That's true, but also the problem: the same thing eventually happened with the Samurai, and knights varied by region, with some Spanish knights being administrators involved with commerce, where French knights would be explicitly banned from such a thing.

The only thing really in common is the expectation that such a class will provide something of value to a war when needed, and that they're supposed to be able to fight, even if they really can't.