"Philosophy" is a commonly misspelled word, often written as "phillosiphy". To correct this mistake, one can remember the correct spelling by paying attention to the doubling "l" and "s". Alternatively, using spelling tools like grammar checkers or consulting a dictionary can provide accurate suggestions, aiding in avoiding this misspelling.