logo
    • Buy Crypto
    • Markets
    • Futures
    • Spot
    • Earn
    • Affiliates & AI
    • More
    1. WEEX
    2. Crypto News
    3. Founder of DeepSeek’s Magic Square Quantitative Strategy Achieved a 56.55% Return in 2025

    Founder of DeepSeek’s Magic Square Quantitative Strategy Achieved a 56.55% Return in 2025

    By: crypto insight|2026/01/14 10:30:03
    0
    Share
    copy
    Prefer us on GooglePrefer us on Google
    QNTQNT
    00.00%--
     

    Key Takeaways

    • Huansquare Quant, led by Liang Wenfeng, achieved a 56.55% return in 2025.
    • The fund’s assets under management have exceeded 70 billion RMB.
    • DeepSeek, founded by Liang Wenfeng, is releasing a new AI model, DeepSeek V4, in February.
    • Huansquare Quant is a prominent player in China’s quantitative private fund sector.

    WEEX Crypto News, 2026-01-14 09:45:57

    In the ever-evolving landscape of quantitative finance, few stories are as compelling as that of Liang Wenfeng and his creation, Huansquare Quant. Founded during his academic pursuits at Zhejiang University, Huansquare Quant has risen to become one of the most distinguished names in China’s hedge fund arena. As of 2025, this quantitative giant not only achieved an impressive annual return of 56.55% but also managed assets surpassing a staggering 70 billion RMB, securing its position as a leader in the market.

    The Rise of Huansquare Quant

    The journey of Huansquare Quant reflects the broader evolution of quantitative trading and AI integration in the financial sector. When Liang Wenfeng first embarked on his academic journey in Information and Communication Engineering, the financial markets were just beginning to embrace computational techniques that have today become industry standards. His early interest in mathematics and technology laid the groundwork for what would become Huansquare Quant, a firm blending computational prowess with strategic financial insights.

    From its inception in 2008, Huansquare Quant distinguished itself as a hedge fund that leveraged advanced mathematical models and artificial intelligence. By navigating these complex waters, the firm was able to exploit inefficiencies in the market, turning them into substantial gains. This approach is not just a testament to the power of AI and computation but also to the vision of its founder, who effectively bridged his academic pursuits with practical financial applications.

    Staggering Growth and Performance

    The past few years have been marked by remarkable growth for Huansquare Quant. In 2019, the fund crossed the 10 billion RMB threshold for assets under management—a significant milestone for any financial entity. By 2021, this figure had ballooned to over 100 billion RMB, highlighting both the efficacy of its trading strategies and the trust it garnered from investors.

    Such growth is not solely driven by monetary gain but is underpinned by consistent performance. The average return of Huansquare Quant over the past three and five years has been reported at 85.15% and 114.35%, respectively. These figures are more than just statistics; they tell the story of a firm that has consistently outpaced its peers by a significant margin. Only Lingjun Investment, with a return of 73.51%, managed to exceed Huansquare’s performance in 2025, underlining the competitive nature of this sector.

    DeepSeek’s Future and Technological Innovations

    The financial prowess of Huansquare Quant has also provided a strong foundation for Liang Wenfeng to expand into new technological frontiers. DeepSeek, another of his strategic endeavors, is poised to release its new flagship AI model, DeepSeek V4, scheduled for February. This model’s anticipated introduction into the market could potentially shift the paradigms of AI competition. The new iteration promises to offer advanced programming capabilities, which many analysts believe will empower traders and researchers alike by providing faster, more accurate data analysis and execution capabilities.

    The deployment of DeepSeek V4 signifies more than just a technological upgrade; it marks a progressive step towards integrating AI more deeply into financial systems. As the competitive landscape of AI continues to evolve, models like DeepSeek V4 could redefine how hedge funds approach market analysis and decision-making.

