Vercel AI Gateway
Alibaba Qwen open-sourced Qwen3.8-Flash as a multimodal MoE with 125B parameters plus 51B n-gram embeddings and only 6B active per token, alongside an early-look Qwen3.8-Flash-Next variant previewing the Qwen4 architecture. The report cites benchmark scores of 58.7 on DeepSWE 1.1, 62.5 on SWE-bench Pro, and 73.9 on CoW The architecture introduces a GDN+QSA hybrid attention layer with Gated Residual, N-gram embeddings, and a Muon optimizer, where QSA delivers up to 7.6x faster prefill at 1M-token context. Weights were released on Hugging Face and ModelScope with day-0 support in vLLM and SGLang, and the QwenCloud API is priced at $0.1
