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Mar 27
In-depth: Google TurboQuant cuts LLM memory 6x, resets AI inference cost curve

Google has introduced TurboQuant, a compression algorithm that reduces large language model (LLM) memory usage by at least 6x while boosting performance, targeting one of AI's most persistent bottlenecks: memory. The breakthrough lowers inference costs and expands deployment across cloud and edge environments.

SK Hynix CEO Kwak Noh-jung is expected to meet Scott Guthrie, executive vice president of Cloud and AI at Microsoft, in Seoul this week to discuss memory supply, according to Maeil Business Newspaper, citing industry sources.

Intel has confirmed it has begun raising CPU prices for OEM customers in response to ongoing supply constraints and rising raw material costs. According to Nikkei Asia, both Intel and AMD have notified clients of planned price increases in March and April 2026. The report notes that AI-driven global memory shortages are pushing hardware costs higher and extending delivery times, placing unprecedented margin pressure on channel partners.
The 2026 Taiwan International Machine Tool Show (TMTS), an annual machine tool industry exhibition, has returned to Taichung this year, a move seen as particularly significant given the city's role as a central hub for the machine tool industry cluster. Raymond Greene, director of the American Institute in Taiwan (AIT), attended the opening ceremony to show support.
The surge in AI applications driving PCB material upgrades is exacerbating upstream raw material supply shortages. Notably, besides ongoing price hikes, some IC substrate makers report that limited production capacity for glass fiber cloth and copper foil has tightened supply of copper-clad laminates (CCL) for months. This shortage has extended product lead times to as long as 6 months, forcing related companies to implement a "quota system."
At a series of year-end gatherings in Hsinchu and Taipei this week, Star Fusion and its affiliated companies outlined their business outlook for 2026, pointing to a shift toward higher-value chip design as a key growth driver.

Nexchip reported 2025 revenue of CNY10.89 billion (approx. US$1.58 billion), up 17.69% year-over-year, with net profit rising 32.16% to CNY704 million and earnings per share increasing 33.33% to CNY0.36. Growth was driven by higher shipment volumes, expanding revenue scale, and gains from the transfer of photomask-related technologies.

C SUN and Contrel have announced a significant equity partnership, as C SUN agreed to invest approximately NT$1.02 billion (approx. US$32 million) as a strategic investor to acquire 20,000 private placement shares in Contrel, becoming its largest single shareholder with a 10.82% stake. The deal also formally brings Contrel into the G2C+ alliance, a growing consortium focused on advanced semiconductor equipment.

Japan's power semiconductor sector is moving toward consolidation, with Rohm, Toshiba, and Mitsubishi Electric entering negotiations to integrate their power chip businesses, according to Yomiuri Shimbun and Nikkei. The talks target scale in electric vehicles, AI data centers, and power infrastructure, where demand for power control semiconductors is rising.

The global semiconductor industry is set to surpass the US$1 trillion revenue mark in 2026, driven by accelerating artificial intelligence demand, but the milestone comes with mounting structural pressures—particularly in memory—that are beginning to ripple across the broader electronics ecosystem.

GlobalFoundries has filed multiple lawsuits against rival Tower Semiconductor, alleging infringement of 11 patents related to chip manufacturing technologies used in smartphones and other electronic devices.

SK Hynix plans to build more than KRW100 trillion (approx. US$66 billion) in net cash to support long-term investment in artificial intelligence (AI) infrastructure, as surging demand reshapes the memory industry and drives a new round of capital spending.