The Large Model Systems Organization develops large models and systems that are open, accessible, and scalable.
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Towards Blackwell-Native 8-bit and 4-bit RL: End-to-End MXFP8 and NVFP4 RL in Miles
TL;DR: We implemented two Blackwell-native RL recipes in Miles: end-to-end MXFP8 and per-token NVFP4 for MoE experts. Both are supported by fine-grained precision control across checkpoint conversion,...

SGLang and Miles Add Day-0 Support for Kimi K3
We are excited to announce Day-0 support for Kimi K3 in SGLang and Miles. K3 is the first open-source model in the 3-trillion-parameter class, and its hybrid architecture departs from convention in al...

OPD Support in Miles
We recently implemented On-Policy Distillation (OPD) as an important feature in Miles. OPD is now integrated into Miles rollout and training flow, so users can train a student model either solely with...
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