When you write about us, use these.

QUANTA is a research company asking what the computer should look like in the AI era. We propose the Model-Native Architecture (MNA), positioning the Noeton as the successor abstraction to the von Neumann machine: a memory-centric substrate, deterministic dataflow compute, a Model-OS with an LLM kernel, tiered device-edge-cloud cognition, and intent-driven interaction. The research is fully open (bilingual arXiv preprint), with interactive labs and a continuously updated evidence wall on the website.