A curated list of autonomous improvement loops, research agents, and autoresearch-style systems inspired by Karpathy's autoresearch.

Track public autoresearch use cases across industries with a curated list of repos, write-ups, and discussions

Automate Claude Code optimization using constraints, metrics, and autonomous iterations to drive continuous improvement in research workflows.

Automate crypto trading strategies with AI agents using evolution, high-fidelity backtesting, and live execution on DEX and CEX platforms.

Organize genealogy research with structured AI prompts, vault templates, and workflows for source-backed family history work

Automate code improvement by detecting issues, fixing bugs, and simplifying code on separate branches before merging to main.