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Reflection launches 501B open-weight Beam model with focus on efficiency

Reflection, a US-based AI lab, has announced its new open-weight model named Beam. This model features a 501 billion total parameter, 23 billion active parameter Mixture-of-Experts architecture, trained from scratch with a focus on coding, agentic, and scientific tasks. Beam was trained on 23.8 trillion tokens and underwent a significant reinforcement learning phase using 10.5K NVIDIA GB300 GPUs over four weeks, resulting in over 100 million rollouts. While competitive with models like GLM 5.2 and approaching Qwen 3.8-Max in some areas, it is generally placed below frontier models like Kimi K3 and DeepSeek V4.1 Flash, though it offers notable inference efficiency. AI

IMPACT Sets a new benchmark for open-weight model efficiency and training scale, potentially influencing future open-source development.

RANK_REASON Frontier-lab model release with system card and technical details.

Read on Mastodon — sigmoid.social →

AI-generated summary · Google Gemini · from 6 sources. How we write summaries →

Reflection launches 501B open-weight Beam model with focus on efficiency

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Signal score
1 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Frontier Release
Frontier-lab model release with system card and technical details.
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6 independent sources
Strong cross-source corroboration — multiple independent publishers covered this within the clustering window.
Topics
model release, product
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High
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3 days old
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Full methodology in our editorial standards.

COVERAGE [6]

  1. Latent Space (swyx) TIER_1 English(EN) ·

    [AINews] Reflection Beam - 501B-A23B American Open Model

    A small win for US open source

  2. Hacker News — AI stories ≥50 points TIER_1 English(EN) · Philpax ·

    Beam: Reflection's 501B open-weight model

  3. Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] ·

    Beam: Reflection's 501B open-weight model https:// reflection.ai/blog/introducing -beam # ai

    Beam: Reflection's 501B open-weight model https:// reflection.ai/blog/introducing -beam # ai

  4. Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] ·

    Beam: Reflection's 501B open-weight model https:// reflection.ai/blog/introducing -beam Comments: https:// news.ycombinator.com/item?id=4 9969183 # HackerNews #

    Beam: Reflection's 501B open-weight model https:// reflection.ai/blog/introducing -beam Comments: https:// news.ycombinator.com/item?id=4 9969183 # HackerNews # Beam # Reflection # model # AI # open -weight # machinelearning

  5. Mastodon — mastodon.social TIER_1 English(EN) · CuratedHackerNews ·

    Beam: Reflection's 501B open-weight model https:// reflection.ai/blog/introducing -beam # ai

    Beam: Reflection's 501B open-weight model https:// reflection.ai/blog/introducing -beam # ai

  6. Mastodon — mastodon.social TIER_1 日本語(JA) · [email protected] ·

    Reflection, US-based open weight model "Beam" https://www.watch.impress.co.jp/docs/news/145917.html # watch_impress # tech # AI

    Reflection、米国発のオープンウェイトモデル「Beam」 https://www. watch.impress.co.jp/docs/news/ 2145917.html # watch_impress # テック # AI