vLLM ships Day-0 support for Reflection-Beam-1.0, a 501B-param MoE with 1M context

vllm_project · x · 2026-10-16

vLLM announces Day-0 support for Reflection's Beam-1.0, a sparse MoE model with 501B total parameters (23B active per token) and a 1M-token context window, combining hybrid attention with Harmony-format reasoning and tool use.

Beam also gets Day-0 RL support in SkyRL covering LoRA, BF16 full fine-tuning and MXFP8 RL with vLLM rollouts. The vLLM team worked with Reflection and Inferact on the serving path, from fused kernels to DFlash speculative decoding.

Related event: Reflection AI Open-Sources Beam-1.0: 501B MoE Model with Apache 2.0 and 40+ Ecosystem Partners(18 posts)→

Original post →

More from Infra

Infra channel →