A robotic arm adjusting settings on a futuristic injection molding machine

Molding the Future: How DRL is Revolutionizing Process Optimization

Business Process Automation (BPA) has long promised leaner operations, improved responsiveness, and higher profitability. But for physical manufacturing, where every parameter shift impacts material use, energy cost, and defect rate, true real-time optimization remains a complex frontier. In a recent paper, researchers presented a compelling DRL-based solution to injection molding optimization that could signal a broader wave of intelligent, profit-driven automation in smart factories. ...

May 19, 2025 · 3 min · Cognaptus Insights

Smart Moves: How SmartPilot is Revolutionizing Manufacturing with a Multiagent CoPilot

In the rapidly evolving landscape of Industry 4.0, manufacturing environments face significant pressure to enhance productivity, reduce downtime, and swiftly adapt to changing operational conditions. Amid these challenges, SmartPilot, a sophisticated AI-based CoPilot developed by the University of South Carolina’s AI Institute, emerges as a groundbreaking solution, combining predictive analytics, anomaly detection, and intelligent information management into a unified, neurosymbolic multiagent system. What Exactly Is SmartPilot? SmartPilot is a novel, intelligent CoPilot system specifically designed to support and optimize manufacturing operations. Unlike traditional systems that function independently, SmartPilot employs a multiagent architecture that integrates three specialized AI agents into one cohesive and cooperative ecosystem: ...

May 14, 2025 · 4 min