When model parameters exceed the trillion level, MoE becomes almost the only choice. It perfectly balances the contradiction between model "capacity" and "computational cost".
RAG (Retrieval-Augmented Generation) systems combine the generative power of large language models (LLMs) with the retrieval capabilities of external knowledge bases to provide more accurate and timely answers, effectively mitigating the "hallucination" problem of LLMs.
Linear Algebra:The Mathematical Foundation of AI Large Models, Vectors, Matrices, Tensors, Matrix Multiplication, Linear Transformations, Eigenvalues and Eigenvectors, Singular Value Decomposition (SVD)
MCP Server, MCP, AI's USB interface, provides a standardized, secure, and extensible way for AI applications to access and utilize external information and capabilities