Unstable device operation
Overheating, memory leaks, hanging services, and power consumption issues cause failures once the device network scales.
Embedded Linux development for manufacturing and infrastructure
We design and develop embedded systems that run 24/7 in real-world conditions:
- IoT devices
- edge AI
- terminals
- distributed devices
- industrial controllers
From our projects¶ Client pain points
¶ What we do04 areas
Systems we design
We build infrastructure systems, not standalone devices.
01 / 04
Intelligent embedded devices
We develop embedded Linux systems, controllers, edge AI devices, and intelligent terminals for continuous operation in real-world environments.
- Linux environment
- firmware
- peripheral interfacing
- networking logic
- updates & diagnostics
02 / 04
Distributed device infrastructure
We build backend infrastructure for managing distributed device networks. The system is designed for scaling and fault tolerance.
- telemetry
- OTA
- device registry
- monitoring
- remote diagnostics
- role-based control panels
03 / 04
Industrial IoT & equipment integration
We develop industrial automation and equipment integration systems.
- IoT gateways
- data acquisition systems
- embedded API
- ERP/MES integration
- industrial interfaces
04 / 04
Edge AI & local analytics
We run AI models directly on embedded devices.
- computer vision
- defect detection
- multimodal AI
- edge inference
- local analytics
¶ Tech stackArchitecture
Embedded Systems
STM32, ESP32, ARM, Raspberry Pi
Linux
Yocto, Buildroot, Debian-based systems
Connectivity
MQTT, BLE, UART, Modbus, CAN
Backend Infrastructure
Go, Python, PostgreSQL, REST API
AI / CV
PyTorch, TensorFlow, OpenCV
CAD / Engineering
Fusion 360 API, CAD automation
¶ How we work06 steps
Infrastructure-Ready Engineering
- 01Stage
Engineering audit
We study environment, hardware, and infrastructure constraints.
- 02Stage
R&D and prototyping
We validate hypotheses and test critical components.
- 03Stage
System development
We design hardware, firmware, and backend as a single architecture.
- 04Stage
Stress-testing
We test the system under load and in real-world scenarios.
- 05Stage
Deployment
We deploy the system and connect the device network.
- 06Stage
Support & scaling
We provide ongoing support, telemetry, and updates.
¶ Case studies03 projects
9 mo
Wall-climbing robot
A magnetic-adhesion robot for surface inspection
Project highlightDevice control and onboard computing.
5+
Power bank sharing service
A turnkey ecosystem of sharing stations
Project highlightMass reflashing across heterogeneous hardware.
×5
Assistant app
Assembly assistance system with LiDAR and computer vision
Project highlightHigh-precision operation in a physical environment.
¶ Who it’s forWhere our systems are used
Urban infrastructure
Terminals, transit, city services
Manufacturing
IoT, automation, production systems
Robotics
Embedded control systems
Smart infrastructure
Intelligent devices and networks
¶ Why BonsaiWhy engineering teams work with us
01
Hardware + Software
We design devices and infrastructure as a single system.
02
Real-world engineering
We build for physical environments and 24/7 operation.
03
Distributed systems expertise
We understand device network architecture and distributed deployment.
04
Infrastructure-first approach
We plan for scaling and support first — then we build.
Get an engineering assessment of your project
We’ll run a technical audit of your project:
- —assess the architecture
- —identify constraints
- —prepare a roadmap
- —estimate cost and timeline