  Envisioning a new imaginative idea together is a popular human need.
Imagining together as a team can often lead to breakthrough ideas, but the
collaboration effort can also be challenging, especially when the team members
are separated by time and space. What if there is a AI that can assist the team
to collaboratively envision new ideas?. Is it possible to develop a working
model of such an AI? This paper aims to design such an intelligence. This paper
proposes a approach to design a creative and collaborative intelligence by
employing a form of distributed machine learning approach called Federated
Learning along with fusion on Generative Adversarial Networks, GAN. This
collaborative creative AI presents a new paradigm in AI, one that lets a team
of two or more to come together to imagine and envision ideas that synergies
well with interests of all members of the team. In short, this paper explores
the design of a novel type of AI paradigm, called Federated AI Imagination, one
that lets geographically distributed teams to collaboratively imagine.
