Going from "didn't know applicant very well but he has great potentials" to "omg he's amazing he worked for me 100 hours a week" aren't different pictures. They're just different points of view of the same person.
Different would be "very disruptive in class, barely earned a C-" to "invaluable in advancing this paper to being published in Nature".