From 4a54ed82881da9be1e773a58cbd2e563ead7af98 Mon Sep 17 00:00:00 2001
From: Michael Han <107991372+shimmyshimmer@users.noreply.github.com>
Date: Fri, 2 May 2025 09:06:57 -0700
Subject: [PATCH] Update README.md

---
 README.md | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 78deec1f06..6910ce97ce 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ Notebooks are beginner friendly. Read our [guide](https://docs.unsloth.ai/get-st
 
 | Unsloth supports | Free Notebooks | Performance | Memory use |
 |-----------|---------|--------|----------|
-| **Qwen 3 (14B)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Qwen3_(14B)-Alpaca.ipynb)               | 2x faster | 70% 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 |
 | **GRPO (R1 reasoning)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1_(8B)-GRPO.ipynb)               | 2x faster | 80% less |
 | **Gemma 3 (4B)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Gemma3_(4B).ipynb)               | 1.6x faster | 60% less |
 | **Llama 3.2 (3B)**      | [▶️ Start for free](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.2_(1B_and_3B)-Conversational.ipynb)               | 2x faster | 70% less |
@@ -46,6 +46,8 @@ pip install unsloth
 For Windows install instructions, see [here](https://docs.unsloth.ai/get-started/installing-+-updating/windows-installation).
 
 ## 🦥 Unsloth.ai News
+- 📣 NEW! **[Qwen3](https://docs.unsloth.ai/basics/qwen3-how-to-run-and-fine-tune)** is now supported! Qwen3-30B-A3B fits on 17.5GB VRAM.
+- 📣 NEW! Introducing **[Dynamic 2.0](https://docs.unsloth.ai/basics/unsloth-dynamic-2.0-ggufs)** quants that set new benchmarks on 5-shot MMLU & KL Divergence.
 - 📣 NEW! **[Llama 4](https://unsloth.ai/blog/llama4)**, Meta's latest models including Scout & Maverick are now supported.
 - 📣 NEW! [**EVERYTHING** is now supported](https://unsloth.ai/blog/gemma3#everything) incuding: FFT, ALL models (Mixtral, MOE, Cohere, Mamba) and all training algorithms (KTO, DoRA) etc. MultiGPU support coming very soon.
   To enable full-finetuning, set ```full_finetuning = True``` and for 8-bit finetuning, set ```load_in_8bit = True```
@@ -97,6 +99,10 @@ You can also see our documentation for more detailed installation and updating i
 ```
 pip install unsloth
 ```
+**To update Unsloth:**
+```
+pip install --upgrade --force-reinstall --no-cache-dir unsloth unsloth_zoo
+```
 See [here](https://github.com/unslothai/unsloth/edit/main/README.md#advanced-pip-installation) for advanced pip install instructions.
 ### Windows Installation
 > [!warning]