Summer Roh (@summerrexe) header
Summer Roh (@summerrexe) profile picture

🛠️ Building My Dream Robot 🤖 💌 [email protected] IG: summerr.exe TikTok: summer_exe YT: summer-exe

Joined January 2026
Photo by Summer Roh (@summerrexe)Photo by Summer Roh (@summerrexe)Photo by Summer Roh (@summerrexe)Photo by Summer Roh (@summerrexe)Photo by Summer Roh (@summerrexe)Photo by Summer Roh (@summerrexe)Photo by Summer Roh (@summerrexe)Photo by Summer Roh (@summerrexe)Photo by Summer Roh (@summerrexe)Photo by Summer Roh (@summerrexe)
this is the 3rd PCB I’ve designed! It’s beautiful 🙂 mainly connecting sensors (IMU, ToF), motor signals with Jetson and powering motors (for Jiji v2)
3
28
802
PCB design for JIJI v2 is in progress! This one has been one of the most difficult PCB to design for me, because all the robotics related components were foreign to me. (There are more on the back side !) But I’ve learnt a lot and excited to see it coming together ☺️
6
1
47
1,272
t’s been a year since I built my dream companion robot, Jiji. Today is day 1 of building version 2 of her! Let’s start with giving her a new powerful brain 🧠 Thanks again @nvidia for providing Jetson Orin Nano! @NVIDIARobotics #robotics #nvidia #jetson #companionrobot #robotbuild
20
34
5
251
7,253
Got to bring Jiji on stage at NVIDIA's RTX Spark launch event! 🐈‍⬛ When I started building her a year ago, I never imagined I'd be here. Getting to bring her on stage and share that journey felt really special. I barely slept the night before due to nervousness and excitement. Thank you to @NVIDIAKorea for inviting me to talk about Jiji and the dream I’m still working toward. Honored to be there, and so excited to keep building Jiji version 2. 🐾 @NVIDIARobotics @nvidia
3
2
1
13
784
I had a Lion King moment with Jiji at @NVIDIAKorea RTX Spark laptop looks cool :) @NVIDIARobotics @NVIDIAKorea
3
1
15
700
her walking gait is so cute hahahah this is a MicroDuck based cat robot I am building, and the thing is that I am using Robotis's XL330 motors and have placed Jetson Orin Nano inside of the head and it might be too heavy for the motors. Should I move the Jetson board to the body? Any suggestions would be appreciated! @pollenrobotics @huggingface @NVIDIARobotics @nvidia
10
9
1
101
3,431
jiji is standing!! I can’t wait to see her first walk 🥹
1
1
16
557
okay the deskbot is looking cute 😵‍💫 @grok @bot
26
44
10
710
20,304
why does it look like a hanster
8
384
I spent days trying to train my MicroDuck to stand up, but the RL policy kept getting stuck in a butt-up position. 🦆 Many people suggested changing the reward function or PPO parameters. But the breakthrough was in the training state distribution. Two things made the difference: 1. Use the actual failure state. Instead of spawning the robot at different body angles with joints at HOME, I captured the real stuck configuration and used its joint positions. The folded neck was part of the trap. 2. Train across both variables. Body tilt alone wasn't enough. The policy needed experience across the combination of body tilt + head/neck configuration, not root orientation alone. With that targeted curriculum, face-down recovery went from 0% → 100% without changing the reward function. Even more interesting: face-up recovery also went from 0% → 100%, despite never being directly targeted. The baseline face-up rollout ended in the same butt-up attractor, so learning to escape that state solved both failures. I’m having so much fun with this MicroDuck project. Every time I think I’ve found the problem, I end up learning something completely new about reinforcement learning ! *Microduck is trained on NVIDIA Jetson AGX Thor @pollenrobotics @seeedstudio @huggingface @NVIDIARobotics #microduck
4
6
68
2,418
I ran 4,096 simulated environments on NVIDIA Jetson Thor. When initialized face-down, the policy converges to a stable “butt-up” position instead of recovering to standing. This state receives about 68% of a proper standing pose. This video explains what I learnt about Reinforcement Learning and PPO algorithm. Microduck has provided a good platform to try out RL for the first time ! Excited to run more experiments and always let me know if any other suggestions :) @pollenrobotics @seeedstudio @huggingface @NVIDIARobotics #microduck
4
5
1
65
1,555
my ducks think butt up is standing up, any suggestions on how to fix this? @RemiFabreRobot @pollenrobotics @NVIDIARobotics #NVIDIA
4
1
19
753
SO-101 ARM DONE!! so proud of us 🙋🏻‍♀️🐈‍⬛🎀 I think it goes well with my cat robot, what do you think? 🤠 @seeedstudio @huggingface
4
1
13
666
I ran MicroDuck RL on a Jetson Thor, and poor duck is STRUGGLING 🐣 Getting it running on Thor was a bit of a rabbit hole. The original MicroDuck environment used PyTorch 2.9 + CUDA 12.9, but Thor’s GPU is sm_110, which that PyTorch build didn’t have a kernel for. So I had to switch to NVIDIA’s Jetson PyTorch build with CUDA 13, which supports Thor’s architecture. Then get it working alongside MuJoCo Warp + mjlab. Now it runs PPO directly on the Thor GPU. 10,200 steps in and this is what we’ve got 🥸 @ClementDelangue @huggingface @pollenrobotics @NVIDIARobotics #NVIDIA
1
8
438
bullying this duck until you send me one @pollenrobotics @ClementDelangue
1
4
288
❤️❤️❤️❤️ my current favorite PCBs
8
459
I just built a 2-stage planetary gearbox for a NEMA 17 motor! 🪐⚙️ A planetary gearbox uses a sun gear, planet gears, a ring gear, and a carrier to achieve high gear reduction in a compact package. This one uses two 5:1 planetary stages stacked together. So here's the question: how many times would the output torque ideally increase compared to the original motor? 👀 Design by Domino on Maker World: makerworld.com/en/models/277… #robotics #gear #cyberdeck #engineeringexplained #gearbox
5
11
2
212
10,598
spoiler for my next 2 videos 🙈 can anyone guess the two projects I am currently working on? 👀
3
14
522