AMD's 128GB unified-memory Ryzen AI Halo developer box launched at $3,999, about $700 under NVIDIA's Linux-only DGX Spark, sold in the US exclusively through Micro Center in-store pickup.
SK Hynix expects memory demand to outrun its supply beyond 2030, but the HBM crunch is not yet a reason to panic-buy a consumer GPU.
The 16GB Pi 5 quietly fixes the one thing that always sent me back to a mini PC: headroom. With NVMe over PCIe and real RAM, it's finally a board you can leave running things, not just tinkering on.
A wave of low-cost accelerator HATs and NPU-equipped boards is pushing real on-device inference down to single-board-computer prices. The interesting part isn't the TOPS number, it's where the work moves.
Two weeks of near-silent, hands-off printing. The H2D is fast, frighteningly consistent, and the closest thing yet to a print-and-forget machine, if you can stomach the ecosystem lock-in.
