DeepSeek’s Liang Wenfeng says AGI, not profits, is the company’s real mission

MarvinTBaumann · x · 2026-07-24

The image summarizes Liang Wenfeng’s view that DeepSeek is not built to maximize profits, IPO odds, or market share, but to pursue AGI as its core mission.
He argues that open-sourcing strong models, pricing APIs near hardware-cost recovery, and focusing on engineering efficiency can be a competitive advantage in a market as large as AI.
DeepSeek reportedly has almost no KPIs and minimal hierarchy; researchers spend about half their time on self-directed exploration, and the company treats team cohesion as its most important asset.
Liang’s technical roadmap moves from LLMs to reasoning and agents, with continuous learning as the key unsolved bottleneck before self-improving AI and embodied intelligence.
On geopolitics and hardware, he says China’s main disadvantage is compute, not talent; DeepSeek has about 20,000 H100-equivalent GPUs and would train much larger models if it had more.
He also expects the frontier market to consolidate into a few major players and says DeepSeek will stay narrowly focused on models and AGI, leaving downstream commercial value to partners.

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