Update README.md

README.md

@@ -70,7 +70,7 @@ It is finetuned from [Mistral-Small-3.1](https://huggingface.co/mistralai/Mistra
 
 For enterprises requiring specialized capabilities (increased context, domain-specific knowledge, etc.), we will release commercial models beyond what Mistral AI contributes to the community.
 
-Learn more about Devstral in our [blog post](https://mistral.ai/news/devstral).
+Learn more about Devstral in our [blog post](https://mistral.ai/news/devstral-2507).
 
 **Updates compared to [`Devstral Small 1.0`](https://huggingface.co/mistralai/Devstral-Small-2505):**
 - Improved performance, please refer to the [benchmark results](#benchmark-results).
@@ -90,11 +90,11 @@ Learn more about Devstral in our [blog post](https://mistral.ai/news/devstral).
 
 ### SWE-Bench
 
-Devstral Small 1.1 achieves a score of **52.4%** on SWE-Bench Verified, outperforming Devstral Small 1.0 by +5,6% and the second best state of the art model by +10.2%.
+Devstral Small 1.1 achieves a score of **53.6%** on SWE-Bench Verified, outperforming Devstral Small 1.0 by +6,8% and the second best state of the art model by +11.4%.
 
 | Model              | Agentic Scaffold   | SWE-Bench Verified (%) |
 |--------------------|--------------------|------------------------|
-| Devstral Small 1.1 | OpenHands Scaffold | **52.4**               |
+| Devstral Small 1.1 | OpenHands Scaffold | **53.6**               |
 | Devstral Small 1.0 | OpenHands Scaffold | *46.8*                 |
 | GPT-4.1-mini       | OpenAI Scaffold    | 23.6                   |
 | Claude 3.5 Haiku   | Anthropic Scaffold | 40.6                   |
@@ -539,4 +539,4 @@ Finally, the game is ready to be played:
 
 ![space invaders pong - game](assets/space_invaders_pong/game.png)
 
-Don't hesitate to iterate or give more information to Devstral to improve the game!
+Don't hesitate to iterate or give more information to Devstral to improve the game!