Core Viewpoint - The article discusses the recent recovery of quantitative private equity and raises questions about its sustainability, governance, and role in the capital market, suggesting a need for rational reference for industry regulation and sustainable development [1] Group 1: Performance and Market Trends - In the first half of the year, quantitative strategies showed significant excess returns, with over 40 private equity firms managing over 10 billion yuan, and the average new issuance scale exceeding 3 billion yuan [2][5] - However, by August, the performance of quantitative private equity began to decline, with only 19.9% of index-enhanced private equity products achieving positive excess returns [3][4] - The market style switch and the concentration of funds in small-cap stocks contributed to the negative excess returns observed in quantitative strategies [4][3] Group 2: Industry Adjustments and Strategies - Following the lessons from 2024, quantitative private equity firms are reducing leverage and limiting style exposure to avoid repeating past mistakes [2][7] - Many firms are enhancing their risk management systems, implementing multi-dimensional restrictions to ensure proper risk thresholds and real-time monitoring of market conditions [8] - The industry is increasingly focusing on long-term strategy stability, with a shift towards AI and machine learning to improve the efficiency of alpha factor extraction and optimize trading execution [10][11] Group 3: Future Outlook - The ongoing active trading volume in the market is seen as a crucial support for the current recovery of quantitative private equity, with expectations that liquidity shocks will not reoccur [9] - Firms are diversifying their strategies and assets to enhance portfolio stability, exploring multi-strategy approaches and utilizing derivatives to ensure steady asset appreciation [11] - The competition in the quantitative space is expected to shift from short-term performance to long-term adaptability of strategies, emphasizing patience and thoroughness [11]