Exclusive: DeepSeek-Linked Quant Fund Caught Up in Kickback Scandal
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High-Flyer Quant, the Chinese quant fund behind AI firm DeepSeek, has come under scrutiny as authorities investigate whether a senior executive received illegal kickbacks from brokerage commissions.
Li Cheng, the hedge fund’s head of market operations, was cooperating with investigators in November and later placed under formal judicial investigation, sources with knowledge of the matter told Caixin.

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- High-Flyer Quant's head of market operations, Li Cheng, is under investigation for allegedly receiving over 20 million yuan in illegal kickbacks from China Merchants Securities' staff between 2018 and 2023.
- The scheme involved a bonus-sharing arrangement, with total performance bonuses reaching 118 million yuan; most were kept by Meng Pengfei and Liu Huan at China Merchants Securities.
- The case has highlighted persistent compliance and corruption risks in China's brokerage and fund sectors, raising concerns of personal kickbacks influencing trading relationships.
Summary:
[para. 1] High-Flyer Quant, a prominent Chinese quantitative hedge fund affiliated with the AI firm DeepSeek, is under official investigation regarding whether a senior executive, Li Cheng (head of market operations), received illicit kickbacks sourced from brokerage commissions paid by China Merchants Securities (CMS) [para. 1]. Li reportedly cooperated with the authorities in November and was subsequently placed under formal judicial investigation [para. 2]. Authorities are specifically investigating if Li accepted over 20 million yuan (approximately $2.8 million) in kickbacks, which were paid covertly by CMS staff using funds derived from commissions on executed trades for High-Flyer Quant [para. 3].
[para. 4] In China, only licensed securities firms like CMS can execute trades directly on exchanges, and private funds such as High-Flyer Quant must obtain market access via these firms, paying them commissions [para. 4]. Regulatory bans are in place prohibiting brokerage commission kickbacks to individuals, but this case highlights a compliance gap and potential conflicts of interest, revealing how personal incentives might guide brokerage selection rather than institutional interests [para. 5].
[para. 6][para. 7] The kickbacks are part of a broader bonus-sharing network that operated over five years (2018–2023), involving CMS staff at several hierarchical levels [para. 6][para. 7]. Li Cheng allegedly received the money from CMS employees over this period, with the central figure in the scheme being Meng Pengfei, then general manager of a Shenzhen branch of CMS [para. 8]. Meng appointed a relative as High-Flyer Quant’s dedicated broker, benefiting from CMS’s internal policy that allowed brokers up to 40% of net commissions as bonuses for their performance [para. 9]. High-Flyer Quant, which conducted significant high-frequency trades, generated substantial commissions that led to these bonuses [para. 9].
[para. 10][para. 11] At its height, Meng’s relative received 2–3 million yuan in monthly performance bonuses linked to High-Flyer Quant’s trading, totaling 118 million yuan over five years [para. 10]. Of this, more than 20 million yuan was passed to Li to guarantee that High-Flyer Quant continued routing trades through CMS [para. 11]. Li, previously employed by CMS, exploited his insight into the firm’s bonus system and solicited a share from Meng [para. 11]. The rest was divided between Meng (who kept over 80 million yuan) and Liu Huan (head of CMS’s private client department at the time), who received 10 million yuan for facilitating the arrangement [para. 12].
[para. 13][para. 14] After suspicions emerged in November about a potential commission rebate scandal involving a High-Flyer Quant employee, the firm stated that the matter was personal and not reflective of its overall practices [para. 13]. Li was described as occupying a crucial, autonomous role within the company, second only to the founder, Liang Wenfeng [para. 14].
[para. 15] The investigation comes as High-Flyer Quant and its AI subsidiary DeepSeek gained attention when the latter released an advanced large-language model competing with global leaders, but at much lower training costs [para. 15].
[para. 16][para. 17][para. 18] The scandal expanded in May after authorities disclosed an investigation into Gao Xiang (general manager of CMS’s institutional business division) for corruption. Gao—previously an anti-corruption official—was taken by authorities in March. After Li was asked to cooperate with investigators, Meng attempted to bribe Gao with gold worth 3 million yuan, which Gao later returned [para. 16][para. 17][para. 18]. The case underscores entrenched compliance and corruption risks in China’s securities sector, emphasizing that personal incentives still influence institutional dealings despite regulatory prohibitions [para. 19][para. 20][para. 21].
- High-Flyer Quant
- High-Flyer Quant is a Chinese quant fund under investigation for alleged kickbacks involving its former head of market operations, Li Cheng. Li is accused of receiving over 20 million yuan in illicit payments from China Merchants Securities staff for channeling trades through them. This probe raises concerns about compliance and potential corruption within China's brokerage and fund sectors. The fund is also known for its AI affiliate, DeepSeek.
- DeepSeek
- DeepSeek is an artificial intelligence (AI) affiliate and a closely watched player in China's AI sector. It gained attention for releasing a large language model that rivals top global systems at a fraction of the training cost. DeepSeek is affiliated with High-Flyer Quant, a Chinese quant fund.
- China Merchants Securities Co. Ltd.
- China Merchants Securities Co. Ltd. (600999.SH) is under investigation due to a senior executive at High-Flyer Quant allegedly receiving over 20 million yuan in illegal kickbacks from the brokerage. These payments, disguised as performance bonuses, stemmed from commissions on trades executed for High-Flyer Quant between 2018 and 2023. The scandal has led to investigations into multiple individuals, including former and current employees of China Merchants Securities, raising concerns about compliance and corruption within China's financial sector.
- 2015:
- High-Flyer Quant was founded by Liang Wenfeng.
- From 2018 to 2023:
- Li Cheng received kickbacks from employees at China Merchants Securities related to commissions on trades executed for High-Flyer Quant.
- From 2018 to 2023:
- Meng Pengfei's relative served as the dedicated broker for High-Flyer Quant’s accounts under an internal policy allowing significant performance bonuses tied to commissions.
- At the peak (2018–2023):
- Monthly performance bonuses tied to High-Flyer Quant’s trading reached 2 to 3 million yuan for Meng’s relative.
- Over five years (2018–2023):
- Total performance bonuses related to High-Flyer Quant’s trading activity reached 118 million yuan.
- Over five years (2018–2023):
- More than 20 million yuan of bonuses were transferred to Li Cheng, Meng Pengfei kept more than 80 million yuan, and Liu Huan received 10 million yuan.
- Late 2023:
- Li Cheng was asked to cooperate with authorities regarding the kickback case.
- After Li was approached late 2023:
- Meng Pengfei approached Gao Xiang and offered him 3 million yuan in gold as apparent protection; Gao accepted then later returned the gold.
- Early 2024:
- High-Flyer Quant’s AI affiliate DeepSeek drew attention in China after releasing a large language model.
- March 2024:
- Gao Xiang, general manager of China Merchants Securities’ institutional business, was taken away by authorities for suspected corruption.
- May 2024:
- Graft-busters disclosed that Gao Xiang was under investigation for suspected corruption, drawing renewed attention to the kickback case.
- By November 2024:
- Li Cheng was cooperating with investigators and later placed under formal judicial investigation.
- November 2024:
- Market rumors circulated that a High-Flyer Quant employee was under investigation in connection with a commission rebate arrangement.
- CX Weekly Magazine
Aug. 8, 2025, Issue 30
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