Real-Time·USB Direct·AI Analysis
Connect your machine directly to CycleGuard via USB cable. Your Laptop reads the sensor data through Chrome's Web Serial API and sends it to the CPSE engine on Railway — zero software installation required.
No drivers. No middleware. No installation.
Chrome reads your USB device directly — CycleGuard does the rest.
Every state remembers what came before. Every cycle knows it's not the first.
Chrome's Web Serial API reads your machine data directly. No drivers, no middleware, no setup. Plug in and start monitoring in seconds.
Adaptive thresholds learn your machine's normal behavior. CRITICAL and NOTICE alerts fire automatically the moment deviation exceeds safe limits.
Linear regression on behavioral scores tells you exactly when your system will enter risk or critical zone — hours or days before failure.
Unique to CPSE: every cycle carries a golden-ratio memory signature S(n+1) = Contain(S(n)) + Δ. Your machine's history is never forgotten.
The CPSE engine never leaves the server. Your browser only sees JSON results — the intelligence stays private and secure.
Max velocity clamping prevents runaway states. The engine enforces physical limits and notifies you instantly when they are approached.