RightNow AI Releases AutoKernel: An Open-Source Framework that Applies an Autonomous Agent Loop to GPU Kernel Optimization for Arbitrary PyTorch Models
RightNow AI just open-sourced AutoKernel: an autonomous agent that optimizes GPU kernels for any PyTorch model—automating work that takes specialists months.

Why it matters
GPU kernel optimization is a critical bottleneck for ML performance and requires rare specialized expertise. Automating it with an LLM agent loop could democratize performance engineering and reduce deployment timelines for enterprise AI teams.
The key facts
4 to knowRightNow AI released AutoKernel as open-source
Framework uses autonomous LLM agent loop for GPU kernel optimization
Works with arbitrary PyTorch models
Targets automating GPU code writing—a highly specialized ML engineering discipline
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Publisher excerpt: Writing fast GPU code is one of the most grueling specializations in machine learning engineering. Researchers from RightNow AI want to automate it entirely. The RightNow AI research team has released AutoKernel, an open-source framework that applies an autonomous LLM agent loop to GPU kernel…
