Microduck Robot: Open-Source Physical AI, Sim-to-Real and PCB Engineering

Physical AI · Robotics · PCB Engineering

Microduck: Inside the Tiny Physical-AI Robot and the Electronics Behind It

Pollen Robotics' Microduck combines reinforcement learning, embedded computing, sensing and 15 actuated degrees of freedom in a 25 cm biped robot. The interesting engineering story is not only how it moves, but how simulated intelligence becomes dependable real-world hardware.

Technical claims in this article were checked against Pollen Robotics' official Microduck materials and official GitHub repositories on 30 August 2026.

Microduck biped robot shown in several poses and colorways
Microduck is a compact biped robot developed by Pollen Robotics, the robotics team at Hugging Face.
25 cmofficial height
<800 gofficial weight
15degrees of freedom / motors
RK3566compute platform
50 Hzonboard policy loop
$399introductory pre-order price*
What it is

Why Microduck has become an interesting physical-AI platform

Pollen Robotics announced Microduck on August 27, 2026. At launch, the company described it as a 25 cm biped robot designed to make physical-AI experimentation, movement learning and sim-to-real development more approachable.

The published specification includes a Rockchip RK3566 with AI accelerator, 1 GB RAM, 32 GB storage, a front camera, an 8×8 time-of-flight LiDAR matrix, two IMUs, microphones, a speaker, two NFC antennas, Wi‑Fi, Bluetooth and a removable NP-F550 2600 mAh battery.

Its articulated beak can grasp objects, and the official materials describe behaviors including walking, sitting, crouching, getting back up from common falls, object pickup, kicking and roller-skating.

Launch details worth quoting accurately

  • Pre-orders opened on August 27, 2026.
  • The introductory price was announced as US$399 before taxes and shipping.
  • First deliveries were targeted before Christmas 2026.
  • North America and Europe were the launch markets.
  • Four launch colorways: Cream, Graphite, Lavender and Sky.
  • Battery runtime was stated as around one hour depending on use.

*The US$399 figure is the introductory launch/pre-order price, not a promise of a permanent retail price.

Microduck robots in Sky, Graphite, Cream and Lavender colorways
Microduck was introduced in four printed colorways: Cream, Graphite, Lavender and Sky.
Do not overstate provisional specifications. Pollen Robotics' launch press kit says camera resolution and field of view, LiDAR range, radio versions, SDK languages and the age recommendation were still being finalized. This article therefore does not assign unconfirmed numbers to those fields.
Official open-source resources

What is actually open source — and what is not

Microduck is accurately described as having an open-source software stack. Pollen Robotics explicitly states that the open-source claim covers software; the robot's mechanical and electronic design files are not open source. That distinction is important for engineers who may otherwise assume that schematics, PCB layout files or mechanical manufacturing files are publicly available.

Licensing detail: the Microduck RL repository is Apache-2.0, while its README separately states that the 3D model files are licensed under Creative Commons BY-SA-NC.
The technical core

From simulation to a robot that can kick, walk and recover

The official microduck_rl repository describes reinforcement-learning environments built on mjlab (MuJoCo Warp) with PPO. Policies are trained at 50 Hz, exported to ONNX, and then loaded by the Microduck runtime on the real robot.

The repository also documents a sim-to-real recipe that includes actuator physics, domain randomization and backlash simulation. Those techniques matter because a policy that performs well in an idealized simulator can fail when it meets real motors, mechanical play, sensor noise, friction changes and battery variation.

01SimulateBuild the robot and environment in physics simulation.
02TrainUse PPO to optimize a movement policy.
03RobustifyModel actuator behavior, randomization and backlash.
04ExportPackage the trained policy as ONNX.
05DeployRun it on the robot, measure the gap and iterate.
Microduck demonstrating a ball-kicking movement
A learned motion policy becomes meaningful only when it can survive the transition from simulation to physical hardware.
Published hardware

What Pollen Robotics has publicly specified

The table below stays within the launch specifications that Pollen Robotics has published. It deliberately avoids guessing at unreleased PCB details.

