Core Insights - The core conclusion from two recent reports is that the investment focus in 2026 will remain on the AI sector, highlighting the expected explosive growth in demand for AI accelerators (XPUs) and the challenges in the supply chain [2]. Group 1: AI Market Outlook - Bernstein's report indicates that by 2026, the demand for AI-specific integrated circuits (AI ASICs) from Broadcom and MediaTek is projected to reach 3.7 million and 200,000 units, respectively, with most of these being tensor processing units (TPUs) [5]. - Morgan Stanley emphasizes that the market is still at the beginning of AI development, with significant advancements expected in the coming years, despite the notable achievements in the field so far [2]. Group 2: Supply Chain Challenges - There is a clear visibility of supply constraints in critical supply chain segments such as wafer-level system integration technology (CoWoS), memory, and logic wafers, which are struggling to meet market demand [2]. - Bernstein forecasts that global CoWoS annual production capacity will increase from 724,000 wafers in 2025 to 1.25 million wafers in 2026, indicating a response to the anticipated demand surge [8]. Group 3: Pricing Trends - Morgan Stanley's report provides a detailed forecast of DRAM and NAND prices, predicting significant price increases across various types of memory products, including DDR4 and DDR5, with expected increases of up to 70% for DDR4 in Q1 2026 [12]. - The blended average selling price (ASP) for DRAM is expected to rise significantly, with projections indicating increases of 50-55% for DDR4 in Q1 2026 and 60-65% for DDR5 in the same period [12].