Investment Rating - The industry investment rating is "Buy" [3] Core Insights - The report highlights the potential of HBF (High Bandwidth Flash) technology to meet the memory capacity requirements of AI large models, which have been increasing due to the growth in model parameters and context lengths [13][20] - Companies with a database technology foundation are well-positioned to develop data infrastructure software based on HBF, with major players including Huawei and Alibaba, as well as independent firms like StarRing Technology and PingCAP [29][32] - The maturity of HBF technology is expected to drive the application of related data infrastructure software, particularly in AI inference tasks [33] Summary by Sections HBF Technology Development - HBF is anticipated to become the optimal solution for meeting the memory capacity demands of AI large models, as current HBM (High Bandwidth Memory) solutions are insufficient [20][23] - The first batch of HBF samples is expected to be delivered in the second half of 2026, with integrated AI inference hardware projected for early 2027 [23] Data Infrastructure Software Opportunities - The report identifies a growing need for data processing software that can handle the high memory requirements of various AI models, particularly large language models and video generation models [28][30] - Companies with existing database technology capabilities are likely to develop software optimized for HBF, enhancing their competitive edge in the market [29][32] Key Company Valuations and Financial Analysis - StarRing Technology (688031.SH) has a current price of CNY 97.99 with a rating of "Increase" [8] - Cambricon (688256.SH) is rated "Buy" with a target value of CNY 1480.92, reflecting strong growth potential [8] - Inspur Information (000977.SZ) is rated "Increase" with a current price of CNY 62.85 [8] - Unisplendour (000938.SZ) is rated "Buy" with a target value of CNY 39.18 [8]