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Intel LLM-Scaler-vLLM 1.5: more up-to-date inference on Intel Arc GPUs

On October 16, 2026, Intel released version 1.5 of LLM-Scaler-vLLM, a Docker stack with vLLM for Intel Arc GPUs, which jumped from vLLM 0.14 to 0.26 and added more models and FP8 quantization.

According to Phoronix, the release brings PyTorch 2.12, support for more Qwen and Gemma 4 models, online FP8 and symmetric INT4 quantization and FP8 KV cache, plus faster time to first token and improvements in MTP decoding and LoRA serving. Upstream vLLM is already at 0.31, so Intel's stack still lags behind.

For teams that want to serve open models without relying only on NVIDIA GPUs, Intel's stack becomes more viable. Compare cost per token and stability with your models before changing hardware.

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