Not all LEDs are created the same, but they have come a long way from their initial state.

Only if you want them to be! LEDs have come a long way from where they first started decades ago. There are various color temperatures to pick from, warm white all the way to blue. So, if you want the blue light, sure it can be blue, if you don’t than no it will not. You can even have Color Changing LEDs!