KernelEvolve: How Meta's Ranking Engineer Agent Optimizes AI Infrastructure

2026-04-03

KernelEvolve, an AI agent system by Meta, autonomously generates and optimizes low-level hardware kernels across NVIDIA, AMD, and custom MTIA silicon. It has improved ads model inference throughput by 60% in hours, treating optimization as a search problem and maintaining a self-evolving knowledge base. It can even generate code for proprietary hardware not found in public training datasets.