Sometimes the LED will turn brown when it is overdriven, and there is no recovery from that. If the LED is still yellow, it is probably just the driver.
You can sniff the driver and LED separately. Not foolproof, but if you smell burnt electronics on the driver board, that's a darned good indicator that you need a new driver.
Still sounds like the driver is shot. Some blown drivers bypass and go into DD and others simply don’t pass enough power and light the LED dimly. Do the direct to LED pads battery test and see if it runs bright or not.
Hey it happens, I have cooked a couple this is how we learn be thankful these are budget lights and not mega expensive. Burnt emitters usually don't light at all. Pack it up and mail it to me and I will fix it for you.