Hardware robotics lab focused on streamlining embedded Linux systems

At imply+infer, our work explores the frontier between kernel-level driver intelligence, AI-driven hardware adaptability, and embedded system ease of use.

We are pioneering adaptive hardware interfaces that move beyond static drivers. By combining AI-assisted kernel virtualization with real-time driver synthesis, we enable systems to automatically infer and interoperate with peripherals.

This creates a universal layer where peripheral drivers work seamlessly across architectures and kernel versions. Our goal is fluid hardware compatibility: removing the need for manual board-specific patching or complex device tree configuration.

Our mission is to make hardware self-adaptive, ensuring any sensor or controller can simply plug in and function. We bridge legacy and modern I/O through IOMMU-aware virtualization and secure DMA handling, creating a secure foundation for the next generation of embedded AI.

We translate this research into embedded system ease of use through our Jetson Orin Nano Field Kit. It represents our vision in practice: a production-ready workstation where hardware understands itself and software adapts to its environment.

We're redefining the boundary between hardware and intelligence - where implying capability meets inferring compatibility.