analiza aiqbench

This article provides essential architectural guidance for building scalable AI systems by distinguishing between interactive "skills" designed for human-in-the-loop conversations and autonomous "sub-agents" optimized for batch processing. The core insight is that selecting the correct delivery shape—rather than just choosing a specific model—is critical to ensuring reusability, simplicity, and long-term maintainability in production environments.