The difference is only in whether "future" is a noun or an adjective.

"`In the future, please be more careful`" or "`Please be more careful in the future`" both use "future" as a noun.

"`In future activities, please be more careful`" uses "future" to modify the noun "activities."  

To my knowledge is it not correct to say "in future" in the place of "in the future."