Legal, Ethical & Liability

IP, liability, transparency, ethical review, regulatory alignment.

• Intellectual property in agent outputs and training data.
• Liability when agents give incorrect or harmful advice or take actions.
• Transparency and explainability appropriate to context.
• Ethical review processes, especially for student-facing or high-stakes agents.
• Alignment with emerging regulations, standards, and higher-ed-specific guidance.