A glass box replacement for Android's adaptive brightness. You taught Android your brightness preferences and it is still wrong. Tideo replaces the opaque on device machine learning with deterministic, inspectable math, a tunable lux to brightness curve you can see and shape, smooth animated transitions, circadian (time of day) scaling, per context overrides and an optional privileged super dimming mode that allows the screen to go below the system minimum.