HyperAgents: Self-referential self-improving agents

Summary

# API keys, put these into .env file OPENAI_API_KEY=... ANTHROPIC_API_KEY=... GEMINI_API_KEY=... # Install things sudo dnf install -y python3.12-devel sudo dnf install -y graphviz graphviz-devel cmake ninja-build bzip2-devel zlib-devel ncurses-devel libffi-devel # Create virtual environment python3.12 -m venv venv_nat source venv_nat/bin/activate pip install -r requirements.txt pip install -r requirements_dev.txt # To build the docker container docker build --network=host -t hyperagents . # Setup initial agents bash ./setup_initial.sh # See the script for args, and baseline selections python generate_loop.py --domains <domain> By default, outputs will be saved in outputs/ directory. agent/ code for using foundation models analysis/ scripts used for plotting and analysis domains/ code for each domain utils/ common code used in the repo run_meta_agent.py script to help run the meta agent and get the diffs meta_agent.py main implementation of the meta agent task_agent.py main implementation of the task agent generate_loop.py entry point for running the algorithm The experiment logs are stored as a multi-part ZIP archive. To extract them, ensure all .z01, .z02, etc., files are in the same directory as the .zip file, then run: zip -s 0 outputs_os_parts.zip --out unsplit_logs.zip unzip unsplit_outputs.zip WarningThis repository involves executing untrusted, model-generated code. We strongly advise users to be aware of the associated safety risks. While it is highly unlikely that such code will perform overtly malicious actions under our current settings and with the models we use, it may still behave destructively due to limitations in model capability or alignment. By using this repository, you acknowledge and accept these risks. If you find this project useful, please consider citing: @misc{zhang2026hyperagents, title={Hyperagents}, author={Jenny Zhang and Bingchen Zhao and Wannan Yang and Jakob Foerster and Jeff Clune and Minqi Jiang and Sam Devlin and Tatiana Shavrina...