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

_In the future, please be more careful_ and _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._