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EchoJEPA: Latent Predictive Foundation Model for Echocardiography

https://github.com/bowang-lab/EchoJEPA
1•euvin•6m ago•0 comments

Disablling Go Telemetry

https://go.dev/doc/telemetry
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Effective Nihilism

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The UK government didn't want you to see this report on ecosystem collapse

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No 10 blocks report on impact of rainforest collapse on food prices

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Seedance 2.0 Is Coming

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Dexterous robotic hands: 2009 – 2014 – 2025

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Interop 2025: A Year of Convergence

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JobArena – Human Intuition vs. Artificial Intelligence

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Concept Artists Say Generative AI References Only Make Their Jobs Harder

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The Crumbling Workflow Moat: Aggregation Theory's Final Chapter

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Pax Historia – User and AI powered gaming platform

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Scams, Fraud, and Fake Apps: How to Protect Your Money in a Mobile-First Economy

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Porting Doom to My WebAssembly VM

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Cognitive Style and Visual Attention in Multimodal Museum Exhibitions

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Full-Blown Cross-Assembler in a Bash Script

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Forcing Rust: How Big Tech Lobbied the Government into a Language Mandate

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9•DesoPK•1h ago•4 comments

Show HN: Sem – Semantic diffs and patches for Git

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1•rs545837•1h ago•1 comments
Open in hackernews

Show HN: Compass CNC – Open-source handheld CNC router

https://www.compassrouter.com
176•camchaney•6mo ago
Hey HN,

I am Cam, and for the past two years I have been working on Compass, an open-source handheld CNC router that brings computer precision to woodworking while keeping the user directly involved in the process.

The idea started as my senior design project at UC Berkeley, with the goal of making a more approachable CNC machine—standard CNC machines are expensive, bulky, and remove you from the tactile “maker” experience. Compass solves that by combining a handheld router with real-time robotic assistance. You move the router roughly along a design path, and Compass uses four optical flow sensors (like in computer mice) and a 3-axis motion system to auto-correct for precision cuts.

What is different about Compass: - Open source: All plans, firmware, and CAD files are available on GitHub. - Affordable: The DIY build costs ~$600 in parts, and I am selling kits for <$800. - No external markers: The sensing technology allows for positioning without external markers, so no setup or consumables required. - Portable: Fits in a backpack and is not limited by a fixed work envelope.

We recently completed our first beta program and have just launched V1 kits for pre-order. You can find more info and the launch video at the listed URL.

GitHub: https://github.com/camchaney/handheld-cnc

Comments

hbarka•6mo ago
CAD, meet Cam ;)

I’m curious why Jupiter Notebook is involved.

WillAdams•6mo ago
?!?

I'm not seeing that --- sounds interesting! Link?

jrmann100•6mo ago
It was a pleasure trying your demo at Open Sauce 2025!
recipe19•6mo ago
It's probably worth noting that a commercial version of this exists (Shaper Origin). It's a bit pricey but is remarkably nice for a variety of tasks that can't be handled by a stationary mill. And because it's hands-on, it's also easier to catch mistakes as you go.

On the flip side, it's just much, much slower than a stationary setup. You can't really push it quickly while retaining enough control to stay in the narrow range it can compensate for. Further, because it's less rigid, high feed rates produce nasty finish.

itsdesmond•6mo ago
A big difference between this and that is that this appears to determine relative positioning through multiple mouse-style optical sensors, rather than visually checking relative to patterned tape.
anxman•6mo ago
Yeah IMO the Compass appears to be a more convenient design
recipe19•6mo ago
The reason Origin uses tape is to maintain precise, absolute registration over large distances - so that you can for example machine a pattern the size of a kitchen table.

I am very skeptical you can have that level of registration with mouse-style sensors that can only measure relative motion. I might be wrong, but it seems unlikely.

namibj•6mo ago
Yeah mouse sensors actively throttle update frequency at slow speed to mitigate drift, as they appear to suffer pretty much random walk steps of sort each time they generate an update. Exceptions are probably limited to zero-motion deltas.
nullc•6mo ago
Mouse sensors also only output x/y displacements, not rotations-- even though their mechanism of operation would allow it. I assume that's why this device uses four of them.

There are inexpensive mouse sensors which are made for long distances for use on drones. Sadly they're also still limited to x/y... might be useful for compass to have some upward facing sensors to track the ceiling, but maybe losing track isn't that big of an issue in practice.

namibj•6mo ago
The issue isn't an instant loss of tracking, but gradual accumulation of quantization errors from subpixel-alignment of features and similar "drift" sources.

