Solved diagnosis case data is stored by utilizing a redundant discrimination net as a dynamic memory. The stored diagnosis case data is incorporated to form scientific descriptions within a medical knowledge base and heuristics within an empirical knowledge base. Diagnosis hypotheses are generated using an initial symptom description, the dynamic memory, and the medical knowledge base. The initial symptom description is received from an end user. A subset of the diagnosis hypotheses is created to form one or more solution cases. The one or more solution cases are presented to a subject matter expert. A diagnosis success or a diagnosis failure identifying, based on a response received from the subject matter expert, to form an assessed solution case. An assessed solution case is converted into experiences. The experiences are inputted into the dynamic memory. Data containing the assessed solution case is transmitted to a medical artificial intelligence analytics application.