diff --git a/docs/docs/contributing/development.mdx b/docs/docs/contributing/development.mdx
index 6c2a6ca9351..09e9fdc1f93 100644
--- a/docs/docs/contributing/development.mdx
+++ b/docs/docs/contributing/development.mdx
@@ -282,13 +282,13 @@ curl -f http://localhost:8088/health && echo "✅ Superset ready"
 ### LLM Session Best Practices
 - Always validate environment setup first using the health checks above
 - Use focused validation commands: `pre-commit run` (not `--all-files`)
-- **Read [LLMS.md](https://github.com/apache/superset/blob/master/LLMS.md) first** - Contains comprehensive development guidelines, coding standards, and critical refactor information
+- **Read [AGENTS.md](https://github.com/apache/superset/blob/master/AGENTS.md) first** - Contains comprehensive development guidelines, coding standards, and critical refactor information
 - **Check platform-specific files** when available:
   - `CLAUDE.md` - For Claude/Anthropic tools
   - `CURSOR.md` - For Cursor editor
   - `GEMINI.md` - For Google Gemini tools
   - `GPT.md` - For OpenAI/ChatGPT tools
-- Follow the TypeScript migration guidelines and avoid deprecated patterns listed in LLMS.md
+- Follow the TypeScript migration guidelines and avoid deprecated patterns listed in AGENTS.md
 
 ### Key Development Commands
 ```bash
@@ -306,7 +306,7 @@ pytest tests/unit_tests/specific_test.py  # Run single test file
 pytest tests/unit_tests/  # Run all tests in directory
 ```
 
-For detailed development context, environment setup, and coding guidelines, see [LLMS.md](https://github.com/apache/superset/blob/master/LLMS.md).
+For detailed development context, environment setup, and coding guidelines, see [AGENTS.md](https://github.com/apache/superset/blob/master/AGENTS.md).
 
 ## Alternatives to `docker compose`