governance-audit-practice

Detect semantic drift and inventory governance debt in governance constraints.

44|6|Updated Mar 30, 2026
One-click install
npx skills add https://github.com/Habitat-Thinking/ai-literacy-superpowers --skill governance-audit-practice
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Skill: governance-audit-practice
Source: https://github.com/Habitat-Thinking/ai-literacy-superpowers/tree/main/ai-literacy-superpowers/skills/governance-audit-practice
Command: npx skills add https://github.com/Habitat-Thinking/ai-literacy-superpowers --skill governance-audit-practice

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Governance Audit Practice provides a structured methodology for evaluating governance constraints to ensure language and reality align, detect semantic drift, and surface governance debt.

Core Features & Use Cases

  • Detect semantic drift in governance constraints and provide actionable guidance for frame alignment.
  • Inventory governance debt with scoring and prioritized remediation signals.
  • Support three-frame alignment checks among engineering, compliance, and AI system interpretations, guiding governance-auditor workflows.

Quick Start

Run a governance audit to detect semantic drift, inventory governance debt, and assess three-frame alignment.

Frequently Asked Questions about governance-audit-practice

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is semantic drift in governance constraints and how does an audit detect it?

Semantic drift occurs when governance language and operational reality diverge. A governance audit detects this by examining constraints to identify drift stages, score governance debt, and map evidence for structured reporting.

How do I inventory governance debt and prioritize remediation during a quarterly audit?

To inventory governance debt during a quarterly audit, you examine governance constraints to apply debt scoring and generate prioritized remediation signals. This process surfaces accumulated drift and frame misalignment for actionable resolution.

What is three-frame alignment and how do I assess it for engineering, compliance, and AI systems?

Three-frame alignment checks consistency among engineering, compliance, and AI system interpretations of governance constraints. You assess it by examining constraints during audits to detect misalignment and guide frame alignment corrections.

When should I run a governance audit for semantic drift and policy changes?

You should run a governance audit during quarterly review cycles, immediately after substantive changes to policy or code, or whenever drift risk is suspected. This ensures language and reality remain aligned across frames.

Can I use this governance audit methodology without prior compliance framework experience?

The governance audit methodology requires understanding of compliance constraints and risk-management principles to effectively detect semantic drift, score governance debt, and assess three-frame alignment. It guides the auditor workflow through structured audit reporting.

What are the limitations of governance debt scoring for frame alignment checks?

Governance debt scoring and frame alignment checks are limited to evaluating existing governance constraints and their interpretations. They do not automatically resolve drift but provide prioritized remediation signals and evidence mapping for structured audit reporting.