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Launch HN: Vassar Robotics (YC X25) – $219 robot arm that learns new skills

Launch HN: Vassar Robotics (YC X25) – $219 robot arm that learns new skills

222 comments

·June 10, 2025

Hi HN — I’m Charles from Vassar Robotics (https://vassarrobotics.com/ - not much there but you can order the robot at https://shop.vassarrobotics.com/products/navrim-robot-that-l...)

Edit: the entire run sold out thanks to HN today—thank you all! And sorry to anyone who missed out. You can get in on the next batch here: https://vassarrobotics.com/newsletter.

We are bringing an upgraded version of the long beloved SO-101 robot arms to a $219 price point with improved mechanical design and added intelligence. See what it can do here: https://youtube.com/shorts/xNyPKJZI400 (demos are sped up as shown in the video)

I’ve spent a few years building RC planes (https://cyo.ng/hangar/) and micro gas turbines (https://set.mit.edu), and I’ve always wished hardware were cheaper so more people could experiment.

I’m now launching a $219 desktop robot-arm kit that keeps LeRobot SO-101’s kinematics, swaps key parts for sturdier, more precise SLA prints, and adds two integrated 480 p cameras. After plenty of supplier haggling, the whole kit costs less than the twelve servos alone. I’ll release the updated mechanical design under an MIT license by June 30.

On the software side, I'll also release an MIT-licensed MCP server by June 30 that exposes the local robot policy as tools for agentic LLMs (Opus 4, o3, etc.) to use in long-horizon tasks. Here's how it works: You can teach the robot new skills through teleoperation. During inference, you simply talk to the agentic LLM using natural language instructions. The LLM then calls the local robot policy through MCP, automatically decomposing your high-level requests into executable robot commands.

Thanks to the LeRobot community for making such an amazing robot accessible. If you’ve contributed to the LeRobot GitHub repo, email hello@vassarrobotics.com for a 20% discount coupon as a small thank-you.

I’d love your feedback! Beyond manufacturing, cleaning up the codebase, and writing docs, I’m considering: a force-controlled gripper, a parallel-jaw gripper, an extra wrist DOF (matching the new Trossen and ARX arms), full force feedback on the leader arm (though that may triple the price), a more affordable version with lower resolution each joint, and a longer-reach variant. Which of these—or something else—would be most useful to you?

You can order it here if you want: https://shop.vassarrobotics.com/products/navrim-robot-that-l.... (Edit: sold out! You can get in on the next batch here: https://vassarrobotics.com/newsletter. I hope we can have your business in the future.)

Looking forward to any and all comments!

---

Edit: A quick explanation regarding shipping times (as stated on our shop page):

• The first batch of 20 units, which will be shipped by June 30, is sold out.

• The second batch of 100 units will be shipped by July 15 (unassembled kits) and July 21 (assembled units). The order limit is to ensure we can ship on time and maintain high quality.

For those who have already placed orders: I will reach out individually to ask if you would like to receive weekly progress updates from now until the shipping date.

charleszyong

Sorry for being MIA for a bit. All 120 units are now sold out. I’ve created a waitlist at https://vassarrobotics.com/newsletter to keep you updated on when the next batch will be available (most likely in late July).

Thank you so much for everyone’s support. My top priority now is to get all the orders shipped on time and with high quality.

dtnewman

Looks like you might've found that magical thing which is product-market fit. I'm rooting for you.

$200 is a really nice entry-price point. If I'm being honest, I'm marginally interested in this, but doubt that I'd actually use it too much. But the price point is justifiable for someone who is just interested in it from a learning point of view (if I bought this, used it a few times and learned a bit more about AI as it relates to robotics, it'd have paid itself off easily).

Rooting for you to succeed.

charleszyong

Thank you for your support! I’m actively working on the design and building the supply chain. In the next 3 to 6 months, I should be able to:

1. Keep the price similar while adding new features, such as a torque-controlled gripper. 2. Re-examine design decisions to see if we can offer a similar product at an even better price.

echelon

1000000%

And you've got an excellent gradient to keep growing!

All the best!

loxias

Firstly, at the $219 price point you can have my money already.

