Mercury 3 hits 2 trillion tokens in under two weeks as daily usage climbs linearly

StanfordAILab · x · 2026-11-06

Inception Labs researcher samarakhanna shared that Mercury 3, their diffusion-based LLM, has processed over 2 trillion tokens in less than two weeks since launch, with daily usage still growing linearly.

He recalls the internal excitement during training: the team used Mercury 3 daily for development work, even running multiple Mercury instances writing code and kernels to improve the model itself. He argues that scaling diffusion LLMs has clearly paid off and invites users to share what they're building.

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