    Impact on the AI Competitive Landscape

    Amidst the developments spearheaded by DeepSeek and Huansquare Quant, the competitive landscape in AI is becoming increasingly intricate. As new technologies emerge, stakeholders are keenly observing how these innovations will influence everything from algorithmic trading to market predictions. The powerful programming capabilities of DeepSeek V4 might serve as a catalyst for future AI models, pushing the envelope further and expanding the possibilities within the field.

    Similar to how athletes train to enhance their performance and adapt to evolving challenges, financial institutions leverage AI technologies to refine strategies and outperform competitors. By advancing their computational resources and adapting to technological shifts, companies like DeepSeek and Huansquare Quant remain at the forefront of innovation, ensuring sustained success in an environment that prides itself on speed and precision.

    -- Price

    --

    Contextualizing the Competitive Achievements

    The achievements of Huansquare Quant stand as a testament to strategic foresight and unrelenting determination in the face of a rapidly changing market landscape. The fund’s impressive annual returns, bolstered by substantial assets under management, highlight Liang Wenfeng’s strategic mastery and intuitive understanding of both technology and markets. By meticulously fusing academic principles with empirical insights, Huansquare Quant has solidified its status as a leading force in quantitative private funds.

    Strategic Growth and Market Position

    For a fund to achieve such notable milestones, strategic growth must be both calculated and adaptive. The growth narrative of Huansquare Quant is not merely about scaling assets but encapsulates a deeper understanding of market structures and exploiting them through technological specificity. This dynamic capability, especially in the face of complex market landscapes, is what propels firms from relative obscurity to industry dominance.

    Liabilities and Financial Literacy

    Alongside opportunities, firms like Huansquare Quant must navigate through financial institutional liabilities which require sophisticated understandings. As these entities manage increasingly larger funds, they must also equip themselves with tools to unravel complex regulatory and compliance landscapes. In this respect, the deployment of a model such as DeepSeek V4 demonstrates forward-thinking, not simply in terms of technology but also in complying with evolving regulatory expectations and avoiding potential pitfalls.

    Positioning for the Future

    The road ahead for Huansquare Quant and DeepSeek is paved with both challenges and opportunities. As the release of DeepSeek V4 looms on the horizon, anticipation builds around its potential impacts on both the financial and AI sectors. This introduction is seen not merely as an upgrade but as a potential industry game-changer. By staying at the forefront of innovation, Huansquare Quant and DeepSeek aim to define the trajectory of financial technology in the years to come.

    As the industry moves forward, the broader narrative of Liang Wenfeng’s contributions and innovations will be closely watched. His journey from academia to building influential financial technology platforms reflects a unique synthesis of skill, insight, and bold vision. Such stories not only inspire aspiring financial innovators but also underscore the ever-present possibilities that lie within the intersection of technology, mathematics, and finance.

    Conclusion

    In summary, the tale of Huansquare Quant, founded by Liang Wenfeng, is a profound testament to the transformative power of innovative thinking applied within the financial sector. Emerging from academic roots, this hedge fund has not only marked its territory in China’s financial landscape but continues to set precedents globally. With the forthcoming launch of DeepSeek V4, the implications for AI and quant-based trading strategies signal a new era of technological synthesis and market engagement.

    The continued success and evolution of firms like Huansquare Quant remind us that innovation is both a journey and a destination. As the financial world embraces ever-more complex technologies, the leaders in quant and AI hedge funds not only navigate but actively shape the paths ahead.


    FAQs

    What is Huansquare Quant, and who founded it?

    Huansquare Quant is a prominent quantitative private fund in China, founded by Liang Wenfeng. The firm is renowned for its advanced use of mathematical and computational models to achieve substantial market returns.

    How has Huansquare Quant performed in recent years?

    Huansquare Quant has demonstrated remarkable performance, with an average return of 56.55% in 2025. Over the previous three and five years, its returns have averaged 85.15% and 114.35%, respectively.

    What role does technology play in Huansquare Quant’s success?

