The Large Model Systems Organization develops large models and systems that are open, accessible, and scalable.
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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...

SGLang and Miles Add Day-0 Support for Inkling, a Frontier Multimodal Model
We're excited to partner with the Thinking Machines team to bring Day-0 support for Inkling to SGLang and Miles, with dedicated optimizations for its new architecture and broad feature coverage, and w...

Serving GLM5.2 NVFP4 Agentic Workload with SGLang: Reaching 500 TPS in 2 Weeks
- More than 500 TPS on 8xB300 (bs=1) - Sync free speculative decoding for GLM 5.2 MTP - Built-in IndexShare MTP with Spec V2 - 2.33x faster TopK-V2 for ISL 80k - Indexer prologue fusion - Gemm kernels...
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