What is the true current state of Artificial Intelligence? Have we reached the point of diminishing returns on deep learning AI strategies? Or is this just a moment of AI reflection, a part of the natural growing process? Deep learning has greatly advanced the field of study, but deep learning has yet to lead to deep understanding. What techniques and algorithms are most likely to fuel the next major step in the growth of AI?