Pudu Bets on "One Brain, Many Forms" Embodied AI Route

量子位 · wechat · 2026-07-17

This article focuses on Pudu Robotics' embodied AI strategy around WAIC, aiming to answer a core question: where does robot data come from, and how can a reusable intelligence flywheel be formed?

The main narrative is "One Brain, Many Forms":

PuduFM acts as the embodied AI brain, featuring a physical intuition model, VLA multimodal alignment, and a WorldModel simulation engine.
PuduAgent packages these capabilities into an OS, handling long/short-term memory and a standard skill library.
The foundation relies on continuous data feedback from real commercial scenarios, creating a closed loop from deployment to training and back.

The article notes that Pudu has deployed over 130,000 robots across 85 countries and regions, covering 16 industries including F&B, hospitality, industrial, and warehousing. This generates massive amounts of navigation and operation data annually. The author stresses that the focus of embodied AI competition is shifting from "how capable a single robot is" to "who can accumulate more real-world experience."

It also mentions Pudu's nearly 1 billion RMB funding round in April, pushing its valuation over 10 billion RMB, though the emphasis remains firmly on their tech roadmap and commercial deployment loop.

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Pudu Bets on "One Brain, Many Forms" Embodied AI Route

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