Started about a month ago, slowly getting worse. Beeps as often as every 4 minutes to sometimes staying quiet for hours. I've traced it to the event logs, where every time it plays the sound, I see three System events:
"The start type of the Touch Keyboard and Handwriting Panel Service service...