    Technology, particularly AI and advanced computational models, plays a crucial role in Huansquare Quant’s strategy. The firm leverages these tools to analyze markets effectively and make informed trading decisions.

    What is DeepSeek, and what’s significant about its latest AI model?

    DeepSeek, founded by Liang Wenfeng, is preparing to release its latest AI model, DeepSeek V4, which boasts advanced programming capabilities. This model is expected to significantly impact the AI competitive landscape.

    How does Huansquare Quant’s approach differ in the competitive finance market?

    Huansquare Quant differentiates itself through its integration of AI and complex mathematical models. This strategic approach allows the firm to exploit market inefficiencies and maintain a competitive edge.

    This content is provided for general informational purposes only and doesn't constitute financial, investment, legal, or tax advice. Any events, rewards, online promotions, or related information mentioned herein should not be considered a recommendation, solicitation, or invitation to purchase, sell, trade, or otherwise deal in any crypto assets. Crypto assets are highly volatile and may result in loss. The availability of WEEX services, products, and related events may vary by region. You are responsible for ensuring that your participation is in accordance with applicable local laws and regulations.

    You may also like

    Grayscale Sees Three Forces Supporting Bitcoin Adoption Despite Bear Market

    Grayscale Sees Three Forces Supporting Bitcoin Adoption Despite Bear Market

    Robot maker Unitree is going public. Hyperliquid traders see 4x upside from IPO price

    Robot maker Unitree is going public. Hyperliquid traders see 4x upside from IPO price

    Blockchain is secure, but information needs to be filtered

    Blockchain is secure, but information needs to be filtered

    A panel at Blockchain.RIO discussed regulation, traceability, criminal investigation, and the risks of confusing immutability with truth in the crypto-assets market.
    web3: Tudor Investment Increases IBIT Spot Holdings

    web3: Tudor Investment Increases IBIT Spot Holdings

    Morgan Stanley Bitcoin ETF Retains Clients: Only Bitcoin Price Drops

    Morgan Stanley Bitcoin ETF Retains Clients: Only Bitcoin Price Drops

    Wall Street Only Looked Like This in 1929 and 2000: What It Means for Bitcoin?

    Wall Street Only Looked Like This in 1929 and 2000: What It Means for Bitcoin?

    BRICS+ Change: The Hidden Detail That Redefines Economic Sovereignty

    BRICS+ Change: The Hidden Detail That Redefines Economic Sovereignty

    Binance Becomes the New Battleground for Weekend Stock Markets: Using Perp to Seize Price Power and bStocks for Inventory and Error Correction System

    Binance Becomes the New Battleground for Weekend Stock Markets: Using Perp to Seize Price Power and bStocks for Inventory and Error Correction System

    Overview of Fusion Startups Securing Over $100 Million in Funding

    Overview of Fusion Startups Securing Over $100 Million in Funding

    Today, the World Finally Sees Why the 'AI Stock God' Fell

    Today, the World Finally Sees Why the 'AI Stock God' Fell

    Bitcoin’s $16.3 billion Wall Street stress test splits into four positional patterns

    Bitcoin’s $16.3 billion Wall Street stress test splits into four positional patterns

    Bitcoin ETF holdings split four ways: Abu Dhabi held steady, JPMorgan added shares, UBS shifted options, and Morgan Stanley added a trust.
    Michael Saylor: Bitcoin Attempts to Monetize Digital Scarcity, Reshaping Wealth Storage and Value Transfer

    Michael Saylor: Bitcoin Attempts to Monetize Digital Scarcity, Reshaping Wealth Storage and Value Transfer

    Clarity survives (barely), Strategy sells and the untold story of Mastercard's $1.8 billion deal: Crypto's week in 5 stories

    Clarity survives (barely), Strategy sells and the untold story of Mastercard's $1.8 billion deal: Crypto's week in 5 stories

    Binance's Lawsuit Delays RedotPay's US IPO Plans, Postponement Likely Until 2027

    Binance's Lawsuit Delays RedotPay's US IPO Plans, Postponement Likely Until 2027

    Optimal Strategy Under AI Bubble: Long Tech Leaders and Undervalued Assets, Short AI Bonds

    Optimal Strategy Under AI Bubble: Long Tech Leaders and Undervalued Assets, Short AI Bonds

    ChatGPT Predicts Best Crypto for 2026 – Bitcoin, XRP, or Solana?

