Human oversight

AI-generated outputs require pharmacist review before any recommendation is documented or used.

Deterministic clinical logic

Structured data and rule-based checks reduce reliance on free-form reasoning where deterministic handling is more appropriate.

Explainability

Recommendations should be understandable, traceable, and grounded in patient-specific inputs.

Data confidence and uncertainty

The platform is being developed to recognize missing or ambiguous information rather than overstating certainty.

Version control

Clinical logic, prompts, and documentation standards should be auditable and updated in a controlled way.

Safety-first design

The architecture prioritizes conservative escalation, clinical appropriateness, and mandatory human validation.