Update README.md

README.md

@@ -31,10 +31,13 @@ A huge thanks to the **Modal** team for providing compute credits that enabled m
 - 🔌 **Multi-database compatibility**: Connects to MySQL, PostgreSQL, SQLite, Snowflake, and more via [Ibis](https://ibis-project.org/).
 - 🧠 **AI-powered SQL generation** using **Qwen3-14B** via a custom VLLM inference server.
 - 🛡️ **SQL validation and transpilation** using [SQLGlot](https://github.com/tobymao/sqlglot).
-- 📊 **Table relevance reranking** with **Qwen3-Reranker-4B** via a dedicated reranking API.
-- 🗣️ **Natural language answers** returned alongside query results.
+- 📊 **Table relevance reranking** with **Qwen3-Reranker-4B** Via a dedicated re-ranking API, the re-ranking mode is enabled only for databases with more than three tables, but this parameter can be modified.
+- 🔁 **Self-Correction** If an error occurs during SQL query validation (e.g., mismatch with the database schema or runtime failure), the agent enters a self-correction mode.  In this mode, it analyzes previous attempts and error messages to generate a corrected SQL query automatically.
+- 🗣️ **Natural language answers** returned alongside query results , this mode is enabled in the HF space but not in the MCP server, which allows the client's MCP LLM to generate the final answer based on the returned data."
 
 ## Demo
 
-- With an online **PostgreSQL** database : https://www.youtube.com/watch?v=CC9Z1wHNDPA
-- With an online **CSV** dataset : https://www.youtube.com/watch?v=XiOmvVkuesg
+- With an online **PostgreSQL** database with CLINE MCP Client : https://www.youtube.com/watch?v=CC9Z1wHNDPA
+- With an online **CSV** dataset With CLINE : https://www.youtube.com/watch?v=XiOmvVkuesg
+- With an online **PostgreSQL** database in the HF space : https://youtu.be/R39H7LRxj3Y
+- With a local **CSV** dataset in the HF space : https://youtu.be/4qet7YJ5P5Q