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Reflection Releases Beam Open Weights Model With Launch-Day vLLM Support

4 reports 3 reporting sources 11 hours agoNew

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AI overview

Reflection released its first model, Reflection-Beam-1.0, as an open weights model on Hugging Face, with launch-day serving support in vLLM. Artificial Analysis gave Beam a score of 30 on its Intelligence Index, placing it second among US open weights models. Beam has 501B total parameters, 23B active per token and a 1 million-token context window. It combines hybrid attention with Harmony-format reasoning and tool use. vLLM said it worked with Reflection and Inferact on serving optimizations, including fused kernels and DFlash. SkyRL also provides launch-day reinforcement learning support through LoRA, BF16 full fine-tuning and MXFP8 RL, using vLLM rollouts.

Generated by AI from reports · Updated 11 hours ago

Latest development10/16 23:26 (UTC+8)

Developments

2 developments

  1. 10/16 21:31 (UTC+8) · 1 reports
    Artificial Analysis Ranks Reflection’s Beam Model Second Among US Open Weights Models
    Artificial Analysis · X:Reflection’s Beam scores 30 on Artificial Analysis Intelligence Index, ranking #2 among US open weights models
  2. 10/16 21:23 (UTC+8) · 2 reports
    vLLM Adds Day-0 Support for Reflection-Beam-1.0
    vLLM · X:Reflection-Beam-1.0 gets Day-0 support in vLLM

Report timeline

Follow the reports to explore different sides of the event.

10/16
  1. Reflection-Beam-1.0 gets Day-0 support in vLLM

    Reflection-Beam-1.0 from @reflection_ai 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 (@NovaSkyAI): https://t.co/3SjWJKKgpH https://t.co/EkmA1L6B3H

  2. Reflection’s Beam scores 30 on Artificial Analysis Intelligence Index, ranking #2 among US open weights models

    Reflection’s first model, Beam, scores 30 on the Artificial Analysis Intelligence Index, placing it #2 among US open weights models. Beam is an open weights model with 501B total and 23B active parameters, released on Hugging Face.

  3. Reflection-Beam-1.0 gets Day-0 support in vLLM

    Reflection-Beam-1.0 has Day-0 support in vLLM, with 501B total parameters, 23B active per token, and a 1M-token context window. Beam combines hybrid attention with Harmony-format reasoning and tool use, and has Day-0 RL support in SkyRL through LoRA, BF16 full fine-tuning and MXFP8 RL, with vLLM rollouts. vLLM worked with Reflection and Inferact on the serving path, from fused kernels to DFlash.

  4. Reflection releases Beam, a 501B open model for coding and agentic work

    Reflection released Beam on Hugging Face, a 501B MoE model with 23B active parameters per token, a 1M-token context window, and an Apache 2.0 license. The text-only model targets coding and agentic work, with BF16, FP8, and NVFP4 checkpoints and day-0 support in transformers, vLLM, and SGLang. Hugging Face provides deployment and post-training recipes alongside its own task evaluations and demos.

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