Research
Pushing the boundaries of what models can do
Our research explores the intersection of AI, programming languages, and software engineering to create systems that evolve and improve.
2025
Evolutionary KernelBench Solutions
Optimized CUDA kernels via evolutionary search with o3-mini, achieving speedups across 208 tasks. Confirms findings by Sakana AI. In partnership with Sherpa Systems 151.
2024
Universal computation by attention: Running cellular automata and other programs on Claude 3 Opus
Demonstrating that attention-based language models can simulate universal computation, including Conway's Game of Life and other cellular automata.