RESPONSIBLE AI

Autonomy should increase only when evidence and controls increase.

NOEPRAX separates recommendation, drafting, reversible automation and high-impact actions instead of treating every AI task as equally safe.

L1
◎

Recommend

AI can analyze and suggest. A person decides.

LOW RISK
L2
◇

Draft

AI prepares content or actions for review.

REVIEW
L3
↗

Safe auto

Only reversible, bounded actions with monitoring.

LIMITED AUTONOMY
L4
◉

Approval gate

Sensitive or consequential actions require explicit human approval.

HIGHER RISK
L5
×

Forbidden

Actions outside policy or legal/safety boundaries are blocked.

NO EXECUTION
MODEL POLICY

Cost-first, quality-gated

Cheaper models handle suitable work; stronger models are escalation paths, not defaults. Paid inference belongs to paid entitlements.

MEMORY POLICY

Retrieve only what is needed

Long raw histories should not be sent to every model call. Structured memory and relevant retrieval reduce exposure and token cost.

EVALUATION

Measure task success

Model quality is judged by successful outcomes, tool success, policy compliance, latency and cost — not by model brand alone.