Hardware Experience Archive

Edge AI and robotics compute

Used for perception, autonomy, AI inference, and ROS2-class workloads.

• GPU-accelerated inference
• Strong robotics software ecosystem
• Useful for camera and perception pipelines

• Power and thermal demand
• Linux is not hard real-time
• Needs protected IO and power design

• Power sequencing
• Cooling
• Sensor bandwidth
• Separating autonomy from deterministic control

• Perception
• Planning
• Edge AI

Embedded control and wireless-enabled prototyping

Useful for deterministic command validation, telemetry, wireless control, and sensor integration.

• Good peripheral coverage
• Wi-Fi and Bluetooth options
• Fast iteration

• Careful power and RF layout required
• Not suitable for every hard real-time workload

• SPI signal integrity
• Brownout behavior
• Task scheduling

• Telemetry
• Control bridges
• Sensor nodes

Low-power dual-core BLE embedded platform

Fits wearable and low-power continuous sensing systems.

• Dual-core separation
• BLE support
• Low-power design path

• Firmware complexity
• Memory and throughput planning required

• RF layout
• DCDC configuration
• DMA and buffer correctness

• Wearables
• BLE sensors
• Low-power context capture

Single-board compute platform

Useful for Linux-based embedded experimentation and compute expansion.

• SBC-style development flow
• General-purpose Linux compute

• Integration details depend on board support and IO needs

• Power
• Thermal
• Driver support

• Embedded Linux experiments
• Compute prototyping

Microcontroller platform

Useful for embedded control fundamentals and peripheral-level development.

• Deterministic bare-metal control path
• Peripheral learning value

• Less modern ecosystem than newer MCU families

• Toolchain setup
• Peripheral configuration

• Embedded control
• Real-time fundamentals

Fast microcontroller prototyping

Useful for quick sensor, IO, and proof-of-concept experiments.

• Fast bring-up
• Large module ecosystem

• Limited compute and memory
• Not ideal for complex production control

• Voltage levels
• Library quality
• Timing limitations

• Simple IO
• Sensor tests
• Educational prototypes

Linux compute and integration platform

Relevant for embedded Linux, camera, networking, and software-heavy robotics support.

• Accessible ecosystem
• Good for Linux services and prototyping

• Not hard real-time
• Needs robust power and storage handling

• Power stability
• Filesystem safety
• Thermals

• Embedded Linux
• Networking
• Camera pipelines