A model can fit in VRAM and still fail to perform.
Qwen 3.8 27B is about 17GB at four-bit quantization, but new testing shows VRAM capacity alone does not solve software and inference-engine bottlenecks.
That is the infrastructure lesson: access to compute matters, but so does the ability to test, iterate, and scale without locking capital into hardware.
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Originally posted on facebook