The sharing of data and resources in Future Internet applications such as the Internet of Things (IoT) introduces a big challenge of maintaining good quality of information (QoI). Two big factors influencing QoI are (i) Trust on the information source and (ii) Uncertainty in the provided information. For a future Internet type of application , these terms are "Distributed trust" and "Distributed uncertainty". This paper discusses the problems of model-ing trust and uncertainty together in a distributed AI environment , provides a survey of the existing state of the art in the domain and puts forward Distributed Π-ATMS as a possible solution.