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A 30B Qwen model walks into a Raspberry Pi and runs in real time
ByteShape's device-optimized release showing superior TPS-quality tradeoffs across edge and datacenter hardware.
Quantized LLMs, VLMs, and image models for real hardware, with public builds and published measurements.
Visit byteshape.com → On Hacker News Jan 2026 – Sep 2026
ByteShape's device-optimized release showing superior TPS-quality tradeoffs across edge and datacenter hardware.
ByteShape's full ShapeLearn release of Qwen 3.8 27B: five GGUF models on the quality-speed frontier across six GPUs. GPU-5 is the default wherever it fits, at 99.63% of BF16. GPU-4 stays very competitive in a much smaller file.