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2 changes: 1 addition & 1 deletion content/gem/_index.md
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Expand Up @@ -56,7 +56,7 @@ for _ in range(30):
GEM includes __single file__ examples for training an LLM agent through `oat` or `verl` framework.

<div class="gem-callout success">
<strong><a href="https://github.com/axon-rl/gem/blob/main/examples/train_oat.py">train with OAT</a></strong>
<strong><a href="https://github.com/axon-rl/gem/blob/main/examples/train_oat">train with OAT</a></strong>
</div>

The [OAT](https://github.com/sail-sg/oat) framework provides a comprehensive solution for training language model agents in reinforcement learning environments.
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2 changes: 1 addition & 1 deletion layouts/gem/single.html
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Expand Up @@ -34,7 +34,7 @@ <h3>✨ Features</h3>

<h3>🧱 Advanced</h3>
<ul>
<li><a href="/gem/advanced/">Advanced Overview</a></li>
<li><a href="/gem/advanced/">Overview</a></li>
<li><a href="/gem/advanced/#custom-environments">Custom Environments</a></li>
</ul>
</aside>
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12 changes: 1 addition & 11 deletions public/categories/index.xml
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267 changes: 120 additions & 147 deletions public/gem/advanced/index.html

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12 changes: 1 addition & 11 deletions public/gem/advanced/index.xml
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