audit

Detect drift, gaps, and stale items in AI governance workflows.

1|Updated Jan 14, 2026

Search Tags:#audit #governance #drift #health-check #gaps #observations #stale

Ready to run

npx skills add https://github.com/Rwb3n/haios --skill audit-rwb3n

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: audit
Source: https://github.com/Rwb3n/haios/tree/main/.claude/skills/audit
Command: npx skills add https://github.com/Rwb3n/haios --skill audit-rwb3n

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps teams maintain AI governance by identifying drift, gaps, and stale items in workflows, ensuring alignment across memory, plans, and observations.

Core Features & Use Cases

Automated health checks: Run pre-session health reviews and post-milestone audits to verify state.
Drift and gap detection: Detect mismatches between intended and actual actions, plans, or observations.
Remediation guidance: Provide actionable steps to close gaps and resolve stale items.

Quick Start

Run the audit commands before starting a session or after milestones to verify system integrity. For example: just audit-sync just audit-gaps just audit-stale just scan-observations

Frequently Asked Questions about audit

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

FAQPage Schema

How do I detect drift and gaps in AI governance workflows?▼

To detect drift and gaps in AI governance workflows, run deterministic checks like audit-sync and audit-gaps to identify mismatches between intended actions and actual observations, surfacing actionable remediation recommendations.

What is an AI governance health check and when should I run one?▼

An AI governance health check verifies alignment across work items, plans, and observations. Run these audits before starting a session, after milestones, or during ongoing operations to detect drift and stale items.

How do I find and remediate stale items in my AI workflow?▼

To find stale items in your AI workflow, execute the audit-stale command to scan for outdated entries. The audit then surfaces actionable remediation steps to resolve these stale items and restore alignment.

Can I automate pre-session and post-milestone workflow audits?▼

Yes, you can automate pre-session and post-milestone workflow audits by executing deterministic commands like just audit-sync and scan-observations to verify system integrity and ensure continuous alignment across memory and plans.

What is the best way to scan observations for AI alignment issues?▼

The best way to scan observations for AI alignment issues is using the scan-observations command, which reviews logged observations against current plans to detect mismatches and provide actionable remediation guidance.