multimodal local stack that feels real for Qwen

[cobaltworks25]

Ran a quick check on my box. On mini PC with PyTorch, I saw basically the same behavior. The main thing that moved was latency, not quality.

There are a few different conversations hiding inside this thread, so being explicit about the goal helps.