Nathan Lambert founded Trillium Labs to restore open scientific practices in AI research, particularly post-training methods. As frontier labs restrict transparency for competitive advantage, the startup aims to publish complete recipes, data, code, and checkpoints to enable independent investigation of AI alignment and safety.