
Sub Devices builds tools that simplify and speed up tuning of machine learning models. It does this by providing specialized interfaces for ML models, focusing on spatial haptics and vision interfaces for semi-autonomous vehicles. The company operates as a deep-tech B2B firm delivering core technology for ML model fine-tuning and autonomous vehicle interfaces, often integrating with standard ML workflows and existing vehicle perception stacks. Its products target developers and engineering teams building autonomous systems and AI-enabled interfaces. The market opportunity spans automotive tech and AI tooling, with potential for broader ML applications.

Sub Devices builds tools that simplify and speed up tuning of machine learning models. It does this by providing specialized interfaces for ML models, focusing on spatial haptics and vision interfaces for semi-autonomous vehicles. The company operates as a deep-tech B2B firm delivering core technology for ML model fine-tuning and autonomous vehicle interfaces, often integrating with standard ML workflows and existing vehicle perception stacks. Its products target developers and engineering teams building autonomous systems and AI-enabled interfaces. The market opportunity spans automotive tech and AI tooling, with potential for broader ML applications.