Author: Ian Bos

33 Articles

capsule shown with magnetic fields represented with arrows

Pill Sized Scoop Of Your Internals

September 24, 2025 by 4 Comments

Taking a look inside the human body has never been easier — just swallow a camera in the shape of a pill. However, what is not quite as easy is retrieving a piece of whatever you’re viewing. This is exactly what researchers from HIT Shenzhen have attempted to solve with their magnetic capsule bot.

When traditional procedures want to take a sample somewhere in the intestinal tract they generally require somewhat invasive procedures sticking something up…well you know. With this pill, robot magnetic control allows physicians to choose exactly where and when to take a sample, all without shoving unpleasant objects into…again you know.

A magnetic field is generated to open the capsule and suck liquids inside. This traps a sample that can be retrieved through later bowel movements. The technology hasn’t been tested on a living patient yet, but but animal trials are planned for the foreseeable future.

Check out the fine details with the paper itself here. Biomedical engineering is always an interesting topic with so much potential for more hacking. We at Hackaday are no strangers to this wonderful world of bodily hacks.

Neural network shown on original mac screen, handwritten 2 on left and predictions on right

Original Mac Limitations Can’t Stop You From Running AI Models

September 15, 2025 by 14 Comments

Modern retrocomputing tricks often push old hardware and systems further than any of the back-in-the-day developers could have ever dreamed. How about a neural network on an original Mac? [KenDesigns] does just this with a classic handwritten digit identification network running with an entire custom SDK!

Getting such a piece of hardware running what is effectively multiple decades of machine learning is as hard as most could imagine. (The MNIST dataset used wasn’t even put together until the 90s.) Due to floating-point limitations on the original Mac, there are a variety of issues with attempting to run machine learning models. One of the several hoops to jump through required quantization of the model. This also allows the model to be squeezed into the limited RAM of the Mac.

Impressively, one of the most important features of [KenDesigns] setup is the custom SDK, allowing for the lack of macOS. This allows for incredibly nitty-gritty adjustments, but also requires an entire custom installation. Not all for nothing, though, as after some training manipulation, the model runs with some clear proficiency.

If you want to see it go, check out the video embedded below. Or if you just want to run it on your ancient Mac, you’ll find a disk image here. Emulators have even been tested to work for those without the original hardware. Newer hardware traditionally proves to be easier and more compact to use than these older toys; however, it doesn’t make it any less impressive to run a neural network on a calculator!

Continue reading “Original Mac Limitations Can’t Stop You From Running AI Models” →

Octos background with hackaday website pulled up

Open Source Interactive Wallpapers For Windows

August 30, 2025 by 19 Comments

It’s late at night, and you’re avoiding work that was supposed to be done yesterday. You could open an application on your desktop to keep your attention, or what about the desktop itself? [Underpig1] has you covered with Octos. Octos is an open-source application created to allow interactive wallpapers based on HTML, CSS, or JS for Windows 10 and 11.

There are many wallpaper applications made to spruce up your desktop, but Octos stands out to us here at Hackaday from the nature of being open source. What comes along with the project is a detailed API to reference when creating your own wallpaper. Additionally, this allows for detailed and efficient visualization techniques that would otherwise be difficult to display, perfect for procrastination.

Included demos range from an interactive solar system to Conway’s Game of Life. Customization options allow for basic manipulation of the backdrops in the application itself, but we’re sure you could allow for some fun options with enough tinkering.

If you want to try Octos out for yourself, it’s incredibly easy. Octos can be found on the Microsoft Store, and additional backdrops can be added within the application. Open-source applications allow for incredibly easy additions to your personal device, but it’s not always that way. Kindle has been a prime example of a fairly locked down system; however, that never stops a clever hacker!

Thanks to [Joshua Throm] for the tip!

Three breakout boards connected with a few wires

Breakout Boards For The Blind

August 29, 2025 by 4 Comments

Connecting an LED to a battery seems trivial. If you have any knowledge of using breadboards, knowing that red goes with red, and that black goes with black, it’s as easy as tying your shoes. Except there’s one problem: what if you can’t see the difference between red and black? [Tara] had a student who struggled with a problem just like this, so of course, they made a whole suite of breakout boards to the rescue!

