Disruptions in production range from material quality issues and machine damage to power outages and workforce shortages. The SPAICER research project develops AI-driven resilience management tools to help production systems anticipate and adapt to these disruptions. By leveraging advanced AI technologies and Industry 4.0 standards, SPAICER enables improved production planning and response strategies through a modular, agent-based ecosystem for data, software, and model sharing.