Research

Our mission is to build an open platform to fuel and accelerate AI breakthroughs globally. Our models, robust tooling, reproducible pipelines, and evaluation frameworks are designed for collaboration and contribution, empowering others to build, iterate, and innovate faster.

AllResearch PaperDatasetBlog
TitleCategoryDate Published
Dataset Reaches #1 on Hugging FaceDatasetJune 2025
Muon Doesn’t Clearly Grok FasterBlogJune 2025
ESSENTIAL–WEB V10: 24T tokens of organized web dataResearch PaperJune 2025
Practical Efficiency of Muon for PretrainingResearch PaperMay 2025
Muon, muP, and the Compute–Time TradeoffBlogMay 2025
Rethinking Reflection in Pre-TrainingResearch PaperApril 2025
Rethinking Reflection in Pre-TrainingBlogApril 2025
Layer Sharding for Large–Scale Training with MuonBlogMay 2025

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