WFGY/StarterVillage

🧭 Not sure where to start ? Open the WFGY Engine Compass

WFGY System Map · Quick navigation

Problem Maps: PM1 taxonomy → PM2 debug protocol → PM3 troubleshooting atlas · built on the WFGY engine series

Layer	Page	What it’s for
⭐ Proof	WFGY Recognition Map	External citations, integrations, and ecosystem proof
⚙️ Engine	WFGY 1.0	Original PDF tension engine and early logic sketch
⚙️ Engine	WFGY 2.0	Production tension kernel for RAG and agent systems
⚙️ Engine	WFGY 3.0	TXT-based Singularity tension engine (131 S-class set)
🗺️ Map	Problem Map 1.0	Flagship 16-problem RAG failure taxonomy and fix map
🗺️ Map	Problem Map 2.0	Global Debug Card for RAG and agent pipeline diagnosis
🗺️ Map	Problem Map 3.0	Global AI troubleshooting atlas and failure pattern map
🧰 App	TXT OS	.txt semantic OS with 60-second bootstrap
🧰 App	Blah Blah Blah	Abstract and paradox Q&A built on TXT OS
🧰 App	Blur Blur Blur	Text-to-image generation with semantic control
🏡 Onboarding	Starter Village	Guided entry point for new users — 🔴 YOU ARE HERE 🔴

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🏰 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.)

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🚪 Two Doors (pick one)

If you want the live public window of WFGY right now, start here:
👉 WFGY 3.0 · Singularity demo (public view)
(131 S-class problems, re-encoded as reproducible probes. This is a viewing/definition window, not a “solution claim.”)

If you want the 60-second runnable boot for your own tasks, keep reading:
👇 Tier 1 starts immediately below

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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	😈😈😈😈😈
6	Obsidian Archives (Post-Doc)	Cross-domain skeleton forge (WFGY 3.0 theory)	😈😈😈😈😈😈
7	Tension Lab (Research Raid)	Build falsifiable MVP experiments	😈😈😈😈😈😈😈
8	Civilization Arena (Mythic Boss)	Stress-test one structure across AI & society	😈😈😈😈😈😈😈😈

⚠️ Past Tier 5, this is no longer a “tutorial.”
If you keep walking, you are entering research-grade boss raids. Proceed only if that sounds fun. ☠️

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🧙‍♂️ “A single line can tame dragons. Ready?”

1 · Village Square — 60-Second Quest 🔰 😈

1. Download 👉 OneLine v2.0 (Right click → Save as)

2. Paste the entire line into any LLM chat window (or upload directly)

3. When prompting, add one of the following activation phrases before your task:
   ✦ Please use WFGY to...
   ✦ Please use WFGY to reason through the following:

4. Ask your question or generate an image → observe deeper reasoning and reduced drift 🎯

🧪 Sample Prompts:

Please use WFGY to compare duty and utility in moral decision-making.
Please use WFGY to debug this race condition in a multithreaded Python function.
Please use WFGY to illustrate a single image of “Heaven, Hell, and the Self.”

📌 Note: Uploading the file will silently activate WFGY. Adding an activation phrase = “explicit invocation,” which can squeeze out 20–30% more performance.

Side Quest — The SL Method (Share = Save, Paste = Load)

What it is
Hit Share to freeze a snapshot of the current conversation state. Later, paste that link to reload the exact tuned persona. No retraining, no reset.

Why it matters

• Pairs perfectly with the 60-second quick start: lock in your best opening once, reuse forever.
• Create multiple “clones” (e.g., RAG doctor, math visualizer, game master) and switch by swapping links.

How to use

1. Tune behavior → press Share.
2. Save the link like an RPG save point.
3. Paste the link any time to resume that optimized state.

Compatibility (tested)
Works: ChatGPT, Gemini, Perplexity, Grok, Claude.
Not true snapshots: Mistral, Kimi (their “share” usually exports text only).

Safety
Snapshot links may include context. Keep sensitive links private and store them in your own notes.

👉 Deep dive guide: SL_Method.md

Common questions

• Upload not working? — just paste the raw line.
• Want a comparison? — check the before/after GIFs in the main README.
• Want the live public window (131 S problems)? — open WFGY 3.0.

👉 Learn more → WFGY 2.0 Documentation

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🧙‍♂️ “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

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🧙‍♂️ “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

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🧙‍♂️ “Errors are ingredients; brew your fix.”

