RLCore is building the adaptive optimization layer for municipal and industrial water infrastructure. Their flagship platform, RLTune, continuously learns from live operating environments and optimizes performance on top of existing control systems. Deployed across municipal drinking water, wastewater and industrial facilities, RLTune helps operators build resilience, reduce chemical & energy consumption, improve process stability, and adapt to changing operating conditions in real time. Unlike traditional optimization approaches, RLTune requires no digital twins, complex physics models, or major infrastructure changes. Operators remain in control through configurable guardrails, full transparency, and instant override capabilities, while on-premise deployment ensures plant data remains securely on-site. RLTune is deployed today in live operating environments across North America, driving double-digit gains in chemical and energy consumption while enhancing process stability and environmental resilience. RLCore's vision is to enable industrial systems that continuously learn, adapt, and improve outcomes in real time.