We demonstrate a web-based machine translation environment that can be improved in terms of accuracy and scope through online collaboration by users. The environment leverages the cooperative efforts of online users for the creation of highly accurate dictionaries, enabling people with deep knowledge of a particular subject to collaborate in the enhancement of specialized dictionaries for online machine translation.