Area Published Microduck specification
Dimensions25 cm tall, 14 cm wide
WeightUnder 800 g
Actuation15 degrees of freedom across articulated legs, head and neck
ComputeRockchip RK3566 with AI accelerator
Memory / storage1 GB RAM, 32 GB storage
VisionFront camera with a camera-use indicator
Range sensingCompact LiDAR using an 8×8 time-of-flight matrix
Motion sensingTwo IMUs, one in the body and one in the head
InteractionArticulated grasping beak; microphones and speaker; two NFC antennas
ConnectivityWi‑Fi and Bluetooth; versions were provisional at launch
BatteryRemovable NP-F550, 2600 mAh; around one hour depending on use
Control / policy50 Hz onboard policy loop
PCB / PCBA perspective

Why physical AI eventually becomes an electronics manufacturing problem

Microduck's PCB schematics and electronic design files have not been released, so it would be incorrect to claim a particular Microduck PCB stack-up, board count, motor-driver topology or layout strategy. What can be discussed confidently is the broader engineering problem shared by compact robots: sensing, compute, connectivity, actuation and power have to operate together inside a small moving system.

Sensors
Embedded Compute
Wireless / I/O
Actuator Interfaces
Power Management

Power integrity

Actuator loads can change quickly. Power-domain planning, grounding, decoupling, connector current rating and transient behavior can determine whether sensitive logic remains stable while a robot moves.

Signal integrity and sensor noise

Cameras, IMUs, depth sensors and digital interfaces can be sensitive to return-path problems, interference and supply noise. Stack-up, routing and component placement matter.

Thermal density

Processors, regulators and actuator electronics generate heat in a confined enclosure. Copper distribution, thermal vias and system-level heat paths need to be considered early.

Mechanical reliability

Robots move, vibrate and sometimes fall. PCB mounting, cable strain relief, connector selection, solder-joint quality and assembly inspection can affect field reliability.

The manufacturing lesson: AI may determine the behavior, but PCB fabrication, component sourcing, assembly quality, inspection and testing determine whether the electronics can reproduce that behavior consistently.
From prototype to production

A robotics prototype is not yet a repeatable product

Once a robotics team moves beyond experiments, the hardware process has to become repeatable. A practical manufacturing path often progresses from prototype validation to engineering builds, NPI, pilot production and then volume manufacturing.

01PrototypeValidate the electrical concept and interfaces.
02Engineering BuildExpose DFM, sourcing, thermal and test issues.
03NPIDefine process controls, inspection and work instructions.
04Pilot RunCheck yield, consistency and test coverage.
05ProductionControl quality, engineering changes and supply continuity.

For a robotics PCB or PCBA project, a complete manufacturing package may include Gerber or ODB++ data, BOM, pick-and-place data, assembly drawings, special process requirements and an agreed test plan.

Highleap Electronics

Developing a robot controller, sensor board or physical-AI device?

Highleap Electronics supports PCB fabrication and PCB assembly for embedded electronics, robotics and other engineering-intensive products. If your design is moving from prototype to a repeatable build, send the manufacturing data for a PCB/PCBA review and quotation.

FAQ

Microduck questions engineers often ask

Is Microduck fully open-source hardware?

No. Pollen Robotics' press kit explicitly says the open-source statement covers the software stack. Mechanical and electronic design files are not open source.

How big and heavy is Microduck?

The official specification lists Microduck as 25 cm tall, 14 cm wide and under 800 g.

What does Microduck use for reinforcement learning?

The official RL repository describes environments built on mjlab (MuJoCo Warp) with PPO. Policies are trained at 50 Hz, exported to ONNX and deployed by the robot runtime.

Where are the official open-source repositories?

The robot software is available at pollen-robotics/microduck, and the reinforcement-learning environment is at pollen-robotics/microduck_rl.

Are Microduck's PCB design files public?

No. Pollen Robotics specifically states that the electronic design files are not open source. Public discussions of Microduck's exact PCB construction should therefore not be presented as verified unless the company releases additional hardware documentation.


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