- 換路 = 替代路徑
+
+**Grandma fix（輸出前）— 映射**
+- 撞牆兩次就 **回頭** = **ΔS 連續高就 BBCR 重置**
+- 換 **下一條街** 試 = **替代候選路徑**
+- 手上拿地圖 = **狀態锚＋目標提醒**
+
+**Minimal fix（grandma）**
+If lost twice, stop and change route.
+
+Doctor prompt:
+```
+
+please explain No.6 Logic Collapse in grandma mode, then show BBCR reset + λ\_observe checkpoints
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+推理卡死在環或淺分支。缺乏偵測與恢復機制。
+
+**Technical keys**
+- 每步量測 ΔS
+- λ_observe 鏈中落地
+- ΔS 居高不下則 BBCR
+- 只接受收斂 λ 與 Coverage ≥ 0.70
+
+Reference:
+Logic Collapse & Recovery → https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md
+
+
+---
+
+## No.7 Memory Breaks Across Sessions — *奶奶：記在錯抽屜*
+
+
+**Grandma story**
+You promise to remember the family recipe, then next week you act like we never talked.
+
+**Metaphor mapping**
+- 忘了鍋上的刮痕 = 狀態遺失
+- 每次都是新廚房 = 無連續性
+- 一問再問 = 用戶疲勞
+
+**Grandma fix（輸出前）— 映射**
+- 寫在 **標籤卡** 上 = **穩定記憶結構／state keys**
+- 永遠放 **同一個抽屜** = **寫讀順序防護**
+- 卡上貼小照片 = **低 ΔS 範例庫**
+
+**Minimal fix（grandma）**
+Write notes on a card and keep it in the same drawer.
+
+Doctor prompt:
+```
+
+please explain No.7 Memory Breaks in grandma mode and show the smallest stable memory routine
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+Session 狀態、锚點、合約未持久或無追蹤，導致無聲上下文遺失。
+
+**Technical keys**
+- 穩定記憶綱要與 state keys
+- 寫讀順序防護
+- 小型示例庫處理低 ΔS 案例
+- 以 ID 可追蹤的檢索
+
+Reference:
+Memory Coherence → https://github.com/onestardao/WFGY/blob/main/ProblemMap/memory-coherence.md
+
+
+---
+
+## No.8 Debugging is a Black Box — *奶奶：空白卡片*
+
+
+**Grandma story**
+You tell me “trust me, it works.” I ask “show me which page you used.” You shrug.
+
+**Metaphor mapping**
+- 盲煮 = 無追蹤
+- 「我記得」= 無法驗證
+- 不能重做 = 不可重現
+
+**Grandma fix（輸出前）— 映射**
+- 食譜卡 **釘在爐子旁** = **答案同時呈現來源**
+- 標上 **頁碼** = **ID／行號追蹤**
+- 留一張「我怎麼煮的」小紙條 = **最小可重現管線**
+
+**Minimal fix（grandma）**
+Pin the recipe card next to the stove.
+
+Doctor prompt:
+```
+
+please explain No.8 Debugging Black Box in grandma mode and add a tiny traceability schema
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+沒有 ID 或來源行，難以證明哪個 chunk 產生答案，修復全靠猜。
+
+**Technical keys**
+- 檢索可追蹤（IDs）
+- 紀錄 query、chunk IDs、接受度指標
+- 最小可重現管線
+- 最終答案前先檢查「是否有來源」
+
+Reference:
+Retrieval Traceability → https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md
+
+
+---
+
+## No.9 Entropy Collapse — *奶奶：一鍋灰色大雜燴*
+
+
+**Grandma story**
+Too many voices in one room. Everyone talks. Nobody listens. The dish becomes mush.
+
+**Metaphor mapping**
+- 噪音 = 熵過載
+- 融化的注意力 = 無結構
+- 一鍋灰泥 = 內在不一致
+
+**Grandma fix（輸出前）— 映射**
+- 關小火、**一步一步煮** = **降低步寬**
+- 先分好 **角色／關係／限制** 碗 = **锚定實體與約束**
+- 上桌前要先嚐 = **接受門檻（ΔS、Coverage）**
+
+**Minimal fix（grandma）**
+Lower the heat and separate steps.
