Massive Open Weight Models Outpace Local Hardware Capabilities

The release of 753B parameter models like GLM-5.2 with 1M context windows creates a gap between open-weight availability and local deployment feasibility. Even with heavy quantization, these architectures require enterprise-grade server racks, making them inaccessible for consumer-grade multi-GPU setups.