Multi-device integration

Edge AI runs ML models directly on devices instead of in the cloud — critical for latency, bandwidth, security, and battery life. DoW deploys this in ISR sensors, autonomous platforms, and soldier-worn systems; consumer markets use it in everything from Ring doorbells to Tesla autopilot. Today the workload requires separate teams for the board, the companion app, and the cloud sync — Mandelia generates all three from one intent.

Meshes of small devices that sense their environment and report findings to a central system — used everywhere from smart agriculture to battlefield reconnaissance. The hard part is orchestration, not sensing: unreliable wireless links, multi-device data fusion, deciding what to send upstream. Mandelia builds the network as one buildable system, not a stack of point integrations.

Multi-touchpoint business systems where a customer action triggers downstream operations across devices and roles — Domino's order is the textbook example: app → kitchen screen → POS → driver app → customer tracker. Every restaurant, retail, healthcare, and logistics chain has this pattern, and integration costs dominate development timelines. Mandelia generates the entire flow from one description, with consistent state across every screen.

Smartwatch + phone + cloud stacks where each device has different displays, sensors, and connectivity guarantees — Apple Watch, WHOOP, Garmin in consumer markets; soldier health monitoring and incident response in defense. The hard problems are offline-tolerant sync when a device loses connectivity, and conflict resolution when devices reconverge with different state. Mandelia treats both as build-time concerns, not runtime surprises.

Drones, UGVs (Unmanned Ground Vehicles), USVs (Unmanned Surface Vessels), and AUVs (Autonomous Underwater Vehicles) coordinated with ground control stations, payload sensors, and operator tablets via shared mission state. DoW is investing heavily here under the Replicator initiative and CCA (Collaborative Combat Aircraft) programs. Each unmanned system is fundamentally a multi-device application — Mandelia coordinates the platform, controller, payload, and back-end as one mission-aware build.

Factory-floor systems coordinating HMI (Human-Machine Interface) operator screens, machine-vision cameras, PLCs (Programmable Logic Controllers), and line-side displays — all with consistent data models. The US is reshoring manufacturing aggressively (CHIPS Act, Defense Production Act expansions) and every new facility needs this coordination. Today it's stitched together over months from disparate vendor systems — Mandelia generates the integrated system in days.

Ruggedized device suites for first responders, utility crews, and dismounted military teams — tablet + handheld radio + body-worn sensor + base station. Buying surface spans DHS first-responder modernization, Army Soldier Lethality programs, and every utility company's storm-response kit. The integration problem is heterogeneous devices, intermittent connectivity, and life-safety-critical correctness — exactly where Mandelia's structural verification earns its keep.

Vehicle telematics (in-cab device), driver app (phone), dispatcher console (desktop), and customer tracking app — live state shared across the operating chain. Every logistics company in the world runs this stack, from Amazon Logistics to small regional freight, plus construction equipment, agricultural fleets, and ride-share platforms. Mandelia builds the whole live-state system from one description, not four separate apps glued together.