+
+Doctor prompt:
+```
+
+please explain No.9 Entropy Collapse in grandma mode and show a minimal stability recipe
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+注意力擴散，路徑混雜。表面流暢但內部矛盾。
+
+**Technical keys**
+- 降低步寬
+- 锚定實體、關係、約束
+- 夾制變異並要求 Coverage
+- 最終輸出前設接受目標
+
+Reference:
+Entropy Collapse → https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md
+
+
+---
+
+## No.10 Creative Freeze — *奶奶：湯可吃但好無聊*
+
+
+**Grandma story**
+You only follow the recipe word by word. The soup is edible, never memorable.
+
+**Metaphor mapping**
+- 沒加香料 = 字面輸出
+- 不試味 = 低探索
+- 平淡無奇 = 無趣答案
+
+**Grandma fix（輸出前）— 映射**
+- 並排試 **兩三種**安全調味 = **λ_diverse 候選**
+- 全部對著同一張成品照比較 = **共享锚評分**
+- 味道在「微～中等」區間 = **受控熵窗口**
+
+**Minimal fix（grandma）**
+Taste and adjust within a safe range.
+
+Doctor prompt:
+```
+
+please explain No.10 Creative Freeze in grandma mode and give the smallest safe-exploration pattern
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+模型逃避多樣候選，全部收斂成平庸答案。
+
+**Technical keys**
+- λ_diverse 產生答案集合
+- 受控熵窗口
+- 以同一锚比較候選
+- ΔS 保持在可接受範圍
+
+Reference:
+Creative Freeze → https://github.com/onestardao/WFGY/blob/main/ProblemMap/creative-freeze.md
+
+
+---
+
+## No.11 Symbolic Collapse — *奶奶：看字會算數不行*
+
+
+**Grandma story**
+You can read the storybook but panic when you see fractions and tables.
+
+**Metaphor mapping**
+- 文字 OK = 自然語言沒問題
+- 符號可怕 = 數學或表格失靈
+- 故事好聽、數學錯 = 結構被壓平成散文
+
+**Grandma fix（輸出前）— 映射**
+- 把 **數字放在框裡** = **獨立符號通道**
+- 表格別改寫成散文 = **保留區塊**
+- 喊出單位（grams, tsp）= **運算子／單位锚定**
+- 先做一小口試煉 = **微型證明／例子**
+
+**Minimal fix（grandma）**
+Keep the story but show the table step by step.
+
+Doctor prompt:
+```
+
+please explain No.11 Symbolic Collapse in grandma mode and show me a minimal symbol-first routine
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+公式、運算子、程式碼區塊、標題被壓平成散文。答案看似順卻錯。
+
+**Technical keys**
+- 獨立符號通道
+- 保留 code/table 區塊
+- 锚定運算子與單位
+- 以小證明或例子驗證
+
+Reference:
+Symbolic Collapse → https://github.com/onestardao/WFGY/blob/main/ProblemMap/symbolic-collapse.md
+
+
+---
+
+## No.12 Philosophical Recursion — *奶奶：無限為什麼*
+
+
+**Grandma story**
+Asking “why” about “why” about “why.” You spin in circles and never cook.
+
+**Metaphor mapping**
+- 無盡鏡像 = 自我指涉
+- 螺旋碗 = 悖論陷阱
+- 冷灶台 = 沒有最終答案
+
+**Grandma fix（輸出前）— 映射**
+- 寫下 **頂層問題** 便利貼 = **外框／锚**
+- 只允許 **N 次 why（如 2）** = **遞迴停止規則**
+- 收尾一定要有 **實例／引用** = **落地要求**
+
+**Minimal fix（grandma）**
+Set a top question and limit how many mirrors you look into.