Don't get me wrong: mouse sensors are great for use in closed-loop control of business ends that don't require stiffness to work (compare to CNC mill chatter) like 3D printers or these handheld wood routers. You just want some way to anchor back to absolute coordinates or drift will be painful. Note mouse sensors are more accurately described as measuring visual rotation than translation: focal plane distance in gaming mice has a linear influence on reported distance/"effective dpi".

It shouldn't need to be fast to anchor the drift if you track the drift rate/scaling coefficients appropriately. Maybe they are using a mouse sensor there in bitmap camera mode, possibly rotating through their fleet of 4, together with a sufficiently-beefy computing system that keeps a map/atlas of the object's surface texture to find/match the captured bitmaps in.

shaftway•6mo ago
The Origin also talks about repeatability. They sell a fixture that has an image of the tape fixed along with positive stops. The idea is that you can batch out parts quickly by setting up a workspace and swapping parts in. No idea if these sensors would be able to do something similar.
numpad0•6mo ago
How does it solve linearity and repeatability problems of mouse sensors? Or is it just not mouse like but not in literal sense?
ragebol•6mo ago
With a Raspi-cam and some Apriltags or some other fiducial markers, the visual reference could also be possible perhaps.
x0x0•6mo ago
The shaper is super cool, but a little pricey understates it.

You can get a very nice router for $300-ish; the Shaper Origin is 3k.

NegativeLatency•6mo ago
The tape is also like $20 a roll, I realize this pales in comparison to even medium tier wood, but was sorta immediately off putting for me since it reminded me of all the stuff with inkjet printers.
namibj•6mo ago
I wonder why not use those simple laser rangefinder things and instruct the user to put CD-tracking like servo steering suitable retroreflectors at fixed-relative-to-workpiece locations. 2 should suffice for planar work.

Probably "tape money" reasons for that engineering trade-off...

poulpy123•6mo ago
Sounds much harder and expensive than tracking points close by
poulpy123•6mo ago
Fyi It's possible to generate and print your own tape
recipe19•6mo ago
A CNC router with a work area suitable for typical woodworking projects is definitely not $300 - you're probably thinking about 3018 kits, but with 18 cm of travel, that's really not enough for the usual scale of woodworking projects. Not even enough for a typical cutting board.

A ready-made unit in "woodworking" size will likely set you back $2-$4k.

starkparker•6mo ago
Handheld router != CNC. A fixed-base 2.25hp DeWalt handheld router runs about $370. The 1.25hp Makita 700 in the Compass' glamour shots and assembly instructions runs about $130. Most fall in that range.
WillAdams•6mo ago
Also that there was a failed commercial attempt, which it turns out is getting re-booted:

https://handibot.com/

sgc•6mo ago
Looks like a very interesting project.

A little feedback: I found a video of this in action in the forum link, but it should be on the landing page. Also, photo examples of larger completed projects to judge accuracy are necessary. If none of your kits include the 3d parts (not the best choice IMHO), you should at least have a link to uploaded 3d files on a site where they can be ordered.

camchaney•6mo ago
Great feedback, thank you. The video is indeed on the landing page, but as people have mentioned it's hard to see (which is obviously a problem hahah).

I am working on putting out more videos! Definitely aiming to address the accuracy and answer some other FAQ. As far as 3D printed parts go, tbh I'm just going that route for now because it's easier. Less hassle to deal with another manufacturer (or build out my own print farm, which is a whole other thing) and have to go through all the quality control that comes with that. Definitely planning on incorporating 3DP parts in the future, but saving that for when other stuff is more dialed in. Good idea to include a link to 3DP supplier.

CodeWriter23•6mo ago
> You can find more info and the launch video at the listed URL.

Maybe I'm a complete dumbass but I could not find a video at any of the URLs on this post using Chrome under Sonoma.

NoNotTheDuo•6mo ago
https://youtu.be/t5xDmslfzvs

It’s on the compass home page. Admittedly the Play button does blend into the background image of the router a bit.

