
Meet Meschers, MIT's Tool for Building Paradoxical Digital Objects
On Monday, researchers at MIT's Computer Science and Artificial Intelligence Laboratory (CSAIL) announced 'Meschers,' software capable of visualizing an intricate, 2.5-dimensional representation of impossible objects. In addition to creating aesthetically quirky objects, Meschers could eventually assist in research across geometry, thermodynamics, and even art and architecture, according to the researchers. The paper, set for publication in ACM Transactions on Graphics, will be presented at the SIGGRAPH Conference next week.
'Impossible objects are constructions which cannot exist in real life and instead only exist in our perception,' Ana Dodik, study lead author and PhD student at MIT, told Gizmodo in an email. 'They are interesting because our visual system can make sense of them to some extent, but they cannot exist in real life without bending or cutting them.'
Meschers (an amalgam of 'meshes' and the artist M.C. Escher) offers a way to represent impossible shapes that is 'consistent with our perception and that lets us do familiar '3D' processing operations on them, despite them not being 3D,' she explained.
For the program, Dodik and her colleagues wove together calculus and certain aspects of the human visual system. For instance, when looking at an impossible object like the Penrose Triangle, our eyes search for something called 'local consistency,' or, simply, the parts of this inconsistent shape that 'make sense' to us. For the Penrose Triangle, those parts are its three L-shaped corners. Separately, these sections make sense, but when we try to connect them as a globally consistent shape, things don't quite add up.
As such, recreating impossible objects in real life requires the object to be cut or bent, Dodik said. For computational purposes, this gave rise to issues that potentially interfered with 'geometry operations, such as distance computation,' according to the researchers. Meschers addresses this complication by significantly relaxing the consistency requirement on the global scale. Instead, the program focuses on replicating the locally consistent subsections of the object.
The program also supports different lighting conditions, which can influence how well the impossible depths of these objects are represented in computational renders. The resulting shape, according to the paper, is sufficient for 'a wide variety of classic geometry processing algorithms…in a way that aligns with our perceptual intuitions.'
For instance, the impossibagel would be an ideal structure for geometry researchers calculating the distance between two points on an incomprehensible surface. Alternatively, it could be used to determine how heat spreads over curved surfaces. Meschers also allows the user to inversely render an impossible object, such as deforming a torus (donut-like shape) into a Penrose Triangle, making it easier for artists or architects to play around with these unusual shapes for their own purposes.
Perhaps most importantly, it's a way to do math that's both fun and insightful. And it's also great for decorating coffee mugs, as study senior author Justin Solomon shared with Gizmodo. 'Our research group at MIT is the Geometric Data Processing (GDP) group, so I had this image printed on coffee mugs for all our team members,' he said. 'It's a perfect logo for our group!'
Meschers is a publicly available resource, and the code will be released shortly, the researchers say. So yes, you'll soon be able to make an impossibagel for yourself—not to eat, but to stimulate the mathematical part of your brain!

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Android Authority
27 minutes ago
- Android Authority
I use a duress PIN to protect my data — here's how it works and why everyone needs one
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The duress PIN: What it is and why it matters Calvin Wankhede / Android Authority Most devices will lock you out after too many failed unlock attempts. But that doesn't mean your data is safe — what if you're forced to give up your password or the attacker guesses your PIN? This is where GrapheneOS' duress PIN flips the dynamic: it lets you set an alternate PIN or password that instantly triggers a silent and irreversible factory reset in the background. The duress PIN doesn't give you a second chance and will trigger anywhere you enter it: on the lockscreen, while enabling Developer options, or even while unlocking an app that requests authentication. And unlike a regular factory reset, a duress PIN will erase all encryption keys and your phone's eSIM partition as well. This makes it impossible for an attacker to access my data just by having physical possession of your device and knowledge of the PIN. I think the real strength of GrapheneOS' duress PIN lies in its subtlety. There are no confirmation prompts, no announcements, and no obvious signs that the wipe was intentional on your part. Of course, GrapheneOS is no longer a fringe operating system these days — it has even attracted the ire of law enforcement in some jurisdictions. In other words, a professional attacker might be aware of the existence of a duress PIN. But if you can enter it quickly enough, it achieves its intended effect: no data can be lifted from your phone. Why I use a duress PIN Mishaal Rahman / Android Authority Old vs new lock screen PIN entry screen UI in Android The idea of a duress PIN sounds like something out of a spy movie, but is it really necessary? The feature is admittedly only useful in fringe scenarios where I would know about an imminent risk to my phone's data. Take mugging, for example. If an attacker forced you to unlock your phone before they ran off with it, you could enter your duress PIN instead. Providing a duress PIN could mean the difference between losing a $1,000 device and having your bank