Beyond that, things that appeal to me are basically anything which increase the likelihood I can accomplish high dexterous fine motor control skills, for things like tinkering and DIY assembly. I think that would include extra wrist DOF and a longer-reach variant.

Integrated cameras are an interesting idea, but I'd like to be able to swap them out for my own.

My dream is to have some sort of multi-arm table at home. I imagine holding a circuit board, small component, soldering iron, and wire with four robotic arms I control with shaky hands from my laptop. :D

charleszyong

So true. Every time I solder surface mount components, I always wish I could have a steady hand. Sadly, this arm doesn't have that kind of accuracy. The output shaft of the servos we use has about 1 degree of wiggle room and the mechanical structure adds more.

To get better accuracy, if sticking with this kind of RC servo, it's basically required to have two servos per joint to preload each other to kill that wiggle room. It's something I've been calculating, but I just can't figure out a way to offer it at a good price.

Interestingly, for arms that are popular in academia, even when the price goes to $10k (like ARX or Trossen), the wiggle room is still there (better, but still there).

tdeck

I was recently trying to get better angular accuracy with servos and minimize backlash. One option that kind of worked was to have a pulley on the servo shaft which wound a string attached to a spring to add mechanical bias.

But I ended up giving up and going with 400 step stepper motors instead. They're larger, draw more current, and the drive circuitry is more complicated (it can't get simpler than a PWM servo after all). But they're accurate and significantly quieter.

amelius

Here's how to do it:

https://www.youtube.com/watch?v=GCHXNcpq3OA

Check his channel for servo motor modifications.

charleszyong

Backlash is a real problem. I’m working with the supplier to prototype a small batch with 20 to 30% less backlash, though this may come at a slightly higher price and potentially a shorter lifespan.

If cost isn’t a concern, harmonic drives combined with brushless servos are excellent. I have a few harmonic drive units, and they’re truly amazing.

6510

I know nothing about the topic but could one build some kind of 3d pantograph to scale down the motions?

slow_typist

There are cheaper options for soldering SMD-parts on prototype boards. Developing and teaching robot arms to do it would give a good demonstrator but economically it’s a disaster. And mass production is already highly automated.

DidYaWipe

Well, based on that info, I guess usability for pick-&-place of surface-mount components on PCBs is out of the question.

charleszyong

Yeah… the accuracy isn’t good enough. A gantry system is probably needed.

There was one robot startup (Haddington Dynamics) figured it out how to do it at a higher price. Sadly they've been acquired and shifted directions I think.

taneq

> it's basically required to have two servos per joint to preload each other to kill that wiggle room

Couldn’t you preload with some form of spring?

charleszyong

The advantage of servos is that they can provide constant torque preloading, allowing the preload to be kept low (otherwise, the servo will overheat) but still sufficient.

A spring might also be an option if designed properly. I’ll probably give it a try in July.

fragmede

even something twice the price ($438) would still be a great deal. Mind telling us something about your pricing strategy trade-off consideration matrix?

charleszyong

Design for manufacturing is one thing. I did it a lot when building micro gas turbines in college. Sometimes changing the design or manufacturing process will make it 10x faster to make one while not compromising the performance.

The second thing is low margin. When people are pricing hardware, they usually plan a 50% to 100% margin to offset various costs that happen in the real world. From what I've heard, in extreme cases, some products cost around $100 while they are being sold at close to $1000. I believe in the Prusa printer approach: you design a good product and price it a little bit above cost. So the company grows with the community.

Deep down, there are so many times that I wish I could afford a fancy tool like a Milwaukee drill or a Mitutoyo caliper. And in extreme cases, I really wish I could have a HAAS UMC-400 or even a KERN Micro HD+. Now that I can set the price, I really wish I could make someone get what they want without breaking their bank.

GlenTheMachine

You need some technical specs on the website. How many DOF does it have? Does it have joint angle sensing? If so, what's the resolution? What's the interface to the servos? What's the payload capacity? Does it have integrated motor controllers? How long is it, and what does the dexterous workspace look like?

As a roboticist, what I'd vote for, in order, is:

- more degrees of freedom

- interchangeable tools, either an actual tool changer (unlikely at the price point) or a fixed bolt pattern with electronic passthroughs

- better joint sensing, e.g. absolute encoders, joint torque sensing

- fingertip force sensing

charleszyong

Thank you for the feedback! Thinking out loud: • Adding one DOF to match ARX kinematics is doable, with a price increase of $30–40.

