AI

Agentic AI tools often struggle with Apache Maven because its unique lifecycle model clashes with AI’s preference for minimal, incremental work, leading to false negatives and false positives. DAG-based build systems like Gradle align better, ensuring reliable incremental builds and clearer CLI behavior for both AI and humans.