AI Picks Outfits With Abandon

December 17, 2025 by 2 Comments

Most of us choose our own outfits on a daily basis. [NeuroForge] decided that he’d instead offload this duty to artificial intelligence — perhaps more for the sake of a class project than outright fashion.

The concept involved first using an AI model to predict the weather. Those predictions would then be fed to a large language model (LLM), which would recommend an appropriate outfit for the conditions. The output from the LLM would be passed to a simple alarm clock which would wake [NeuroForge] and indicate what he should wear for the day. Amazon’s Chronos forecasting model was used for weather prediction based on past weather data, while Meta’s Llama3.1 LLM was used to make the clothing recommendations. [NeuroForge] notes that it was possible to set all this up to work without having to query external services once the historical weather data had been sourced.

While the AI choices often involved strange clashes and were not weather appropriate, [NeuroForge] nonetheless followed through and wore what he was told. This got tough when the outfit on a particularly cold day was a T-shirt and shorts, though the LLM did at least suggest a winter hat and gloves be part of the ensemble. Small wins, right?

We’ve seen machine learning systems applied to wardrobe-related tasks before. One wonders if a more advanced model could be trained to pick not just seasonally-appropriate clothes, but to also assemble actually fashionable outfits to boot. If you manage to whip that up, let us know on the tipsline. Bonus points if your ML system gets a gig on the reboot of America’s Next Top Model.

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Catching Those Old Busses

December 17, 2025 by 17 Comments

The PC has had its fair share of bus slots. What started with the ISA bus has culminated, so far, in PCI Express slots, M.2 slots, and a few other mechanisms to connect devices to your computer internally. But if the 8-bit ISA card is the first bus you can remember, you are missing out. There were practically as many bus slots in computers as there were computers. Perhaps the most famous bus in early home computers was the Altair 8800’s bus, retroactively termed the S-100 bus, but that wasn’t the oldest standard.

There are more buses than we can cover in a single post, but to narrow it down, we’ll assume a bus is a standard that allows uniform cards to plug into the system in some meaningful way. A typical bus will provide power and access to the computer’s data bus, or at least to its I/O system. Some bus connectors also allow access to the computer’s memory. In a way, the term is overloaded. Not all buses are created equal. Since we are talking about old bus connectors, we’ll exclude new-fangled high speed serial buses, for the most part.

Tradeoffs

There are several trade-offs to consider when designing a bus. For example, it is tempting to provide regulated power via the bus connector. However, that also may limit the amount of power-hungry electronics you can put on a card and — even worse — on all the cards at one time. That’s why the S-100 bus, for example, provided unregulated power and expected each card to regulate it.

On the other hand, later buses, such as VME, will typically have regulated power supplies available. Switching power supplies were a big driver of this. Providing, for example, 100 W of 5 V power using a linear power supply was a headache and wasteful. With a switching power supply, you can easily and efficiently deliver regulated power on demand.

Some bus standards provide access to just the CPU’s I/O space. Others allow adding memory, and, of course, some processors only allow memory-mapped I/O. Depending on the CPU and the complexity of the bus, cards may be able to interrupt the processor or engage in direct memory access independent of the CPU.

In addition to power, there are several things that tend to differentiate traditional parallel buses. Of course, power is one of them, as well as the number of bits available for data or addresses. Many bus structures are synchronous. They operate at a fixed speed, and in general, devices need to keep up. This is simple, but it can impose tight requirements on devices.

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The Lethal Danger Of Combining Welding And Brake Cleaner

December 17, 2025 by 38 Comments

With the availability of increasingly cheaper equipment, welding has become far more accessible these days. While this is definitely a plus, it also comes with the elephant-sized asterisk that as with any tool you absolutely must take into account basic safety precautions for yourself and others. This extends to the way you prepare metal for welding, with [Dr. Bernard], AKA [ChubbyEmu] recently joining forces with [styropyro] to highlight the risks of cleaning metal with brake cleaner prior to welding.

Much like with common household chemicals used for cleaning, such as bleach and ammonia, improper use of these can produce e.g. chlorine gas, which while harmful is generally not lethal. Things get much more serious with brake cleaner, containing tetrachloroethylene. As explained in the video, getting brake cleaner on a rusty part to clean it and then exposing it to the intensive energies of the welding process suffices to create phosgene.

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WiFi Menorah For Eight Nights Of Bandwidth

December 17, 2025 by 17 Comments

Hanukkah is upon us, and if that’s your jam [Brian] has you covered with this stylish WiFi menorah. While we can’t say if it’ll stretch your last gigabyte of connectivity into eight, it’s certainly going to provide awesome signal with all those antennae.

