Introduction

Kernel Pilot: Revolutionizing CUDA Development with Speed, Automation & Efficiency

Kernel Pilot is a cutting‑edge online platform designed to dramatically simplify and accelerate the creation of high-performance CUDA kernels. It automates the generation of optimized code for NVIDIA GPUs, combining rapid turnaround times with deep hardware-aware tuning.

Fully Automatic Generation
Users describe their computational problem—matrix multiplication, convolution, reduction, or custom GPU workloads—and KernelPilot instantly produces the necessary CUDA C++ kernel code. No manual tuning required.

Blazing Fast Performance
Each generated kernel is fine-tuned to match or exceed typical handwritten implementations. The platform optimizes thread and block configurations, memory access patterns, shared memory usage, register allocation, and even tensor core operations.

Efficiency First
The code produced by KernelPilot is lean and streamlined—designed to maximize occupancy, minimize thread divergence, and minimize memory bottlenecks. The result: kernels that run faster and more consistently than typical baseline code.

Ideal for Engineers & Researchers
Whether you’re a GPU researcher, AI developer, or system integrator, KernelPilot streamlines the workflow. You avoid boilerplate CUDA setup and instead focus on algorithmic design and performance goals.

Kernel Pilot

July 2025