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🚨THE ONE REAL CONCERN NO ONE IS TALKING ABOUT AI data centers are being forced into communities under the banner of “progress.” But one issue alone is enough for the people to protest: TONAL NOISE. That constant industrial hum. The low frequency vibration. The mechanical drone from fans, cooling...

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Ann Vandersteel™️

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12,467 views • 2 months ago •via X (Twitter)

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Rockdale County resident who’s a sound engineering graduate shares shocking information on Data Centers Data centers produce continuous low-frequency noise at <20 Hz, which is below normal human hearing. It’s comes from their mechanical cooling systems, power generators and more. It is extremely difficult to block and it travels through solid objects including walls, floors, even the ground This continuous frequency causes permanent hearing damage, vestibular (balance) issues, elevated cortisol levels, stress, chronic fatigue, headaches, sleep disturbances, cardiovascular and respiratory problems, vibroacoustic disease that is thickening of heart structures and severe physical and psychological distress The county is already facing a high mental health crisis and now these data centers will add to it with this low content frequency that no one can hear This is extremely dangerous and something that is definitely going to impact the country nationally
4:06

Rockdale County resident who’s a sound engineering graduate shares shocking information on Data Centers Data centers produce continuous low-frequency noise at <20 Hz, which is below normal human hearing. It’s comes from their mechanical cooling systems, power generators and more. It is extremely difficult to block and it travels through solid objects including walls, floors, even the ground This continuous frequency causes permanent hearing damage, vestibular (balance) issues, elevated cortisol levels, stress, chronic fatigue, headaches, sleep disturbances, cardiovascular and respiratory problems, vibroacoustic disease that is thickening of heart structures and severe physical and psychological distress The county is already facing a high mental health crisis and now these data centers will add to it with this low content frequency that no one can hear This is extremely dangerous and something that is definitely going to impact the country nationally

Wall Street Apes

221,700 views • 1 month ago

Are Data Centers Worth the Noise to Local Communities? "Multiple cities of people have filed lawsuits and complaints against these data centers because of the noise." "The first question I ask myself is, are we gonna need data centers in America? Yes, if we wanna compete in the modern world, in the modern economy, we are going to need them. They are good for society and good for the economy."
4:11

Are Data Centers Worth the Noise to Local Communities? "Multiple cities of people have filed lawsuits and complaints against these data centers because of the noise." "The first question I ask myself is, are we gonna need data centers in America? Yes, if we wanna compete in the modern world, in the modern economy, we are going to need them. They are good for society and good for the economy."

PBD Podcast

32,573 views • 3 months ago

There is a new massive 300 megawatt hyperscale AI data center proposed by a Netherlands-based company being put right next to a new medical and rehabilitation campus for injured, abused and recovering animals The data center would be only 1,100 feet away This new huge data center would impact the animals because of constant noise, vibrations, light pollution, heat and other disruptions. This would be especially bad for stressed, recovering, or sensitive animals The AI data center is claiming by the company to produce no increase in ambient or background noise levels at the property line or nearby areas They say “The facility will not exceed current background/ambient noise in the area” I wouldn’t believe this for a second, we’ve all seen how loud these hyperscale AI data centers are The location is in Alabama and the Greater Birmingham Humane Society is who’s speaking out because this data center is being proposed right next to their new proposed animal treatment facility This should not be allowed to happen
2:59

There is a new massive 300 megawatt hyperscale AI data center proposed by a Netherlands-based company being put right next to a new medical and rehabilitation campus for injured, abused and recovering animals The data center would be only 1,100 feet away This new huge data center would impact the animals because of constant noise, vibrations, light pollution, heat and other disruptions. This would be especially bad for stressed, recovering, or sensitive animals The AI data center is claiming by the company to produce no increase in ambient or background noise levels at the property line or nearby areas They say “The facility will not exceed current background/ambient noise in the area” I wouldn’t believe this for a second, we’ve all seen how loud these hyperscale AI data centers are The location is in Alabama and the Greater Birmingham Humane Society is who’s speaking out because this data center is being proposed right next to their new proposed animal treatment facility This should not be allowed to happen

