The high-stakes environment of intelligence and space is overflowing with data, where signals lurk in a sea of noise, best discoverable with AI. With no tolerance for error, engineering teams must drive trust and explainability in AI decisions so that human-machine teams, working in areas from synthetic biology to next-generation GPS, find the right solutions, every time, at speed.