Edge intelligence,
running now.
Concept Reply's edge AI and agentic operations — built with manufacturing clients, shown here as live demos and case studies.
Selected work
Agentic operations · Edge vision · Predictive maintenance
06 projects
Agentic Fleet Router
Natural-language instructions become routing constraints in a moving AGV fleet — using Model Context Protocol as the bridge between operator intent and Dijkstra-based fleet routing.
EdgeMind — Factory Telemetry with Agentic Analysis
Factory MQTT telemetry, stored as time series, analysed every 30 seconds by an LLM running against a five-minute rolling window. Anomalies become natural-language insights.
Workstation Vision OEE
Computer-vision OEE measured at the workstation level. Six cameras, three production stations, edge inference on a single device, MQTT-published station state.
Real-Time Edge Perception
Vehicle-mounted vision and depth at 20+ FPS — object detection, distance estimation, hardware-accelerated encoding, all on a single edge device.
Fleet Health Intelligence
Predictive maintenance for vehicle fleets — modelling failures from telemetry before they become downtime, and surfacing the right signal to the right operator.
Detection Stream Simulator
A synthetic detection wire — protobuf-shaped, frame-rate-controllable, dual-transport (gRPC + length-prefixed TCP) — so client-side integration work doesn't have to wait for the real perception pipeline.