Why the future of AI depends on a portable, open PyTorch ecosystem

Why the future of AI depends on a portable, open PyTorch ecosystem Building for agency, democracy, and optionality Hardening PyTorch for the global enterprise About the authors Stephen Watt Sudhir Dharanendraiah More like this How does real-world AI deliver value? The Ask Red Hat example Scaling Earth and space AI models with Red Hat AI Inference Server and Red Hat OpenShift AI Technically Speaking | Build a production-ready AI toolbox Technically Speaking | Platform engineering for AI agents Browse by channel Automation Artificial intelligence Open hybrid cloud Security Edge computing Infrastructure Applications Virtualization Share This blog is an adaptation of our keynote presentation at PyTorch Day India. In the debate between open source and proprietary technology, open source wins — especially in the AI arena. However, as the generative AI era continues, enterprises face a new version of an old challenge. While the industry is moving at breakneck speed, much of the underlying infrastructure remains fragmented or locked behind proprietary gates. If AI is to be the key to unlocking unprecedented potential, it must be open at every layer—from the datasets and training pipelines to the infrastructure and the serving layers. At Red Hat, our vision for this open future is clear: any model, any accelerator, any cloud. To make this a reality, we’re betting on open source communities focused on making maximum impact, like the PyTorch community. PyTorch is the engine that drives flexibility, scalability, and—most importantly—accessibility for every enterprise, regardless of their hardware or cloud provider. To ensure that AI innovation remains democratic, we must protect the user's agency to choose the tools and hardware that best fit their specific needs. Today, much of the AI conversation centers on massive, "frontier" models. While impressive, these models can be unwieldy and expensive to manage, often requiring the latest, most power-hungry GPUs. This creates a barrier to entry that stifles innovation.