The correct spelling for "brwnie" is "brownie". To avoid misspelling, one can rely on auto-correct features or use online dictionaries. Additionally, proofreading after writing can help spot and rectify such errors. Familiarizing oneself with common spelling mistakes also aids in preventing repeated typos like "brwnie".