Ave: Guiding Agentic GPU Optimization Using Data-Flow Invariants

Haohui Mai, Xiaoyan Guo, Xiangyun Ding +7

LLM coding agents can generate correct GPU kernels, but their performance still trails expert libraries. Reaching peak throughput requires coordinating low-level optimizations such…