• A tool changer is a great suggestion. A few of my friends are working on kinematic couplings, which would be ideal for this. I’ll need to give some thought to how to pass electrical signals and power to the tool, while also keeping it lightweight.

• Could you share what functionality you want in terms of encoders? The ST3215 uses 12-bit magnetic encoders, which can retain position after power loss. Are you looking for higher resolution? For torque sensing, if the order volume is large, I can add this for just a $20-30 price increase.

• Finger tip force sensing: Is this for applications like picking up an egg?

charleszyong

Just to clarify, these improvements is for future models.

GlenTheMachine

   • Adding one DOF to match ARX kinematics is doable, with a price increase of $30–40.
You need at least six non redundant DOF to arbitrarily position the end effector in space, three for x-y-z translation and an additional three for roll-pitch-yaw. For research grade arms, I typically want at least a 7 DOF arm, which gives you a lot of cool abilities, most importantly the ability to work around kinematic singularities, and makes the inverse kinematics problem nontrivial in interesting ways. I understand you're hitting a price point, and each additional DOF costs money. I personally would pay for additional DOF. Maybe a modular design?

   • A tool changer is a great suggestion. A few of my friends are working on kinematic couplings, which would be ideal for this. I’ll need to give some thought to how to pass electrical signals and power to the tool, while also keeping it lightweight.
Yeah, typically with industrial tool changers there are spring loaded pins on the tool changer that hit pads or insert into sockets on the tool side. There will also typically be a ball detent for positive locking that is driven by a motor in the end effector. But even just a passive mounting plate and a documented connector interface would be huge.

   • Could you share what functionality you want in terms of encoders? The ST3215 uses 12-bit magnetic encoders, which can retain position after power loss. Are you looking for higher resolution? For torque sensing, if the order volume is large, I can add this for just a $20-30 price increase.
You take what you can get with encoders. Ideally, you want an encoder that uses grey code, so it always knows exactly where it is no matter what. But for cost reasons this is rarely done, and you get what is essentially a relative encoder and you have to count the steps. The reason the former is preferable is that it doesn't rely on the microcontroller keeping up with the encoder, so there's no issue if you miss counts. But, again, those are as far as I know a significant step up in cost.

You'd also ideally add torque sensing at the joints because it opens up a whole world of control techniques that you can't get with just joint position sensing. You can do compliance or force control, which lets the arm act as if it had a spring at the joints, so when it hits something the impact is nice and gentle, and importantly, so you can do things like e.g. a bolt insertion task where you have to control the position of the arm in x and y but you want to exert a small positive insertion force in z.

   • Finger tip force sensing: Is this for applications like picking up an egg?
Yes, but even for picking up rigid objects this turns out to be very useful. If you're picking up an eg, you want to exert a controlled positive grip force that's big enough so you don't slip but not so big that you crack the egg. If you're picking up a bolt, you definitely won't break it but many robots are strong enough to deform the threads. If you're picking up something slippery, it would be great to try to detect the slip by touch. And so on. Often, you don't know exactly how big the object is or how flexible/brittle it is and it's hard to judge by vision alone whether the fingers are even in contact with it, or if they are how much it's being deformed, so being able to control grip force is very useful. Add force and position sensing to the grippers and you can judge how deformable the object is and make decisions accordingly.

Or if you're folding clothes or handling cables or wires or anything else flexible, you really need to have a sense of touch. You can't really do these tasks very well with position sensing and vision alone.

Another idea: Maybe add a passive mounting adapter and power leads at the end effector so people can add their own vision or lidar sensors, and just let them connect via bluetooth, so you don't have to route signal cables?

FYI, I am a space roboticist by trade and I teach a graduate level class in robotics at the University of Maryland.

15155

Check out Mill-Max magnetic connectors for the tool connectivity.

charleszyong

Very good suggestion! They look really promising. I’ll talk to the company to see if the price will be acceptable.

michaelt

> You need some technical specs on the website. How many DOF does it have? Does it have joint angle sensing? If so, what's the resolution? What's the interface to the servos? What's the payload capacity? Does it have integrated motor controllers? How long is it, and what does the dexterous workspace look like?

