this is just the most ridiculous AI application i've ever seen lol
a Peter Thiel-backed startup that makes AI collars for cows is now worth $2 billion
and the more I read about it the cooler it gets. here's how it works:
every cow wears a solar-powered collar that talks to a network of radio towers and an app on the farmer's phone
instead of building physical fences, the farmer draws the fence on a map in the app, and the collar keeps each cow inside that invisible line using GPS
when a cow drifts toward the edge, the collar plays a sound to steer her, and a gentle vibration tells her which way to go.
it's like how a car beeps as you back up toward a wall
the cows learn the cues in a few days
so now a rancher can move an entire herd to fresh grass by sliding the fence on a map, without driving out to open a single gate
and that same collar is reading each cow's body the whole time.
it takes five readings per second on every animal, so the AI can catch a cow that's sick, injured, ready to breed, or about to give birth before a person would ever notice walking the field
so it's basically like WHOOP for cows too lol
and they gave the AI behind it the perfect name: the Cowgorithm
it's been trained on more than 7 billion hours of real cow behavior, which is why Halter calls the data its real asset and moat.
they know what a normal cow looks like better than anyone, so they can flag the odd one out instantly
it's already on more than 1M cattle across New Zealand, Australia, and a bunch of US states.
California even used it on public land to graze cattle in patterns that clear dry brush and slow down wildfires
costs about $5 to $8 per cow per month
a job that used to mean barbed wire, gates, and driving the fields all day is now mostly 1 person on their phone
@v_foucault@marcell_petike Better Health Kitchen is the best non toxic meals in Bkk... no plastics.. no toxic cookware... organic/pesticide free... wild caught pasture raised etc.... but its gonna cost you more haha
Finnish scientists trucked in real forest dirt and grass and laid it over the gravel at four daycare yards. They let the kids dig around in it for a month. The blood tests came back with changes the researchers hadn’t expected to see so fast or so clear.
The study ran at ten daycares in two Finnish cities with 75 kids aged three to five. Four of the yards got the forest treatment: about a tennis court worth of soil and grass laid over the gravel, plus planters and peat blocks the kids could dig and climb on. Three others stuck with their normal gravel yards. The last three were daycares where the kids were already visiting real forests every day.
After one month, the variety of bacteria living on the kids’ skin shot up, and the kind that helps train the skin’s immune defenses jumped the most. Their gut bacteria started to look like the gut bacteria of the forest-visiting kids. Their blood showed more of the immune cells whose job is to keep the body from freaking out at harmless stuff like pollen and peanuts, and overall inflammation dropped. The kids on the plain gravel yards showed none of this.
Childhood asthma in the US doubled between 1980 and 1995. Food allergies in kids jumped 50 percent between 1997 and 2011, then jumped another 50 percent between 2007 and 2021. And peanut allergies in one-year-olds tripled between 2001 and 2017.
The Finnish researchers think one of the reasons is simple: kids today don’t get dirty enough. 37 percent of American preschoolers now spend an hour or less outside on a normal weekday. Their immune systems are getting trained in environments stripped of the bacteria humans have always lived around.
Aki Sinkkonen, who led the study, put it in plain words: “It would be best if children could play in puddles and everyone could dig organic soil.” The Finnish government is now helping pay for daycares across the country to make the same changes.
Let me trace the timeline here because nobody's connecting it.
Step 1: Scrape the entire internet. Every book, every article, every conversation, every piece of art, every forum post. Do it without asking. Do it without paying.
Step 2: Train a model on all of it. Call it "artificial intelligence."
Step 3: Go to BlackRock's Infrastructure Summit and announce: "We see a future where intelligence is a utility, like electricity or water, and people buy it from us on a meter."
Step 3 is where you sell people's own knowledge back to them. On a meter.
They took the collective output of human thought, compressed it into a model, and now they want to charge you by the token to access a version of what you and everyone you know already created.
One Reddit user put it perfectly: "They stole all this data from us, the people, our life's work, creativity, art, by devouring the internet and blowing through all copyright laws. Now they want to sell it back to us in the form of a utility."
Imagine if someone photocopied every book in the public library, burned the library down, and then opened a subscription service for the copies.
That's the metered intelligence business model.
And they're pitching it to infrastructure investors as though they invented water.
Amazon Ring died on May 22, 2026.
It just doesn't know yet.
One dad in Nashville, Tennessee built a free MIT-licensed app that watches your driveway, your porch, your baby monitor, your garage.
No cloud. No subscription. No cop ever gets the footage.
32,057 stars. 3,103 forks. Pushed today.
Here is the wildest part:
You: "How much is Ring Protect Pro?"
Ring: "$19.99 a month. $199.99 a year. Per house."
You: "How much is Google Home Premium Advanced?"
Google: "$20 a month. $200 a year. Per house."
You: "What do I get?"
Both: "We store your footage in our cloud. Ring already paid the FTC $5.8 million in 2023 for letting employees and contractors watch your videos without your consent. Google just raised Nest prices again in 2025."
You: "What does Frigate cost?"
Blake Blackshear: "Nothing. It runs on the Raspberry Pi already on your shelf. The footage never leaves your house. I have a day job."