CodeWriter23•6mo ago
Thanks, appreciated.
Ductapemaster•6mo ago
I've always wanted a Shaper Origin, but the cost and subscription fee required for accessing some features always turned me off. I don't need it for anything other than fun hobby projects and couldn't justify it. Now I get double the fun: building a tool, and getting to use it! Nice work.
spiritplumber•6mo ago
Is this anything like the Maslow?
recipe19•6mo ago
Maslow is self-propelled using cables. It's the same goal - expand the work area by getting rid of a rigid frame of the mill - but a fundamentally different way of getting there. Here, you're the one moving the mill to follow your desired pattern, and the device simply corrects for your errors to stay on target.
lindsayrgwatt•6mo ago
Had a lot of fun building one of the demo units. Straightforward build and incredibly rewarding to build your own machine.
itsdesmond•6mo ago
Yoooooo. I am very seriously considering buying that kit. Do you intend to provide an upgrade path between revisions?
fxtentacle•6mo ago
It looks like you're selling your own control board PCB design as part of the kit. I'm guessing that it doesn't have Wifi by itself, so that would make it an unintentional radiator under FCC rules. How did you deal with EMI testing and certification? Can you recommend any services or labs? Would you be willing to share how much it cost? I'm asking because I am considering publicly selling prototypes of my 3D sound hardware, but the regulatory stuff has so far prevented me from doing it.
blackguardx•6mo ago
There are loopholes for kits if it acts like a subassembly: https://emcfastpass.com/fcc-rules-kits-subassemblies/
fxtentacle•6mo ago
Yes, but my understanding would be that this kit is not a subassembly, because the user is expecting to end up with a full product after assembly.
aaronblohowiak•6mo ago
Have you seen the opulo yt video on this?
fxtentacle•6mo ago
Not yet, thanks for the pointer.
robomartin•6mo ago
Interesting project. I am sure it was a lot of work (and fun as well).

I was introduced to the general concept when the Shaper Origin came out a while back. Here's my problem with the idea:

What's the use case?

Any xyz gantry router will run circles around this approach, by far. They will be much faster, more accurate and, more importantly, hands off. There's a lot to say for clamping the material and mashing the "go" button. The pattern shown in the video on the YT channel literally takes three seconds to cut on a gantry router. And you can swap material and push go again, very quickly (or cut as many as possible out of one piece of material.

For around $1K you can have a much more capable machine. Unless the use case is cutting/engraving on items that cannot be cut on a traditional router, I am not sure what these would be used for. Then the question becomes: How many of those projects do DIY hobbyists have?

The other question is one of accuracy and repeatability. Having done loads of CNC metal machining, CNC and manual wood routing, I can tell you that nothing beats a rigid xyz machine.

So, if someone has just one or a few odd parts that cannot be cut on an xyz router, well, maybe that's a use case. Other than that, why would anyone guild one of these rather than a gantry?

bluGill•6mo ago
Size I assume - this should be able to handle massive projects at the same price, while a gantry router would be much more expensive. Or so I would assume, I didn't dig into this to see how large it can go.
nullc•6mo ago
The workflow on the shaper origin is extremely nice, --- apply tape, swing it around to capture the environment, load svg and position. If you need a regular spacing grid, you just press a few buttons and ram the tool into three non-colinear points on the edge of your object.

You can cut objects in place, including irregularly shaped stuff you'd need to disassemble to put on your gantry. That comes up frequently for engraving but it's not exclusive to it.

The whole device is basically the size of a sewing machine. Yet it can cut parts that won't fit on an gantry you're able to fit in your garage.

It's quite tedious for repeated work. So I think it's really more in the class of manual power tools than in the same class as a CNC setup.

As far as accuracy goes, the tracking tape eliminates some source of errors. Say your clamping is not 100% and the part shifts slightly while being worked-- tape the part moves with it and all is still happy. Of course, it introduces some of its own problems too.

So in summary:

1. Very small device, yet can work with arbitrarily large pieces. 2. Good workflow means very fast setup suitable for one offs. 3. Works in situ, especially useful for engraving things in place.

I imagine that if it weren't a bit pricey that many people who do CNC woodworking would also have a shaper origin like device-- much like you probably have a skillsaw in spite of owning a CNC router.

Plus the simplicity of setup and the size makes it attractive to anyone who only wants a tiny amount of CNC for precision engraving, hole positioning, or cutting an inset for a hinge... and would never own a CNC gantry.

robomartin•6mo ago
> engraving things in place.

That's just-about the only real use case I can see.

And then, again, is the question: How much engraving in place does anyone really have to do?

What are you engraving? Doors? Signs? Trophies? Well, if it is a one-off occasional thing...is the cost justified? If it is done as a business, chances are you are not going on-site to someone's home to engrave stuff. If it a rare once-in a couple of years thing, there are services that will do that for you for very little money...etc.

