Ray Summit 2026 2 Minute Recap

Summary

The next evolution of AI is not bigger models. It's AI that knows you: your data, your workflows, your customers. Using AI is good. Anyscale and Nscale are coming together to build a vertically integrated, AI-native computing stack, optimized across every layer ... Only about 5% of scientific hypotheses can be verified cheaply. The rest require real experiments, which makes most of science ... Miles is an enterprise-facing agentic RL framework for large-scale PyTorch post-training. At Modern models can span thousands of GPUs and months of training. At this scale, failures become the norm, costing GPU hours ... "Github repository: github.com/anyscale/ Mental health support represents a top use case for LLMs, making safe, clinically faithful models an urgent need. In-context ... vLLM's engine, ecosystem, and contributor base are all growing fast. This talk surveys where the project stands and the roadmap ... Generating millions of synthetic preference pairs for training requires orchestrating GPU inference, rate-limited search APIs, and ... Watch the keynote recording to hear Anyscale CEO Keerti Melkote discuss the evolution of computing and the growing need for a ...