PBE Extractor

What This Skill Does

The PBE (Principle-Based Extractor) is a sophisticated semantic analysis tool designed for OpenClaw. It functions by identifying invariant principles within provided text—the core logical pillars that withstand rephrasing. Unlike standard summarization tools that focus on brevity, the PBE Extractor prioritizes structural integrity and conceptual density. It employs a methodology called Principle-Based Distillation (PBD), which treats compression as a test of true comprehension. By systematically applying a rephrasing test, the skill filters out accidental complexity, leaving only the essential axioms of your source material.

Installation

To integrate this skill into your agent, execute the following command in your OpenClaw terminal:

clawhub install openclaw/skills/skills/leegitw/pbe-extractor

This adds the module to your local library, enabling immediate analysis of any text passed to the agent.

Use Cases

• Documentation Review: Distill massive technical documents into a set of actionable, invariant rules for engineering teams.
• Philosophy & Strategy: Break down complex manifestos or strategic documents into their foundational, non-negotiable principles.
• Learning & Research: Transform long-form articles into core takeaways that can be easily memorized or applied in different contexts.
• Code Review/Analysis: Extract the architectural philosophy behind specific code comments or project READMEs to understand the 'why' behind the 'how'.

Example Prompts

1. "I am pasting a 1,000-word article on software architecture patterns. Please use the PBE Extractor to distill this into its core invariant principles."
2. "Extract the invariant principles from these meeting notes. Focus on the project methodology rather than the status updates."
3. "Compress this documentation into its essential rules so I can quickly brief a new contributor, making sure to preserve the exact logic of the original."

Tips & Limitations

• Data Density: This skill performs optimally with at least 200 words of source text. Very short snippets lack the context required for robust pattern matching.
• N=1 Warning: Remember that principles extracted from a single source are candidates, not validated truths. Cross-reference them with other materials to reach higher confidence levels.
• Review Required: While the tool is precise, high compression can inadvertently sacrifice nuance. Always perform a quick sanity check to ensure the rephrased output matches your original intent.
• No External Calls: This skill processes data entirely within your local agent instance, ensuring your private content remains secure.