You could perhaps coax us to make one of these.

[Brian] was inspired by the enterprise version of the Hak5 “WiFi Pineapple”, a high-powered pentesting device. Seeing its plethora of antennae, he was struck with the idea of mounting them all onto a menorah, so he did. The menorah itself is 3D printed (of course) with lots of coax running through it down to the base, where presumably it would be connected to a Pineapple or high-powered router.

The project is presented as more of an art piece than a functional device, as there’s no evidence that [Brian] has actually hooked it up to anything yet. But consider the possibilities — along with the traditional candles, you could “light” one WiFi antenna each night, bringing the holiday glow to 2.4 GHz or 5 GHz. If you prefer more visible wavelengths, perhaps this LED menorah would be more to your tastes.

If you’ve got a hack for your culturally-relevant holiday festival, be it Christmas, Hanukkah, or Festivus, we’d love to see it. The tips line is open all year round.

Make Your Own Tires For RC Cars

December 16, 2025 by 12 Comments

You can buy a wide range of RC car tires off the shelf. Still, sometimes it can be hard to find exactly what you’re looking for, particularly if you want weird sizes, strange treads, or something that is very specifically scale-accurate. In any of these cases, you might like to make your own tires. [Build It Better] shows us how to do just that!

Making your own tires is fairly straightforward once you know how. You start out by producing a 3D model of your desired tire. You then create a two-piece negative mold of the tire, which can then be printed out on a 3D printer; [Build It Better] provides several designs online. From there, it’s simply a matter of filling the tire molds with silicone rubber, degassing, and waiting for them to set. All you have to do then is demold the parts, do a little trimming and post-processing, and you’ve got a fresh set of boots for your favorite RC machine.

[Build It Better] does a great job of demonstrating the process, including the basic steps required to get satisfactory results. We’ve featured some other great molding tutorials before, too. Video after the break.

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Memory At The Speed Of Light

December 16, 2025 by 17 Comments

Look inside a science fiction computer, and you’ll probably see tubes and cubes that emit light. Of course, it’s for effect, but the truth is, people do think light computing may be the final frontier of classical computing power. Engineers at the University of Southern California Information Sciences Institute and the University of Wisconsin-Madison are showing off a workable photonic latch — a memory element that uses light.

The device uses a commercial process (GlobalFoundries (GF) Fotonix Silicon Photonics platform) and, like a DRAM, regenerates periodically to prevent loss of the memory contents.

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One of four MDF half-tone blocks coming off the laser cutter.

Laser Cutter Plus CYMK Spraypaint Equals Full-Color Prints

December 16, 2025 by 13 Comments

This is one of those fun hacks that come about from finding a product and going “I wonder if I could…” — in this case, artist/YouTuber [Wesley Treat] found out his favourite vendor makes spray cans in CYMK colours– that is the Cyan, Yellow, Magenta and blacK required for subtractive printing. Which got him wondering: can I make full-colour prints with this paint?

MDF block print
The MDF-based print, with naive half-tone dots.

His answer was “yes”, and the process to do so is fairly simple. First, split the image into colour channels, generate a half-tone pattern for each one, and carve it out of MDF on the laser. Then spray the MDF with the appropriate colour spray paint. Press the page against each block in turn, and voila! A full colour print block print, albeit at very low DPI compared to your average inkjet.

Now, you might be wondering, why half-tone instead of mixing? Well, it turns out that these CYMK paints are too opaque for that to work in a block-printing process. At least with a naive spray technique; [Weseley] does admit a very fine mist might be able to make that work. The second question is why not just hook the rattle cans into a CNC machine for a paint-based mega inkjet? That’s a great question and we hope someone tries it, but [Weseley] evidently likes block-printing so he tried that first.

The Mylar stencil print, with a more artistic half-tone pattern.

Laser-ablating enough MDF away to make decent print blocks took too long for [Weseley]’s tastes, however, so he switched to using mylar stencils. Instead of spraying a block and pressing onto it, the paint is sprayed through the stencil. The 10 mil Mylar not only cuts faster, but can support finer detail. Though the resulting prints lose some of the artistic flair the inconsistencies block printing brings, it probably looks better.

If you prefer to skip the manual paint-can-handling, perhaps we can interest you in a spray-can plotter. If you do like manually flinging paint, perhaps you could try this dot-painting spray can attachment, for a more self-directed half-tone.

Thanks to [Keith Olson] for the tip.

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