Posts by Saptarshi Majumder
GEAK HIP: Expanding GEAK for HIP Code Optimization
- 23 December 2025
This blog discusses the use of the Generating Efficient AI-centric Kernels (GEAK) agent for automated HIP code optimization, demonstrating how GEAK’s agentic pipelines can elevate customer and developer code and boost AI performance on AMD platforms.
GEAK: Introducing Triton Kernel AI Agent & Evaluation Benchmarks
- 01 August 2025
At AMD, we are pioneering ways to accelerate AI development using AI itself, by generating accurate and efficient GPU kernels. Specifically, we are starting with the automatic generation of kernels in Triton, an open-source Python-like language for writing parallel programming code for GPUs. Today, AMD is excited to announce (a) Generating Efficient AI-centric Kernels (GEAK) for AMD GPUs, and results on (b) two Triton kernel evaluation benchmarks, where we show how AI agents can perform inference-time scaling with frontier LLMs to generate accurate and efficient kernels for AMD Instinct™ GPUs like MI250X and MI300X.