Ring sells the camera. Then sells your fear back to you, monthly, forever.
Frigate sells nothing. Because Blake isn't selling.
He's a dad with 1,267 followers who got tired of Amazon owning his front door.
100% Opensource.
100% Local.
100% Yours.
The smart camera industry made one bad assumption.
That you'd keep paying rent on a camera you already bought.
That assumption just died in Nashville.
Farmers have figured out that the cheapest pesticide is a strip of flowers.
When you plant wildflowers through a crop field, not just around the edge but in strips running through the middle, you get ladybugs, lacewings, hoverflies, and parasitic wasps living in the field instead of visiting it.
They eat the aphids, the caterpillars, and the mites for free, all summer long.
In controlled trials, fields with tailored flower strips had leaf-beetle numbers 40 to 50% lower and crop damage cut by around 60%, enough to drop below the threshold where spraying was even considered worth it.
The flowers attract a standing army to our fields.
We spent decades engineering chemicals to kill the insects eating the crop, when the insects that eat those insects would have worked for the price of seed.
Winston Churchill fought his depression with bricks. He'd lay them for hours at his country home in Kent. He joined the bricklayers' union. And in 1921 he wrote about why it worked. It took psychology another 75 years to catch up.
He called his depression the "Black Dog." It followed him for decades. His method for fighting it back was as basic as it sounds: laying brick after brick, hour after hour.
Churchill spelled out his theory in a long essay for The Strand Magazine. People who think for a living, he wrote, can't fix a tired brain just by resting it. They have to use a different part of themselves. The part that moves the eyes and the hands. Woodworking, chemistry, bookbinding, bricklaying, painting. Anything that drags the body into a problem the mind can't solve by itself.
Modern psychology now calls this behavioral activation. It's one of the most-studied depression treatments out there. Depression sets a behavior trap. You feel bad, so you stop doing things, and doing less means less to feel good about. Feeling worse makes you do even less. The loop tightens until you can't breathe inside it.
Behavioral activation breaks the loop from the action side. You schedule the activity first, even when every part of you doesn't want to. Doing it produces small rewards: a wall gets straighter, a painting fills in, a messy room gets clean. Those small rewards slowly rewire the brain. Action comes first, and the feeling follows.
Researchers at the University of Washington put this to the test in 2006. They studied 241 adults with major depression and compared three treatments: behavioral activation, regular talk therapy, and antidepressants. For the people who were most severely depressed, behavioral activation matched the drugs. It beat the talk therapy. A 2014 review of more than 1,500 patients across 26 trials backed up the result.
Physical work like bricklaying does something extra on top of this. It crowds out rumination, the looping bad thoughts that grind people down during the worst stretches of depression. Bricklaying needs both hands and gives feedback brick by brick: each one is straight or crooked. After an hour you can see exactly how much wall you built. No room left for the mental chewing.
The line George Mack used in his post, "depression hates a moving target," is good poetry. The science behind it is sharper. Depression hates a brain that has somewhere else to be.
Scam Altman and Greg Stockman stole a charity. Full stop.
Greg got tens of billions of stock for himself and Scam got dozens of OpenAI side deals with a piece of the action for himself, Y Combinator style. After this lawsuit, Scam will also be awarded tens of billions in stock directly.
The fundamental question is simply this:
Do you want to set legal precedent in the United States that it is ok to loot a charity? If so, you undermine all charitable giving in the United States forever.
I could have started OpenAI as a for-profit corporation. Instead, I started it, funded it, recruited critical talent and taught them everything I know about how to make a startup successful FOR THE PUBLIC GOOD.
Then they stole the charity.
Aave is my life's work and we're working nonstop to find the best possible outcome for users.
I’m personally contributing 5000 ETH to DeFi United as we continue working together with partners on formalizing more commitments. I’m working to see this resolved and market conditions normalized as soon as possible.
DeFi United.
GIANT e-ink display LIVE in my house and actively removing the “mental load” of motherhood 😅
Turns out my household chaos just needed to be tamed by a display my team of @openclaw and @NousResearch Hermes agents manage for me 💅
Look guys, it's actually really straightforward, a bunch of people staked their ETH on the Ethereum blockchain to earn yield, except they didn't want their capital to be locked up, so they actually staked with a liquid staking protocol called Lido who provided them a liquid staking receipt token called stETH, except they decided to juice their yield further by depositing their stETH receipt tokens into a restaking protocol called Eigenlayer, except they didn't want to lock up their capital, so they actually restaked with a liquid restaking protocol called KelpDAO who provided them with a liquid restaking receipt token called rsETH, except they decided to juice their yield further by depositing their rsETH tokens into a lending protocol called Aave so that they could open a leveraged looping position that borrows ETH against the rsETH collateral and restakes the ETH into rsETH which is then deposited as collateral, except it turns out rsETH used a cross-chain bridge called LayerZero that was hacked by north koreans causing rsETH to become undercollateralized and now these looping positions are stuck and unprofitable, and everyone is pointing fingers at each other, and also DeFi is a very serious industry
The year is 1950. Your doctor lights a cigarette and tells you smoking is fine. He read it in a study. He is telling the truth about having read it. He does not know, or is not saying, that the study was funded by the tobacco industry.
