model deployment
DGX Spark Memory Saver: How to Assess the UVM Patch Evidence
Assess DGX Spark Memory Saver UVM patch evidence, its distinct memory baselines, performance limits, and Secure Boot and update obligations.
NVIDIA’s $4,999 DGX Spark 64GB: What Can It Run Locally?
NVIDIA’s DGX Spark 64GB starts at $4,999. Examine its model-capacity claim, shared memory, two-system option and questions to ask before ordering.
DeepSeek V4.1-Flash Makes AI Cost a Cache Problem
DeepSeek’s new open-weight model promises to shrink the memory bill for long-running agents. The engineering claim is meaningful, but buyers still have to price the whole workflow—not just the token line item.