aiqbench analysis
Reflection AI has launched Beam, an open-source model designed to compete directly with China's leading models like DeepSeek and Kimi by leveraging high-compute reinforcement learning for superior efficiency. The company claims Beam delivers competitive performance on coding and agentic tasks at a fraction of the token cost and inference time compared to Western rivals. This strategic move aims to strengthen the U.S. open-source ecosystem, which has previously lagged behind Chinese counterparts in model quality and availability.
Nvidia-backed Reflection AI unveils its first open model, Beam. Could it be America’s best chance to compete with China?

The New York–based company already has deals with U.S. government agencies and billion-dollar compute agreements.
The U.S. has a new horse in the race to build the best open-source AI model, a competition China is currently dominating, with popular models such as Kimi K3 from Moonshot and DeepSeek’s V4. Reflection, a New York City-based AI company, today unveiled its first model, called Beam. It “advances the frontier for the Western open ecosystem,” the company told Fortune. The company said that in benchmark tests it conducted Beam achieved scores similar to GLM-5.2, an open model from Beijing-based Z.ai…
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