The year is 1958. Your doctor tells you to eat less fat. The evidence is contested. The contestation is not in the public messaging. The food industry has been helpful in clarifying which findings deserve attention. Some researchers who published contradictory data have been quietly defunded. Ancel Keys is on the cover of Time magazine.
The year is 1962. Your doctor prescribes thalidomide to your pregnant wife for morning sickness. It has been approved. The FDA gave it the green light in Europe. Twelve thousand children will be born with severe limb malformations before anyone in an official capacity acknowledges the problem. The families are told the drug was safe. The drug was approved. Both of these things remain true.
The year is 1972. Your doctor prescribes Valium. Britain is in the grip of a benzodiazepine wave that will last two decades. The dependency risk is known internally. It is not shared. Your doctor is not lying to you. He was not told either.
The year is 1999. Your doctor prescribes Vioxx for your arthritis. It is newer than ibuprofen, well-tolerated, and Merck has a study showing it works. Merck also has internal data suggesting it roughly doubles the risk of heart attack. This data will not reach your doctor for four more years. Fifty thousand people are estimated to have died in the interim. Merck eventually settles for 4.85 billion dollars. No criminal charges are brought.
The year is 2002. Your doctor prescribes OxyContin. Purdue Pharma trained its sales representatives to tell doctors the addiction risk was less than one percent. That figure came from a letter, not a study. The letter was about patients with terminal cancer on short-term doses in hospital settings. Your doctor is a GP with a patient who has a bad back. Nobody draws a distinction. Nobody is required to.
The year is 2008. Your doctor checks your cholesterol. Your LDL is elevated. You are prescribed a statin. Nobody mentions that the number needed to treat for primary prevention is approximately 250. Nobody mentions that the muscle deterioration you'll notice over the next two years is listed as a rare side effect rather than a documented pattern affecting a meaningful percentage of patients. The trial that informed the prescription was funded by the manufacturer.
Now it is today.
Your doctor has new guidelines. New studies. New consensus.
He is confident.
He has always been confident.
The confidence has never been the problem.
The confidence is, in fact, precisely the problem.
Parents - put your phones out of sight when you’re with your kids. I really mean this. Especially at home. Treat it like a landline and “hang it up” in one place. (Wife and I have a little holder for them in the kitchen) When you need to check it, go over to where it’s placed and look at it, then walk away. Do not carry it around like a digital pacifier. Be present without it in sight. I guarantee this will make a huge impact on their childhood experience.
6 months ago KuCoin admitted fault for my $300K liquidation. Here's what happened since.
I took a Google Meet with their Head of Futures. I went to an in person meeting at Tribes in Dubai Mall with their Global Business Director. I sent 10+ proposals. I gave them every possible way to make this right.
On the call they took full responsibility. They admitted the liquidation was caused by broken infrastructure. Their platform failed and they said so themselves.
But here's the part that's hard to believe. Their Head of Futures couldn't understand basic futures mechanics. I had to explain how margin, liquidation and order book depth works to the person running the futures division at a top 10 exchange.
The person responsible for resolving my case didn't understand the product that caused it.
Their first offer: bring us $2.5 billion in trading volume and you can "earn it back." I did the math for them live in the chat. $10,000 per 100M volume. That's 0.01% return. To recover $250K I would need to generate the monthly volume of a top 50 institutional desk. For free.
I said no.
Their second offer was worse. $20K upfront, but only if I hit 1,000 active users and $300M in volume first. Then a $30K "cashback" that requires KuCoin's manual approval.
I said no again.
Their third offer was even worse than the second. $10K/month. Halved the numbers from the deal they already couldn't close. After an in person meeting. After a Google Meet. After weeks of negotiations.
Every single offer came with the same condition: delete the tweets, stop talking, and come work for us as a KOL. Promote the exchange that wrongfully liquidated me. Bring them users. Make them money. Then maybe they'd consider giving back what they took.
I told them in the chat: "It's like someone steal from me $250K and then tells me come work for me and you'll make it back (maybe)."
Their response? "Let me think about it."
Then silence. Weeks of silence. I had to chase them for every single reply. Christmas came and went and I gave them a final deadline January 6th. They came back with yet another lowball.
KuCoin had their Head of Futures, their Global Business Director, and multiple senior reps in this group chat. They all saw every message. They all went quiet when it mattered.
Today I'm releasing the full 30 minute Google Meet recording and the complete Telegram history. Every message. Every offer. Every time they went silent. You'll hear them admit fault and then watch them do nothing about it.
They had 6 months to make this right. They chose silence.
Video drops today.
In 2019 Edward Snowden said this about WhatsApp:
“The problem with applications like WhatsApp is, it was actually designed to have very strong encryption, just the same as the gold standard today which would be the signal messenger or the wire messenger, but then it was bought by Facebook because it was so good, and now Facebook is quite aggressively reducing the security of WhatsApp about once a quarter, and they’re trying to do it as quietly as possible, so a messenger that the people are comfortable using now is actually a danger to you.”
When Snowden speaks, you listen!