Ready to move beyond pilot tests to mass deployment of your autonomous vehicles? Seeking reduced time to market and increased ROI? Better safety guarantees? Optimization and future-proofing for compute-hardware on-vehicle? Tensyr Inc. amps up your ML/AI R&D while delivering tightly orchestrated and optimized on-vehicle deployment in the field. Utilizing a dataflow-graph framework, Tensyr’s EDGE™ production software platform allows developers to explicitly map their whole software stack and easily manipulate it via scripting/GUI. The framework can interconnect real-world or synthetic data along with existing ML/AI models, code and sensor inputs as nodes within the graph; optimize for accelerators on-server/in-cloud during R&D; then optimize and orchestrate for on-vehicle hardware via Tensyr’s HALO™ runtime. Exactly the same graph is carried across from data-scientist to cloud developers to vehicle, assuring functional equivalence and safety at all times.