Buddy Compiler is a compiler framework for software and hardware co-design. We are committed to building an extensible co-design ecosystem based on MLIR and RISC-V. This talk will share our co-design process in deep learning inference, including preprocessing, optimization, and backend support. Furthermore, we will also present our plans and current progress on DSL (Domain-Specific Language) to DSA (Domain-Specific Architecture) co-design.