Improve model card for Mixture-Summarizer-Qwen3.5-2B

README.md

@@ -2,14 +2,17 @@
 base_model:
 - Qwen/Qwen3.5-2B
 license: mit
+pipeline_tag: text-generation
+library_name: transformers
 ---
 
 # Mixture-Summarizer-Qwen3.5-2B
 
 [🌐 Project Page](https://recursivemas.github.io) | [💻 Code](https://github.com/RecursiveMAS/RecursiveMAS) | [📄 Paper](https://arxiv.org/abs/2604.25917)
 
-We introduce RecursiveMAS, a multi-agent framework that scales agent collaboration through latent-space recursion.
-RecursiveMAS treats a multi-agent system as a unified recursive computation, where heterogeneous agents iteratively exchange, refine, and evolve their latent states across recursion rounds. In the Mixture-Style setting, the Summarizer Agent integrates outputs from domain-specialized agents and produces the final response through recursive latent-space collaboration.
+We introduce **RecursiveMAS**, a multi-agent framework introduced in [Recursive Multi-Agent Systems](https://huggingface.co/papers/2604.25917) that scales agent collaboration through latent-space recursion. 
+
+RecursiveMAS treats a multi-agent system as a unified recursive computation, where heterogeneous agents iteratively exchange, refine, and evolve their latent states across recursion rounds. In the **Mixture-Style** setting, this **Summarizer Agent** integrates outputs from domain-specialized agents and produces the final response through recursive latent-space collaboration.
 
 ## Model Details
 
@@ -20,8 +23,25 @@ RecursiveMAS treats a multi-agent system as a unified recursive computation, whe
 | Agent Role | Summarizer Agent |
 | Base Model | Qwen3.5-2B |
 
-⚠️ **Note:** This checkpoint is a **role-specific agent** in [**RecursiveMAS**](https://arxiv.org/abs/2604.25917), rather than a standalone model intended for plain-text generation.  
-For detailed usage instructions, please refer to our [GitHub repository](https://github.com/RecursiveMAS/RecursiveMAS).
+⚠️ **Note:** This checkpoint is a **role-specific agent** in [RecursiveMAS](https://arxiv.org/abs/2604.25917), rather than a standalone model intended for plain-text generation.  
+
+## Usage
+
+To use this agent as part of the RecursiveMAS pipeline, you can load the system using the provided loader from the [official repository](https://github.com/RecursiveMAS/RecursiveMAS):
+
+```python
+from system_loader import load_mas_system
+
+# Load the whole Mixture-Style MAS pipeline
+mas = load_mas_system(
+    style="mixture",
+    device="cuda",
+    trust_remote_code=True,
+)
+
+# Access the specific summarizer model
+summarizer = mas.agents["summarizer"].model
+```
 
 ## Model Collections for RecursiveMAS