Breadboards rely almost completely on the visual cues of rows, columns, and if the part is even in the hole correctly. [Tara] fixed these issues while attempting to keep the usefulness of a breadboard. Using tactile cues rather than the traditional visual, a visually impaired individual can figure out what is positive or negative.

Braille is the obvious choice for general communication of inputs and outputs. Where [Tara]’s ingenuity came in was the method of incorporating Braille into the boards — solder joints. After reading a Hackaday article on solder Braille, [Tara] managed a fitting and efficient method of allowing ease of use.

Currently, the boards are in a prototyping stage; however, if you want to try them out yourself early, let [Tara] know. Others with visual impairments are needed to properly stress test the device. If you are someone who does not struggle with any major visual impairments, it can be hard to put yourself in their shoes. For those empathic (and with VR capabilities) among us, be sure to try it yourself!

Josef Prusa Warns Open Hardware 3D Printing Is Dead

August 13, 2025 by 141 Comments

It’s hard to overstate the impact desktop 3D printing has had on the making and hacking scene. It drastically lowered the barrier for many to create their own projects, and much of the prototyping and distribution of parts and tools that we see today simply wouldn’t be possible via traditional means.

What might not be obvious to those new to the game is that much of what we take for granted today in the 3D printing world has its origins in open source hardware (OSHW). Unfortunately, [Josef Prusa] has reason to believe that this aspect of desktop 3D printing is dead.

If you’ve been following 3D printing for awhile, you’ll know how quickly the industry and the hobby have evolved. Just a few years ago, the choice was between spending the better part of $1,000 USD on a printer with all the bells and whistles, or taking your chances with a stripped-down clone for half the price. But today, you can get a machine capable of self calibration and multi-color prints for what used to be entry-level prices. According to [Josef] however, there’s a hidden cost to consider.

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Why Names Break Systems

August 5, 2025 by 74 Comments

Web systems are designed to be simple and reliable. Designing for the everyday person is the goal, but if you don’t consider the odd man out, they may encounter some problems. This is the everyday life for some people with names that often have unconsidered features, such as apostrophes or spaces. This is the life of [Luke O’Sullivan], who even had to fly under a different name than his legal one.

[O’Sullivan] is far from a rare surname, but presents an interesting challenge for many computer systems. Systems from the era of penny pinching every bit relied on ASCII. ASCII only included 128 characters, which included a very small set of special characters. Some systems didn’t even include some of these characters to reduce loading times. Throw on the security features put in place to prevent injection attacks, and you have a very unfriendly field for many uncommon names.

Unicode is a newer standard with over 150,000 characters, allowing for nearly any character. However, many older systems are far from easy or cheap to convert to the new standard. This leaves many people to have to adapt to the software rather than the software adapting to the user. While this is simply poor design in general, [O’Sullivan] makes sure to point out how demeaning this can be for many people. Imagine being told that your name isn’t important enough to be included, or told that it’s “invalid”.

One excuse that gets thrown about is the aforementioned injection prompts that can be used to affect these systems. This can cause systems to crash or even change settings; however, it’s not just these older systems that get affected. For modern-day injection prompts, check out how AI models can get affected!

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Dude about to pull a fire alarm

Fire Alarm Disco Party

August 4, 2025 by 34 Comments

What should your first instinct be when the room catches on fire? Maybe get out of the room, pull an alarm, and have a disco party? Not your first instinct? Well, this seemed pretty obvious to [Flying-Toast], who retrofitted an old fire alarm to activate a personal disco party.

After finding a fire alarm being sold on eBay, [Flying-Toast] couldn’t resist the urge to purchase one to use for his own purposes. He immediately gutted the life-saving internals to fill the shell with his own concoction of ESP goodness to be activated by the usual fire alarm mechanism. This sends a signal to the next elements of the party system.

Every part of the party system receives this activation signal, including the most important part, the party lights. Using a generic crystal disco ball and its own ESP, the party lights are more than sufficient to create the proper panic party. Of course, what is a party without music? With another ESP board and salvaged speakers, the proper atmosphere can be set right before the venue burns to the ground. The final touch is the additional hacked WIFI relays to turn off the lights in the room.

Priorities are important in emergencies, and that is exactly what [Flying-Toast] gave us with this project. Learning from this expertise is important, but how about learning from the near misses? For some risky decision making, be sure to check out the near nuclear war that was almost caused by a false alarm!

Continue reading “Fire Alarm Disco Party” →