HomeUnder $400: Hugging Face launches Microduck, an open-source mini bipedal robot
Pollen Robotics, an open-source robotics startup backed by Hugging Face, has released the source code for Microduck, a compact bipedal robot. Measuring just 25cm and weighing 800g, this charming machine duck combines reinforcement learning, Sim2Real transfer, and real-time control to serve as a powerful platform for miniature embodied AI research.
Compact Design, Impressive Capabilities
Powered by a Rockchip RK3566 processor, Microduck controls 15 servos at a 50Hz frequency. It demonstrates a range of practical skills, including walking via a game controller, self-righting after falls, and picking up objects with its beak. It can also sit, stand, kick a ball, and perform forward rolls. By attaching wheels to its feet, the robot switches to a different reinforcement learning strategy, enabling it to slide, turn, navigate slopes, and even stand while roller-skating.
The team humorously notes: "No ducks were harmed in the making of this robot, although we consulted several ducks."
Reinforcement Learning Powers Nearly Every Movement
The associated training project, microduck_rl, is now open-source. The technical pipeline leverages the MuJoCo / MuJoCo Warp simulation environment, applying the PPO algorithm with domain randomization to achieve Sim2Real transfer. The resulting ONNX model is deployed directly on the robot, with strategies trained at 50Hz to match the hardware's control rhythm.
To bridge the sim-to-real gap, the training environment accounts for motor friction, battery voltage fluctuations, control latency, and servo gear backlash, significantly enhancing deployment stability.
Robust Software Architecture with Service-Oriented Design
Built in Rust without heavy frameworks, the software is modularized into independent services:
robotd: Handles real-time control, reinforcement learning execution, and safety protocolsupdaterd: Manages OTA updates, signature verification, and automatic rollback on failureconfigd: Oversees Wi-Fi connectivity and device identitybtd: Manages Bluetooth communicationpadd: Supports game controller inputmediad: Handles camera, audio, and WebRTC streamingtofd: Processes ToF depth sensor dataServices communicate via Unix Socket and JSON-RPC 2.0. Only robotd holds motor control permissions. Inputs from mobile apps, controllers, or custom scripts are treated as "action intentions" and must pass safety checks in robotd before execution, ensuring architectural reliability.
Seamless OTA Updates Prevent Bricking
The update process is robust: it downloads the release, verifies the signature, switches versions, restarts services, and performs a health check. If errors occur, the system automatically reverts to the previous version, effectively preventing the device from becoming unusable.
More Than a Toy: A Miniature Embodied AI Platform
Microduck is far more than a novelty item. It integrates reinforcement learning, Sim2Real transfer, ONNX deployment, Rust-based real-time control, WebRTC media, and full OTA support into a 25cm, 800g package.
For developers and researchers focused on reinforcement learning, motion control, and embodied AI, this open-source project offers a complete pipeline from simulation to real-world deployment. With both the runtime and training code available, interested developers can explore the official repository for further experimentation.
Related article
Amazon Launches Its Own Jev Clone as Decision Models Flood the Web
Amazon Web Services has launched an open-source decision model inspired by TypeSafe’s Jev, as AI developers increasingly prioritize intelligence optimized for computer automation over frontier large language models.Released the same week OpenAI annou
Google Gemini Deeply Integrated with Google Photos for Personalized AI Image Generation
Google has recently rolled out a significant update to its AI assistant, Gemini, by deeply integrating it with Google Photos. This enhancement allows Gemini to directly access visual data from your photo library, enabling the creation of more persona
Reddit Masterpiece Makes Claude Interact with You Through Handwriting in Real Time, Providing an Immersive Learning Experience That Is Simply Outstanding
A Reddit developer has launched a new interactive handwriting app that lets users converse with Claude AI in real time. By mimicking the magical, two-way exchange of Tom Riddle’s diary from Harry Potter, the tool transforms digital note-taking into a
Related Special Topic Recommendations
Health & Wellness
AI Sleep Tracking Assistants: Improve Recovery with Better Bedtime Habits
2026 Latest Best Top-Rated AI Sleep Tracking Assistants curated for ultimate recovery. This fully updated weekly guide features powerful tools that deliver real-world tests, free vs paid comparison, and detailed rankings to help you find the must-try solution that boosts sleep quality and supports better bedtime habits. Explore now at XIX.AI to Unlock your AI edge.
