Memory Bandwidth

AI Compute Surges as ASICs Challenge GPU Dominance | TrendForce

AI Compute Surges as ASICs Challenge GPU Dominance

Sep 15, 2026 | PDF

AI compute surges in 2026 as ASICs rise, NVIDIA defends its ecosystem, and bandwidth becomes the bottleneck.

HBM Market Bulletin - Jul. 17, 2026 | TrendForce

HBM Market Bulletin - Jul. 17, 2026

Jul 17, 2026 | PDF

JEDEC-defined SPHBM4 frees HBM from the interposer, trading latency and power for cost and layout.

Overcoming the Memory Bottleneck: CXL Expansion and KV Cache Compression Innovations | TrendForce

Overcoming the Memory Bottleneck: CXL Expansion and KV Cache Compression Innovations

Jul 15, 2026 | PDF

During the first half of 2026, surging demand for KV Cache coupled with constrained memory supply resulted in severe memory bottlenecks. To resolve the KV Cache bottlenecks, industry players are seeki...

AI Memory Demand Surge: HBM Memory and GPU Memory Bandwidth Transformation | TrendForce

AI Memory Demand Surge: HBM Memory and GPU Memory Bandwidth Transformation

May 18, 2026 | PDF

This report first explains why HBM plays a key role in the evolution of LLM and AIGC applications. It then examines the HBM upgrade roadmap and explores how heterogeneous memory integration strategies...

2026 Trends: Compute & Memory Race in VLA Era | TrendForce

2026 Trends: Compute & Memory Race in VLA Era

Apr 21, 2026 | PDF

Vision-language-action (VLA) models have become central to the evolution of autonomous driving. Their key advantage lies in significantly improving generalization in long-tail scenarios while enhancin...

Arm AGI CPU: Reshaping AI Data Center Architecture | TrendForce

Arm AGI CPU: Reshaping AI Data Center Architecture

Apr 02, 2026 | PDF

Arm's AGI CPU marks a strategic shift from IP licensor to platform provider, targeting AI data centers and accelerating Arm's gains against x86.

AI Server Industry Analysis-1Q26 | TrendForce

AI Server Industry Analysis-1Q26

Apr 02, 2026 | PDF

Driven by AI and general servers, industry value grows robustly. Despite geopolitical risks and custom chip delays, NVIDIA and AMD's push for premium integrated racks significantly boosts average pric...

TurboQuant Reshapes AI Inference: Memory Demand Expansion Outlook | TrendForce

TurboQuant Reshapes AI Inference: Memory Demand Expansion Outlook

Mar 27, 2026 | PDF

TurboQuant breaks language model memory bottlenecks via lossless dimensional compression, drastically boosting efficiency. Plummeting costs spark massive long-sequence application demand, comprehensiv...

AI Memory Bottleneck: HBF & AI SSD Reshape NAND Flash Value | TrendForce

AI Memory Bottleneck: HBF & AI SSD Reshape NAND Flash Value

Sep 03, 2025 | PDF

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...

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