LLM-Assisted Digital Backend Macro Placement A multi-agent framework for macro placement optimization in digital back-end physical design. Analog Front-End Flow Optimization An AI-EDA framework for automated analog amplifier design and closed-loop optimization. Multimodal Research Knowledge System A multimodal knowledge collection and semantic generation system for research scenarios.