The 8086 stack organization is a last in first out (LIFO) memory structure used for temporary data storage, particularly for return addresses in subroutines and interrupts. The stack is manipulated using the push and pop instructions, which interact with the stack segment (SS) and stack pointer (SP) registers to store and retrieve word-wide data. Proper use of push and pop is crucial to maintain stack integrity and prevent corruption.