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vLLM adds Day-0 support for Reflection-Beam-1.0, a 501B-parameter model

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vLLM says Reflection-Beam-1.0 has Day-0 serving support, with 501B total parameters, 23B active per token, and a 1M-token context window. The post says Beam combines hybrid attention with Harmony-format reasoning and tool use. SkyRL also adds Day-0 RL support for Beam, including LoRA, BF16 full fine-tuning and MXFP8 RL with vLLM rollouts.

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🎉 Reflection-Beam-1.0 has Day-0 support in vLLM.

501B total parameters, 23B active per token, and a 1M-token context window. Beam combines hybrid attention with Harmony-format reasoning and tool use.

Beam also has Day-0 RL support in SkyRL: LoRA, BF16 full fine-tuning and MXFP8 RL, with vLLM rollouts.

We worked with Reflection and Inferact on the serving path, from fused kernels to DFlash. Here is what is under the hood. 🧵

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Source: vLLM · x.comPublished · added here