Harnesses
Custom harness
4 projects
TPU kernel Very high Verified
MaxKernel
A multi-agent system that generates and tunes high-performance TPU kernels, evaluated with Gemini 3.1 Pro and released under Google's accelerator-agents repository.
GPU kernel Very high Verified
ForgeKernel
A self-evolving GPU-kernel agent from OpenBMB, with generated CuTe/CUDA kernels released in-tree and a paper reporting wins against expert libraries and other kernel agents.
GPU kernel Very high Unverified
KernelSeek
A question-driven CUDA kernel optimization agent that, according to its paper, produced dependency-free FlashAttention forward kernels faster than FA3 and FA4 on the authors' suites.
Operating systemKernel Very high Unverified
Claude Fable 5.2 OS experiment
An Anthropic-announced experiment in which Claude Fable 5.2 coordinated more than 1,000 subagents over eight days to build a prototype operating system from an empty folder.