Hybrids aren't that complex. Unlike an ICE car which need a complex multispeed gearbox and throttling engine management, a hybrid (Toyota in particular) typically only runs the engine at 1 speed (the most efficient) and uses a powersplitter with 1 side that always drives a generator for charging, and the other is a clutch that links mechanical drive to the wheels at high speed and disconnects it at low speed. Some poorly engineered hybrids (mostly German companies) keep the full drivetrain of an ICE car then add an electric motor on top. But the leaders in hybrids - Toyota and BYD - don't do that.
The advantage of a hybrid over pure electric is they don't need a large battery with the requisite rare and difficult to process metals, keep the existing gas infrastructure instead of spending ~500k to 1M USD per site on complex power electronics for charging, and uses the high energy density of chemical fuels for a much longer range.
The advantage of a hybrid over a pure ICE car is that they don't need a complex gearbox, have some range that is purely electric relevant for everyday driving, and have 2-3x higher fuel efficiency.
Even a pure electric car has some theoretical 'miles per gallon' accounting for fossil fuel used in electricity production and mining.
Hybrids do have large batteries. Very expensive ones too. You won't believe the quote I got to replace the failed battery on my Toyota hybrid. I am pretty sure it uses rare minerals.
Also my experience in owning and driving a hybrid do not suggest the engine speed remains the same all the time. it will go up when needed.
Hybrids also use something on the brakes, but I guess EVs do have this too, which is used to turn back the energy from braking back to t electricity which allows the car to conserve more energy.