Pyrana treats distinction between validated facts and recommendations as a platform primitive by typing knowledge as fact, derived, or assumption with confidence and by separating cited facts from reasoning in outputs.

A platform primitive: knowledge is typed (fact vs. derived vs. assumption) with confidence;

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

outputs separate cited facts from reasoning

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

Recommendations clearly distinguishable from validated facts

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf