web-world-models
Bridge deterministic web code and generative LLMs via hybrid world models. State and physics defined by TypeScript code, LLMs generate narrative/aesthetics on top. Uses typed interfaces, deterministic
SKILL.mdskills/skillxiv-v0.0.2-claude-opus-4.6/web-world-models/SKILL.md
GitHubOverview
Web World Models combine structured code for invariant state with LLM-driven narrative generation.
Core Technique
Two-Layer Architecture:
# Physics layer (deterministic code)
class Physics:
inventories: dict # Code enforces consistency
coordinates: XYZ
# Imagination layer (LLM-driven)
class Narrative:
descriptions = llm.generate(physics_state)
dialogue = llm.generate(context)
References
- Physics layer as TypeScript code
- Imagination layer for aesthetics
- Deterministic hashing for consistency