# Grandma Clinic — AI Bugs Made Simple(問題地圖 1–16) ![Hero](images/Hero.png) **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* ![No.1 – Hallucination & Chunk Drift](images/no01.png) **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* ![No.2 – Interpretation Collapse](images/no02.png) **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* ![No.3 – Long Reasoning Chains](images/no03.png) **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* ![No.4 – Bluffing / Overconfidence](images/no04.png) **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* ![No.5 – Semantic ≠ Embedding](images/no05.png) **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* ![No.6 – Logic Collapse & Recovery](images/no06.png) **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* ![No.7 – Memory Breaks Across Sessions](images/no07.png) **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* ![No.8 – Debugging is a Black Box](images/no08.png) **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* ![No.9 – Entropy Collapse](images/no09.png) **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* ![No.10 – Creative Freeze](images/no10.png) **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* ![No.11 – Symbolic Collapse](images/no11.png) **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* ![No.12 – Philosophical Recursion](images/no12.png) **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* ![No.13 – Multi-Agent Chaos](images/no13.png) **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* ![No.14 – Bootstrap Ordering](images/no14.png) **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* ![No.15 – Deployment Deadlock](images/no15.png) **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* ![No.16 – Pre-deploy Collapse](images/no16.png) **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。 > GitHub stars ⭐ [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)。
[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)   [![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)   [![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)   [![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)   [![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)   [![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)   [![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)