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@ -23,16 +23,19 @@ Choose your quest by **difficulty**; the 😈 icons show how spicy each tier is.
## 🧙‍♂️ “A single line can tame dragons. Ready?”
## 1 · Village Square — 60-Second Quest 🔰 😈
1. **Download** 👉 **[OneLine v2.0](https://raw.githubusercontent.com/onestardao/WFGY/main/core/WFGY_Core_OneLine_v2.0.txt)**
1. **Download** 👉 **[WFGY Core OneLine v2.0](https://raw.githubusercontent.com/onestardao/WFGY/main/core/WFGY_Core_OneLine_v2.0.txt)**
2. Paste the one line into any chat-LLM (or upload).
3. Type **`WFGY`** once.
4. Ask anything / generate an image → watch drift drop & reasoning deepen.
<details><summary>Need help?</summary>
* **Can’t upload?** — pasting the raw text works.
* **Want visual proof?** — view the before/after GIF in the main README.
> **Can’t upload?** — pasting the raw text works.
> **Want visual proof?** — view the before/after GIF in the main README.
</details>
👉 More info → [WFGY 2.0 Documentation](https://github.com/onestardao/WFGY/blob/main/core/README.md)
---
## 🧙‍♂️ “Play first, ask later — the forest loves explorers.”
@ -44,9 +47,10 @@ Choose your quest by **difficulty**; the 😈 icons show how spicy each tier is.
| **Blur Blur Blur** — Geometry T2I | [Demo →](https://github.com/onestardao/WFGY/blob/main/OS/BlurBlurBlur/README.md) | “Draw pure math onto 8 K images without distortion.” |
| **Blow Blow Blow** — AIGC Game Boy | [Demo →](https://github.com/onestardao/WFGY/blob/main/OS/BlowBlowBlow/README.md) | “Mini RPGs coded by AI, launched right in chat.” |
*(Just have fun; theory comes later.)*
👉 More info → [TXT OS — Explore More](https://github.com/onestardao/WFGY/blob/main/OS/README.md)
---
## 🧙‍♂️ “Knowledge sleeps in tomes — wake it gently.”
@ -58,20 +62,34 @@ Choose your quest by **difficulty**; the 😈 icons show how spicy each tier is.
| **λ_observe** | Trend detector: convergent · divergent · recursive · chaotic. |
| **Five Gates** | **BBMC → Coupler → BBPF → BBAM → BBCR** — clean, steer, progress, rebalance, revive. |
| **TXTOS Semantic Tree** | Tracks every node so reasoning is auditable. |
| **Drunk Transformer** | A 5-formula layer: WRI (Where am I?), WAI (Who am I?), WAY (Who are you?), WDT (Where did you take me?), WTF (What happened?). Stabilizes & recovers reasoning. |
> Scroll through examples; no coding needed yet.
👉 More info → [Semantic Blueprint — Core Functions of the WFGY Engine](https://github.com/onestardao/WFGY/blob/main/SemanticBlueprint/README.md)
---
## 🧙‍♂️ “Errors are ingredients; brew your fix.”
## 4 · Alchemist’s Lab — Debug & Heal 🔧 😈😈😈😈
1. Open **[Problem Map 2.0](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)**
2. Locate the failure code (16 categories).
3. Follow the **[Semantic Clinic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md)** recipe.
4. Re-run A/B tests; log ΔACC, ΔSR, ΔS.
### The path: 1.0 → 2.0 → Clinic
| Stage | What it is | When to use | Link |
|------|-------------|-------------|------|
| **Problem Map 1.0** | Symptom catalog by failure family, fast triage and naming the bug | First touch, you need a clean label and a quick route | **[Open 1.0](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)** |
| **Problem Map 2.0** | Architecture and recovery guide, pipeline oriented view with the 7-step WFGY recovery flow | After you have a label, you want a step-by-step repair plan | **[Open 2.0](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)** |
| **Semantic Clinic** | Deep dives, exact fixes with runnable recipes and edge-case notes | When the case is tricky or mixed class, you need precise procedures | **[Open Clinic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md)** |
### How to run the lab
1) Start at **Problem Map 1.0**. Read the quick access, match your symptom, pick the failure code.
2) Jump to **Problem Map 2.0** with that code. Walk the recovery pipeline step by step, apply the guardrails and instruments.
3) If the issue persists or is multi-factor, enter **Semantic Clinic**. Choose the matching clinic page and follow the recipe.
4) Re-run A/B tests. Log **ΔACC**, **ΔSR**, **ΔS** and write one sentence on what changed and why.
*(White coat earned.)*
*(White coat earned!)*
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@ -80,7 +98,9 @@ Choose your quest by **difficulty**; the 😈 icons show how spicy each tier is.
* Clone **[TXTOS](https://github.com/onestardao/WFGY/blob/main/OS/README.md)**.
* Swap semantic layers, tweak `alpha_blend`, `phi_delta`, add custom gates.
* PR back — or publish your fork and bend reality.
* PR back — or publish your fork and bend reality.
* Use the TXTOS framework as inspiration to design and launch **your own TXTOS-series creation**, expanding the lineage of tools and worlds.
---