vLLM 0.19.0 changes long-context cost math
vLLM 0.19.0 pairs CPU KV offloading, zero-bubble async speculative decoding, and Gemma 4 support in a release that changes long-context serving economics.
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vLLM 0.19.0 pairs CPU KV offloading, zero-bubble async speculative decoding, and Gemma 4 support in a release that changes long-context serving economics.
Google is not just adding Gemma 4 to Android Studio. It is linking local coding, AICore prototyping, and future Gemini Nano 4 phones into one Google-controlled path.
Gemma 4 is not one model. Google's E2B, E4B, 26B A4B, and 31B force real choices about memory, latency, audio, context, and reasoning quality.
Gemma 4's real launch is the stack around it: Apache 2.0 weights, AICore, AI Edge Gallery, LiteRT-LM, and day-one local-agent support.