Update README.md

README.md

@@ -13,4 +13,25 @@ tags:
 - benchmark
 - human-AI-collaboration
 pretty_name: AgentDS-RetailBanking
----
+---
+
+# 🏦 AgentDS-RetailBanking
+
+This dataset is part of the **AgentDS Benchmark** — a multi-domain benchmark for evaluating human-AI collaboration in real-world, domain-specific data science.
+
+**AgentDS-RetailBanking** includes structured transactional data for 2 challenges:
+
+- Credit default prediction  
+- Transaction-level fraud detection  
+
+👉 Files are organized in the `RetailBanking/` folder and reused across challenges.  
+Refer to the included `description.md` for:
+- File usage and challenge mappings  
+- Task descriptions and data schema notes  
+- Submission format expectations  
+
+---
+
+📖 **More info & challenge details**: https://agentds.org/domains  
+🔐 **Get your API key**: https://agentds.org/dashboard  
+🧠 **Submit predictions via SDK**: `pip install agentds-bench` (see main AgentDS README for usage)