Human-Enforced
AI Reliability
HE-AIR™.
"Reliability is not a property of code; it is a function of the human framework surrounding it."
standards
The Industry Crisis
The case for Human in "Real" Control
With AI systems displaying self-preservation, power-seeking, deception, and strategic manipulation behaviors arising from representations embedded in opaque neural networks with billions of unverifiable parameters, reliability cannot be expected of the machine itself. It must be enforced through human-controlled oversight mechanisms.
The HE-AIR™ Framework
Human-Enforced-AI-Reliability (HE-AIR™): The three pillars of the global standard.
Governance & Accountability
Establishing the HE-AIR™-Human-Enforced AI Reliability. Defining fiduciary duty, risk ceilings, and the role of the AI Reliability Risk Officer (AIR™-Officer).
Assurance & Validation
Mandating continuous scrutiny. Implementing post-market monitoring and independent forensic verification by AI Reliability Lead Auditors (AIR™-Auditor (lead)).
Technical Safety Architecture
Ensuring robust design. Architecting "Air Gapped" environments, kill switches, and deterministic guardrails implemented by AI Reliability Architects (AIR™-Architect).
AI Reliability (AIR™) Enforcement Professionals
Elite specialists that ensure the next decade of AI Reliability assurance at the service of humanity. AI Reliability (AIR™) Enforcement capabilities extend from tactical front-line defense skills right to enterprise-wide fiduciary accountability for AI reliability.
Is Your AI Production-Ready?
Test it against the official AI Reliability Checklist (AIR™-Checklist v1.3). Used by engineering teams to audit "AI Reliability" risks and security vulnerabilities.
Test it Now →Test - Benchmark -Monitor post-production drift.
Secure 256-bit encrypted. Unsubscribe anytime.