AI Use & Human Oversight

Research support, summarization, workflow decomposition, prompt design, knowledge-base structure, quality checks and review loops.

MARPA systems are built from expert workflows, task boundaries, data inputs, outputs and feedback mechanisms.

Important judgments remain subject to human review.

AI output is treated as working material, not final fact or final professional advice.

Recruiting, medical, legal, tax, compliance and cross-border data workflows require stronger review.

MARPA scores may support discussion and triage but do not directly decide hiring, rejection, pay or promotion.

Local employment and automated decision rules should be reviewed before deployment.

AI support does not provide medical diagnosis, treatment advice, regulatory approval conclusions or clinical research opinions.

Patient recruitment, clinical research and medical content require review by the client and appropriate professional teams.