The post says "kit that keeps LeRobot SO-101’s kinematics" so it's probably very similar to [1] namely 5DOF and a gripper, using STS3215 servos [2]

> As a roboticist, what I'd vote for, in order, is:

As they are making a robot at the $219 price point, I very much doubt they have the money to add anything to the design.

[1] https://huggingface.co/docs/lerobot/so101 [2] https://uk.robotshop.com/products/magnetic-encoding-servo-st...

charleszyong

Thank you for stepping in. Yes, it’s 5 DOF and a gripper using ST3215 (12V for the follower arms and 7.4V—various gear ratios—for the leader arms).

As for hardware features, we can’t add much to the current model since, as you mentioned, we are running on very thin margins. We’re gathering suggestions primarily for future models.

GlenTheMachine

They did ask for suggested upgrades.

“I’d love your feedback! Beyond manufacturing, cleaning up the codebase, and writing docs, I’m considering: a force-controlled gripper, a parallel-jaw gripper, an extra wrist DOF (matching the new Trossen and ARX arms), full force feedback on the leader arm (though that may triple the price), a more affordable version with lower resolution each joint, and a longer-reach variant. Which of these—or something else—would be most useful to you?”

clw8

Are there any affordable robot kits you recommend for learning control, CV, RL etc.? I was budgeting for the SO-101 so I think I'll get OP's device and then something that's not an arm for variety.

softservo

Love this !! I have been searching for a homegrown store selling the so101 and other open source robots. Took me 6 weeks to get my unassembled kit for ~$250 from wowrobo (and it got stuck in inspections at the border). Would be cool to connect to learn more about your plans and offer some suggestions for improvements based on my experience so far.

yardie

Of course this arrives right after I order all the electronic parts and just kicked off the 24+ hour 3D print job to complete my SO-Arm101.

But I’m routing for you!

charleszyong

Thank you! Let me know how you like the SO-101 design. If you have complaints, I might be able to find a way to fix it ;)

throwawaybbq1

Curious where you sourced the parts? In Canada, shipping kills it for me. When I priced out the robot + electronics + $100 in shipping, I am around $700 - far cry from the $100 on the "sticker".

icedrift

Literally same. Just finished printing the leader arm and not I have another 20 hour print for the follower.

sabareesh

Where can i find the specs. I am actively working on some project with robot arm and found following appealing eventhough this doesnt include servo or cameras or controllers. https://www.aliexpress.us/item/3256808789646447.html?spm=a2g...

charleszyong

Interesting. Their servos seem to be PWM servos, which are available at a very good price. I would look into how to hook up all the servos—you’ll probably need an MCU to convert USB to PWM for each servo.

guywithahat

You should put it on Amazon; we used a robotic arm in one of the classes I taught, and for logistics reasons it was basically the only way we could order stuff. Plus it helps with discovery.

I'm sure there's an extra fee but it's sometimes just impossible to order things if you're a big organization from small sites like this.

charleszyong

Thank you for the suggestions. I hear you. When I was at college, the school system basically only allowed Amazon plus a few industry-specific suppliers. Please allow me to prioritize manufacturing and testing so that I can ship the product as soon as possible and with the highest quality possible. Then I will start expanding sales.

Also, the servos we are using actually have a version that has lower torque/force output, which would be safer for students but also limit what they can do with it. Would you be interested in the "safer" version for classes?

guywithahat

I was just a TA, but the big issues for my professor were cost (a lot of arms cost 1000+, so if you’re buying 30 then that’s $30k+ which is hard to budget for) or it was number of axis. Since it was a class he wanted more motors, which made the arm more complex and more similar to the real world. Counter-intuitively to teach someone about robotics you want an arm that’s complex so students have more to learn, students would have to implement their own kinematics and some of the affordable ones were too simple. I never heard him mention anything about motor safety, and when we had to fix them we would often buy stronger, metal gear servos as replacements.

