How HUD Delivers Frontier Model Training Gyms on Railway

HUD, a startup focused on improving foundation models through reinforcement learning, has leveraged Railway's infrastructure to efficiently scale its operations from a three-person founding team to serving major AI labs and enterprises within a year. By utilizing Railway's platform, which offers simplicity and ease of scaling through a straightforward deployment model, HUD has managed to handle massive traffic bursts during training cycles without the need for extensive DevOps resources, achieving SOC 2 compliance and closing enterprise deals. Railway's infrastructure has enabled HUD to maintain a lean operational footprint while focusing on delivering customer outcomes and building training infrastructure for advanced AI models. The flexibility and reliability of Railway's platform have allowed HUD to offload infrastructure management, thereby concentrating on product development and expanding its customer base across enterprises, labs, and academic institutions.