    ChatGPT Predicts Best Crypto for 2026 – Bitcoin, XRP, or Solana?

    Bitcoin hovers around $63,400, XRP struggles at $1, and Solana holds steady at $75. We presented this situation to ChatGPT, asking which coin has the most potential in 2026. The answer is surprising. But do human analysts see it the same way? Bitcoin Price Stalls Below $65,000 ChatGPT identifies Bit...
    Wall Street's private blockchain obsession is a 'race to the bottom,' Ethereum advocate Raman warns

    Wall Street's private blockchain obsession is a 'race to the bottom,' Ethereum advocate Raman warns

    Dartmouth crypto ETF holdings drop 15% in Q2

    Dartmouth crypto ETF holdings drop 15% in Q2

    Delphi Digital Researcher: How to Determine if a Project is Truly Undervalued?

    Delphi Digital Researcher: How to Determine if a Project is Truly Undervalued?

    A low xRev does not necessarily mean a project is undervalued; it may also indicate that the market is pricing in revenue decline. Through the cases of PUMP and AERO, this article analyzes how to determine whether a project is truly cheap or if its fundamentals are deteriorating.
    web3: Quantum Computing Approaches, Crypto Industry Prepares for Large-Scale Migration

    web3: Quantum Computing Approaches, Crypto Industry Prepares for Large-Scale Migration

    The Fixed Term Deposit, Increasingly Questioned: Everything You Need to Know About This Tool

    The Fixed Term Deposit, Increasingly Questioned: Everything You Need to Know About This Tool

    The return depends on the chosen entity, the channel used, and the agreed term at the time of establishing the deposit.
    Follow the Money: Nearly $4.5 Billion in Web3, 'Venture Assault on AI' and eToro's Expansion in the US

    Follow the Money: Nearly $4.5 Billion in Web3, 'Venture Assault on AI' and eToro's Expansion in the US

    Robinhood’s $225.5M venture fund opens below IPO price

    Robinhood’s $225.5M venture fund opens below IPO price

    Bitcoin: Is AI More Dangerous Than Quantum? 2 Developers Explain Everything You Need to Know

    Bitcoin: Is AI More Dangerous Than Quantum? 2 Developers Explain Everything You Need to Know

    An Uncontrollable AI in Two Years? Brian Armstrong from Coinbase Believes So

    An Uncontrollable AI in Two Years? Brian Armstrong from Coinbase Believes So

    Coinbase CEO Brian Armstrong bets that an AI model will become uncontrollable within two years, comparing it to the Morris worm of 1988.
    Nasdaq Aims to Simplify Launching Options on Crypto ETFs

    Nasdaq Aims to Simplify Launching Options on Crypto ETFs

    [SCAN 2026 Final Interview] ②J0y_B0y: The Four Students from Jordan's Applied Science Private University Unite

    [SCAN 2026 Final Interview] ②J0y_B0y: The Four Students from Jordan's Applied Science Private University Unite

    The final of the world's first virtual asset (digital asset) tracking competition, 'SCAN 2026', will be held on September 28 at 9 AM at Monaco Space in Seocho-gu, Seoul. SCAN 2026 was established to enhance cybersecurity and investigative capabilities in digital assets, hosted by the digital asset i...
    6 out of 10 XRP Investors at a Loss – Is Buying XRP Smart Now or Too Early?

    6 out of 10 XRP Investors at a Loss – Is Buying XRP Smart Now or Too Early?

