DePIN is redefining how physical networks are built and monetised.
At Weaver Labs, we use Cell-Stack to connect physical infrastructure with decentralised edge cloud resources.
Bringing DePIN to stadiums, ports, and venues - turning connectivity into capability. ๐๏ธโก
๐จ๐ ๐๐๐ข๐ฅ ๐๐ฅ๐๐๐๐๐ก๐: Sheikh Mansour sends a Strong Warning to the Premier League Board ahead of Man-city Appeal.
โRemember when Serie A relegated their biggest club, Juventus? The league fell off so badly that nobody barely watches it again. Even when Juventus returned, the league has continued struggling till today.
That will exactly be the same thing that will happen if you relegate Manchester City. You need to look at the bigger picture before destroying the very league we are trying to protect.
Everything we have done is for the greater good and betterment of the league, we and the 1billion city fans are the face of premier league in Europe. Premier league must not fallโ
Me: โExcuse me, but you're in my reserved seat, and your luggage is taking up the seats next to it.โ
Woman: โWe're traveling as a family. My children need to sit together, so you'll have to choose another seat.โ
Me: โI reserved this seat weeks ago. Why should I be the one who moves?โ
Woman: โBecause I'm not going to split up my children just to make you happy.โ
Another Passenger: โShe has a reserved ticket. You can't take her seat.โ
Woman: โThis doesn't concern you.โ
Me: โFine. I'll ask the conductor to handle it.โ
When the conductor arrived, the woman quickly began telling him her version of events.
Woman: โThis passenger is trying to split up my family. We bought our tickets together, and now she's causing a scene.โ
Conductor: โLet's keep this calm. May I see everyone's tickets?โ
She gave him a stack of tickets. He compared the carriage numbers, then glanced at the sign over the doorway.
Conductor: โMadam, these tickets are for carriage seven. You're currently in carriage nine.โ.....
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A lot of AI tools are impressive once you're inside the app.
But getting your thoughts into them is still an extra step.
That's what I find interesting about SpeakON. A physical button to capture what you need by voice, with a personal AI agent that can help with the follow-up.
A small change in how we access AI could make a real difference in everyday use.
๐จ MrBeast now has 521 million subscribers โ thatโs roughly 1 in every 16 people on Earth.His channel has 143 billion total views.
If every person on the planet (about 8.32 billion people) watched just 17 of his videos, that would still fall short of his all-time view count.Heโs averaging close to 100 million views per day https://t.co/pOnQwXHHAx is one creator pulling numbers like this? ๐ค
The thing about iPhones is that people don't really care whether they're good or bad. At the end of the day, most people buy them because they're trendy, not because it's the most logical or practical choice for them.
Add one molecule to a quantum chain. Remove one. The interaction with a superconductor switches completely on or off.
That's the finding from researchers at CIC nanoGUNE, working with chemists at the University of Santiago de Compostela, published in Nature. It sounds almost too clean to be real โ but parity, the simple question of whether a number is even or odd, turns out to govern something fundamental about how these chains behave.
The chains in question are built from triangulenes: tiny triangular fragments of graphene, each carrying a quantum spin. When these magnetic units couple together, their spins interact and settle into a collective quantum state called the Haldane phase โ a theoretically predicted phenomenon from more than 40 years ago. One of its characteristic properties is that a chain made from integer-spin units develops fractional spin states at both ends.
The researchers wanted to study what happens when those fractional end states make contact with a superconductor. Getting there required solving an experimental problem first. The surface chemistry needed to build these carbon nanostructures works on gold, but gold isn't superconducting.
Niobium is superconducting but doesn't provide the right chemical environment. The team's solution: grow a gold film 25 to 30 atomic layers thick on a niobium crystal. The gold film inherits superconductivity from the niobium beneath it through proximity, while retaining the chemical properties needed for synthesis on its surface.
With that platform in place, tunneling microscopy and spectroscopy revealed the parity effect directly. Chains with an odd number of triangulenes showed a clear signature of magnetic interaction with the superconducting state. Chains with an even number showed nothing โ the signature disappeared entirely. One molecule is the difference between interaction and silence.
"These results demonstrate a method for turning the interaction of the chains with the superconductor on or off by changing their length by a single unit," said Nacho Pascual, research professor at CIC nanoGUNE.
The implications for quantum technology are direct. Magnetic molecules are candidates for qubits, and superconductors offer an environment that can both read them and shield them from noise.
The ability to control whether a molecular chain interacts with a superconductor โ by simply counting its units โ is a precise and atomic-scale switch for that coupling.
Beyond the core finding, the hybrid gold-niobium platform itself is a contribution. It brings together atomically precise molecular construction and superconductivity in the same environment for the first time, opening a path toward designing magnetic, quantum, and topological interactions molecule by molecule.
In quantum physics, sometimes the difference between everything and nothing is a single unit.
#QuantumPhysics #Superconductivity
An AI helped build a new coding AI in under four months, and the result runs on a MacBook at 125+ tokens a second at short contexts. It runs entirely on your own machine, so there's no bill per token.
That model is Flint, the first release from Recursive, a 40B mixture-of-experts model with open weights under Apache 2.0. The research system behind it, the Eureka Machine, runs the scientific method in a loop, chasing lots of research paths in parallel and getting better at research from whatever comes back.
Look at where its work showed up: architecture, low-bit training, specialized inference kernels and speculative decoding. If you sat down to make a 40B model fly on a laptop, that's the to-do list you'd write. The mixture-of-experts design only wakes up a slice of the model for each token, and the research system went after the levers that turn that into real speed. So when you watch it run on a MacBook, you're watching the research system's work.
I'd love to do all my coding locally someday, and this is the closest that's felt. When the model lives on your machine you can leave an agent running all day without a meter ticking in the background, and your prompts and code stay on hardware you own.
There's been a ton of hype around AI that improves itself, and I think we'll look back on this as one of the first real milestones: a small team and their research system shipped a model anyone can download and run on their own laptop.
my boyfriend and i have been looking for an apartment together, and yesterday he sent me a place he really liked. we were discussing the rent when i asked whose name would go on the lease. he said his, because his salary was higher and he didn't want any complications if we ever broke up. i told him that made sense until he added, โyou can just send your half to me every month.โ i asked him what would happen if we actually broke up, and he saidโฆ
Decided to watch a Manchester United game today and oh my God, what an absolute shit show from them. ๐ญ๐
I was left genuinely wondering, how do their fans always have the guts to cuss out other clubs when this is what they watch every week. LIKE HOW??? ๐ญ๐ญ
Someone pls explain ๐ญ๐๐ผ
@ManUtd