LEDs have a limited life, and phosphor-based ones it seems more so. Plenty of articles in the solid-state journals about the mechanisms if you're interested, but I don't think there are any easy solutions. Plus they drive them hard in cheap stuff and high temperature/current means shorter life.
Best regards, Spehro Pefhany