[P] Karpathy’s autoresearch with evolutionary database.

Integrated an evolutionary database to Karpathy’s autoresearch project that replaces the simple tsv file based logging in the original project.

Evolutionary algorithms have shown to be a powerful tool for autonomously discovering optimal solutions to problems with large search spaces. Famously, Google DeepMind’s AlphaEvolve system uses evolutionary algorithms to discover state of the art matrix multiplication algorithms. The implementation of the evolutionary database itself is based heavily on the implementation in OpenEvolve.

Would love thoughts and suggestions from the community.

Check it out: https://github.com/hgarud/autoresearch