accounts drained or your identity stolen. A duress PIN is useful to everyone, not just for those with something to hide. Even if you aren't forced to divulge the PIN yourself, I read an interesting suggestion on the GrapheneOS forum: what if you set an extremely simple or obvious sequence as your duress PIN? An amateur attacker is bound to try PINs like 1234 or 0000 when they get a hold of your device — and that will be enough to wipe the system for good, without any action on your part. You could even tape a note with the duress PIN to the back of your device and encourage them to enter it. Then there's the elephant in the room — using a duress PIN if you expect to get into trouble with law enforcement. This is a murky topic given that erasing your data could be counted as obstruction or even destruction of evidence. So you could get into more trouble than necessary, if you had nothing to hide. I think the latter is a bad faith argument as it ignores the potential and tangible threat of overreach. Still, I don't know if I would use my duress PIN if law enforcement ever asked me to unlock my phone. But for government dissidents and activists, I'm sure the feature can be invaluable if they know someone unfriendly is knocking on their door. What Android could learn from Graphene's duress PIN Andy Walker / Android Authority One of Android's biggest advantages is its robust support for multiple users. I find this feature especially useful on tablets, since they're typically shared devices. Each user in a household can log into their own profile, with their own set of apps and data. But getting to that profile currently requires multiple taps on most Android devices. Even on the Pixel Tablet, you need to select a specific profile before entering the unlock PIN for that user. But what if that wasn't the case? GrapheneOS can recognize when you enter a duress PIN to trigger a wipe, so why stop there? Imagine if Android could log you into a different user profile based on which PIN you've entered. In a situation where you're forced to unlock your phone, you could enter the decoy PIN. This would open a seemingly functional but heavily sandboxed version of your phone, hiding your banking apps, private messages, or work accounts. I think it straddles the line between handing over everything and Graphene's nuclear option of wiping the device entirely. Android might never adopt the duress PIN, but what about a decoy? Of course, you will need more than this level of plausible deniability if you get into any serious trouble. But for airport checkpoints where you might be asked to give up access to your device, a decoy PIN might be enough to avoid scrutiny. Or if you need a stowaway profile for files and data you don't necessarily want in your primary profile, a secondary PIN could bring you there. The GrapheneOS community's stance on decoy PINs is that redirecting to a secondary profile is not as secure as triggering a full device reset, which is the current duress PIN implementation. For a project that takes security seriously, simply logging into a different profile is only a half-measure. Will Google ever adopt a feature like GrapheneOS' duress PIN? It's unlikely, but on the plus side, Android's built-in Lockdown mode is a step in the right direction. In the US, courts have ruled that you can be compelled to provide a fingerprint, but not a password. By disabling biometrics, Android's Lockdown mode provides some protection against legal coercion. If that's not enough for you, GrapheneOS might just be the answer. Follow


CNET
27 minutes ago
- CNET
How to Turn Your Security Camera Into an All-Purpose Home Care Tool
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Forbes
28 minutes ago
- Forbes
Business Tech News: OpenAI Releases It's Latest And Greatest Version Of ChatGPT
Here are five things in tech that happened this week and how they affect your business. Did you miss them? This Week in Business Tech News Business Technology News #1– ChatGPT-5 is here. GPT-5, launched this week, is OpenAI's flagship model now powering ChatGPT, the API, and Microsoft Copilot. It represents a unified system that dynamically adapts its reasoning power to tasks like coding ('vibe coding'), math, and software development, eliminating the need for users to manually switch between model variants. GPT-5 delivers faster, more accurate, and more reliable responses with fewer hallucinations and elevated factuality. It supports multimodal interaction—text, image, and voice—and brings personalization enhancements like customizable 'personalities,' color themes, and integrations with Gmail and Google Calendar. While it is not AGI, GPT-5 offers notable steps toward artificial general assistance by providing more natural, context-aware, and personalized interactions. (Source: OpenAI) Why this is important for your business: It's been a two year wait, but early reviews say it's worth it. No business owner should be without a good chatbot companion, be it ChatGPT, Claude, Copilot, Grok, Gemini or others. GPT-5's biggest benefits – at least for me – is its accuracy. I already use a few chatbots to review contracts, summarize long documents, parse through interview transcripts and help me create policies and other business documents. I'll be leaning more on GPT-5 over the coming months and expect its performance to be that much better. Business Technology News #2 – Epicor expands cognitive ERP capabilities to optimizes supply chain and tax management. 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As important as GenAI is right now I'm expecting that retailers will be leaning heavily into robotics, point-of-sale and payment technologies leveraging AI in the years to come. Each week I round up five business technology news stories and explain why they're important for your business. If you have any interesting stories, please post to my X account @genemarks