The assignment describes a parity-based encoding machine that accepts binary messages. The machine starts in an initial state and transitions based on the parity of each bit in the message. The parity determines whether to move to states 1, 2, 3, or 4, which then determine the next state transition. The final state is accepting if the machine reaches it, indicating that the encoded message is valid.