Update README.md (#1)

- Update README.md (e3f39e0ef2557fec8b60e1f49bbe57caa8df6df0)


Co-authored-by: mingchen zhuge <tjpxiaoming@users.noreply.huggingface.co>

README.md

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   - split: main
     path: "instances/*.json"
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+**GITHUB:** https://github.com/metauto-ai/agent-as-a-judge
+
+> [!NOTE]
+> Current evaluation techniques are often inadequate for advanced **agentic systems** due to their focus on final outcomes and labor-intensive manual reviews. To overcome this limitation, we introduce the **Agent-as-a-Judge** framework. 
+
+
+> [!IMPORTANT]
+> As a **proof-of-concept**, we applied **Agent-as-a-Judge** to code generation tasks using **DevAI**, a benchmark consisting of 55 realistic AI development tasks with 365 hierarchical user requirements. The results demonstrate that **Agent-as-a-Judge** significantly outperforms traditional evaluation methods, delivering reliable reward signals for scalable self-improvement in agentic systems.
+> 
+> Check out the dataset on [Hugging Face 🤗](https://huggingface.co/DEVAI-benchmark).
+> See how to use this dataset in the [guidelines](benchmark/devai/README.md).
+
 # DEVAI dataset
 <p align="center" width="100%">
 <img src="dataset_stats.png" align="center" width="84%"/>