
Flash-based offloading provides the necessary bandwidth to support four to five times more users on the same hardware footprint compared to standard DRAM configurations. This advancement addresses a systemic failure in how modern AI clusters manage their primary assets, particularly as large language models demand increasingly complex context windows. As enterprises scale their deployments in 2026, the discrepancy between raw










