The Buddha's insight into no-self in the Anatta-lakkhana Sutta stemmed from direct meditative experience rather than philosophical speculation, occurring around 485 BCE when the 35-year-old Siddhartha attained enlightenment, with the full teaching of Anatta emerging five years later at Varanasi.