Well I agree with VRAM restraints, I don't think low-cost hardware is the real barrier, although certainly part of the equation. There needs to be a true compet

Well I agree with VRAM restraints, I don't think low-cost hardware is the real barrier, although certainly part of the equation. There needs to be a true competitor to nvidia's AI stack cuda. ROCm is not supported across all of AMD's consumer range GPUs nor has feature parody with Cuda. The biggest issue nobody's matched the developer experience of Cuda. I'm not sure about the state of intel software stack or hardware. Amd hasn't reached hardware parody either with some of the specialized execution units that are available across all most of nvidia's products. Perhaps that's low hanging fruit for AMD? I'm looking forward to the day that somebody fully upturns this market with products that are available to end the consumers.