At-most-once delivery in Kafka means messages are sent and processed zero or one time. The producer sends messages without retries. The consumer polls, commits offset before processing. If the consumer crashes after commit before processing, the message is lost and not re-delivered. This avoids duplicates but risks losing messages. The execution table shows each step from sending to the crash scenario. Variable tracking shows message state and offset commit status. Key moments clarify why messages can be lost and why duplicates do not occur. The quiz tests understanding of crash timing, offset commit state, and retry effects. This delivery mode is fast but less reliable, suitable when losing some messages is acceptable.