> For the complete documentation index, see [llms.txt](https://xworld.gitbook.io/xworld/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://xworld.gitbook.io/xworld/core-architecture/xworld-network/for-developers.md).

# For Developers

* **Economic System Simulator**: AI models predict inflation risks, gear supply-demand dynamics, and simulate **1,000+ variables** to prevent economic collapse.
* **Hybrid Player-Agent Testing**: New game versions undergo stress tests with both human players and AI Agents, covering **90%+ user behavior patterns**.
* **Automated Game Operations**: AI tracks social sentiment and dynamically triggers in-game events or balance adjustments.