Can you be more specific about the cluster membership testing? Sure it is based on some "distance" calculation, but how do you avoid long chain problems inheren

Can you be more specific about the cluster membership testing? Sure it is based on some "distance" calculation, but how do you avoid long chain problems inherent to clustering algorithms? And to reiterate, do you need to know the number of clusters ahead of time?