# Open-source framework trains 8B SQL agent to beat 32B model on real databases

> Original title: 8B逆袭32B！开源首个长程交互SQL Agent框架，面向真实数据库

- Source: AI Era
- Published: 2026-11-03T00:04:20.000Z
- Bad Influence: https://badinfluence.news/items/hc29f022e3ollgnxyua2es5ee
- Original: https://aiera.com.cn/2026/11/03/other/admin/121972/8b%e9%80%86%e8%a2%ad32b%ef%bc%81%e5%bc%80%e6%ba%90%e9%a6%96%e4%b8%aa%e9%95%bf%e7%a8%8b%e4%ba%a4%e4%ba%92sql-agent%e6%a1%86%e6%9e%b6%ef%bc%8c%e9%9d%a2%e5%90%91%e7%9c%9f%e5%ae%9e%e6%95%b0%e6%8d%ae/

## Summary

An open-source long-horizon SQL agent framework lets an 8B model outperform a 32B model on real enterprise databases, according to the source. The source's text is limited to its opening sentence, which says that having a large model read a database and write accurate SQL in one pass is often unrealistic for complex enterprise data analysis.