The correct spelling for "phylosophty" is "philosophy". To avoid misspelling, one can use word mnemonic techniques like visualizing the word, breaking it down into syllables or creating an association with a similar word. Additionally, proofreading, using spell checkers and consulting dictionaries can help prevent such errors.