world-model-principles-scorecard

Official

World-model health scorecard.

Authorm2ai-portfolio
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This scorecard helps teams quickly quantify whether a system's world model is improving in fidelity and usefulness or drifting toward stale or contradictory knowledge.

Core Features & Use Cases

  • Five-principle evaluation framework: signal fidelity, earned structure, outcome encoding, organizational resistance, and accumulated reality.
  • Generates a structured 25-point scorecard with per-principle evidence, gaps, risk, and concrete improvement steps.
  • Useful for auditing knowledge bases, persistent memory, decision pipelines, and agent platforms to monitor long-term reliability and alignment.

Quick Start

Run a world-model-principles-scorecard assessment on your agent system to generate a five-principle health scorecard.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: world-model-principles-scorecard
Download link: https://github.com/m2ai-portfolio/m2ai-skills-pack/archive/main.zip#world-model-principles-scorecard

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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