I love the product though, and I appreciate your input!

polishdude20

Can you explain more how this is possible? For a layman like me, what is happening when you tell the robot to do something and how does it know it's going to the right place?

dimitry12

SO-ARM101 has a leader-arm, which is the arm with same exact dimensions and same servos - but used to read/record the trajectory. You move it with your own hand and teleoperate the follower-arm in real-time. Follower-arm is visible in the demo videos.

If you fully control the environment: exact positions of arm-base and all objects which it interacts with - you can just replay the trajectory on the follower-arm. No ML necessary.

You can use LLM to decide which trajectories to replay and in which order based on long-horizon instruction.

charleszyong

Yes. You are exactly right. If you want the model to have some adaptability, you will need to train a policy like ACT or GR00T.

Just a quick difference I need to point out as it's critical product spec: leader arms are using 7.4v version of ST3215 (various gear ratios) while follower arms are using 12v version of ST3215. (12v version have higher peak torque at close to 3 Nm)

dimitry12

Thank you for confirming! Love how simple yet magical your demos look, the elegance of bridging LLM-driven long-horizon planning with the arm.

fragmede

> various gear ratios

for anyone following along at home: THIS IS NOT A SMALL DETAIL!

there are 12 servos total and 4 different types of 7.4 volt ones in the box. make sure you use the right one, or else you'll waste precious time to reassemble the arm.

polishdude20

Wait so the arm isn't doing any learning or moving on its own? I don't understand why you need a leader arm?

victorbjorklund

It sounds like you use the leader arm to show the robot how the task should be done. If you just used your own arm for the task the robot would have to translate human movements to its own mechanics (hard) but this way it does only need to replicate the movement you showed (easier). After you teach it how to do the movement it can then do it by itself. You show once and it can repeat a million times.

numpad0

It's just bunch of motors on a stick. Doesn't come with a computer at all. But that's still worth >$200, as 1) building an arm that works is a project of its own, and 2) hardware standardization is crucial for code reusability.

notfed

...then why is this titled "that learns new skills"?

numpad0

It's intended as a close replica of HuggingFace SO-101 arm, so same models should work. It also comes with a replica leader arm for "teaching", or teleop based programming in layman's term.

GordonS

Wow! Recently my son has been asking about doing a project with a robotic arm, and this looks amazing, especially at the hobbyist-friendly price point. And adding in AI is really cool - and just the thing to really grab the attention of an eight year old boy :) Will these be available in the UK, perchance?

A bit of an aside, but how hard is it to get into building RC aeroplanes, compared to FPV copter drones?

charleszyong

RC aeroplanes need some practice and a bigger field compared to FPV drones. I think I spent a week flying in simulators and another 2 weeks crashing several times to get a basic hold on it. It's kind of like training a robot foundation model to learn a new embodiment

That being said, I enjoyed every moment flying my planes. I built and flew quite a few quadcopters but they never felt that free because there's always that control algorithm between the pilot and the motors, while aeroplanes are basically just mapping the movement of the joystick to the servos. I believe the UK has a lot of great local clubs, and I believe that's the best place to get started.

Side note, when your son gets more experience in the field, he might wanna build his own gas turbine to power his planes. And this association based in UK is the best on this planet: https://www.gtba.co.uk

For UK delivery, let me look into how to set up international shipping. Will get back to you by end of the day.

GordonS

I hadn't thought about clubs, probably because I live in a small, rural Scottish town... but I just had a quick look, and incredibly there's an active club just a few miles from me, which I had no idea even existed!

bathMarm0t

If the goal is the building. Balsa kits (an xacto knife, 2 bottles of super glue [thick/thin], CA-accelorator) are the way to go. Discuss gliders are easy to manage the risk of learning how to fly, and are light, so crashes will only be mildly catastrophic. I have this one, and it was easy-ish to build (~20 hours?)

http://wrightbrothersrc.com/products/gambler.htm

If the goal is the flying. You can't go wrong with an easy star. I've crashed mine a million times. You just patch it back together humpty dumpty style with thick CA + accelerant. Bonus points for the prop being in the back, so if you run into stuff you (probably) won't draw blood.

https://mrmpxhobbies.com/product/rr-easystar-3/

Note that the hobby does require some skill w/ flying and need some level of risk management. There are cords that let you plug your transmitter into a computer/fly over a simulation that can help with the former.

euroderf

> 2 bottles of super glue [thick/thin], CA-accelorator)

I haven't built a balsa wood plane in ages. But so, the glue of choice has changed ? No more balsa wood glue with atrocious fumes ?

bri3d

Building RC planes is a little harder IMO, but not much.

