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Expand Up @@ -82,7 +82,7 @@ If `docker-compose` does not work when running the above commands, please try `d

### Experimental (advanced) mode

If you want to experiment with the [GenRL](https://github.com/gensyn-ai/genrl) library or the[configurable parameters](https://github.com/gensyn-ai/rl-swarm/blob/main/rgym_exp/config/rg-swarm.yaml ), we recommend you run RL Swarm via shell script:
If you want to experiment with the [GenRL](https://github.com/gensyn-ai/genrl) library or the [configurable parameters](https://github.com/gensyn-ai/rl-swarm/blob/main/rgym_exp/config/rg-swarm.yaml ), we recommend you run RL Swarm via shell script:
```sh
python3 -m venv .venv
source .venv/bin/activate
Expand All @@ -98,7 +98,7 @@ To learn more about experimental mode, check out our [getting started guide](htt

### Huggingface

If you would like to upload your model to Hugging Face, enter your Hugging Face access token when prompted. You can generate one from your Hugging Face account, under [Access Tokens](https://huggingface.co/docs/hub/en/security-tokens).
If you would like to upload your model to Hugging Face, enter your Hugging Face access token when prompted. For effective results, ensure your token has read/write access. You can generate one from your Hugging Face account, under [Access Tokens](https://huggingface.co/docs/hub/en/security-tokens).

### Initial peering and training

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