@analogalok: Operating System powered by Qwen 3.8 27B at 1950 tokens/sec! here is what 1,950 tokens/second @Alibaba_Qwen's 3.8 27b a…

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A demonstration of an operating system powered by Qwen 3.8 27B running at 1950 tokens per second on Cerebras hardware, where the model weights act as the runtime for real-time software generation.

Operating System powered by Qwen 3.8 27B at 1950 tokens/sec! here is what 1,950 tokens/second @Alibaba_Qwen's 3.8 27b actually looks like on @cerebras: i wrote a minimal python web server that turns cerebras inference into a live operating system. zero apps on disk. when you double click an icon: 1) python proxies a raw SSE stream from qwen 27b at 1,950 tok/s 2) calculator compiles & mounts in 11s 3) full canvas paint studio with brush engine compiles in 10s. at 2,000 tokens/second, software is just an on demand hallucination that runs instantly. the model weights ARE the operating system runtime. what else would you build at 1,950 tokens/second?
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Cached at: 09/15/26, 05:37 AM

Operating System powered by Qwen 3.8 27B at 1950 tokens/sec!

here is what 1,950 tokens/second @Alibaba_Qwen’s 3.8 27b actually looks like on @cerebras:

i wrote a minimal python web server that turns cerebras inference into a live operating system.

zero apps on disk.

when you double click an icon:

  1. python proxies a raw SSE stream from qwen 27b at 1,950 tok/s
  2. calculator compiles & mounts in 11s
  3. full canvas paint studio with brush engine compiles in 10s.

at 2,000 tokens/second, software is just an on demand hallucination that runs instantly.

the model weights ARE the operating system runtime.

what else would you build at 1,950 tokens/second?

Alok (@analogalok): qwen 3.8 27b cerebras inference math:

speed: 1,850 tok/s cost: $0.99/M in | $1.49/M out

intelligence drops like a database query.

standard 60Hz screens refresh every 16.6ms.

  • local 3090/4090 (4-bit): 75 tok/s (1.2 tokens/frame)
  • cerebras qwen 3.8 27b: 1,850 tok/s (31

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