MOOLLM 🐒🚉✨

Skills are programs. The LLM is eval(). Empathy is the interface.
— The Eval Incarnate Framework

The Sims meets LambdaMOO, running in Cursor (and other tools, with any model).

A filesystem-incarnated skill framework — a microworld OS for LLM agents.

• The filesystem is a place
• Directories are rooms
• Files are objects and state
• Names are activation vectors (K-lines)
• Skills are runnable programs — not just docs
• The LLM pivots text across Code / Data / Graphics via the Axis of Eval

If you only read one thing, read this:
📜 designs/eval/EVAL-INCARNATE-FRAMEWORK.md
…and then keep following links until your brain starts glowing. 🔮

---

⚡ Start Here

1) The framework hub (readable, index-y, linky)

📜 Eval Incarnate Framework

If you read only 3 sections:

• The Word — The thesis in one paragraph
• The Axis of Eval — Code, Data, Graphics unified
• CARD.yml: The Skill Interface — How skills advertise

2) Play the richest microworld

🎮 examples/adventure-4/ — pub, rooms, NPCs, incarnated characters, logs, images, proofs

3) 🎴 NEW: Amsterdam Fluxx Championship

🏆 skills/experiment/experiments/fluxx-chaos/ — 4 characters, 5 tournaments, 20+ games, 116+ turns, 464+ character-turns of emergent narrative gameplay. Up to 30 turns × 4 characters per LLM iteration — proving Speed of Light drive works even with complex changing rules and social dynamics! 24 generated cards, 32 AI-generated artworks, research-grade analysis.

4) Get moving fast

📖 QUICKSTART.md — "get playing in 2 minutes"

5) Browse the skill library

🧠 skills/ — ~80 skills, the building blocks
Start at: skills/README.md

6) Meet the giants

🏛️ Hall of MOOLLM Heroes — The people who made this possible

7) Meet the animals

🐾 Animal Sanctuary — Palm the monkey, Biscuit the dog, 8 terpene-named kittens, 8 puppies, Confetti Crawler the worm

---

🧠 90-Second Mental Model

MOOLLM is "eval() made real" — in the filesystem.

Incarnate skills aren't just prompts — they have:

• an interface (CARD.yml)
• instantiation (Eight Extensions)
• persistence (Three-Tier Persistence)
• delegation/inheritance (Glossary)
• semantic activation (K-lines)
• ethics framing (Ethical Framing Inheritance)

Same text, different stance:

• treat it as Data (schema, diff, validate)
• as Code (imperative behavior in comments)
• or as Graphics (render Markdown/Mermaid or generate images)

That's the Axis of Eval.

---

🧭 Guided Tours (Choose Your Adventure)

🛠️ Building Skills

1. The Word — The thesis
2. Axis of Eval — Code/Data/Graphics pivot
3. CARD.yml — Machine-readable interface
4. Eight Extensions — Beyond Anthropic Skills
5. Three-Tier Persistence — Ephemeral / Narrative / State

🗺️ Building Worlds (Rooms + Movement + Social Boundaries)

• Vehicles: Portable Rooms
• Home vs Location
• Boundary Types
• The Tardis Pattern
• The Guest Book Pattern

🧑‍⚖️ Ethics Focus (Real People, Tribute, Framing)

...