Humans& is a research lab focused on the intersection of AI, memory, and human relationships. The company works on long-horizon reinforcement learning and systems capable of retaining context over years of interaction. Their goal is to build AI companions that can truly understand a user's life history and values, enabling deep, personalized collaboration. This technology addresses critical bottlenecks in computational efficiency and data governance, supporting broader industrial automation.