+
+Doctor prompt:
+```
+
+please explain No.12 Philosophical Recursion in grandma mode and give me a minimal boundary plan
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+自指與悖論問題使推理無限打轉。
+
+**Technical keys**
+- 定義锚與外框
+- ε_resonance 作領域和諧
+- 遞迴停止條件
+- 需要有例子或引用支撐
+
+Reference:
+Philosophical Recursion → https://github.com/onestardao/WFGY/blob/main/ProblemMap/philosophical-recursion.md
+
+
+---
+
+## No.13 Multi-Agent Chaos — *奶奶：廚房拔河*
+
+
+**Grandma story**
+Two cooks share one kitchen. One adds salt while the other removes it. The soup never stabilizes.
+
+**Metaphor mapping**
+- 共用廚房 = 共用記憶
+- 交叉便條 = 角色飄移
+- 鹽的拉扯 = 記憶覆寫
+
+**Grandma fix（輸出前）— 映射**
+- 每位廚師各有 **署名卡** = **角色與 state keys**
+- 便條分 **不同抽屜** = **所有權與欄柵**
+- 爐台使用有 **計時** = **工具超時／選擇閘**
+
+**Minimal fix（grandma）**
+Give each cook a clear card and a separate drawer.
+
+Doctor prompt:
+```
+
+please explain No.13 Multi-Agent Chaos in grandma mode and set a tiny role + memory fence plan
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+多 agent 互相覆寫狀態或混淆角色。沒有單一真相來源。
+
+**Technical keys**
+- 角色／記憶欄柵
+- State keys 與所有權
+- 工具超時與選擇閘
+- 跨 agent 追蹤
+
+Reference:
+Multi-Agent Problems → https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md
+
+
+---
+
+## No.14 Bootstrap Ordering — *奶奶：冷鍋打蛋*
+
+
+**Grandma story**
+You try to fry eggs before turning on the stove. Of course nothing happens.
+
+**Metaphor mapping**
+- 冷鍋 = 服務未就緒
+- 先打蛋 = 依賴尚未啟動就呼叫
+- 時序燒焦 = 少了熱身步驟
+
+**Grandma fix（輸出前）— 映射**
+- 先開火 → **鍋熱** → **再打蛋** = **readiness probes／啟動順序**
+- 先把油與鍋預熱 = **快取／索引暖機**
+- 檢查瓦斯與火柴 = **密鑰／權限檢查**
+
+**Minimal fix（grandma）**
+Start the fire, heat the pan, then crack the eggs.
+
+Doctor prompt:
+```
+
+please explain No.14 Bootstrap Ordering in grandma mode and give me the smallest boot checklist
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+服務在相依尚未就緒時啟動。首呼失敗、快取冰冷、密鑰缺失。
+
+**Technical keys**
+- 啟動順序與就緒探針
+- 快取暖機與索引切換
+- 密鑰檢查與健康閘
+- 上公有流量前先走影子流量
+
+Reference:
+Bootstrap Ordering → https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md
+
+
+---
+
+## No.15 Deployment Deadlock — *奶奶：你先我先卡門口*
+
+
+**Grandma story**
+Two people at a narrow doorway say “you first.” “No, you first.” They block the door together.
+
+**Metaphor mapping**
+- 窄門 = 共用資源
+- 互相禮讓 = 互鎖等待
+- 門口堵塞 = 系統凍結
+
+**Grandma fix（輸出前）— 映射**
+- 指定先後順序 = **total order／priority**
+- **側門**繞過 = **fallback path**
+- **禮貌倒數** = **timeouts／backoff**
+
+**Minimal fix（grandma）**
+Decide who goes first, or open a side door.
+
+Doctor prompt:
+```
+
+please explain No.15 Deployment Deadlock in grandma mode and show the smallest unlock plan
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+migrator 等 writer；writer 等 migrator；沒有超時，整體停滯。
+
+**Technical keys**
+- 打破相依循環
+- 超時與退避
+- 臨時唯讀模式
+- 發佈閘與回歸檢查
+
+Reference:
+Deployment Deadlock → https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md
+
+
+---
+
+## No.16 Pre-deploy Collapse — *奶奶：第一鍋就糊了*
+
+
+**Grandma story**
+First pot burns because you forgot to wash it and check the gas.
