An intelligent routing and 4D vector compression tool designed to optimize token usage by 60-80% while preserving 97% semantic meaning.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install uptef-4d-compression-smart-router
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install uptef-4d-compression-smart-router using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is UPTEF 4D Compression + Smart Router?
UPTEF 4D Compression + Smart Router is a high-performance utility designed for developers looking to maximize the efficiency of their LLM interactions. As a core component of the Openclaw Skills ecosystem, it utilizes an advanced four-dimensional vector mapping system—Space, Energy, Information, and Time—to condense input text without losing critical context. By implementing a rule-based Smart Router, the skill automatically identifies text types (dialogue, data, or theory) and applies the most suitable compression version (A, B, or C) to ensure optimal results.
This skill is particularly valuable for managing large-scale AI workflows where context window limits and token costs are significant constraints. Unlike simple summarizers, this tool leverages the UPTEF framework to perform S-E-I-T classification and redundancy purging, resulting in high-density outputs that remain 96-98% semantically accurate. It provides a professional-grade solution for anyone looking to integrate more intelligence into their local agent workflows via Openclaw Skills.
UPTEF 4D Compression + Smart Router Use Cases
- Reducing operational costs for high-volume conversational AI agents by compressing historical chat logs.
- Managing large context windows by condensing technical manuals, research papers, and documentation into high-density summaries.
- Extracting and vectorizing core insights from bulky EPUB or PDF files for immediate AI analysis.
- Optimizing batch processing tasks where multiple dialogue records need to be stored or transmitted efficiently.
How UPTEF 4D Compression + Smart Router Works
- The Extreme Sniffer performs a zero-token pre-analysis of the input text to identify length and specific keyword patterns.
- The Dynamic Routing Gateway classifies the content into conversational, structural, or theoretical categories.
- Content is mapped across 4D dimensions: Space (S) for structure, Energy (E) for value, Information (I) for core data, and Time (T) for sequence.
- A weight-based calculation determines the priority of each information node, allowing for the intelligent purging of redundant data.
- The skill generates a dual-format output including a simplified Markdown summary for human reading and a detailed JSON vector report for machine processing.
UPTEF 4D Compression + Smart Router Setup
To get started with this skill, ensure you have the necessary system dependencies installed before using the CLI.
# Requirement: jq and awk must be available in your environment
# Install the skill via ClAWHub
clawhub install uptef-4d-compression-smart-router
# Basic usage for intelligent routing
/compress [your_text_or_file_path]
# Fast 4D compression shortcut
/4d [text]
UPTEF 4D Compression + Smart Router Data Schema & Taxonomy
The skill organizes its output into a structured format to ensure clarity for both humans and AI agents. It utilizes the following taxonomy:
| Dimension | Description | Metadata Captured |
|---|---|---|
| Space (S) | Content Boundaries | Structural key points and scope |
| Energy (E) | Value Weighting | Semantic priority scores (1.0 to 3.0) |
| Information (I) | Core Vectors | Central themes and essential data points |
| Time (T) | Sequential Flow | Chronological or logical step progression |
For document processing, it generates a directory structure containing the original text, a compressed 4D version, and a machine-readable JSON vector file.
UPTEF 4D Compression + Smart Router Advanced Features
- Smart Router v1.2: Rule-based classification logic that makes routing decisions in less than 1ms with zero token overhead.
- Multi-Format Support: Native parsing for .epub, .pdf (via pdftotext), .md, and .txt files.
- Batch Compression: Use the
--batchflag to process multiple historical dialogues or files simultaneously, providing a total cost-saving report. - Quality Shield Protection: An automated validation step that prevents the output of compressed text if the semantic retention score drops below 70%.
- Localized Feedback System: Intelligent detection of user language (Chinese/English) to provide translated status badges and temperature feedback.
- Full Integration: Works seamlessly with other Openclaw Skills like Token Water Meter and Evolution Logger for comprehensive workflow monitoring.
SKILL.md
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