Dataset pre-trained model gathering, Energy-aware AI compiler, AI stack end-to-end training inference framework, Circuit architectures, Software intermediate representation of chip, AI and software stack integration, Model selection training and validation cycles, Visual task validation and model fine-tuning, Silicon chip design EDA tools, Transistor-level design, Model development and training fine-tuning