    Nearly 60% of all XRP in circulation is at a loss, while the supply on exchanges has dropped to its lowest point in seven years. The XRP price hovers around 1 dollar. Is this the moment of maximum pain, or is there more to come? Why isn't XRP rising: six out of ten investors are in the red... Read m...
    Global Trade Exposes Risks: 27 Key Maritime Chokepoints Carry Most Trade Flow, Hormuz Crisis Sounds Alarm

    Global Trade Exposes Risks: 27 Key Maritime Chokepoints Carry Most Trade Flow, Hormuz Crisis Sounds Alarm

    Crypto VC will prioritize quantum-ready infrastructure heading into 2027, Moon Pursuit founder says

    Crypto VC will prioritize quantum-ready infrastructure heading into 2027, Moon Pursuit founder says

    Grayscale Sees Three Forces Supporting Bitcoin Adoption Despite Bear Market

    Robot maker Unitree is going public. Hyperliquid traders see 4x upside from IPO price

    Blockchain is secure, but information needs to be filtered

    A panel at Blockchain.RIO discussed regulation, traceability, criminal investigation, and the risks of confusing immutability with truth in the crypto-assets market.

    web3: Tudor Investment Increases IBIT Spot Holdings

    Morgan Stanley Bitcoin ETF Retains Clients: Only Bitcoin Price Drops

    Wall Street Only Looked Like This in 1929 and 2000: What It Means for Bitcoin?

    ...
    Invite friends, get rewards
    Invite to get up to $160 + 40% commission
    Invite friends, get rewardsInvite

    Contents

    Key Takeaways
    The Rise of Huansquare Quant
    Impact on the AI Competitive Landscape
    QNT
    Contextualizing the Competitive Achievements
    Positioning for the Future
    Conclusion
    FAQs

    Latest articles

    2026/04/01

    Polymarket Fee Surge Explained: Where Did 90%+ of Extreme Fees Come From?

    The new fee schedule has had a significant impact, with Polymarket's daily revenue now ranking 7th among crypto protocols.
    QNTQNT
    00.00%--
    2026/02/11

    $1M+ AI Trading Finals: Hubble AI & WEEX Spotlight the Future of Crypto Trading

    The WEEX AI Trading Hackathon Finals are now live, featuring real-time PnL leaderboards, daily rankings, and in-depth AMA sessions. Explore how top AI trading strategies perform under real market volatility and follow the competition as it unfolds.

    QNTQNT
    00.00%--
    2026/01/21

    Key Market Intelligence on January 21st, how much did you miss?

    1. On-chain Flows: $34.5M USD inflow to Arbitrum today; $51M USD outflow from Hyperliquid 2. Biggest Gainers and Losers: $SKR, $NOCK 3. Top News: memes sees over 160% rebound in 2 hours, market cap rises to $13.69M
    QNTQNT
    00.00%--
    ETHETH
    00.00%--
    FLOWFLOW
    00.00%--
    2026/01/21

    What Is AI Trading in Crypto Markets and Why WEEX Alpha Awakens Matters in 2026

    Learn what AI trading is and how WEEX Alpha Awakens tests AI trading strategies in live crypto markets, helping traders evaluate real AI trading platforms in 2026.

    QNTQNT
    00.00%--
    2026/01/14

    Founder of DeepSeek’s Magic Square Quantitative Strategy Achieved a 56.55% Return in 2025

    Key Takeaways Huansquare Quant, led by Liang Wenfeng, achieved a 56.55% return in 2025. The fund’s assets under…

