You: need complete answers to test the system.
Model: "Sorry, I can't help with that." 🙃 Qwen 3.8 27B Uncensored: fully uncensored, 131K context, chat/coding/agent, cache read Rp. 2,160.
Qwen 3.8 omni realtime Japanese voice is
We ran Gemini 3.7 Flash, Gemini 3.8 Flash and self-hosted Qwen3.8-27B through the same grounded video QA pipeline on 300 Perception Test questions.
Gemini wins end to end, Qwen lands at 84% of its HOTA. The biggest lever was not the model at all. Write-up:
Qwen 3.8 27b via Tesseract Server
What a phenomenal model that can be run on a Mac
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