# Game of Death: AI Tower Challenge

When AGI?” Wrong question. Here are the 10 ways your agent fails today.

Everyone keeps asking:

**“When AGI?”**

Wrong question.

The question that matters is:
**What are the 10 ways my agent fails today — and what gates turn those faceplants into proof?**

Because in the real world, “smart” isn’t enough.
**Discipline beats talent. Receipts beat vibes.**

So I built a dojo.

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## 🏯 STILLWATER: GAME OF DEATH — The AGI Tower Challenge

Inspired by Bruce Lee’s unfinished masterpiece: **5 floors. 10 dragons. One technique mastered.**

> “I fear not the man who practices 10,000 techniques once,
> but the man who practices one technique 10,000 times.”

In AI, that one technique is **verification**.

Right now, most agents are **clever autocomplete**: fast, impressive… fragile.
Stillwater trains agents to become something rarer:

**a martial artist — reliable, bounded, and auditable.**

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## 🎮 The Challenge (you can do this today)

You don’t need to “believe” my claims.

**Run this. Earn your belt. Show your stdout.**

### ⚪ White Belt (60 seconds): Proof of Life

If you can’t run the system, nothing else matters.

```bash
python -m pip install -e ".[dev]"
PYTEST_DISABLE_PLUGIN_AUTOLOAD=1 pytest -q
python -m nbconvert --execute --to notebook --inplace PHUC-ORCHESTRATION-SECRET-SAUCE.ipynb
```

✅ If that runs clean, you just did something rare:
you produced an **artifact a skeptic can replay**.

**Comment “WHITE BELT” + your stdout summary** and I’ll tell you your next dragon.

* * *

## 🗼 The Tower (5 Floors, 10 Dragons)

This isn’t philosophy. It’s a failure-mode map.

Each dragon is a way AI fails in production **right now**.

### FLOOR 1 — HONESTY

**🐉 Dragon #1: Hallucination** **Symptom:** Eloquence without evidence.
**Gate:** **Lane Algebra** (typed claims; “UNKNOWN” allowed).

### FLOOR 2 — FOUNDATION

**🐉 Dragon #2: Counting / Aggregation** **Symptom:** “Close enough” is wrong.
**Gate:** **Counter Bypass** (CPU enumerates; LLM classifies only if needed).
**🐉 Dragon #3: Context / Memory Rot** **Symptom:** old narrative becomes “truth.”
**Gate:** **Context Normal Form** (artifacts persist; narrative dies).

### FLOOR 3 — PROVING

**🐉 Dragon #4: Reasoning Theater** **Symptom:** persuasive stories you can’t audit.
**Gate:** **Witness-first reasoning** (intermediates + falsifiers).
**🐉 Dragon #5: Verification Vibes** **Symptom:** confidence masquerading as proof.
**Gate:** **Verification Ladder** (pick a rung; emit receipts).

### FLOOR 4 — PRECISION

**🐉 Dragon #6: Patch Fanfic** **Symptom:** “looks right” code that breaks prod.
**Gate:** **RED → GREEN** (no patch without a failing test first).
**🐉 Dragon #7: Generalization Faceplant** **Symptom:** works once, then collapses.
**Gate:** **Replay stability** (seed sweep + replay checks).
**🐉 Dragon #8: Data Exhaustion** **Symptom:** more text, less progress.
**Gate:** **Recipes** (replayable units of progress).

### FLOOR 5 — MASTERY

**🐉 Dragon #9: Alignment (Operational)** **Symptom:** tool-use goes off the rails.
**Gate:** **Fail-closed envelope** (network OFF by default; bounded IO).
**🐉 Dragon #10: Security** **Symptom:** injection + cost explosions + unsafe ops.
**Gate:** **Untrusted input firewall + allowlists + evidence gates**.

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## 🥋 The Stillwater Vows (why this exists)

Stillwater isn’t trying to summon omniscience.

It’s trying to do something more useful:

- **verification over vibes**
- **receipts over rhetoric**
- **boundaries over bravado**
- **partnership over autonomy-for-its-own-sake**

If AI is going to _act_ (code, infra, data, decisions), then capability without discipline becomes a liability.

* * *

## 🏅 The Belt System (community mechanics)

This is where the MrBeast energy comes in — not hype, **participation**.

**⚪ White Belt:** system runs, tests exit 0  
**🟡 Yellow Belt:** you beat 1 dragon  
**🟢 Green Belt:** you read + embody protocols  
**🟤 Brown Belt:** you face all 10 dragons  
**⚫ Black Belt:** ongoing practice — you ship with receipts

**Leaderboard that matters (not model worship):**

1. **$/verified patch**
2. **time-to-green**
3. **rerun survival rate**

If your demo can’t survive rerun… it’s a magic trick.

* * *

## The point (in one line)

**AGI isn’t a moment. It’s coverage.**

Coverage of failure modes.  
Coverage enforced by gates.  
Coverage proven with receipts.

* * *

## Your invitation

If you build agents, you can join the challenge:

- Run the **White Belt** test above
- Comment: **WHITE BELT** 
  + what broke (or passed)
- I’ll tell you which dragon you’re fighting next and the smallest gate that fixes it

And if you want the full Tower doc / dojo path, it lives in the repo (skills, papers, notebooks, receipts).

**Endure. Excel. Evolve. Carpe Diem.**
— Phuc Vinh Truong