ai-forge-judge
Installation
SKILL.md
AI Forge Judge
Evaluate any LLM-consumed prompt against quality standards, focused on knowledge delta, instruction clarity, and practical usability.
Core Philosophy
Good Prompt = Expert-only Knowledge − What Claude Already Knows
Restating defaults is token waste.
Three Types of Knowledge
| Type | Definition | Treatment |
|---|---|---|
| Expert | Claude genuinely doesn't know this | Must keep — this is the value |
| Activation | Claude knows but may not think of | Keep if brief — serves as reminder |
| Redundant | Claude definitely knows this | Delete — wastes tokens |