SemiAnalysis argues that AI safety, alignment, monitoring, interpretability and cybersecurity could require substantial computing capacity, while NVIDIA CEO Jensen Huang identified frontier-model testing as a potential third pillar of demand alongside training and inference. The views suggest that a pause or slowdown in frontier-model training may not sharply reduce demand for Nvidia Corp. (NASDAQ:NVDA) infrastructure, although investors will look to NVIDIA’s upcoming earnings and guidance for confirmation. NVIDIA’s data-center infrastructure recently reported significant revenue growth, and market participants are also watching whether companies such as Alphabet convert AI capabilities into revenue. OpenAI has paused frontier reinforcement-learning training after its Hugging Face incident, while its largest planned frontier run remains on hold as smaller training and evaluations continue.