+
+**Metaphor mapping**
+- 髒鍋 = 舊版本／索引偏移
+- 沒檢查瓦斯 = 秘密或權限缺失
+- 第一口就焦 = 首次呼叫崩潰
+
+**Grandma fix（輸出前）— 映射**
+- 先洗鍋與工具 = **版本釘住／乾淨狀態**
+- 試火 = **環境與 secrets 的 preflight**
+- 先煎 **一顆小蛋** = **小流量金絲雀**
+
+**Minimal fix（grandma）**
+Wash the pot, test the flame, cook a tiny egg before guests arrive.
+
+Doctor prompt:
+```
+
+please explain No.16 Pre-deploy Collapse in grandma mode and give me the smallest preflight checklist
+
+```
+
+
+Pro Zone
+
+---
+
+**Real scene**
+版本偏移、環境變數或 secrets 缺失、向量索引首批為空、分析器錯誤，導致第一個線上請求崩潰。
+
+**Technical keys**
+- Preflight 合約檢查
+- 版本釘住與模型鎖定
+- 向量索引建好再切換
+- 金絲雀在最小流量上
+
+Reference:
+Pre-deploy Collapse → https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md
+
+
+---
+
+## 修好一個之後會怎樣
+
+不是無止境貼 OK 繃。你要設定並維持 **接受標準**：
+
+* ΔS ≤ 0.45
+* Coverage ≥ 0.70
+* λ 狀態收斂
+* 最終輸出前必須有來源
+
+當新 bug 出現，把它映射到編號，套一次修法，它就會一直被修好。這就是語義防火牆的目的。
+
+---
+
+## 一句話醫生提示詞
+
+如果不確定是哪一號：
+
+```
+
+i’ve uploaded TXT OS / WFGY notes.
+which Problem Map number matches my issue?
+explain using grandma mode, then give the minimal fix and the reference page.
+
+```
+
+---
+
+### 🔗 一分鐘快速下載
+
+| 工具 | 連結 | 三步驟設定 |
+|------|------|------------|
+| **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ 下載 · 2️⃣ 上傳到你的 LLM · 3️⃣ 詢問 “Answer using WFGY + \” |
+| **TXT OS（純文字作業系統）** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ 下載 · 2️⃣ 貼到任一 LLM 對話 · 3️⃣ 打字 “hello world” — OS 立刻開機 |
+
+---
+
+### 🧭 繼續探索
+
+| 模組 | 說明 | 連結 |
+|-----|------|------|
+| WFGY Core | WFGY 2.0 引擎上線：完整符號推理架構與數學堆疊 | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
+| Problem Map 1.0 | 起始 16 模式診斷與符號修復框架 | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
+| Problem Map 2.0 | 以 RAG 為中心的失敗樹、模組化修復與管線 | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
+| Semantic Clinic Index | 擴充故障目錄：提示注入、記憶錯誤、邏輯漂移 | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
+| Semantic Blueprint | 以層為基礎的符號推理與語義調變 | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
+| Benchmark vs GPT-5 | 用完整 WFGY 推理套件壓測 GPT-5 | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) |
+| 🧙♂️ Starter Village 🏡 | 新手入口，巫師帶你逛符號世界 | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |
+
+---
+
+> 👑 **早期 Stargazers：[名人堂](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
+> 從第一天就支持 WFGY 的工程師、駭客與開源夥伴。
+
+> 
⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) 已解鎖。⭐ Star 這個 repo 幫更多人找到它，並解鎖 [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md)。
+
+
+
+[](https://github.com/onestardao/WFGY)
+
+[](https://github.com/onestardao/WFGY/tree/main/OS)
+
+[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
+
+[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
+
+[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
+
+[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
+
+[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
+
+