Recommend
AI can analyze and suggest. A person decides.
LOW RISKNOEPRAX separates recommendation, drafting, reversible automation and high-impact actions instead of treating every AI task as equally safe.
AI can analyze and suggest. A person decides.
LOW RISKAI prepares content or actions for review.
REVIEWOnly reversible, bounded actions with monitoring.
LIMITED AUTONOMYSensitive or consequential actions require explicit human approval.
HIGHER RISKActions outside policy or legal/safety boundaries are blocked.
NO EXECUTIONCheaper models handle suitable work; stronger models are escalation paths, not defaults. Paid inference belongs to paid entitlements.
Long raw histories should not be sent to every model call. Structured memory and relevant retrieval reduce exposure and token cost.
Model quality is judged by successful outcomes, tool success, policy compliance, latency and cost — not by model brand alone.