The latest internal check
The current training-classification check covers 60 scenarios and 373 output and consistency checks. All passed in the recorded local run. This is a focused internal software check, not a claim that the complete product has been independently validated.
What we look for
We review behavior with limited history, changing training context and conflicting information. We also check that results are repeatable and that reading a recommendation does not alter its input record.
What passing does not establish
These checks do not demonstrate clinical validity, better fitness outcomes or superiority to another app. Real-world product evaluation and independent outcome evidence answer different questions.