| --- |
| title: "The ultimate guide to RL environments: building and scaling them in the LLM era" |
| short_description: "Building and scaling RL environments for LLM training" |
| emoji: 📝 |
| colorFrom: blue |
| colorTo: indigo |
| sdk: docker |
| app_port: 8080 |
| header: mini |
| pinned: false |
| tags: |
| - research-article-template |
| - rl-environments |
| - llm-training |
| - reinforcement-learning |
| thumbnail: >- |
| https://raw.githubusercontent.com/adithya-s-k/RL_Envs_101/refs/heads/main/assets/blog_thumbnail.png |
| --- |
| |
| # RL_environments |
| |
| A research article built with [research-article-template](https://huggingface.co/spaces/tfrere/research-article-template). |
| |
| ## Quick start |
| |
| ```bash |
| cd app |
| npm run dev # dev server at http://localhost:4321 |
| ``` |
| |
| ## Deploy to Hugging Face |
| |
| ```bash |
| # 1. Create a Space at huggingface.co/new-space (select Docker SDK) |
| # 2. Push to it: |
| git remote add space git@hf.co:spaces/<your-username>/<your-space> |
| git push space main |
| ``` |
| |
| That's it. The Dockerfile and nginx config are included. |
| |
| ## Edit your content |
| |
| | File | What | |
| |------|------| |
| | `app/src/content/article.mdx` | Main article (metadata + chapter imports) | |
| | `app/src/content/chapters/` | Your chapters (one .mdx per section) | |
| | `app/src/content/bibliography.bib` | BibTeX references | |
| | `app/src/content/embeds/` | D3.js HTML visualizations | |
| | `app/src/content/assets/data/` | CSV/JSON data files | |
| | `app/src/content/assets/image/` | Images | |
| |
| ## Commands |
| |
| | Command | Description | |
| |---------|-------------| |
| | `npm run dev` | Dev server | |
| | `npm run build` | Production build | |
| | `npm run export:pdf` | Export as PDF | |
| | `npm run export:latex` | Export as LaTeX | |
| | `npm run sync:template` | Pull latest template updates | |
| |
| ## License |
| |
| CC-BY-4.0 |
| |
