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Mar 6
Nvidia's LPU push could reshape inference economics as OpenAI signals major buy
Nvidia plans to shift the AI compute battleground from training to inference by integrating language processing unit technology and offering multiple inference chips, with OpenAI agreeing to be a major customer, according to a Wall Street Journal report.
In November 2008, Dr. Rick Tsai was the CEO of Taiwan Semiconductor Manufacturing Co. (TSMC), staring into a literal abyss. The global financial system was in freefall, and at the world’s most critical chipmaker, the lights were dimming. Utilization rates—the lifeblood of a semiconductor fab—had plummeted below 40%. Orders were vanishing.
High-end semiconductor inspection equipment leader V5 Technologies has steadily entered the supply chains of foundry and testing giants in recent years. Chairman Quincy Lin said amid a semiconductor expansion wave, V5 expects double-digit revenue growth in 2026 with gross margins holding steady from 2025.
AP Memory expects growth momentum to extend into 2026, with revenue visibility already exceeding the typical six-month outlook seen in previous years. Tight supply in the global memory market has prompted customers to secure supply earlier than usual. Although rising memory wafer costs may pressure margins, the company expects gross margin to remain around 45%.

Japanese auto parts supplier Denso has made a takeover proposal for Kyoto-based chipmaker Rohm in a deal that could reach about JPY1.3 trillion (approx. US$8.3 billion), according to reports from Nikkei and Reuters.

Samsung Electronics announced that its 2nm process yield is improving faster than expected, signaling strong progress in semiconductor manufacturing. The company also revealed plans for wafer production at its Texas Taylor foundry and reaffirmed confidence in high-bandwidth memory (HBM) business.
Semiconductor OSAT leader Amkor has announced plans to boost its capital expenditure budget for 2026 to US$2.5-3 billion, prioritizing expansion of advanced packaging capacities such as 2.5D and high-density fan-out (HDFO) in South Korea and Taiwan. This move aims to capitalize on the booming AI data-center CPU market.
The rapid expansion of artificial intelligence is driving strong growth in the memory market. Compared with DRAM, which still has room for structural innovation, NAND flash has largely relied on vertical stacking for years and is now approaching the limits of its current architecture, according to South Korean academics. As a result, the segment faces increasing risk of being caught up by Chinese manufacturers.
In the second half of 2022, AI underwent a genuine structural inflection point. Frontier models began to demonstrate true generalization and multi-tasking capabilities at scale. Generalization meant these systems could apply learned semantic and analytical skills to new instructions and unfamiliar problem settings while maintaining stable performance. Multi-tasking meant a single foundation model could power translation, summarization, image generation, and question answering without requiring separate task-specific architectures.
Taiwan's government is actively promoting developments in the "Five Trusted Industry Sectors": semiconductors, AI, military, security and surveillance, and next-generation communications. As the Ministry of Economic Affairs (MOEA) points out, the strategic significance of these industries helps to strengthen Taiwan's position in the global supply chain, enhance competitiveness across various industrial sectors, create high-paying jobs, and improve national security and resilience.
While the global economy pins its growth hopes on the rapid scaling of artificial intelligence (AI), the physical foundation of that technology is currently facing an existential threat in the narrow seaways of the Persian Gulf.
Memory module maker Adata achieved record-high profits in 2025, with its fourth quarter consolidated revenue, gross margin, operating margin, pre-tax and after-tax net income, and earnings per share all reaching new single-quarter highs. The company's full-year pre-tax net income surpassed NT$10 billion (US$315 million), while 2025 earnings per share hit NT$23.18. Adata also confirmed it reached its originally planned NT$30 billion inventory target ahead of schedule at the end of February 2026.