davidzollo commented on code in PR #10411:
URL: https://github.com/apache/seatunnel/pull/10411#discussion_r2758923686


##########
AGENTS.md:
##########
@@ -0,0 +1,238 @@
+# LLM Context Guide for Apache SeaTunnel
+
+This guide helps AI assistants (LLMs / Agents) make **safe, consistent, and 
verifiable** changes to the Apache SeaTunnel codebase. It mirrors practices 
from mature Apache projects and adapts them to SeaTunnel’s **build, testing, 
architecture, and documentation conventions**.
+
+## ⚠️ CRITICAL: Validate Before Proposing Changes
+
+**Agents MUST run verification commands locally before suggesting or 
finalizing changes.**
+
+```bash
+# Format code (mandatory)
+./mvnw spotless:apply
+
+# Quick verification (mandatory)
+./mvnw -q -DskipTests verify
+
+# Unit tests (strongly recommended)
+./mvnw test
+```

Review Comment:
   ```suggestion
   # Unit tests (strongly recommended)
   ./mvnw test -nsu
   
   # Check for compilation errors in affected modules
   ./mvnw clean package -pl <affected-module> -am -nsu
   ```
   ```



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