    QNTQNT
    00.00%--
    More

    Latest coin listings on WEEX

    logoCommunity
    iconiconiconiconiconiconicon
    Customer Support:@weikecs
    Business Cooperation:@weikecs
    Quant Trading & MM:bd@weex.com
    VIP Program:support@weex.com
    • About Us
    • Announcement Center
    • Media Kit
    • WEEX Community
    • WXT Zone
    • Announcement
    • Legal Statement
    • Risk Disclosure
    • Terms and Policies
    • Privacy Policy
    • Whistleblower Notice
    • AML/CTF Policy
    • Law Enforcement
    • User Guide
    • Product Launches
    • Crypto News
    • Product Launches
    • Crypto Wiki
    • Learn
    • Q&A
    • Spot
    • Futures
    • Glossary
    • VIP Program
    • Download
    • Affiliate
    • Protection Fund
    • Proof of Reserves
    • Sitemap
    • ETFs
    • Crypto Prices
    • Price Predictions
    • WXT Price
    • BTC Price
    • ETH Price
    • DOGE Price
    • How to Buy Crypto
    • How to Buy WXT
    • How to Buy BTC
    • How to Buy ETH
    • How to Buy DOGE
    • Help Center
    • Fee Schedule
    • Trading Rules
    • WEEX Academy
    • Contact Verifier
    • Submit Feedback
    • About Us
    • Announcement Center
    • Media Kit
    • WEEX Community
    • WXT Zone
    • Announcement
    • Help Center
    • Fee Schedule
    • Trading Rules
    • WEEX Academy
    • Contact Verifier
    • Submit Feedback
    • Customer Support Bot
    • VIP Services
    • Legal Statement
    • Risk Disclosure
    • Terms and Policies
    • Privacy Policy
    • Whistleblower Notice
    • AML/CTF Policy
    • Law Enforcement
    • Proof of Reserves
    • Invite Friends
    • OTC
    • Download
    • Affiliate
    • VIP Program
    • API
    • Broker
    • Listing Application
    • Affiliate T&C
    • Sitemap
    • Futures
    • Spot
    • Copy Trade
    • Markets
    • WEEX Store
    • User Guide
    • Product Launches
    • Crypto News
    • Product Launches
    • Crypto Wiki
    • Learn
    • Q&A
    • Spot
    • Futures
    • Glossary
    • VIP Program
    • Download
    • Affiliate
    • Protection Fund
    • Proof of Reserves
    • Sitemap
    • ETFs
    • Crypto Prices
    • Price Predictions
    • WXT Price
    • BTC Price
    • ETH Price
    • DOGE Price
    • How to Buy Crypto
    • How to Buy WXT
    • How to Buy BTC
    • How to Buy ETH
    • How to Buy DOGE
    • About Us
    • Announcement Center
    • Media Kit
    • WEEX Community
    • WXT Zone
    • Announcement
    • Help Center
    • Fee Schedule
    • Trading Rules
    • WEEX Academy
    • Contact Verifier
    • Submit Feedback
    • Legal Statement
    • Risk Disclosure
    • Terms and Policies
    • Privacy Policy
    • Whistleblower Notice
    • AML/CTF Policy
    • Law Enforcement
    • Customer Support Bot
    • VIP Services
    • Futures
    • Spot
    • Copy Trade
    • Markets
    • WEEX Store
    • Proof of Reserves
    • Invite Friends
    • OTC
    • Download
    • Affiliate
    • VIP Program
    • API
    • Broker
    • Listing Application
    • Affiliate T&C
    • Sitemap
    • User Guide
    • Product Launches
    • Crypto News
    • Product Launches
    • Crypto Wiki
    • Learn
    • Q&A
    • Spot
    • Futures
    • Glossary
    • VIP Program
    • Download
    • Affiliate
    • Protection Fund
    • Proof of Reserves
    • Sitemap
    • ETFs
    • Crypto Prices
    • Price Predictions
    • WXT Price
    • BTC Price
    • ETH Price
    • DOGE Price
    • How to Buy Crypto
    • How to Buy WXT
    • How to Buy BTC
    • How to Buy ETH
    • How to Buy DOGE

    Where new wealth is made

    Download app

    Sign Up
    h5 logo
    Download