Forget CNC, I am comparing this to a $50 router and some jigs, off-the-shelf and self made. Even as a robotics guy, I just don't see it. And I have a shop full of robots and CNC machines.

To me this falls under the category of "just because you can, it doesn't mean you should".

Hand router jigs:

https://www.rockler.com/power-tools/routers/router-jigs

Hand router sign-making templates:

https://www.rockler.com/power-tools/routers/router-accessori...

I'm happy to be wrong...I just don't see it except for corner cases (which could be all you need for a nice business).

poulpy123•6mo ago
it's in the second sentence of the link:

> It automatically adjusts the cutting tool to stay on the programmed design path, enabling a significantly smaller device footprint while still handling large-scale cuts.

I don't know how many people it concerns but the use case is very clear

robomartin•6mo ago
Not really. I have done tons of manual wood working. I have 8 or 9 manual routers and a couple of CNC machines (real industrial ones, metal and wood). I have done just-about every type of intricate joinery using manual tools and inexpensive jigs. If you have metal CNC it's great because you can really get creative with jigs.

My comment wasn't intended to denigrate the tool or the approach. I am trying to understand the use case at scale.

Why?

Because if you are going to use this type of a tool onece or twice a year for an odd job, you don't need it. A $50 router will do just-about anything if you take the time to make a jig or jigs for the job. Again, if it is an one-in-a-while job, the time taken to build jigs is not important.

If you are making dozens or hundreds of something, forget it. Not the right use case. A CNC router or, again, a set of jigs or fixtures is the ticket.

Oddly shaped material might be a use case, however, I cannot see this working on concave or convex material with any degree of precision. This, once again, depending on the nature of the work, falls under the realm of CNC (possibly 4 or 5 axis) or specialized jigs.

Having done so much work, I just can't see dropping that kind of money for something that isn't likely to give me any real advantages. It will get used a few times due to the cool factor and then just sit on a shelf while I get real work done using manual or gantry CNC tools.

I've probably built hundreds of custom workstations using 100% manual tools, jigs and fixtures. It works, you can get amazing precision and repeatability and there's no limit to what you can make. Best of all, if you need five people working on a project, making extra jibs and fixtures is easy and cheap.

shaftway•6mo ago
FWIW, I use a Shaper and I think there are four areas where it is better than a gantry. If I was just blasting out flat parts, I'd go for a typical gantry setup. But I very rarely do that.

1.) Cuts that are not easy on a gantry. It would be very difficult to do a tenon on a gantry. You could do one side and then flip the piece. Or maybe you could have a special bed with a void for putting stock in that direction. Either way would be difficult to get just right. With the Shaper and their workstation this is a 60 second operation.

2.) Cuts in the real world. If your stock fits into a gantry, great. But if it doesn't then you're going to have to dismantle the thing to get it into your CNC. With the Shaper I've done inlays on-site, in hardwood floors, kitchen counters, on walls, and on a rough surface picnic table.

3.) Sneaking up on tolerances. Again, if you're batching out a ton of stuff you'll get your tolerances once and everything will be set. But when I use a gantry getting the tolerances just right takes a ton of time. On the Shaper you cut a pocket, test fit, bump the tolerance by a thou or two, recut, and re-fit. This is fast on the Shaper.

4.) Storage space. I don't have a ton of space. I have a small CNC (~15" x 15") for small stuff that I want to batch out, but I work out of my garage. I'd love to drop a 4' x 8' CNC in there, but it isn't going to happen. With the Shaper it all goes into a systainer box and sits on a shelf. When I want to do something big I lay some foam down on the driveway to use as a backer, drop the wood, lay out the tape, and go.

It's crazy pricey. But that's more because it's owned by Festool than any inherent reason. If you're the kind of prosumer who goes for Festool-grade tools then it's probably a decent fit.

chromatin•6mo ago
Could be interesting, but I didn't see any /PICTURES OR VIDEOS/ of what I could create with this product.
tealpod•6mo ago
Beautiful. I made few CNC's in my previous life, started a CNC company and bankrupted. Bankrupt because I tried to make everything myself, including electronic circuits. Your work looks great, congrats.

I suggest you keep a small video on the homepage(maybe youtube video). Also your site took a little time to load because of huge images (especially github image is 11mb).

pcdoodle•6mo ago
Make sure to raise the price by 10-20% when you've proven yourself in the market.

Very cool project.

adi_hn07•6mo ago
Awesome product ! Would love to have it on https://superlaun.ch :)