The system & the node
Real intelligence.
Real street hardware.
Two halves of one system, straight from SENTRI's official poster: an AI pipeline measured in the field, and an industrial-grade node engineered for Indonesian streets.
- 1.36 s notification time over MQTT + WSS
- 98.20% 5-class BiGRU accuracy · 91.90% weapon detection
- 60% end-to-end pipeline accuracy (SCVD), 14.3% false-positive rate
- Layered security — AES-256, SSL/TLS, network isolation, VPN
- Raspberry Pi 5 + Hailo-8L — 13 TOPS of AI compute on the pole
- Camera-agnostic CCTV + 30 W smart LED lamp
- Rainproof enclosure, active cooling, modular DIN-rail layout
- Gigabit PoE switch, sensor board for health telemetry


