How to get the latest tweets of a group of people with Twitter REST API

This seems like a easy or at least common task of twitter right? Well...I thought so, but it gave me a headache for half an hour. I first tried to use the twitter search API (I recommend you using this API Tester for testing the api from twitter itse...