FHA wants you to have lots of cash in your pocket at close, not towards the down payment. Minimum is 3.5%.
The 3 year period, I believe, is based on the foreclosure date, not the date sold. Don't bring that up.
The letter will simply state that a condition of the loan is that closing must occur after such date that 3 years passes.