
Sandisk claims its HBF matches HBM bandwidth.
It offers eight to 16 times capacity at similar cost.
Flash memory moves closer to processors for AI inference.
What happened
Sandisk says its NAND-based High Bandwidth Flash (HBF) technology can match HBM bandwidth while providing eight to 16 times the capacity at a similar cost.
Why it matters
This positions flash memory closer to processors as inference workloads strain conventional memory systems, potentially offering a cost-effective alternative for AI workloads.
What to watch
The claimed capacity advantage of eight to 16 times and cost parity with HBM are the key figures to track, though actual performance and adoption remain unverified.
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Sandisk's announcement targets the growing pressure on memory systems from AI inference, where conventional DRAM-based HBM may be limited by capacity and cost. By proposing a NAND-based alternative, Sandisk highlights a trade-off: bandwidth parity with HBM, but with a capacity advantage that could better suit workloads requiring large memory footprints. The claim of similar cost is significant because it addresses the primary barrier to deploying high-capacity memory in AI systems. However, these figures are Sandisk's own assertions, not independently verified, and actual performance in real-world inference scenarios remains to be seen. The positioning of flash closer to processors suggests a potential shift in memory architecture, but whether it will displace or complement HBM in practice is yet to be determined.
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