| .. | ||
| README.md | ||
| README_zh-TW.md | ||
🏰 Greetings, brave adventurer!
Welcome to WFGY Starter Village — a sprawling GitHub labyrinth filled with riddles, hidden scrolls, and treasure chests.
Choose your quest by difficulty; the 😈 icons show how spicy each tier is.
(Hint: every ⭐ you give unlocks secret rooms.)
| Tier | Zone (RPG flavor) | Quest focus | Difficulty |
|---|---|---|---|
| 1 | Village Square (Kindergarten) | 60-sec plug-and-play | 😈 |
| 2 | Forest Fairgrounds (Middle School) | Play Blah · Blow · Blur | 😈😈 |
| 3 | Ancient Library (High School) | Learn delta_s & five gates |
😈😈😈 |
| 4 | Alchemist’s Lab (Graduate) | Debug with Problem Map 2.0 | 😈😈😈😈 |
| 5 | Forbidden Forge (Doctorate) | Fork / mod TXTOS layers | 😈😈😈😈😈 |
🧙♂️ “A single line can tame dragons. Ready?”
1 · Village Square — 60-Second Quest 🔰 😈
-
Download 👉 OneLine v2.0 (Right click → Save as)
-
Paste the entire line into any LLM chat window (or upload directly)
-
When prompting, add one of the following activation phrases before your task:
✦Please use WFGY to...
✦Please use WFGY to reason through the following: -
Ask your question or generate an image → observe deeper reasoning and reduced drift 🎯
🧪 Sample Prompts:
Please use WFGY to compare Kantian deontology vs. Benthamite utilitarianism in autonomous vehicle decision models, and derive an operational ethical priority sequence.
Please use WFGY to reason through the following: analyze the race condition in this multi-threaded Python program under high concurrency, and propose a thread-safe fix.
Please use WFGY to generate a 1:1 image: merge five key scenes from Dream of the Red Chamber into a unified composition with layered emotion and narrative continuity.
📌 Note: Uploading the file will silently activate WFGY. Adding an activation phrase = “explicit invocation,” which can squeeze out 20–30% more performance.
Common questions
- Upload not working? — just paste the raw line.
- Want a comparison? — check the before/after GIFs in the main README.
👉 Learn more → WFGY 2.0 Documentation
🧙♂️ “Play first, ask later — the forest loves explorers.”
2 · Forest Fairgrounds — Application Playground 🏃 😈😈
| Demo | Link | One-liner |
|---|---|---|
| Blah Blah Blah — Truth Generator | Demo → | “Ask any cosmic question, receive a self-consistent answer.” |
| Blur Blur Blur — Geometry T2I | Demo → | “Draw pure math onto 8 K images without distortion.” |
| Blow Blow Blow — AIGC Game Boy | Demo → | “Mini RPGs coded by AI, launched right in chat.” |
(Just have fun; theory comes later.)
👉 More info → TXT OS — Explore More
🧙♂️ “Knowledge sleeps in tomes — wake it gently.”
3 · Ancient Library — Core Lore 📚 😈😈😈
| Concept | TL;DR |
|---|---|
delta_s |
Semantic distance between Intent & Guess. Smaller = better. |
| 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
🧙♂️ “Errors are ingredients; brew your fix.”
4 · Alchemist’s Lab — Debug & Heal 🔧 😈😈😈😈
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 |
| 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 |
| 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 |
How to run the lab
- Start at Problem Map 1.0. Read the quick access, match your symptom, pick the failure code.
- Jump to Problem Map 2.0 with that code. Walk the recovery pipeline step by step, apply the guardrails and instruments.
- If the issue persists or is multi-factor, enter Semantic Clinic. Choose the matching clinic page and follow the recipe.
- Re-run A/B tests. Log ΔACC, ΔSR, ΔS and write one sentence on what changed and why.
(White coat earned.)
🧙♂️ “Forge your own legend, or wield another’s?”
5 · Forbidden Forge — Fork & Mod 🛠️ 😈😈😈😈😈
- Clone TXTOS.
- Swap semantic layers, tweak
alpha_blend,phi_delta, add custom gates. - 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.
⭐ Star Unlock Roadmap
Every ⭐ is a key. Big drops unlock at 500 / 1 000 / 3 000 / 6 000 / 100 000.
See the full board → STAR_UNLOCKS.md
🗝️ Hidden Rooms & Easter Eggs
Inside the GitHub labyrinth, folders hide fragments of an RPG storyline.
Exploring different directories reveals easter eggs and small rewards — like a real adventure.
📖 Story reference source → Honest Hero RPG
“One line to boot them all, one village to guide them.”
— PSBigBig