In this paper we focus only on the streaming shallow processing part of the SUMMA project (the dark block in Fig.1 ), where the recently developed neural machine translation techniques (Sutskerev, <cite>Vinyals & Le, 2014</cite>; Bahdanau, Cho & Bengio, 2014) enable radically new end-to-end approach to machine translation and clustering of the incoming news stories.