Current energy-aware development approaches overlook architectural inefficiencies. We address this gap with a real-time feedback loop combining power measurement and GenAI analysis in Docker-based CI/CD pipelines. A key novelty is using fine-tuned generative models to detect architectural anti-patterns, validated through empirical studies across software versions and real-world scenarios.