Troubleshooting
When the slave stops/dies/etc.
Check the MySQL error log
Run SHOW SLAVE STATUS
Notice the query that is stuck
Maybe skip the current query and move on?
SET GLOBAL SQL_SLAVE_SKIP_COUNTER = 1
Did all the slaves have the same problem, or
just this one?