Hugging Face published its Summer 2026 State of Open Models report, highlighting Alibaba Qwen's dominance in on-device deployment and developer tooling, accounting for over 40% of local open-model inference.

Key Takeaways

  • ✓Alibaba Qwen captures over 40% market share across local tooling and on-device developer environments;
  • ✓Quantization advances and sparse attention enable long-horizon agent execution on consumer GPUs;
  • ✓SWE-bench performance gap between open weights and closed frontier models narrowed to under six months.
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Qwen3.8-Flash · in: $0.11 / out: $0.38
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Up NextRTX 3090 local coding-agent bake-off: Qwen3.8-27B Q4 + llama.cpp ~59 tok/s with reliable tools
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