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PUBLISHER: TrendForce | PRODUCT CODE: 1815990
PUBLISHER: TrendForce | PRODUCT CODE: 1815990
AI Memory Bottleneck: HBF & AI SSD Reshape NAND Flash Value
PUBLISHED:
PAGES: 5 Pages
DELIVERY TIME: 1-2 business days
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AI compute faces memory bottlenecks. HBM's capacity/cost are limits. NAND Flash, via HBF (high-capacity near-memory) and AI SSD (intelligent preprocessing), optimizes AI architecture, redefining its value and role.
Key Highlights:
- AI computing faces severe memory bottlenecks; HBM, while high-bandwidth, is limited by capacity and cost.
- NAND Flash is transforming from passive storage to a core component in AI infrastructure.
- HBF: Provides high-bandwidth near-memory, effectively augmenting HBM capacity for "warm data."
- AI SSD: Integrates AI compute units for "near-data processing," offloading GPU preprocessing tasks.
- HBF and AI SSD are complementary, jointly optimizing AI systems and redefining NAND Flash's industry value and market opportunities.
Product Code: TRi-0086
Table of Contents
1. A Paradigm Shift in the Wake of the AI Wave-HBF and AI SSD Add New Value to NAND Flash Memory
2. Beyond HBM-Two Key Paths for NAND Flash in Reshaping AI Infrastructure
- Comparison between HBM, HBF, and AI SSD
3. Strategic Impact of AI Ecosystem and Analysis on Industry
4. Summary and Outlook
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