I have gone almost entirely to LED bulbs. I do seem to see more failure than should be expected from this technology but what can I expect from cheap costco LED bulbs? LEDs are very sensitive to heat and if they aren't regulated effectively or cooled well then their lifespan is going to shorten significantly.
LED's are basically a diode that emits photons.
When you exceed a certain forward voltage and can supply
sufficient current when the diode starts to conduct, you get light.
Once a Diode conducts it is essentially a "Short",
with a 0.3 to 0.6 volt drop.
In the DC world there is a resistor to limit the current
flowing thorough the LED or it will become a DED, Dark Emitting Diode.
For AC a capacitor is used as a current
limiting device and they toss in a current limiter for start up
as a capacitor initially looks like a short. ELI the ICE man.
An LED is a current device, regulate the current and you
regulate the brightness, because once you exceed the
forward voltage, it is ON.
Most the heat is caused by this regulation. Not the LED.