This project argues that latent space—the learned, multidimensional, representational... substrate of neural networks—is not only a mathematical construct but, read through literature, a structure akin to architectural interiority that renders the abstract physically legible.show more

Ever wondered what neural networks are and how they... work? Systems like ChatGPT use neural networks to work as well as they do. Neural networks are composed of "layers" of neurons, layers with different functions; connections between layers called "weights"; and mathematical functions called "activation functions". If you’re interested in learning about these systems, check the comments. Ultimately, the neural network structure of the model serves to visually demonstrate that it is, in fact, a complex mathematical equation. When companies release the model's weights, they are releasing a key component needed to run the model's complete equation. Without the weights, the equation is incomplete. For the math-minded: the weights of a model are the learned numbers (they are variables during training) that are then used as constants in the mathematical functions that make up the model. Neural networks are ultimately just one big, hyper-complex mathematical function, and when a model is trained, it learns the constants associated with the high-dimensional input.show more

New way to navigate latent space. It preservers the... underlying image structure and feels a bit like a powerful style-transfer that can be applied to anything. The trick is to...show more

Drop everything and watch this…. Buried in the desolate... heart of Rajasthan, Bir-ka-Khazana Bawdi rises not merely as a relic of Bharat’s ancient hydrological mastery, but as an architectural cipher a structure that encodes the diameter of the Earth, the lunar distance, and mathematical constants that modern science claims as its own. A stepwell that doubles as a cosmic instrument. A water reservoir that is, in truth, a geometric manifesto. No one comes even an inch closer to Sanatan Dharma… We are the world.. Unfathomable. Unassailable. UNBELIEVABLEshow more

Drop everything and watch this…. Buried in the desolate... heart of Rajasthan, Bir-ka-Khazana Bawdi rises not merely as a relic of Bharat’s ancient hydrological mastery, but as an architectural cipher a structure that encodes the diameter of the Earth, the lunar distance, and mathematical constants that modern science claims as its own. A stepwell that doubles as a cosmic instrument. A water reservoir that is, in truth, a geometric manifesto. No one comes even an inch closer to Sanatan Dharma… We are the world.. Unfathomable. Unassailable. UNBELIEVABLE.show more

Evolution of the Scaling Era cover: “It’s hard to... find unique ways of visualizing AI without defaulting to the obvious,” says Pablo Delcan. “In our design process, we experimented with unexpected metaphors—flowers growing out of neural networks, abstract mathematical puzzles like the Knight’s Tour—before arriving at a graphic visualization of an LLM: input, transformers, attention, multilayer perceptrons, and output. The result is a cover that is both direct and sculptural.”show more

📁 Terence Tao, Fields Medalist mathematician, explains that neural... networks do not understand concepts, but they uncover hidden patterns. In knot theory, a classical neural network discovered correlations between mathematical invariants no one had anticipated. It started as a black box, then became a real clue to deep structures humans had missed.show more

Avi Loeb stated that instead of fighting among ourselves... humanity should unite to explore space He warned that threats like #3IATLAS and other cosmic risks the future of life on Earth is uncertain He urges that we should seriously consider building space habitats as a backup plan to ensure human survival in the event of a global catastrophe Loeb argues that if even a portion of the global military budget around $1 trillion annually were redirected to space exploration we could construct a space platform capable of supporting human life within a centuryshow more

📁 Geoffrey Hinton, a pioneer of deep learning, says... LLMs do understand what they say. He explains that understanding language is not translating it into an internal symbolic code. In neural networks, words act like Lego blocks that combine to form meaning. It is not translation, it is structure. That is what real language understanding looks like.show more

Evolving Neural Networks That is all :)

The Department of Education funded this NGO, which argues... that white children must "push through all of the white fantasy that is just part of what it means to grow up in a white supremacist society." They believe that white children are not "innocent."show more

Excited to drive through refreshed Scandinavia? 🚛 Today, we're... happy to share with you a look at some of the road networks we've been working on for this ETS2 DLC that is currently undergoing a refresh 🛣️ Read the blog here 👇show more

Scientists found that only some bees can figure out... how to do this on their own. But 60% of inexperienced bees watching this, learned the new skill [read more:show more

We inaugurated Shabeely Resort, one of the flagship projects... under the Dine for Generations initiative, which spans 385 hectares. Shabeely is not only a resort, but also a living expression of the rich heritage of the Somali Region, seamlessly blending modern architecture with ancient traditions. This eastern region project, among many others, marks a significant milestone in fulfilling our promise to make Ethiopia one of Africa’s top tourist destinations. The region’s abundant natural landscape, combined with the partnerships forged through Medemer’s endeavour, powerfully demonstrates that Ethiopia is not only a nation that dreams, but one that turns those dreams into reality.show more

“Let’s build a future that is not only green... – but just. Not only fast – but fair. Not only transformative – but inclusive.” António Guterres says this is our moment of opportunity to power the future of humanity with renewable energy. #ClimateActionshow more

Does the PM not recognise "his net-zero policy is... not only bad, but it is mad," the DUP's Sammy Wilson asks, referencing a Tony Blair Institute report I learned not to just read headlines but to "look at some of the detail", Keir Starmer responds #PMQsshow more

Baptist 'pastor' argues pre-marital sex is GOOD and is... NOT A SIN in Sunday sermon "Teaching Christians that 'sex before or outside of marriage is a sin,' ...may be something that you learned from an esteemed Bible preacher or teacher, but it is not something supported by the Word of God." See storyshow more

Studies of Artificial Landscapes Part of a research project... on new forms created by artificial imagination. Just as plein-air painters like Eugène Boudin were captivated by the shape and color that a landscape might take at certain times of day, the aim here is to capture the geography of latent space. Sketching thus appears to be the technique best suited to capturing the infinitely sensitive fluctuations of this new imaginary space.show more

The Department of Education granted $8M to this NGO,... which argues that America is a "racialized structure of power, privilege, [and] oppression" and suggests that Republicans are "violently fighting for the maintenance of white supremacy." It advises public schools in 13 states.show more

#WHA79 delegates met this week against a backdrop of... outbreaks, conflict, division, uncertainty and constrained resources. That is exactly the point of multilateralism: not to pretend the difficulties of our world are not there, but to address them together. That is not automatic. It is a choice. A choice to prioritise health. A choice to recognise that no country can address today’s health challenges alone. A choice to work through World Health Organization (WHO), not only as an institution, but as a shared platform for shared action. I thank you for that choice.show more

Ukraine is not, as the Russian ambassador said, a... "project." Poland supports peace, but peace that is stable; peace that respects the rights of the victim of aggression.show more