This automated system is built on a modular automation stack that combines AI text generation, image generation, and platform-specific formatting logic.

It integrates social platforms (Facebook, Instagram) through Make, enforcing quality rules, prompt constraints, and content validation at each step.

The stack prioritizes reliability, consistency, and low-maintenance operation over experimental or high-variance outputs.