diff --git a/README.md b/README.md
index b54efe3d91..47543e4097 100644
--- a/README.md
+++ b/README.md
@@ -25,7 +25,7 @@ Notebooks are beginner friendly. Read our [guide](https://docs.unsloth.ai/get-st
 | **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 |
 | **Gemma 3n (4B)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3N_(4B)-Conversational.ipynb)               | 1.5x faster | 50% less |
 | **Qwen3 (14B)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B)-Reasoning-Conversational.ipynb)               | 2x faster | 70% less |
-| **Qwen3 (4B): GRPO**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(4B)-GRPO.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 |
 | **Qwen2.5-VL (7B): GSPO**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen2_5_7B_VL_GRPO.ipynb)               | 1.5x faster | 80% less |
 | **Phi-4 (14B)** | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Phi_4-Conversational.ipynb)               | 2x faster | 70% less |
 | **Llama 3.2 Vision (11B)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(11B)-Vision.ipynb)               | 2x faster | 50% less |
@@ -50,7 +50,7 @@ Use our official [Unsloth Docker image](https://hub.docker.com/r/unsloth/unsloth
 For RTX 50x, B200, 6000 GPUs, simply do `pip install unsloth`. Read our [Blackwell Guide](https://docs.unsloth.ai/basics/training-llms-with-blackwell-rtx-50-series-and-unsloth) for more details.
 
 ## 🦥 Unsloth.ai News
-- 📣 **gpt-oss RL**: Introducing the fastest possible inference for gpt-oss RL! [Read blog](https://docs.unsloth.ai/new/vision-reinforcement-learning-vlm-rl)
+- 📣 **gpt-oss RL**: Introducing the fastest possible inference for gpt-oss RL! [Read blog](https://docs.unsloth.ai/new/gpt-oss-reinforcement-learning)
 - 📣 **Vision RL**: You can now train VLMs with GRPO or GSPO in Unsloth! [Read guide](https://docs.unsloth.ai/new/vision-reinforcement-learning-vlm-rl)
 - 📣 **Memory-efficient RL**: We're introducing even better RL. Our new kernels & algos allows faster RL with 50% less VRAM & 10× more context. [Read blog](https://docs.unsloth.ai/new/memory-efficient-rl)
 - 📣 **gpt-oss** by OpenAI: For details on [Unsloth Flex Attention](https://docs.unsloth.ai/new/long-context-gpt-oss-training), long-context training, bug fixes, [Read our Guide](https://docs.unsloth.ai/basics/gpt-oss). 20B works on a 14GB GPU and 120B on 65GB VRAM. [gpt-oss uploads](https://huggingface.co/collections/unsloth/gpt-oss-6892433695ce0dee42f31681).