10 tools
xix.ai
Data Analysis
AI SQL Copilots for Product and Revenue Analytics
2026 Latest Best Top-Rated AI SQL Copilots for Product and Revenue Analytics! XIX.AI has curated a powerful, game-changing collection of must-try tools that undergo real-world tests through weekly updated rankings. These tools help users boost productivity significantly by accelerating data analysis, streamlining complex queries, and generating accurate insights to drive smarter business decisions. Explore now to Discover your perfect tool for unlocking your AI edge!
14 tools
xix.ai
Education and Learning
Best AI Homework Helpers That Teach: Learn Concepts, Not Just Answers
2026 Latest Best Top-Rated AI Homework Helpers That Teach Core Concepts Not Just Answers Powerful Tools for Students Must-Try Curated List Weekly Updated Free vs Paid Comparison Real-World Tests Accurate Rankings to Help You Unlock Your Full Learning Potential Explore now to Discover your perfect tool for smarter studying.
10 tools
xix.ai
Marketing
ChatGPT Ad Copy Tools for Meta Campaigns, Landing Pages, and Creative Testing
2026 Latest Best ChatGPT Ad Copy Tools Reviewed! This curated top-rated list offers powerful game-changing solutions to help you craft high-converting copy for Meta campaigns, landing pages, and creative testing. Get a free vs paid comparison along with real-world tests and detailed rankings to find the must-try tool that boosts your productivity significantly. Explore now at XIX.AI to unlock your AI edge!
11 tools
xix.ai
Business
Best AI Pricing Strategy Tools for Market Testing
2026 Latest Best Top-rated AI Pricing Strategy Tools for Market Testing! XIX.AI has curated a powerful game-changing collection of must-try tools, featuring weekly updated rankings and free vs paid comparison. These top-rated solutions help businesses run real-world tests, boost productivity, and discover the perfect pricing model to stand out in competitive markets. Explore now to Unlock your AI edge!
9 tools
xix.ai
Academic Research
AI PDF Citation Extractors for Journal Articles, Methods Sections, and References
2026 Latest Best Top-rated AI PDF Citation Extractors for Journal Articles, Methods Sections, and References are here on XIX.AI. This curated list features powerful game-changing tools that go through real-world tests to deliver accurate results every time. You can find a free vs paid comparison along with detailed rankings to help you choose the must-try option that boosts your research efficiency significantly. Explore now to discover your perfect tool for faster academic work!
9 tools
xix.ai
Comments (0)
0/500
Pollen Robotics, an open-source robotics startup backed by Hugging Face, has released the source code for Microduck, a compact bipedal robot. Measuring just 25cm and weighing 800g, this charming machine duck combines reinforcement learning, Sim2Real transfer, and real-time control to serve as a powerful platform for miniature embodied AI research.
Compact Design, Impressive Capabilities
Powered by a Rockchip RK3566 processor, Microduck controls 15 servos at a 50Hz frequency. It demonstrates a range of practical skills, including walking via a game controller, self-righting after falls, and picking up objects with its beak. It can also sit, stand, kick a ball, and perform forward rolls. By attaching wheels to its feet, the robot switches to a different reinforcement learning strategy, enabling it to slide, turn, navigate slopes, and even stand while roller-skating.
The team humorously notes: "No ducks were harmed in the making of this robot, although we consulted several ducks."
Reinforcement Learning Powers Nearly Every Movement
The associated training project, microduck_rl, is now open-source. The technical pipeline leverages the MuJoCo / MuJoCo Warp simulation environment, applying the PPO algorithm with domain randomization to achieve Sim2Real transfer. The resulting ONNX model is deployed directly on the robot, with strategies trained at 50Hz to match the hardware's control rhythm.
To bridge the sim-to-real gap, the training environment accounts for motor friction, battery voltage fluctuations, control latency, and servo gear backlash, significantly enhancing deployment stability.
Robust Software Architecture with Service-Oriented Design
Built in Rust without heavy frameworks, the software is modularized into independent services:
robotd: Handles real-time control, reinforcement learning execution, and safety protocolsupdaterd: Manages OTA updates, signature verification, and automatic rollback on failureconfigd: Oversees Wi-Fi connectivity and device identitybtd: Manages Bluetooth communicationpadd: Supports game controller inputmediad: Handles camera, audio, and WebRTC streamingtofd: Processes ToF depth sensor dataServices communicate via Unix Socket and JSON-RPC 2.0. Only robotd holds motor control permissions. Inputs from mobile apps, controllers, or custom scripts are treated as "action intentions" and must pass safety checks in robotd before execution, ensuring architectural reliability.
