One physics-supervised, on-device verdict engine with live Python ↔ C-sim (Emscripten WASM) parity. Two interactive demos:
Two live FP32 implementations — Python ground truth and the C-sim — agree scan-by-scan along each bearing's life; the ESP32-S3 chip lights up its column once a V7 board is flashed. Watch the baseline lock, physics + rate-of-change trending detect the fault, the deterministic labeler name it, and RUL count down to failure.
The verdict tier (healthy→critical) is the verified, parity-proven output — every fault is caught. The fault type is the physics labeler's proposal, shown with the exact reasoning below; it never bluffs (returns Unclassified Fault when the evidence is ambiguous rather than guessing). Inner-vs-ball discrimination from a single radial axis is a known-hard problem — triaxial + cross-axis features sharpen it.
Pick a sample recording (or upload your own) and run it through Python ground truth and the C-sim side by side — same engine, scan-by-scan parity, with an ISO 10816-3 P-F trajectory. Embedded live from the customer validation tool.
Embedded from app.cbm.kalanitech.co/validate — open in a new tab ↗ for full width.