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“Nature is the most computationally efficient system we know”: How Refiant used swarm optimization to build a 10-million-token AI model

Summary by The New Stack
While the household-name frontier models race forward with version numbers and context windows of at least a million tokens, a new breed of upstart data science specialists is pushing the context window into double figures.  Subquadratic debuted a 12-million-token window in May of this year, and Silicon Valley and South Africa-based Refiant launched its 10-million-token context-window model, Protea, on Wednesday. It’s a move that may signal the …

6 Articles

Refiant, a company optimising the AI, today launched Protea, its suite of long-context d的IA models, with a context window of 10 million tokens, one of the largest ever made public, immediately accessible via refiant.ai. Up to now, the AI was limited by the amount of information it could handle simultaneously. [...] The Post Refiant launches a context window model of 10 million tokens while the long-context AI race intensifyes first appeared on T…

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The New Stack broke the news on Wednesday, July 8, 2026.
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