The correct spelling for "penicilluim" is "Penicillium". This common misspelling often occurs due to the confusion surrounding the double "i" and "l" in the word. To avoid such errors, it is recommended to double-check the correct spelling or use auto-correct tools while writing to ensure accurate representation.