Your data never leaves the machine - and you can check my math

Building localscrub, a local-first PHI de-identification cascade, and

benchmarking it honestly against the standard baseline - on one consumer

laptop, with zero real patient data.

De-identifying clinical text today forces a bad trade. Cloud de-id APIs are