Core Viewpoint - Shenzhen Rayson HI-TECH Co., Ltd. (referred to as "Rayson Technology") has submitted a prospectus for an IPO on the Hong Kong Stock Exchange, aiming to list on the main board after a previous application lapsed in September 2025 [1]. Company Overview - Rayson Technology, established in 2016, is a leading independent manufacturer of embedded storage products, focusing on the R&D, design, production, and sales of embedded storage products and other storage solutions [2]. - The company's embedded storage products include DRAM-based products (DDR, LPDDR), NAND Flash-based products (eMMC, UFS), and multi-chip package (MCP) embedded storage products (eMCP, uMCP, ePOP). Other products include solid-state drives and memory modules [2]. - According to a Frost & Sullivan report, Rayson Technology ranks second among independent manufacturers in the global embedded storage market with a market share of 1.6% based on 2024 shipment volume. It holds the first position in the global LPDDR market with a market share of 2.6% [2]. Product Applications - The company's products are utilized in various consumer electronics, including smartphones, laptops, tablets, educational electronics, smart home devices, wearables, smart robots, as well as in industrial applications and smart cockpit systems, providing high performance, reliability, and durability for data access [3]. Shareholder Structure - Prior to its listing in Hong Kong, Rayson Technology's shareholder structure shows that Mr. Wen Jianwei controls approximately 54.97% of the shares, making him the controlling shareholder. Other shareholders include Allwinner Technology, Shanghai Lingxin Investment, Hefei Jian Investment, and several private equity firms [4]. Board of Directors and Management - The board of directors consists of 9 members, including 4 executive directors led by Mr. Wen Jianwei (Chairman and General Manager) and 1 non-executive director. There are also 4 independent non-executive directors with diverse backgrounds [5][6]. - The management team includes a Chief Financial Officer and other key executives responsible for various operational areas [6]. Financial Performance - Rayson Technology's revenue for the years 2023, 2024, and 2025 was reported as RMB 2.402 billion, RMB 3.714 billion, and RMB 5.919 billion, respectively. The corresponding net profits were RMB 37 million, RMB 89 million, and RMB 880 million [7]. Advisory Team - The IPO advisory team includes exclusive sponsors from China Merchants Securities International and Guotai Junan International, with KPMG serving as the auditor and various law firms providing legal counsel [8].

Core Insights - The report highlights the anticipated end of U.S. military actions against Iran, which may have significant economic implications for Arab nations, with estimated losses nearing $200 billion [4] - The report notes a decrease in profit for China's state-owned enterprises by 2% year-on-year for January-February [4] - The Hong Kong securities industry is projected to achieve record profits and trading volumes in 2025, marking a five-year high [4] Economic Data - The manufacturing PMI in China rose to 50.4% in March, indicating expansion in the manufacturing sector [4] - The 2-year U.S. Treasury yield decreased by 3.29 basis points to 3.793%, while the 5-year yield fell by 3.83 basis points to 3.945%, and the 10-year yield dropped by 3.16 basis points to 4.317% [4] - Key indices showed varied performance, with the Nasdaq up by 3.83% and the Dow Jones Industrial Average increasing by 2.49% [5]

Core Viewpoint - The "Zhang Xue Motorcycle" concept has become a market hotspot, significantly impacting stock prices of related companies following its success in the World Superbike Championship [1][10]. Market Performance - On March 31, A-shares experienced a broad decline, with the Shanghai Composite Index falling 0.8% to 3891.86 points, and the ChiNext Index dropping 2.7%. The total trading volume in the Shanghai and Shenzhen markets reached approximately 2.01 trillion yuan, an increase of about 100 billion yuan from the previous day [2]. - The banking sector saw gains, with China Bank and Agricultural Bank rising over 3%, while the overall performance of 22 listed banks showed a weighted average revenue and profit growth of 1.05% and 1.77% year-on-year, respectively [5][6]. "Zhang Xue Motorcycle" Concept - The "Zhang Xue Motorcycle" achieved significant victories in the World Superbike Championship, marking the first time a Chinese motorcycle manufacturer has won in this top-tier event, breaking the dominance of brands like Ducati and Yamaha [10]. - Companies associated with the "Zhang Xue Motorcycle," such as Hongquan Technology and Zhenghe Industrial, saw substantial stock price increases, with Hongquan Technology rising over 16% and Zhenghe Industrial hitting the daily limit [8][11]. Storage Sector Decline - The storage sector faced a sharp decline, with companies like Baiwei Storage and Zhaoyi Innovation dropping over 8%. The overall sentiment in the storage market was negatively impacted despite long-term growth potential driven by advancements in memory compression technologies [14][16]. Future Outlook - Analysts suggest that the banking sector may benefit from stable credit risk and a favorable liquidity environment, with expectations of continued interest from long-term funds due to the sector's high dividend and low valuation attributes [6]. - The introduction of Google's TurboQuant memory compression technology is expected to enhance storage demand in the long run, despite short-term declines in certain storage stocks [16][17].

