Qingyan and Deep Kernel launch trusted Physical AI infrastructure
Qingyan Technology and Deep Kernel formed a strategic collaboration and released infrastructure for secure collaboration across Physical AI data, models and compute controlled by different organizations.

Evidence notes
- The solution combines Qingyan's data-space and Physical AI workflows with Deep Kernel's trusted-execution technology.
- The architecture covers remote attestation, encrypted execution and verifiable outputs, supporting data-use-without-visibility and model verification without disclosure.
- Target users include robotics companies, factories and data providers collaborating on 4D world-state data, model training and evaluation.
Company context
Qingyan Technology develops world-model, simulation and trusted data infrastructure for Physical AI and robot learning.