{"data":{"slug":"ray","etype":"software","name":"Ray","cat":"Orchestration","subtitle":"Distributed Python for the whole ML pipeline — Anyscale's engine.","summary":"Ray turns a cluster into one Python program — data prep, training, hyperparameter search and serving as composable tasks. OpenAI has used it in training infrastructure, and vLLM began life in its orbit at Berkeley.","attrs":null,"kf":{"maker":"Anyscale + community","license":"Apache 2.0"},"aliases":["Anyscale"],"ticker":null,"exchange":null,"hq":null,"founded":null,"website":null,"status":"Active","region":null,"asof":"2026-01-15","sources":[{"url":"https://www.ray.io/","label":"Ray"}]},"meta":{"found":true,"count":1,"served_from":"site cache (no live upstream calls)","as_of":"2026-10-14T02:36:53+00:00","disclaimer":"Research and information only — not investment advice. Structured records carry basis labels (vendor spec / reported / estimate); market quotes are delayed/indicative.","attribution":"Records compiled from vendor documentation, official filings and reputable public reporting; market quotes via financial data providers. See /data-sources."}}