Reset auto increment for a table in MySQL

ALTER TABLE theTableInQuestion AUTO_INCREMENT=1234

That was easy. Someone posted the command in the comments for the Using Auto Increment page in the MySQL manual. I often find that the comments are more helpful than the manual.