DeepSeek founder's quant fund is piling into China's IPO boom

Share
DeepSeek founder's quant fund is piling into China's IPO boom

The AI industry's money story keeps zigging where nobody expects it. Eighteen months after DeepSeek shredded assumptions about what it costs to build frontier AI, its billionaire founder is now gambling his quant fund's capital on the wildest corner of China's equity market.

Liang Wenfeng's High-Flyer hedge fund is steering billions into China's pre-IPO tech market, just as DeepSeek itself prepares to go public. The CNBC report, corroborated by Crypto Briefing, describes High-Flyer — the quantitative fund Liang co-founded around 2015 and built into one of China's most successful AI-driven trading shops — redirecting its infrastructure toward pre-IPO allocations in exactly the sectors Beijing now considers strategically vital: chips, advanced manufacturing, and robotics.

The scale of the pivot is concrete. In 2026, High-Flyer and its affiliated entities reportedly secured around $26 million in pre-IPO allocations for CXMT, the Chinese memory-chip maker, alongside smaller stakes in Unitree Robotics, the humanoid-robot company that opened its mainland IPO to violent swings earlier this month. At its peak, High-Flyer managed somewhere between $8 billion and $13 billion in assets — the kind of capital that turns a "side bet" into a market signal.

It reads as the closing of a loop. Liang personally put roughly 20 billion yuan (about $3 billion) into DeepSeek's $7.4 billion funding round this June, a raise that valued the lab around $52 billion and teed up a possible Shanghai STAR Market listing targeted for 2027. Meanwhile DeepSeek's growing commercial independence frees High-Flyer's balance sheet to chase more aggressive IPO-related positions — the same playbook executed by the fund that once powered DeepSeek's early days with pure quant-trading profits.

Why it matters: China's IPO pipeline has been throttled by regulators since 2021, which makes early access to the names that do clear — chipmakers and robotics firms above all — a scarce, strategically loaded asset. Liang is buying that access with one vehicle while preparing the country's most consequential AI company to list under the same rules. We covered DeepSeek's fundraising and China-model price war earlier this summer — DeepSeek set to raise $7.4B at a $74B valuation — and this is the capital-market follow-through.

Does Liang Wenfeng running the quant fund and the AI lab make you more or less confident in DeepSeek's 2027 IPO? Tell us in the comments.

Read more

Akhetonics says its all-optical CPU reaches a customer in 2026

Akhetonics says its all-optical CPU reaches a customer in 2026

Light-based computing keeps promising more than it delivers — but one Munich startup has just put a date on its bet, and the interview laying it out is doing the rounds on Hacker News this week. Akhetonics says it will deploy its first commercial machine with a major customer by the end of 2026, with several more planned for 2027. The company, founded by Michael Kissner and Leonardo Del Bino, is building a computer where data enters as light, is switched as light, and circulates through memory

The Week in AI — October 5–11, 2026

The Week in AI — October 5–11, 2026

Every big claim this week turned out to rest on fine print more interesting than the headline: revenue only the company reporting it can define, safety tests sandboxed while the product keeps the web, and a Pentagon phase-out nobody would confirm until reporters kept asking. The week's top 5 1. OpenAI's revenue was $20 billion below the numbers everyone quoted — and the gap was definitional. The Financial Times reported Thursday that OpenAI's annualized revenue runs roughly $20 billion unde

Drone strike shuts a third Yandex data center, taking YandexGPT offline

Drone strike shuts a third Yandex data center, taking YandexGPT offline

Russia's largest tech company is learning what the AI era's infrastructure war looks like from the receiving end — three data centers in four days, and with them much of the cloud layer Russian businesses run on. A Ukrainian drone strike knocked out Yandex's data center in Vladimir early Sunday morning, the third of the company's facilities hit since October 8. The site — reported at roughly 50 MW and designed for about 2,880 server racks — stopped operating completely after the attack, Yandex

Agent teams cost up to 5x more, barely score higher

Agent teams cost up to 5x more, barely score higher

The multi-agent hype train hit a benchmark this weekend — and the grid and the trucking regulators had quiet weeks of their own. Vals AI put agent teams head-to-head with single agents on its Vibe Code Bench, and the teams cost between 1.8 and 5.1 times more for almost no extra quality. The evals company ran GPT-6 Sol and Claude Opus 5.5 solo and in teams across 50 apps at two reasoning efforts; out of four comparisons, only one was statistically significant — Sol at medium effort, where the t