Because phones have device-specific code. Effectively, each single model is running its own fork of Android. Naturally, Google has no incentive to change this -

Because phones have device-specific code. Effectively, each single model is running its own fork of Android. Naturally, Google has no incentive to change this - it makes it difficult to update (planned obsolescence) and install other software (like GrapheneOS).