Posts by Sharon Zhou
AgentKernelArena: Benchmarking AI Coding Agents for GPU Kernel Optimization on AMD Instinct GPUs
- 03 July 2026
AI coding agents such as Cursor Agent, Claude Code, and OpenAI Codex are improving fast, and people increasingly trust them with specialized, high-stakes work, including GPU kernel optimization. But most of the public evidence is still a cherry-picked demo on a single kernel, not a controlled, head-to-head comparison on the same tasks, the same hardware, and the same scoring rules. On AMD Instinct™ GPUs, where every percentage point of kernel performance translates directly into training and inference cost, that gap matters.