Group 1 - Oil prices have increased, with WTI crude rising by 2.29% to $101.92 per barrel and Brent crude up by 2.51% to $107.96 per barrel [8] - The aluminum sector saw significant gains, with Century Aluminum rising over 16% and Alcoa up more than 8% [5] - Lithium battery stocks experienced a surge, with Sigma Lithium skyrocketing over 34%, Lithium Argentina AG increasing by over 7%, and Lithium Americas rising by over 3% [6] Group 2 - U.S. stock market opened higher, with the Dow Jones up 0.48%, S&P 500 up 0.33%, and Nasdaq Composite up 0.18% [2] - Communication and storage stocks in the U.S. market saw declines, with AAOI dropping over 8%, Ciena down over 4%, and Micron Technology, Lumentum, Western Digital, Corning, and SanDisk all falling by more than 2% [4] - Chinese concept stocks showed strength, with WeRide rising by 6%, NIO up over 3.7%, Kingsoft Cloud increasing by 2%, and iQIYI surging over 12% after submitting a listing application to the Hong Kong Stock Exchange and receiving authorization to repurchase up to $100 million in shares [4] Group 3 - Investors are advised to pay attention to Federal Reserve Chairman Jerome Powell's speech scheduled for 10:30 PM Beijing time on Monday [7]

Investment Rating - The report maintains a "Positive" investment rating for the storage industry, particularly in relation to the implications of the TurboQuant algorithm on storage demand [2]. Core Insights - The report discusses the recent Google paper on TurboQuant, which has sparked debates regarding storage demand, suggesting that the excitement may be overstated and that TurboQuant may represent a conventional academic advancement rather than a groundbreaking change in storage technology [4][12]. - It emphasizes the need for investors to understand the nuances of TurboQuant, including its operational mechanics and potential limitations, particularly in terms of its application in various scenarios [4][24]. - The report highlights that while TurboQuant claims significant performance improvements, the actual benefits may not be as pronounced as suggested, particularly when compared to existing methods [25][26]. Summary by Sections 1. Background and Context - The report outlines the context of the TurboQuant paper, noting that media coverage has often been more aggressive than the original research, which presents a more tempered view of its innovations [4][9]. - It identifies that previous algorithms like PolarQuant and RaBitQ have laid the groundwork for TurboQuant, suggesting that the latter may not be as revolutionary as portrayed [12][13]. 2. TurboQuant Overview - The report provides a detailed summary of the TurboQuant algorithm, explaining its methodology and the theoretical underpinnings that guide its design [16]. - It describes the algorithm's focus on minimizing mean squared error (MSE) and optimizing inner product calculations, which are critical for its performance [16][18]. 3. Advantages and Disadvantages - The report discusses the advantages of TurboQuant, such as its potential for significant memory compression, but also highlights critical drawbacks, including its limited applicability to certain types of processing and potential accuracy trade-offs [24][25]. - It notes that TurboQuant primarily compresses KV-Cache without addressing other components like model weights, which remain a significant factor in overall memory usage [24]. 4. Broader Implications - The report suggests that while TurboQuant may not drastically alter storage demand, it raises important questions about the alignment of interests across different segments of the storage industry [28]. - It emphasizes the importance of understanding the diverse technological approaches within the AI-native storage landscape, which may lead to varying preferences among manufacturers [29][30]. 5. Academic Contributions and Insights - The report concludes by recognizing the academic contributions of the TurboQuant paper, particularly its innovative approach to applying digital communication theory to optimize storage solutions [31][32]. - It encourages further exploration of these theoretical frameworks as they may yield significant advancements in the field [31].

