Will Embodied AI Make Prosthetics More Humane?

Building a robotic arm and hand that matches human dexterity is tougher than it looks. We can create aesthetically pleasing ones, very functional ones, but the perfect mix of both? Still a work in progress. Just ask [Sarah de Lagarde], who in 2022 literally lost an arm and a leg in a life-changing accident. In this BBC interview, she shares her experiences openly – highlighting both the promise and the limits of today’s prosthetics.

The problem is that our hands aren’t just grabby bits. They’re intricate systems of nerves, tendons, and ridiculously precise motor control. Even the best AI-powered prosthetics rely on crude muscle signals, while dexterous robots struggle with the simplest things — like tying shoelaces or flipping a pancake without launching it into orbit.

That doesn’t mean progress isn’t happening. Researchers are training robotic fingers with real-world data, moving from ‘oops’ to actual precision. Embodied AI, i.e. machines that learn by physically interacting with their environment, is bridging the gap. Soft robotics with AI-driven feedback loops mimic how our fingers instinctively adjust grip pressure. If haptics are your point of interest, we have posted about it before.

The future isn’t just robots copying our movements, it’s about them understanding touch. Instead of machine learning, we might want to shift focus to human learning. If AI cracks that, we’re one step closer.

 

PCB Design Review: M.2 SSD Splitter

Today’s PCB design review is a board is from [Wificable]. iI’s a novel dual-SSD laptop adapter board! See, CPUs and chipsets often let you split wide PCIe links into multiple smaller width links. This board relies on a specific laptop with a specific CPU series, and a BIOS mod, to put two M.2 NVMe SSDs into a single SSD slot of a specific series’ laptop.

This board has two crucial factors – mechanical compatibility, and electrical function. Looking into mechanics, it’s a 0.8 mm thick PCB that plugs into a M.2 socket, and it has sockets for two SSDs on it – plenty of bending going on. For electronics, it has a PCIe REFCLK clock buffer, that [Wificable] found on Mouser – a must have for PCIe bifurcation, and a must-work for this board’s core! Apart from that, this is a 4-layer board, it basically has to be for diffpairs to work first-try.

Of course, the clock buffer chip is the main active component and the focus of the board, most likely mistakes will happen there – let’s look at the chip first.

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Safer And More Consistent Woodworking With A Power Feeder

Woodworking tools like table- and bandsaws are extremely useful and versatile, but they generally have the distinct disadvantage that they make no distinction between the wood and the digits of the person using the machine. While solutions like SawStop were developed to make table saws sense flesh and try to not cut it, [James Hamilton] makes a compelling argument in a recent video for the use of power feeders.

These devices are placed above the table and feed the material into the machine without having to get one’s digits anywhere near the machine. Other than the safety aspect, it also means that the material is always fed in at a consistent speed, which is great when using it with a router table. Most of these power feeders are portable, so a single unit can be moved from the table saw to the router table, with [James] showing how he is using MagSwitch magnetic clamps to ease the process of moving between machines.

With the 1/8 HP mini power feeder that he’s using, the 4 magnetic clamps appear to be enough even when cutting hardwood on the table saw, but it’s important to make sure the power feeder doesn’t twist while running, for obvious safety reasons. On [James]’s wish list is a way to make moving the power feeder around more efficient, because he only has a single one, for cost reasons.

Although these power feeders cost upwards of $1,000, the benefits are obvious, including when running larger jobs. One might conceivably also DIY a solution, as they appear to be basically an AC motor driving a set of wheels that grip the material while feeding. That said, do you use a power feeder, a SawStop table saw or something else while woodworking?

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Plastic On The Mind: Assessing The Risks From Micro- And Nanoplastics

Perhaps one of the clearest indications of the Anthropocene may be the presence of plastic. Starting with the commercialization of Bakelite in 1907 by Leo Baekeland, plastics have taken the world by storm. Courtesy of being easy to mold into any imaginable shape along with a wide range of properties that depend on the exact polymer used, it’s hard to imagine modern-day society without plastics.

Yet as the saying goes, there never is a free lunch. In the case of plastics it would appear that the exact same properties that make them so desirable also risk them becoming a hazard to not just our environment, but also to ourselves. With plastics degrading mostly into ever smaller pieces once released into the environment, they eventually become small enough to hitch a ride from our food into our bloodstream and from there into our organs, including our brain as evidenced by a recent study.

Multiple studies have indicated that this bioaccumulation of plastics might be harmful, raising the question about how to mitigate and prevent both the ingestion of microplastics as well as producing them in the first place.

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Laser Cut Acrylic Provides Movie-Style Authentication

Here at Hackaday, we pride ourselves on bringing you the latest and greatest projects for your viewing pleasure. But sometimes we come across a creation so interesting that we find ourselves compelled to write about it, even if it’s already been hanging around the Internet for years. This may or may not be due to the fact that we just re-watched Crimson Tide, and found ourselves on a self-imposed dive into a very particular rabbit hole…

If you’ve seen Crimson Tide, or the first few minutes of WarGames, you might already know what this post is about. Both films prominently make use of a one-time authentication device which the user snaps in half to reveal a card that has some secret code printed on it — and as it turns out, there are at least two different projects that aim to replicate the props used in the movies.

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New Documentary Details Ventilator Development Efforts During COVID

What would it be like to have to design and build a ventilator, suitable for clinical use, in ten days? One that could be built entirely from locally-sourced parts, and kept oxygen waste to a minimum? This is the challenge [John Dingley] and many others faced at the start of COVID-19 pandemic when very little was known for certain.

Back then it was not even known if a vaccine was possible, or how bad it would ultimately get. But it was known that hospitalized patients could not breathe without a ventilator, and based on projections it was possible that the UK as a whole could need as many as 30,000 ventilators within eight weeks. In this worst-case scenario the only option would be to build them locally, and towards that end groups were approached to design and build a ventilator, suitable for clinical use, in just ten days.

A ventilator suitable for use on a patient with an infectious disease has a number of design constraints, even before taking into account the need to use only domestically-sourced parts.

[John] decided to create a documentary called Breathe For Me: Building Ventilators for a COVID Apocalypse, not just to tell the stories of his group and others, but also as a snapshot of what things were like at that time. In short it was challenging, exhausting, occasionally frustrating, but also rewarding to be able to actually deliver a workable solution.

In the end, building tens of thousands of ventilators locally wasn’t required. But [John] felt that the whole experience was a pretty unique situation and a remarkable engineering challenge for him, his team, and many others. He decided to do what he could to document it, a task he approached with a typical hacker spirit: by watching and reading tutorials on everything from conducting and filming interviews to how to use editing software before deciding to just roll up his sleeves and go for it.

We’re very glad he did, and the effort reminds us somewhat of the book IGNITION! which aimed to record a history of technical development that would otherwise have simply disappeared from living memory.

You can watch Breathe for Me just below the page break, and there’s additional information about the film if you’d like to know a bit more. And if you are thinking the name [John Dingley] sounds familiar, that’s probably because we have featured his work — mainly on self-balancing personal electric vehicles — quite a few times in the past.

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