Update links for the HuggingEnvs repo rename; add articles, talks and environments

README.md

@@ -11,8 +11,8 @@ license: mit
 
 ![HuggingEnvs Banner](https://cdn-uploads.huggingface.co/production/uploads/6442d975ad54813badc1ddf7/0bl7almg7W83qalL7U0BP.png)
 
-[![💻 Code](https://img.shields.io/badge/Code-RL_Envs_101-181717?style=for-the-badge&logo=github&logoColor=white)](https://github.com/adithya-s-k/RL_Envs_101)
-[![📖 Guide](https://img.shields.io/badge/Guide-RL_Environments_101-FFD21E?style=for-the-badge&logo=huggingface&logoColor=black)](https://huggingface.co/spaces/AdithyaSK/rl-environments-guide)
+[![💻 Code](https://img.shields.io/badge/Code-HuggingEnvs-181717?style=for-the-badge&logo=github&logoColor=white)](https://github.com/adithya-s-k/HuggingEnvs)
+[![📖 Guide](https://img.shields.io/badge/Guide-The_Ultimate_Guide_to_RL_Environments-FFD21E?style=for-the-badge&logo=huggingface&logoColor=black)](https://huggingface.co/spaces/AdithyaSK/rl-environments-guide)
 [![🎥 Slides](https://img.shields.io/badge/Slides-RL_Environments_101-6B4FBB?style=for-the-badge&logo=huggingface&logoColor=white)](https://huggingface.co/spaces/AdithyaSK/rl-environments-101-slides)
 
 # 🤗 HuggingEnvs: Open RL Environments
@@ -29,6 +29,8 @@ Explore complete and reproducible environment projects from us and the community
 * 🚀 **Demos and Spaces**
 * 📚 **Tutorials and guides**
 
+All the reproducible code — environments, rollouts, training configs, notebooks, article and slide sources — lives in one repo: **[github.com/adithya-s-k/HuggingEnvs](https://github.com/adithya-s-k/HuggingEnvs)**. The artifacts those produce live here on the Hub.
+
 
 # HuggingEnvs Projects
 A growing collection of open projects, environments, resources, and artifacts.
@@ -38,3 +40,34 @@ A growing collection of open projects, environments, resources, and artifacts.
 | **HuggingEnvs Academy** | Articles, guides, tutorials, slides, and hands-on resources for learning how to build RL environments and agent systems. | [Explore →](https://huggingface.co/collections/HuggingEnvs/huggingenvs-academy) |
 | **Data Agent**          | Training SLMs for data science with multi-harness RL environments.                                                       | [Explore →](https://huggingface.co/collections/HuggingEnvs/data-agent)          |
 
+
+# Articles & Talks
+
+| | What it covers | Read / Watch |
+| :--- | :--- | :--- |
+| 📖 **The Ultimate Guide to RL Environments** | Building and scaling RL environments in the LLM era — how frameworks are built, how rewards are wired, how they scale to thousands of concurrent sessions. | [Read →](https://huggingface.co/spaces/AdithyaSK/rl-environments-guide) |
+| 🎞️ **RL Environments 101** | From "what is an env?" to training your own: RL fundamentals → environment anatomy → OpenEnv → training with TRL. | [Watch →](https://huggingface.co/spaces/AdithyaSK/rl-environments-101-slides) |
+| 📈 **Scaling RL for LLMs** | RL environments and RL training — what an environment is, how reward hacking happens, how to train against your own. AMD AI Dev Day. | [Watch →](https://huggingface.co/spaces/AdithyaSK/scaling-rl-for-llms-amd-ai-dev-day) |
+| 🔀 **Multi-Harness Training** | OpenEnv × Harbor — why an environment's failure model decides whether it can be trained against. | [Watch →](https://huggingface.co/spaces/AdithyaSK/multi-harness-training-slides) |
+
+
+# Environments
+
+Three reference environments, each implemented across six frameworks — `openenv`, `ors`, `nemo_gym`, `verifiers`, `skyrl_gym`, `gem`. Same logic, six dialects. [Source →](https://github.com/adithya-s-k/HuggingEnvs/tree/main/00-environments-101)
+
+| Environment | Tools | OpenEnv | ORS | NeMo Gym |
+| :--- | :--: | :--- | :--- | :--- |
+| **Jupyter agent** — real code execution in an E2B sandbox | 4 | [Space](https://huggingface.co/spaces/AdithyaSK/jupyter-agent-openenv) | [Space](https://huggingface.co/spaces/AdithyaSK/jupyter-agent-ors) | [Space](https://huggingface.co/spaces/AdithyaSK/jupyter-agent-nemo-gym) |
+| **Wordle** — multi-turn, pure Python, no backend | 1 | [Space](https://huggingface.co/spaces/AdithyaSK/wordle-openenv) | [Space](https://huggingface.co/spaces/AdithyaSK/wordle-ors) | [Space](https://huggingface.co/spaces/AdithyaSK/wordle-nemo-gym) |
+| **Desktop** — computer-use, vision-driven Linux desktop | 19 | [Space](https://huggingface.co/spaces/AdithyaSK/desktop-openenv) | [Space](https://huggingface.co/spaces/AdithyaSK/desktop-ors) | — |
+
+
+# Build your own
+
+Five agent skills turn a plain-English description into a runnable RL environment across four frameworks — works with Claude Code, Cursor, Codex, OpenCode, Gemini CLI and others.
+
+```bash
+npx skills add adithya-s-k/HuggingEnvs
+```
+
+**We're looking for new end-to-end recipes** — a task, an environment, a training run, and honest results. [Contributing guide →](https://github.com/adithya-s-k/HuggingEnvs/blob/main/CONTRIBUTING.md)