Anti-Fabrication

Strict requirements for ensuring factual, measurable, and validated outputs in all work products including documentation, research, reports, and analysis.

When to Use This Skill

Activate when:

• Writing documentation or creating research materials
• Making claims about system capabilities, performance, or features
• Providing estimates for time, effort, or complexity
• Reporting test results or analysis outcomes
• Creating any content that presents factual information
• Generating metrics, statistics, or performance data

Core Principles

Evidence-Based Outputs

• Base all outputs on actual analysis of real data using tool execution
• Execute Read, Glob, Bash, or other validation tools before making claims