Non-decision-making AI governance with internal audit and stop conditions

Source: Dev.to

Core principles

• human sovereignty
• non-decision invariants
• explicit stop conditions
• internal auditability
• structural traceability

This is not a scientific metric or a benchmark. It’s a living operational system designed to prevent cognitive, institutional, and interpretative drift, while remaining compatible with existing normative frameworks.

Use cases

• governance
• audit
• compliance
• independent research

Explicit exclusions

• medical decision‑making
• normative automation
• direct clinical use

DOI: