diff --git a/README.md b/README.md
index 2f2592e2ab..decbb48271 100644
--- a/README.md
+++ b/README.md
@@ -23,7 +23,7 @@ Notebooks are beginner friendly. Read our [guide](https://docs.unsloth.ai/get-st
 | Model | Free Notebooks | Performance | Memory use |
 |-----------|---------|--------|----------|
 | **gpt-oss (20B)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-(20B)-Fine-tuning.ipynb)               | 1.5x faster | 70% less |
-| **gpt-oss: GRPO 2048 game**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt_oss_(20B)_Reinforcement_Learning_2048_Game.ipynb)               | 2x faster | 80% less |
+| **gpt-oss (20B): GRPO**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-(20B)-GRPO.ipynb)               | 2x faster | 80% less |
 | **Qwen3: Advanced GRPO**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)-GRPO.ipynb)               | 2x faster | 50% less |
 | **Qwen3-VL (8B): GSPO**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_VL_(8B)-Vision-GRPO.ipynb)               | 1.5x faster | 80% less |
 | **Gemma 3 (270M)** | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(270M).ipynb)               | 1.7x faster | 60% less |