For federal tax purposes, how long should a sole proprietor keep records on a machine used $100\%$ for business?

They should keep the records until:

Three years after the machine is purchased.

Three years after the machine is disposed of in a taxable disposition.

Five years after the machine is placed into service.

The period of limitations expires for the year in which the final taxable disposition occurs.