The GMKtec EVO-X2 with AMD's Strix Halo platform has become a cautionary tale for eager buyers. What cost around $2,099 last October now sells for $3,299, representing a staggering 60% price increase driven by LPDDR5 shortages and explosive AI demand. This isn't isolated—Corsair and other vendors have similarly hiked prices on their 128GB configurations.

AMD's Strix Halo platform centers on unified memory architecture, packing up to 128GB of LPDDR5x directly on-package. Unlike traditional systems splitting CPU and GPU memory, this design lets developers load 70B parameter models entirely in fast memory. However, the platform's 256 GB/s bandwidth lags behind alternatives like the RTX 3090's 936 GB/s, creating bottlenecks during prompt processing.

Beyond pricing volatility, buyers face technical constraints. AMD discrete GPUs connected via Oculink suffer from a 120W BIOS limitation, neutering performance potential. MINISFORUM and other manufacturers are reportedly working on BIOS fixes, but progress remains unclear. These landmines make the "obvious" buying advice from YouTube reviewers misleading.

For privacy-sensitive workloads or developers who need unlimited experimentation, Strix Halo mini PCs still deliver unique value. But economically, $3,299 buys roughly 18,000 API calls through Claude or Gemini. Local inference only makes sense when data cannot leave your network or when the mental shift to unlimited tokens fundamentally changes your workflow.