InferX hits sub-second Qwen cold starts

This is a meaningful infra trick if it holds up beyond demos: the real win is not faster loading, it's making GPU inference behave more like resumable state than fresh boot-up.

• –The approach attacks initialization overhead directly by restoring saved CPU/GPU state instead of reloading weights from scratch.
• –Qwen 32B FP16 is a legit stress test; if the result generalizes, it matters for large-model serving economics, not just toy benchmarks.
• –The hidden tradeoff is snapshot storage and restore complexity, so the real proof will be repeatability, operational simplicity, and how well it behaves across different model families.
• –If the desktop/local version ships, this could broaden from a serverless-inference story into a useful devtool for fast local model switching.