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High Bandwidth Storage can enable interactive throughput for large language models on resource-constrained devices, but only if bandwidth and latency requirements are carefully met.
MLFFs, despite their promise for accurate molecular dynamics, face significant GPU performance bottlenecks due to irregular memory access and inefficient kernel execution, demanding architectural optimization.