Dark Factories represents the next evolution in manufacturing, characterized by decentralized, automated, and human-centric operations. Key characteristics include the integration of advanced technologies from Industry 4.0, creating a future-ready blueprint with minimal human intervention. This transition, while preserving jobs, requires overcoming significant adoption and implementation challenges. Achieving decentralized dark factories (DDF) involves a strategic roadmap addressing current and future states of manufacturing, emphasizing innovation beyond traditional paradigms. Key takeaways: human-centric automation, significant adoption challenges, and innovation-driven future.