LLM

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.

Server Market Bulletin - Aug. 20, 2026 | TrendForce

Server Market Bulletin - Aug. 20, 2026

Aug 20, 2026 | PDF

Strong CSP capex fuels steady AI server growth as cloud giants expand GPU rack orders and self-developed chip programs.

Kimi K3 Dominates Global Open-Source Models: Core Technologies and the New US-China AI Race | TrendForce

Kimi K3 Dominates Global Open-Source Models: Core Technologies and the New US-China AI Race

Aug 18, 2026 | PDF

On July 27, 2026, the Chinese AI startup Moonshot AI officially open-sourced the weights for its flagship AI model, Kimi K3. Boasting a total parameter count of 2.8 trillion (2.8T), Kimi K3 currently...

Global Capex Rises as China Builds AI Autonomy | TrendForce

Global Capex Rises as China Builds AI Autonomy

Jul 28, 2026 | PDF

Global Capex rises on AI buildout as China speeds self-reliant chips, easing foreign hardware reliance.

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...

Humanoid Robot Industry Diverges: 1H26 Exhibitions Reveal Physical AI's New Competitive Order | TrendForce

Humanoid Robot Industry Diverges: 1H26 Exhibitions Reveal Physical AI's New Competitive Order

Jul 09, 2026 | PDF

The global humanoid robotics industry is advancing rapidly across three key hubs—China, North America, and the broader Asian supply chain—and is approaching a pivotal inflection point around 2026 as t...

2026 China AI Chip Industry: Opportunities and Challenges for Domestic Substitution Amid Geopolitical Risk | TrendForce

2026 China AI Chip Industry: Opportunities and Challenges for Domestic Substitution Amid Geopolitical Risk

Jun 26, 2026 | PDF

The AI industry entered a critical transition period in 2025, marked by the rapid expansion of LLMs and the large-scale commercialization of AI applications. For China’s semiconductor industry, this r...

2026 Trends: Memory for New AI Inference Demand | TrendForce

2026 Trends: Memory for New AI Inference Demand

Jun 12, 2026 | PDF

In January 2026, NVIDIA introduced the CMX Context Memory Storage Platform, managed by the BlueField‑4 DPU, to extend the memory hierarchy between local SSD and shared storage and address the massive...

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...

DeepSeek-V4: China's AI Hardware-Software Co-Design Strategy | TrendForce

DeepSeek-V4: China's AI Hardware-Software Co-Design Strategy

May 08, 2026 | PDF

As technical iteration narrows the capability gap between models, Chinese open-source models are expanding their global presence by compensating weaker hardware with software optimization and scale. U...

Crossing AI Memory Wall: Storage Layer Reallocation and HBF Analysis | TrendForce

Crossing AI Memory Wall: Storage Layer Reallocation and HBF Analysis

Apr 23, 2026 | PDF

In AI inference, MoE architectures and long-context processing have sharply increased memory-capacity requirements for model weights and KV cache, shifting the bottleneck from insufficient compute to...

The CPO Paradigm Shift in the AI Era: Strategic Opportunities for Taiwan’s Ecosystem and the Future of Interconnect Architecture | TrendForce

The CPO Paradigm Shift in the AI Era: Strategic Opportunities for Taiwan’s Ecosystem and the Future of Interconnect Architecture

Apr 22, 2026 | PDF

With the generative AI market expanding at a CAGR of over 35%, data throughput for a single large language model (LLM) training task has reached the exabyte (EB) level. As transmission speeds evolve t...

Humanoid Robot Market Bulletin - Sep. 25, 2025 | TrendForce

Humanoid Robot Market Bulletin - Sep. 25, 2025

Sep 25, 2025 | PDF

Humanoid robot manufacturers in the US and China are developing pre-trained datasets and new training architectures to enable humanoid robots to adapt to a wider range of applications.

How DeepSeek Reflects Shifting Dynamics in the Global AI Market | TrendForce

How DeepSeek Reflects Shifting Dynamics in the Global AI Market

Apr 02, 2025 | PDF

DeepSeek’s technological innovations reduce reliance on massive computing power, but as AI applications continue to expand, long-term demand for compute resources will keep rising. Its emergence is pu...

DeepSeek Optimizes AI Deployment Costs and Creates New Sources of Memory Demand | TrendForce

DeepSeek Optimizes AI Deployment Costs and Creates New Sources of Memory Demand

Feb 17, 2025 | PDF

TrendForce analyzes that DeepSeek reduces AI deployment costs through optimized algorithms, creating new opportunities for SMEs. While the short-term impact on the memory market is limited, in the lon...

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