The question is moving from what AI can do to how anyone can check it. A text-only model for reasoning, coding and agent tasks that Reflection says uses 3 to 4 times less inference compute than rivals. Claims not yet independently verified; weights due this month.

What Reflection announced

On Monday 5 October, Reflection AI unveiled Beam, its first frontier open-weight model, a text-only mixture-of-experts model aimed at reasoning, coding and agent tasks. Reflection says Beam matches Z.ai's GLM-5.2 on advanced reasoning benchmarks and beats leading Western open models while using "3-4x less inference compute."

TechCrunch noted the claims have not been independently verified. Reflection says it will release the weights and full technical details this month, with distribution through cloud providers. Cheaper open models widen the choice of engines behind business tools, but the performance figures are the company's own until tested.

Coverage context

An open-weight reasoning and coding model is now announced, with compute-cost claims still the company's own and weights due this month.

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