Autoresearch, Curated use cases of AutoResearch
Curated list of AutoResearch wins, but it's just a README with links, not a tool.

PTX kernel generation is rare, but 'self-improving' claims need verifiable benchmarks.
ML infrastructure engineers, GPU optimization specialists
Triton · TVM · MLIR
Curated list of AutoResearch wins, but it's just a README with links, not a tool.
Another autonomous browser agent, but this one optimizes token usage by learning from failures.
Autonomous kernel optimizer that won MLSys contest with 34.93x speedup.
Beats PyTorch eager by 5.29x on RMSNorm using autonomous agent loops.
Git worktree isolation lets agents test instruction changes without breaking other sites—clever regression prevention.
Gate-not-cage architecture proves the envelope, never models the inhabitant.