Mega-consolidation is as much a threat as AI. Paramount being allowed to takeover Warner Bros., the PIF being allowed to snap up EA, and similar future deals will have devastating effects for everyone.

The paper argues that we are hitting a wall with current AI because we are obsessed with number crunching instead of structure. Belabes posits that modern AI is too focused on statistical minimization and processing speed, which reduces everything to collections of numbers that inherently lack meaning. You lose the essence of what you are actually trying to model when you strip away the context to get raw data. The author suggests a pivot to Alexandre Grothendieck's Topos theory, which provides a mathematical framework for understanding geometric forms and preserving the deep structure of data rather than just its statistical number crunching. Topos theory focuses on finding a new style space that acts as a bridge between different mathematical objects. Instead of just looking at points in a standard space, a topos allows us to look at the relationships and sheaves of information over that space, effectively letting us transfer invariants from one idea to another. It creates a way to connect things that seem totally unrelated on the surface by identifying their common essence. Belabes links this to the idea of conceptual strata where something that looks like noise or insignificant data in one layer might actually be critical structure in another layer. It's a move away from the binary notion of significant versus insignificant data and toward a relativistic view where significance depends on the conceptual layer you are analyzing. The author uses literary examples like Homer and Dostoevsky to show that authentic meaning often precedes the words used to express it, whereas our current digital systems treat language as a closed loop where words define other words. Current AI essentially simulates discourse without the underlying voice or intent. By adopting a Topos-based approach, we might be able to build systems that respect these layers of meaning and read slowly to extract the actual shape of the information. It is basically a call to stop trying to brute force intelligence with bigger matrices and start modeling the actual geometry of thought.

cross-posted from: https://lemmy.world/post/40009551 > https://www.404media.co/man-charged-for-wiping-phone-before-cbp-could-search-it/ > > A man in Atlanta has been arrested and charged for allegedly deleting data from a Google Pixel phone before a member of a secretive Customs and Border Protection (CBP) unit was able to search it, according to court records and social media posts reviewed by 404 Media. The man, Samuel Tunick, is described as a local Atlanta activist in Instagram and other posts discussing the case. > The exact circumstances around the search—such as why CBP wanted to search the phone in the first place—are not known. But it is uncommon to see someone charged specifically for wiping a phone, a feature that is easily accessible in some privacy and security-focused devices. > 💡 > Do you know anything else about this case? I would love to hear from you. Using a non-work device, you can message me securely on Signal at joseph.404 or send me an email at [email protected]. > The indictment says on January 24, Tunick “did knowingly destroy, damage, waste, dispose of, and otherwise take any action to delete the digital contents of a Google Pixel cellular phone, for the purpose of preventing and impairing the Government’s lawful authority to take said property into its custody and control.” The indictment itself was filed in mid-November. > Tunick was arrested earlier this month, according to a post on a crowd-funding site and court records. “Samuel Tunick, an Atlanta-based activist, Oberlin graduate, and beloved musician, was arrested by the DHS and FBI yesterday around 6pm EST. Tunick's friends describe him as an approachable, empathetic person who is always finding ways to improve the lives of the people around him,” the site says. Various activists have since shared news of Tunick’s arrest on social media. > > The indictment says the phone search was supposed to be performed by a supervisory officer from a CBP Tactical Terrorism Response Team. The American Civil Liberties Union (ACLU) wrote in 2023 these are “highly secretive units deployed at U.S. ports of entry, which target, detain, search, and interrogate innocent travelers.” > “These units, which may target travelers on the basis of officer ‘instincts.’ raise the risk that CBP is engaging in unlawful profiling or interfering with the First Amendment-protected activity of travelers,” the ACLU added. The Intercept previously covered the case of a sculptor and installation artist who was detained at San Francisco International Airport and had his phone searched. The report said Gach did not know why, even years later. > Court records show authorities have since released Tunick, and that he is restricted from leaving the Northern District of Georgia as the case continues. > The prosecutor listed on the docket did not respond to a request for comment. The docket did not list a lawyer representing Tunick.

