What does it mean by saying "we want $ Lambda $ to be $ tilde {O} (1) $ based on $ M $"?

What does it mean by saying "we want $ Lambda $ be $ tilde {O} (1) $ as a function of $ M $"(it appears at the top of page 12 of this document)