Resonance‑tracking vibration energy harvesters with an adaptive mechanical system that continuously matches ambient vibration frequencies to maximize electromagnetic energy conversion and provide maintenance‑free, battery‑free power in low/variable‑frequency environments. Built for OEMs, automation providers and sensor manufacturers to power wireless sensor networks in industrial, mining, transportation and infrastructure use cases like predictive maintenance and smart infrastructure.