The main difference in building planes is you have to pay attention to center-of-gravity much more; minute differences will make the difference between your plane flying amazingly, like a brick (nose heavy), or not at all (tail heavy). There's also more work to do in setting control linkages and surface throws. But, overall, it's not too tough with most models.

Takeoff with planes can be very stressful the first few times; you have to choose between ground/runway takeoff, which typically results in a very inefficient model due to landing gear drag and is prone to flipping over, throwing the plane by hand, which requires practice and can be quite hazardous with a "pusher" style plane with the prop at the back, and building some kind of bungee launcher, which you then have to set up and lug around.

Then you have to decide how to fly - line of sight or FPV. Line of sight flying is quite an acquired skill and has a very steep learning curve - you basically have to learn to "become the plane" and understand how your control stick inputs are affecting the attitude of the plane without being able to see it very well.

FPV plane flying, while less popular than LOS, is very easy and much more rewarding IMO. The reaction time in all but the most extreme plane stunt flying is much less dramatic than in FPV quads.

And, due to quirks of the general hobby flight control software scene, most hobby FPV planes have a working loiter-in-a-circle setting while most FPV quads have a barely-functional GPS rescue mode and little to no ability to actually hover (it's very rare for an FPV quad to "just stay put"; this is the realm of camera drones).

I fly FPV quads when I need a focus/adrenalin boost and FPV planes when I just want to relax and chill. You can fly planes in an adrenalin style, but they're much more conducive to just looking at the scenery and goofing around. Massive bonus points that most plane builds are almost silent compared to an FPV quad so you don't worry about bothering people so much.

bittercynic

Planes, like quadcopters, are as complicated or simple as you want them to be. They're available fully ready to fly, as kits with different levels of work needed, or you can build from scratch and choose your own parts and design.

Flying is pretty different, though. If you're used to a copter that will just stay put when you release the controls, flying planes will be an adjustment.

charleszyong

Yes yes! Flying an aeroplane has no pause button. You are on your own from taking off to landing. It's a great practice not to panic under stress (I never flew one but I guess racing FPV quadcopters probably has the same feeling)

charleszyong

I’ve just set up shipping service to the UK. You should be able to place an order now. Let me know if you have any questions!

davidweatherall

Hey Charles, annoyed I missed out on the first batch, signed up to the newsletter looking forward to the next one!

I thought your product page could use a slightly nicer UI. - I'm building an app that let's people spin up multiple variations of their pages and easily implement new UIs. - I like to put HN websites through it whilst I'm training it up to see if I can improve them.

here's what my app came up with for your site: https://streamable.com/vbby9q

If you want the html + css, it's here free of charge, I've split each one up with a ## Variation 1/2.. etc.. just let me know what you think - https://pastebin.com/WGNieVmq

bredren

I looked at your video of alternatives and number 5 looked pretty good to me. Though, a better image of the product itself seems like the lowest hanging fruit for improving the landing. :)

For stuff like this, it would be cool if you had a hosted demo of what you clicked through in the video.

davidweatherall

A share button is a great idea, thanks!

aesch

While I don't think this will ship in time. There is a global online hackathon using these robot arms on Hugging Face June 2025, 14-15. https://huggingface.co/LeRobot-worldwide-hackathon

charleszyong

Man, I gotta say that I tried really hard to see if I could ship before that, but I failed ;( Chasing suppliers is pretty much like dating: sometimes no matter how hard you try, you just can't make it happen.

chrishare

Well, hopefully you can find some suppliers you can settle down with and live happily ever after

dimitry12

Do I understand correctly that chess-moving demo decomposes into:

- you recorded precise arm-movement using leader-arm - for each combination of source- and target- receptacles/board-positions (looking at the shim visible in the video, which I assume ensures the exact relative position of the arm and chess-board);

- the recorded trajectories are then exposed as MCP-based functions?

Bought the kit. Thank you for the great price! Are table-clamps included?