02 · Evidence
Proven at scale.
Manufacturing and Physical AI programmes show the operational effect of fixing data.
Hyundai Motor · manufacturing
5 projects
+ 1 ongoing
- 3 data-quality diagnosis and synthetic-data projects
- 2 reinforcement-learning projects on the plant floor
- Ongoing: agentic CAD design
Data acquisition from 15 days to under 1 hour; model accuracy roughly doubled.
Physical AI · LIBERO robot dataset
273,465
frames
- Full dataset diagnosed: 1,693 episodes
- To our knowledge, the first ISO/IEC 5259-2 test report on multimodal robot data
- Diagnosis plus prescribed improvements, re-tested
Benchmarks looked fine; robots still failed 45 of 45 trials when the target moved. Fixed data: 68% to
87%.
Also across Korea’s flagship industries: LG Electronics, LG U+, LS Electric, Hanwha Vision, KEPCO,
Neuromeka, Republic of Korea Army. In national Physical AI programmes: lead of AADS; data operating system
for the Jeonbuk Physical AI platform. Robot result: simulation-based validation.