Why Test-Time Compute Is the New Scaling Frontier

For years, AI capability scaled with model size and training data. In 2024 those returns started slowing. The new scaling axis is test-time compute: letting models think longer at inference time. Reasoning models like o1, o3, and DeepSeek R1 prove that thinking time can substitute for raw model size on hard problems.