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Deployment & Integration

Deployment Strategy

The RL agent learns based on observation tags, action tags, guardrails, reward specification, satisfaction, and optimization inputs provided by the operators. It runs on-premises and learns continuously from the interactions monitored by the existing HMI. 

Integration Models

RLTune brings Real-Time Autonomous Optimization (RTAO) to industrial control. It integrates with SCADA/DCS/PLCs, learns your process in real time, and writes safe, guard-railed setpoint updates to reduce Opex while stabilizing quality. 

Deployment & Integration