Summary of Conference Call Notes Industry Overview - The global semiconductor market is accelerating, expected to reach $1 trillion by 2027, with a year-on-year growth rate exceeding 26% in 2026, significantly faster than previous forecasts that anticipated reaching this milestone by 2030 [1][2] - The storage industry is transitioning from a cyclical nature to AI-driven growth, with contract prices for storage products in Q2 2026 expected to exceed previous expectations [1][10] Key Companies and Capital Expenditure - Major companies are significantly increasing their capital expenditures: - TSMC has raised its 2026 capital expenditure to $52-56 billion, a 27%-37% increase year-on-year [1][2] - Micron has increased its 2026 capital expenditure from $20 billion to $25 billion, with an additional $10 billion expected in 2027 [2] - SK Hynix has placed an $8 billion order for EUV equipment to secure future storage business expansion [1][2] Domestic Market Developments - Domestic advanced logic and storage capacity expansions are becoming clearer, with Huahong's N+7 capacity coming online and Longsys/Changxin's market share expected to rise from under 10% to 25% [1][4] - The domestic semiconductor equipment sector is focusing on advanced logic and storage, with significant opportunities for domestic equipment manufacturers as they achieve breakthroughs in advanced processes [4][5] Trends in Semiconductor Equipment - The domestic semiconductor equipment market is seeing a shift towards advanced process solutions, with companies like North Huachuang and Zhongwei launching new products targeting high-end applications [6] - The trend of domestic equipment manufacturers achieving breakthroughs in advanced processes is expected to enhance order certainty and growth prospects for these companies [5][6] Storage Market Dynamics - In the AI era, storage has become a critical strategic resource, with the global storage market expected to exceed $600 billion by 2026 [7] - The demand for storage products is showing a clear divergence, with strong demand from the AI server market, while consumer electronics demand is relatively weak [8] - The introduction of enterprise SSDs for KV Cache storage in AI applications is creating new demand growth points, transforming SSDs from auxiliary components to core components in computing [9] Supply Side and Capacity Expansion - Despite plans for capacity expansion from major storage manufacturers, the release of new capacity is expected to be slow, with significant new capacity not anticipated until the second half of 2027 [10] - The limited new capacity in NAND and DRAM is unlikely to significantly impact the overall supply-demand relationship in 2026 [10] Changes in Order Models - Storage manufacturers are moving towards long-term strategic agreements with clients, typically lasting 3-5 years, which aim to secure future capacity without locking in prices [11] - This shift in order models is expected to reduce the cyclical nature of the industry and enhance the valuation of the storage sector [11] Inventory Levels - Current inventory levels for both overseas manufacturers and domestic clients are normal, with manufacturers holding only about 4 weeks of inventory, indicating a clear upward cycle driven by AI [12]

Summary of Conference Call Records Industry Overview - The records focus on the **memory storage industry**, particularly related to **AI server memory** and **niche storage** markets [1][2][3]. Key Points and Arguments 1. **AI Server Memory Shortage**: There is an extreme shortage of memory for AI servers, with channel vendors dismantling servers to sell memory separately. CSP order fulfillment is below 100%, making it difficult for consumer electronics clients to obtain supplies [1][2]. 2. **Jevons Paradox**: Algorithm optimizations may reduce memory demand per GPU, but they will accelerate AI application deployment and token release, leading to an exponential increase in overall memory demand [1][2]. 3. **Extended Storage Cycle**: The storage upcycle is expected to last longer than previously anticipated, with major manufacturers like Hynix pushing peak expectations from 2027 to 2028-2030 due to demand uncertainty and cautious supply expansion [1][3]. 4. **DRAM Price Increase**: The expected increase in DRAM contract prices for Q2 2026 is projected to be between 40% and 50%, with module manufacturers experiencing a 50% increase in ASP in Q1 2026, leading to a net profit margin of around 40% [1][5]. 5. **Niche Storage Market Growth**: The niche storage market, particularly SLC and MLC NAND, is expected to see significant price increases due to supply constraints, with major players like Kioxia exiting certain product lines [1][7][9]. 6. **Investment Opportunities**: Companies such as Zhaoyi Innovation, Puran, and Dongxin are expected to benefit from the supply gap in niche NAND, with their PE ratios adjusted to the 20-30 range, indicating good investment potential [1][10]. 7. **Market Sentiment**: The storage module sector is viewed as a "safe asset" within the tech sector, driven by low valuations and high earnings certainty, despite macroeconomic disturbances [6][8]. Additional Important Insights - **Supply and Demand Characteristics**: The demand side is characterized by significant but unclear needs from AI servers, while the supply side remains cautious due to past experiences of overproduction leading to negative margins [4]. - **Performance of Storage Module Sector**: The strong performance of the storage module sector in Q1 2026 is attributed to strategic inventory management rather than rapid stock depletion, indicating potential for sustained growth in subsequent quarters [5][8]. - **Valuation Levels**: The storage module sector's PE ratios have fallen to around 10, suggesting limited downside potential as earnings expectations are revised upwards [8][10]. This summary encapsulates the critical insights from the conference call records, highlighting the dynamics of the memory storage industry and the implications for investment strategies.