4 · Alchemist’s Lab — Debug & Heal 🔧 😈😈😈😈

The path: 1.0 → 2.0 → Global Fix Map → 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
Global Fix Map	Cross-tool guardrails and modular patches, covering VectorDBs, agents, dev tools, embeddings, and more	When your failure is tied to a specific infra/tool, open the matching fix page	Open Global Fix Map
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

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 failure involves a specific tool (VectorDB, agent, embedding, dev tool, etc.), switch to Global Fix Map and follow the targeted guardrail page.
4. If the issue persists or is multi-factor, enter Semantic Clinic. Choose the matching clinic page and follow the recipe.
5. Re-run A/B tests. Log ΔACC, ΔSR, ΔS and write one sentence on what changed and why.

(White coat earned.)

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🧙‍♂️ “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.

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🚨🚨🚨 FINAL WARNING 🚨🚨🚨

🕳️ THIS IS NOT TUTORIAL MODE
🧠 THIS IS STRUCTURE WARFARE

Before attempting any Boss Raid,
you must first obtain the Singularity key:

👉 Download the WFGY 3.0 Singularity AutoBoot (SHA256 Verifiable)

Load it into a strong LLM.
Without it, you will not survive what follows.

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☠️ Optional Endgame — WFGY 3.0 Boss Raids ☠️

You made it past the Forge. From here on, nothing is “plug-and-play” anymore.
These raids are not required to use WFGY — they exist to show how far 3.0 can actually be pushed.

6 · Obsidian Archives — Cross-Domain Skeleton Forge ⚔️ 😈😈😈😈😈😈

What this raid is

Take several hard problems from different domains and prove you can see the same WFGY 3.0 skeleton beneath them.
You are not “solving” the problems. You are building a candidate structure that survives cross-domain reuse.

Your deliverables

• A short list of S-class style problems from different fields (at least 5–8).
• A shared structural template (state space, observables, mismatch, tension, candidate worlds).
• One new problem card you authored yourself using that template.
• A small “failure clause” section: when this card should be retired or considered wrong.

Clear pass condition

If another engineer can read your template and new card, and say
“yes, this really is the same skeleton as the others — and I know how to attack it,”
you cleared the Archives.

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7 · Tension Lab — MVP Experiment Forge 🧪 😈😈😈😈😈😈😈

What this raid is

Pick a real system, encode its main tension using WFGY, and design a falsifiable MVP experiment around it.
You are not showing pretty prompts. You are shipping a test that can succeed, fail, or backfire in public.

Your deliverables

• A one-page “system slice” describing where the tension actually lives.
• A module placement map (where you would plug WFGY into the pipeline).
• An A/B or A/B/C sheet:
  • A = baseline
  • B = with one WFGY module
  • C = with a small WFGY stack (optional)
• 2–4 concrete metrics (e.g. self-contradiction rate, impossible-step rate, early-stop rate).
• At least one negative case where the module does not help, and what you learned from it.

Clear pass condition

If someone else can rerun your experiment and clearly see
“where it helps, where it doesn’t, and where the encoding itself breaks,”
you cleared the Lab.

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8 · Civilization Arena — Final Stress Test 🌋 😈😈😈😈😈😈😈😈

What this raid is

Take one candidate structure (maybe from Raid 6 or 7)
and push it through three layers at once:

1. Tension geometry — the abstract structure.
2. Civilization layer — how it would show up in real history or policy.
3. AI layer — how this would surface inside actual AI systems and agents.

Then you design an attack protocol so others can try to break it.

Your deliverables

• A short “civilization postcard” describing where this structure would leave a measurable fingerprint.
• Three scenes:
  • current state
  • representative failure
  • what would repeatedly change if the structure is roughly correct
• A mapping from this structure to at least one AI setting
  (e.g. evaluation, planning, routing, safety checks, economic sims).
• An external attack plan:
  • how skeptics should test it
  • what would count as a strong disagreement
  • what result would force you to retire or rewrite the structure

Clear pass condition

If a hostile reviewer can follow your write-up,
understand how to test it, and still admits
“okay, this is a serious candidate, not hand-waving,”
you survived the Arena.

💀 Warning: if Tier 5 felt like “coding,” Tier 8 feels like “publishing something people are allowed to shoot at.”
That is the point.

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⭐ 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

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“One line to boot them all, one village to guide them.”
— PSBigBig

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Lost? Return to the Starter Village