Tldr: he wants a non-upgradeable laptop that is maxed out from day one. I'd want a bit more upgrade path than he does, but he has some interesting thoughts.

cross-posted from: https://lemmy.world/post/39939276 > Best big 📱 – Xiaomi 17 pro max > > Best small 📱 – Galaxy z flip7 > > Best cam – Oppo find x9 pro > > Most value – Cmf phone 2 pro > > Best 🔋 life – Oneplus 15 > > Best design – iPhone air > > Best foldable – Galaxy z fold7 > > Most improved – iPhone 17 > > 2025 bust – iPhone 16e > > 📱 of 2025 – iPhone 17 > > > In my area the Galaxy a56 was cheaper than the Cmf phone 2 pro at times. Online sale. For me the A56 gives the most value. The A56 olive has been prettyyyyyy.

That score is seriously impressive because it actually beats the average human performance of 60.2% and completely changes the narrative that you need massive proprietary models to do abstract reasoning. They used a fine-tuned version of Mistral-NeMo-Minitron-8B and brought the inference cost down to an absurdly cheap level compared to OpenAI's o3 model. The methodology is really clever because they started by nuking the standard tokenizer and stripping it down to just 64 tokens to stop the model from accidentally merging digits and confusing itself. They also leaned heavily on test-time training where the model fine-tunes itself on the few example pairs of a specific puzzle for a few seconds before trying to solve the test input. For the actual generation they ditched standard sampling for a depth-first search that prunes low-probability paths early so they do not waste compute on obvious dead ends. The most innovative part of the paper is their Product of Experts selection strategy. Once the model generates a candidate solution they do not just trust it blindly. They take that solution and re-evaluate its probability across different augmentations of the input like rotating the grid or swapping colors. If the solution is actually correct it should look plausible from every perspective so they calculate the geometric mean of those probabilities to filter out hallucinations. It is basically like the model peer reviewing its own work by looking at the problem from different angles to make sure the logic holds up. What's remarkable is that all of this was done with smart engineering rather than raw compute. You can literally run this tonight on your own machine. The code is fully open-source: https://github.com/da-fr/Product-of-Experts-ARC-Paper

Since 2022, America has had a solid lead in artificial intelligence thanks to advanced models from high-flying companies like OpenAI, Google DeepMind, Anthropic, and xAI. A growing number of experts, however, worry that the US is starting to fall behind when it comes to minting open-weight AI models that can be downloaded, adapted, and run locally.

Artificial intelligence company Anthropic PBC today announced it had made its first acquisition in acquiring developer tools startup Bun for an undisclosed price. Founded in 2019, Bun offers an all-in-one JavaScript/TypeScript toolkit that aims to simplify and accelerate full-stack development. The company’s offering is similar in purpose to Node.js but also includes tools developers usually pull in separately, including a package manager, a bundler, a test runner and script runner, all shipped as a single executable. Bun is built using the Zig programming language and leverages Apple’s JavaScriptCore under the hood to yield much faster startup times and lower memory usage compared with runtimes based on the V8 engine, the engine used by Node.js and others. Bun is often significantly faster in key developer workflows, such as package installation, build/bundling, test execution and runtime, making it appealing to Anthropic.

https://archive.ph/PX9NF

Sorry for clickbaiting the title, but "Boss preppers" just isn't quite the same somehow. Also not sure if Technology is the right community for this, but anyway here it is...

 Gaza Strip, Palestine/London, Ontario, Canada – In an unprecedented breakthrough for medical innovation under siege, Glia, a medical solidarity organization, has developed and deployed the first external fixator (a critical orthopedic device for severe fractures) ever designed and manufactured entirely inside the Gaza Strip. Created using local materials, 3D printing, recycled plastics, and solar power, the device has already saved three patients from possible amputation or permanent disability amid the near-total collapse of Gaza’s healthcare infrastructure and blockade on medical imports. This achievement comes as over 90% of Gaza’s health facilities are damaged or destroyed, and conventional external fixators — costing upwards of $500 and requiring specialized imports — have become unobtainable due to the Israeli blockade. With hospitals overwhelmed, electricity scarce, and supply chains severed, Glia’s fixator represents a lifeline born from necessity.

The IDF is moving to curb sensitive military information leaking onto social media by rolling out a new monitoring system called ‘Morpheus.’ The AI-based tool, developed inside the military, will soon track photos and other content posted by IDF soldiers on civilian social media platforms, according to a report Wednesday. The decision to develop ‘Morpheus’ followed repeated leaks of classified or sensitive material posted by soldiers in recent years, in text, images and videos.