AI-powered sensor networks that continuously monitor the health and stability of atmospheric water harvesting bio-systems. This system detects early signs of corrosion, malfunction, or environmental contamination, triggering alerts and enabling preventative maintenance to avoid systemic collapse, and protect from catastrophic system failures.