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WaveletWorldModel

by Krishna Aditya · GitHub ↗ · v1.0.0
cross-platform ✓ Security Clean
316
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Install in OpenClaw
/install wavelet-worldmodel-skill
Description
Generates a world model representation from state inputs using discrete wavelet transforms (DWT) to capture multi-resolution temporal and spatial features.
Usage Guidance
The skill appears coherent and limited to computing wavelet-based compressed state vectors. Before installing: (1) verify the skill's provenance (source is listed as unknown and there's no homepage), (2) run the included Python script in an isolated/sandbox environment (or a virtualenv) and install dependencies from trusted registries (pip install numpy PyWavelets) with pinned versions, (3) inspect the code yourself (it's short and readable) and confirm you will not feed it sensitive secrets or personally identifiable data, and (4) if you plan to integrate this into an automated agent, ensure inputs are validated and that dependency installation is controlled. If you need higher assurance, ask the publisher for a source repository or signed release artifacts.
Capability Analysis
Type: OpenClaw Skill Name: wavelet-worldmodel-skill Version: 1.0.0 The skill bundle is benign. All files (metadata, skill instructions, Python script, and README) align with the stated purpose of generating a world model using discrete wavelet transforms. The Python script uses standard scientific computing libraries (`numpy`, `pywt`), performs no file system access beyond dependency loading, no network calls, and no execution of external commands. There are no signs of data exfiltration, malicious execution, persistence, or prompt injection attempts in the markdown files.
Capability Assessment
Purpose & Capability
Name/description match the included Python implementation (DWT via PyWavelets) and expected inputs/outputs. No unrelated credentials, binaries, or config paths are requested.
Instruction Scope
SKILL.md and the included script confine operations to ingesting state vectors and performing wavelet transforms. There are no instructions to read arbitrary files, scan system state, or transmit data externally.
Install Mechanism
This is an instruction-only skill with an included Python script and no install spec. The script depends on PyWavelets and numpy but does not declare or install them; missing dependency handling simply prints an error and exits. Lack of a declared install step and unpinned dependency references is a functional/integrity concern (not an active exploit) — you should install dependencies in a controlled environment.
Credentials
No environment variables, credentials, or config paths are requested or used. The skill operates on in-memory data only.
Persistence & Privilege
Skill is not force-included (always: false) and does not attempt to modify other skills or agent settings. It has normal autonomous invocation capability, which is expected.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install wavelet-worldmodel-skill
  3. After installation, invoke the skill by name or use /wavelet-worldmodel-skill
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of wavelet-world-model skill. - Introduces world model representation using discrete wavelet transforms (DWT) - Captures both high-frequency details and low-frequency components for robust state encoding - Designed for efficient processing of high-dimensional sequential state data - Provides a `wavelet-model` command for initializing and processing state inputs
Metadata
Slug wavelet-worldmodel-skill
Version 1.0.0
License
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is WaveletWorldModel?

Generates a world model representation from state inputs using discrete wavelet transforms (DWT) to capture multi-resolution temporal and spatial features. It is an AI Agent Skill for Claude Code / OpenClaw, with 316 downloads so far.

How do I install WaveletWorldModel?

Run "/install wavelet-worldmodel-skill" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is WaveletWorldModel free?

Yes, WaveletWorldModel is completely free (open-source). You can download, install and use it at no cost.

Which platforms does WaveletWorldModel support?

WaveletWorldModel is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created WaveletWorldModel?

It is built and maintained by Krishna Aditya (@aadipapp); the current version is v1.0.0.

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