Developer Ecosystems and Toolchains
Shrinking models without shrinking usefulness is an art. Teams combine quantization, pruning, and knowledge distillation to fit capabilities on constrained hardware while preserving accuracy, enabling faster inference and longer battery life simultaneously overall.
Developer Ecosystems and Toolchains
Unified runtimes and hardware abstraction layers reduce friction across chipsets. Developers ship once and target many, while SDKs expose sensor fusion, wake-word pipelines, and safety checks that make building responsibly faster and more reliable.