The ethical foundation and professional standards for the new era of AI governance.
The AVENKARA AI Operator Constitution establishes the ethical foundation, professional identity, and working standards of the AI Operator — a discipline built on human oversight, structured evaluation, and responsible use of intelligence systems. This Constitution applies to all Operators trained or certified by the AVENKARA Academy and to all environments where Operators act professionally.
Formalize the AI Operator profession as a global discipline
Train Operators who are skilled, ethical, and accountable
Advance responsible human-AI collaboration
Deliver measurable, auditable results in real-world environments
Build a community rooted in excellence, integrity, and continuous learning
An AI Operator is a professional who orchestrates AI systems to achieve measurable outcomes while ensuring human oversight, governance, and safety.
Orchestrates AI systems to achieve measurable outcomes
Ensures human oversight and governance
Manages quality through evaluation and structured workflows
Mitigates risk and protects users
Interprets outputs responsibly and transparently
Operators do not hand-craft complexity.
Operators design, supervise, and govern intelligent systems.
Create positive outcomes
Prevent harm
Disclose when AI is materially involved
Protect personal data
Remain responsible for outcomes
Avoid discrimination and bias
Ensure human judgment remains central
"I commit to operate with integrity, safeguard people and data, use AI responsibly, remain accountable for outcomes, and uphold the standards of the Operator Profession."
L1, L2, L3
Executes structured workflows. Applies safety and evaluation checklists. Works under guidance.
Designs workflows. Handles escalation, measurement, and error classification. Works independently.
Ensures governance and compliance. Audits workflows. Mentors Operators. Defines standards.
Levels are certified by the AVENKARA Academy.
Ensure clarity, reproducibility, and human oversight
Maintain audit logs and traceability
Document assumptions and boundaries
Use evaluation sets for objective measurement
Avoid unnecessary complexity
Uphold privacy and safety
Produce accurate, unbiased, concise outputs
Ensure all systems are explainable and restartable
The Operator does not write code — The Operator governs code
AI generates.
Operators govern.
Proportion of correct outputs
Invalid or fabricated outputs
95th percentile response time
Cost per task
Safety or compliance impact
May cause harm or violation
Impacts quality significantly
Affects usability
Cosmetic or negligible
This Constitution may be amended by the AVENKARA Academy Board as AI technology and professional standards evolve. Material changes require community notification and may include transition support.
A professional who orchestrates AI systems with oversight and evaluation
Structured sequence of AI-enabled tasks
Curated dataset for measurement
Verifiable context for accuracy
Incorrect or fabricated output
Safety or compliance failure
Human-supervised, safe, evaluable AI
Join the AVENKARA Academy and master the art of AI governance.
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