A custom supercapacitor soft starter controlled by an ATX power supply for high-current applications.

Source-available, measurement-first pulsed-energy testbed for tri-sector storage/discharge control, derated storage, phase authority, sensor-truth checks, energy accounting, kill criteria, evidence bundles, and human-reviewed scale-up gates.

Automated (super)capacitor health diagnostics engine. Features microsecond-level hardware telemetry via ESP32, dynamic RC curve modeling, and real-time TensorFlow.js loss analysis.