Solar calculators can run off ambient lighting and BLE is very efficient so you’ll get months of runtime from a few hours in the sun, and most people leave their house (or refrain from using the PC in the daytime) at least that much.
I wonder if the “battery lasts 10 years” claim refers to a single charge or its chemical lifetime, either is possible with BLE and the form factor.