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China quant rout drags down DeepSeek founder’s fund by 16%: report

Reported by Seekingalpha
Jul 20, 2026· 2 min read
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Key Takeaways
  • • Liang Wenfeng's quantitative hedge fund High-Flyer experienced a significant 16% decline amid a broader China quant market rout, according to recent reporting on the fund's performance.
  • • High-Flyer generated over 50% returns in 2025, demonstrating strong performance before the recent downturn, with the fund positioned as a major player in China's surging quantitative hedge fund sector.
  • • Chinese quant funds collectively posted average returns of 30.5% in 2025, more than double global peer returns, but are now experiencing material corrections as market conditions deteriorate.
  • • DeepSeek, the AI model developed by High-Flyer founder Liang Wenfeng, has disrupted global technology markets, erasing approximately $600 billion from Nvidia's valuation and $1 trillion in broader market value through its breakthrough capabilities.
  • • New quantitative hedge fund products in China more than doubled year-over-year to 6,296 funds, representing 46% of all new hedge funds launched, reflecting explosive growth in the sector that now faces headwinds.
Summary
Liang Wenfeng's High-Flyer quantitative hedge fund has experienced a notable 16% decline in the face of a broader Chinese quant market downturn, reversing gains from an exceptionally strong 2025. Despite this recent setback, High-Flyer demonstrated substantial outperformance in the prior year, generating returns exceeding 50% and positioning itself among China's leading quantitative investment firms.

The broader Chinese quantitative hedge fund sector experienced explosive growth through 2025, with long-only stock quants gaining 44.7% and substantially outperforming discretionary rivals by over 20 percentage points. Chinese quant funds as a category posted average returns of 30.5% in 2025—more than double the performance of global peers—while new quant product launches more than doubled to 6,296 funds, accounting for 46% of all new hedge funds launched in the market. This remarkable expansion reflects institutional capital's heavy allocation to quantitative strategies in China's investment landscape.

High-Flyer's founder Liang Wenfeng has simultaneously built DeepSeek, an artificial intelligence venture that has achieved significant disruption in global technology markets. DeepSeek's breakthrough capabilities have erased approximately $600 billion from Nvidia's market valuation and contributed to roughly $1 trillion in broader market value destruction, fundamentally challenging assumptions about the competitive landscape in AI development and semiconductor demand. DeepSeek launched its chatbot and DeepSeek-R1 model in January 2025, establishing itself as a formidable competitor in the generative AI space while simultaneously serving as a strategic asset for High-Flyer's hedge fund operations.

The recent correction in Chinese quant funds reflects broader market volatility and the sector's exposure to technology-driven dislocations. Many quantitative managers, despite their strong 2025 performance, remain relatively young and less seasoned in navigating severe market corrections. Market indices have declined between 10-25% depending on the benchmark, with some quant funds experiencing even deeper drawdowns, illustrating the sector's systematic vulnerabilities during market stress periods.

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Sources

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AlphaMaven summarised this story from the reporting below. Each link opens the original article.

Seekingalpha China quant rout drags down DeepSeek founder’s fund by 16%: report