Chinese embodied intelligence startup Acorn Robot has closed an angel financing round and released a tactile-focused foundation model that it says can put robots on factory floors without large pre-training datasets, in one of the most closely watched physical-AI debuts out of China this month.
Angel Round Led By CM Venture Capital And Nio Capital
The round was led by CM Venture Capital and Nio Capital, with participation from the Shuimu Tsinghua Alumni Seed Fund, according to disclosures from Nio Capital and Gasgoo. The deal follows a roughly 100 million yuan seed round — about $15 million — closed in March and brings total funding to several hundred million yuan. Acorn said the money will go to further development of its Natus model, product R&D, brand building and expansion of its commercial team.
Natus AGE-0 — A Tactile-First Foundation Model
Alongside the round, Acorn introduced Natus AGE-0, which it calls the world’s first general-purpose manipulation foundation model built around tactile perception. Instead of relying on vision-language-action pipelines and large stores of demonstration data, Natus AGE-0 uses touch and contact mechanics as its primary inputs. Acorn describes the approach as “instinct-driven,” with basic physical responses forming a substrate for more complex behaviour that the robot picks up on the line.
Founder Jiang Yao, a Tsinghua mechanical engineering PhD who did a neuroscience postdoc at Harvard, framed the goal as generalisation rather than raw performance. “We are not building a specialist athlete that outperforms humans in speed, but an all-round athlete that adapts quickly to a wide range of tasks,” he said in the announcement.
Standardised Cells, Manufacturing-As-A-Service
Acorn is packaging Natus AGE-0 inside standardised dual-arm production cells built around its own vision and tactile sensors, end effectors and software. Rather than pursuing bespoke integration work, the company is aiming at a Manufacturing-as-a-Service model for flexible manufacturing customers in consumer goods, daily chemicals and food. Nio Capital said Acorn completed a proof-of-concept on a production line at a global cosmetics original-design manufacturer this year and generated revenue from the deployment, although the customer and contract value were not disclosed.
The financing lands as Chinese physical-AI startups continue to attract capital. In the same week, HKU researchers released a physical-AI benchmark and world-model startup Veeda AI emerged from stealth. Acorn’s zero-data pitch places it in direct contrast with vision-heavy competitors such as Figure AI and 1X, whose latest platforms depend on many hours of teleoperated data. For related coverage, see Beijing’s Tiangong 2.0 unveil and the 2026 World Humanoid Robot Games.
Reporting based on coverage from AI Insider, Gasgoo, Nio Capital and Pandaily.