# Wavelet World Model

> Generates a world model representation from state inputs using discrete wavelet transforms (DWT) to capture multi-resolution temporal and spatial features.

- Skill: `modbender/wavelet-world-model` (Agent Skill, multi-file: 3 files)
- Install (CLI): `npx skillmds add modbender/wavelet-world-model`
- Raw SKILL.md: https://api.skillmd.com/api/skills/modbender/wavelet-world-model/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- License: MIT
- Author: modbender (https://skillmd.com/u/modbender)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/modbender/wavelet-world-model

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# Wavelet World Model Skill

This skill allows your OpenClaw agent to transform high-dimensional sequential state data into a compact world model representation using Wavelet Transforms.

It leverages multi-resolution analysis to efficiently encode BOTH high-frequency details (rapid changes) and low-frequency components (long-term dependencies), making it highly effective for robotic control, continuous state tracking, and predicting complex environments.

## Commands

- `wavelet-model`: standardized command to initialize the wavelet world model and process state inputs.