Seamless OTA Updates Prevent Bricking
The update process is robust: it downloads the release, verifies the signature, switches versions, restarts services, and performs a health check. If errors occur, the system automatically reverts to the previous version, effectively preventing the device from becoming unusable.
More Than a Toy: A Miniature Embodied AI Platform
Microduck is far more than a novelty item. It integrates reinforcement learning, Sim2Real transfer, ONNX deployment, Rust-based real-time control, WebRTC media, and full OTA support into a 25cm, 800g package.
For developers and researchers focused on reinforcement learning, motion control, and embodied AI, this open-source project offers a complete pipeline from simulation to real-world deployment. With both the runtime and training code available, interested developers can explore the official repository for further experimentation.
Amazon Launches Its Own Jev Clone as Decision Models Flood the Web
Amazon Web Services has launched an open-source decision model inspired by TypeSafe’s Jev, as AI developers increasingly prioritize intelligence optimized for computer automation over frontier large language models.Released the same week OpenAI annou
Google Gemini Deeply Integrated with Google Photos for Personalized AI Image Generation
Google has recently rolled out a significant update to its AI assistant, Gemini, by deeply integrating it with Google Photos. This enhancement allows Gemini to directly access visual data from your photo library, enabling the creation of more persona
Reddit Masterpiece Makes Claude Interact with You Through Handwriting in Real Time, Providing an Immersive Learning Experience That Is Simply Outstanding
A Reddit developer has launched a new interactive handwriting app that lets users converse with Claude AI in real time. By mimicking the magical, two-way exchange of Tom Riddle’s diary from Harry Potter, the tool transforms digital note-taking into a
2026 Latest Best Top-Rated AI Sleep Tracking Assistants curated for ultimate recovery. This fully updated weekly guide features powerful tools that deliver real-world tests, free vs paid comparison, and detailed rankings to help you find the must-try solution that boosts sleep quality and supports better bedtime habits. Explore now at XIX.AI to Unlock your AI edge.
10 tools
xix.ai
2026 Latest Best Top-Rated AI SQL Copilots for Product and Revenue Analytics! XIX.AI has curated a powerful, game-changing collection of must-try tools that undergo real-world tests through weekly updated rankings. These tools help users boost productivity significantly by accelerating data analysis, streamlining complex queries, and generating accurate insights to drive smarter business decisions. Explore now to Discover your perfect tool for unlocking your AI edge!
14 tools
xix.ai
2026 Latest Best Top-Rated AI Homework Helpers That Teach Core Concepts Not Just Answers Powerful Tools for Students Must-Try Curated List Weekly Updated Free vs Paid Comparison Real-World Tests Accurate Rankings to Help You Unlock Your Full Learning Potential Explore now to Discover your perfect tool for smarter studying.
10 tools
xix.ai
2026 Latest Best ChatGPT Ad Copy Tools Reviewed! This curated top-rated list offers powerful game-changing solutions to help you craft high-converting copy for Meta campaigns, landing pages, and creative testing. Get a free vs paid comparison along with real-world tests and detailed rankings to find the must-try tool that boosts your productivity significantly. Explore now at XIX.AI to unlock your AI edge!
11 tools
xix.ai
2026 Latest Best Top-rated AI Pricing Strategy Tools for Market Testing! XIX.AI has curated a powerful game-changing collection of must-try tools, featuring weekly updated rankings and free vs paid comparison. These top-rated solutions help businesses run real-world tests, boost productivity, and discover the perfect pricing model to stand out in competitive markets. Explore now to Unlock your AI edge!
9 tools
xix.ai
2026 Latest Best Top-rated AI PDF Citation Extractors for Journal Articles, Methods Sections, and References are here on XIX.AI. This curated list features powerful game-changing tools that go through real-world tests to deliver accurate results every time. You can find a free vs paid comparison along with detailed rankings to help you choose the must-try option that boosts your research efficiency significantly. Explore now to discover your perfect tool for faster academic work!
9 tools
xix.ai
