The correct spelling for "gyspsy" is actually "gypsy". Suggestions to avoid misspelling include sounding out the word phonetically, recognizing that the letter "p" does not appear in the word, treating it as a homonym for "gipsy" or simply double-checking the correct spelling in a dictionary or reliable source.