The AI alignment problem is one of the most crucial challenges in artificial intelligence research today. As AI systems become increasingly powerful and autonomous, ensuring they reliably pursue objectives aligned with human values becomes paramount.

DeepSeek shows how better hardware utilization can drive frontier model development, achieving top-tier performance with 10x fewer resources through meticulous optimization and engineering.