Core Viewpoint - The era of Agent AI is driving a paradigm shift in the storage industry, with storage capacity becoming the core focus [1] Supply and Demand - AI inference is leading to a significant increase in Token consumption, resulting in a linear surge in KV Cache demand [1] - The mismatch between explosive demand and manufacturers' capacity expansion has resulted in a persistent shortage, which is expected to last until 2027 [1] - Price increases are anticipated to continue throughout 2026 due to ongoing supply-demand imbalances [1] Technology - In the context of extreme shortages and high costs of HBM and DRAM, manufacturers are collaborating on NAND innovation solutions to alleviate pressure on memory capacity requirements [1] - The trend of storage innovation and growth is expected to remain strong [1]

Group 1: Market Overview - The market is expected to maintain a volatile consolidation phase until the end of April, with a trend-driven market still needing to wait [5][8] - The technical indicators show weak recovery after the recent decline, with the Shanghai Composite Index and the Wind All A Index not filling previous gaps, indicating a cautious sentiment among investors [5][8] - The performance of industrial enterprises is crucial for market direction, with a focus on sectors that exceed earnings expectations [5][8] Group 2: Investment Recommendations - Attention should be given to high dividend assets such as coal, oil, and transportation [17] - Opportunities in energy substitution sectors, including new energy, energy storage, and coal chemical industries, are highlighted [17] - High-growth technology sectors, such as optical modules, PCBs, and storage, are recommended for investment [17] Group 3: Economic Indicators - In January and February, profits of industrial enterprises above designated size increased by 15.2% year-on-year, with a notable acceleration compared to the previous year [10][11] - The profit margin for industrial enterprises improved, with the cost per hundred yuan of revenue decreasing for the first time since 2022 [10][11] - High-tech manufacturing and raw materials sectors showed significant profit growth, with high-tech manufacturing profits rising by 58.7% and raw materials manufacturing profits increasing by 88.3% [11] Group 4: Policy Changes - The collection ratio of state-owned capital profits is set to increase, with adjustments made to the categories of enterprises subject to profit collection [12] - The new policy aims to enhance fiscal balance and support key areas such as national strategy and technological innovation [12] Group 5: Geopolitical Factors - The ongoing Middle East conflict adds uncertainty to the market, with potential impacts on oil prices and overall market sentiment [13][14] - The situation in the Strait of Hormuz is critical, as its closure could lead to prolonged market volatility and shifts in trading logic [13]

Group 1 - The report highlights that the market may be overly optimistic about the quick resolution of the US-Israel-Iran conflict, indicating a significant expectation gap regarding the duration of the conflict and the situation in the Strait of Hormuz, which directly impacts oil prices and subsequently affects global asset prices [1][10]. - The current phase of the US-Israel-Iran conflict has transitioned from pure battlefield engagement to a "fighting while negotiating" scenario, creating a precarious political balance that complicates investment decisions [1][12]. Group 2 - The report introduces two volatility indicators, OVX and VIX, as essential tools for institutional investors to navigate the current geopolitical uncertainties. OVX measures the market's expectation of oil price volatility, while VIX gauges the expected volatility of the S&P 500 index, representing economic recession risks [2][14]. - A rapid increase in OVX coupled with a lagging VIX suggests that risks are still concentrated in the energy sector and have not yet fully transmitted to global macro credit risks or earnings expectations. A simultaneous upward movement in both indicators may signal a liquidity crisis or global economic recession triggered by geopolitical risks [2][14]. Group 3 - The investment strategy is categorized into four quadrants based on the relationship between OVX and VIX, providing tailored recommendations for different market conditions: 1. High OVX and fluctuating VIX suggest a local energy crisis, recommending an overweight in traditional energy and energy alternatives, particularly in sectors like power equipment and coal [3][26]. 2. High OVX and rapidly rising VIX indicate systemic recession or liquidity risks, prioritizing defensive strategies [3][26]. 3. A peak and decline in OVX with a downward-trending VIX suggest a transition to technology growth investments, recommending sectors such as computing power, semiconductors, and AI-related themes [3][26]. 4. A declining OVX with an unusually high VIX indicates the end of geopolitical tensions, but the impact of high oil prices on the economy persists, suggesting a shift towards high-dividend and low-volatility investments [3][26].