Google Deep Mind Challenge (March 8-15, 2016), is likely a seminal moment not only in Go and human vs. machine competition, but also in military operations. With various databases and robotic tools at its disposal, one can imagine AlphaWar (a hypothetical militarized version of AlphaGo) would be able to take in real-time data from a battlefield and beyond, run a deep analysis of all available data and metadata, prioritize targets, key regions, etc. and carry out appropriate strikes faster and more efficiently – all without human input. The process itself is not new to our military. AlphaWar would only streamline the existing, human-based analysis, make faster decisions, and likely do it all better.