ASUS Ascent GX10 clusters power OpenClaw agents

Stacking GX10s is the new meta for "desktop supercomputing," effectively democratizing 400B-class model inference for individual developers. The unified memory architecture eliminates the PCIe bottleneck, allowing two units to function as a single 256GB pool via ConnectX-7 interconnects. This setup supports OpenClaw’s demanding agentic loop, though system overhead remains a key constraint for massive context windows. While the $7,000 dual-setup cost is high, it is quickly offset by the elimination of cloud API bills for long-running autonomous processes.