# What kind of data does spatial intelligence need? Interview with Yingjie Technology and CityU Associate Professor Ma Chen

- Source: 机器之心 · 微信公众号
- Published: 2026-10-29T02:04:33.000Z
- RoboHot: https://robohot.news/en/items/c9f48i5djubyzmwd5tqestzf8
- Original: https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651070836&idx=1&sn=fc82aec74962da58be67b799af32a202&chksm=85288bc9b94cec49f99df85c64e74695405d58d4ac2cef4e93fae6d466087ddabb51eb2168ef&scene=126&sessionid=1793284300#rd

## Summary

Ma Chen, associate professor at City University of Hong Kong, has joined Yingjie Technology to lead pre-research on the data direction. The company has completed two consecutive seed funding rounds over the past few months, totaling tens of millions of yuan. Yingjie is building a data pipeline spanning multimodal collection, spatiotemporal alignment, spatial structuring, and dynamic tracking and prediction validation, while advancing spatial intelligence benchmarks and post-training environments, feeding model failure modes back into data collection and training. Ma Chen proposes comparing different supervision methods under the same foundation model and the same budget, focusing on performance in unseen scenarios and task success rates.