Wall Street Apes

24,576 views • 2 months ago

Residents in Crowell, Texas are being forced to live with constant artificial daylight because of Google’s AI data center that is being built right next to them Residents report severe 24/7 light pollution that creates artificial daylight at night (photo proof shown) The facility runs 24/7 with intense lighting that turns the sky bright all night long There is also a constant mechanical humming noise from cooling fans, HVAC systems, and generators that runs nonstop The project is a massive new hyperscale AI data center being built right next to the tiny rural town of Crowell with a population of around 800 people There are real health effects to humans for living with artificial sunlight at night Disruption of melatonin production leading to insomnia, anxiety, fatigue, and other issues. It’s described as “permanent jet lag.” These are exactly the complaints residents are making right now The project is part of Google’s massive $40 billion Texas investment: Google (Alphabet) announced plans for multiple hyperscale data centers in the region Residents from both political parties have packed town halls to protest the project, citing light pollution, noise, water usage, and threats to rural life, dark skies, and farming. Their leaders don’t care Residents feel the economic promises don’t outweigh the quality of life damage
1:26

Residents in Crowell, Texas are being forced to live with constant artificial daylight because of Google’s AI data center that is being built right next to them Residents report severe 24/7 light pollution that creates artificial daylight at night (photo proof shown) The facility runs 24/7 with intense lighting that turns the sky bright all night long There is also a constant mechanical humming noise from cooling fans, HVAC systems, and generators that runs nonstop The project is a massive new hyperscale AI data center being built right next to the tiny rural town of Crowell with a population of around 800 people There are real health effects to humans for living with artificial sunlight at night Disruption of melatonin production leading to insomnia, anxiety, fatigue, and other issues. It’s described as “permanent jet lag.” These are exactly the complaints residents are making right now The project is part of Google’s massive $40 billion Texas investment: Google (Alphabet) announced plans for multiple hyperscale data centers in the region Residents from both political parties have packed town halls to protest the project, citing light pollution, noise, water usage, and threats to rural life, dark skies, and farming. Their leaders don’t care Residents feel the economic promises don’t outweigh the quality of life damage

Wall Street Apes

64,942 views • 2 months ago

The AI data centers are being strategically placed next to every fresh body of water across the entire country. If you look into who owns these AI data centers it is the same people who own these media, control Hollywood, and control our government. This is all being done by design. These AI data centers are going to poison 95% of the freshwater in America.
4:23

The AI data centers are being strategically placed next to every fresh body of water across the entire country. If you look into who owns these AI data centers it is the same people who own these media, control Hollywood, and control our government. This is all being done by design. These AI data centers are going to poison 95% of the freshwater in America.

RyanMatta 🇺🇸 🦅

41,698 views • 3 months ago

Yesterday, I spoke out against data centers and AI layoffs at the Seattle City Council. Under mass pressure, the City Council passed a one-year moratorium on new hyperscale data centers. This is a victory for working people, but one year is far from enough. My independent socialist campaign for Congress is the only one in this election fighting for an end to hyperscale data centers, for democratic public ownership of all existing data centers, and for a public-sector living wage jobs guarantee, funded by taxing the rich, to counter the AI-related mass layoffs. #datacenter #socialist #independent #ai #freepalestine
1:01

Yesterday, I spoke out against data centers and AI layoffs at the Seattle City Council. Under mass pressure, the City Council passed a one-year moratorium on new hyperscale data centers. This is a victory for working people, but one year is far from enough. My independent socialist campaign for Congress is the only one in this election fighting for an end to hyperscale data centers, for democratic public ownership of all existing data centers, and for a public-sector living wage jobs guarantee, funded by taxing the rich, to counter the AI-related mass layoffs. #datacenter #socialist #independent #ai #freepalestine

Kshama Sawant

19,052 views • 2 months ago

🚨 FARMERS ARE EXPOSING DATA CENTER NOISE — AND THE SOUND YOU CAN’T EVEN HEAR IS THE WORST PART Farmers living near data centers are finally speaking out and the stories are grim. Chickens are laying 50% fewer eggs. Cows, calves, goats, sheep and pigs are losing up to 30% of their body weight. One farmer next to a data center hasn’t had a new calf in two years because of the constant noise and vibration. It’s not just the humming you can hear. The real problem is the ultra-low frequency infrasound below 20 Hz that humans can’t detect. It travels through walls, floors, and the ground. Experts link it to chronic fatigue, headaches, sleep destruction, spiked stress hormones, and even cardiovascular damage. Some residents are reporting higher rates of early health issues and calling the situation a nightmare. The companies, they say, want people to feel like it’s inevitable so they give up. Would you live next to a data center after hearing what it’s doing to the animals and the people… or is this the cost of AI that no one warned you about?
2:30

🚨 FARMERS ARE EXPOSING DATA CENTER NOISE — AND THE SOUND YOU CAN’T EVEN HEAR IS THE WORST PART Farmers living near data centers are finally speaking out and the stories are grim. Chickens are laying 50% fewer eggs. Cows, calves, goats, sheep and pigs are losing up to 30% of their body weight. One farmer next to a data center hasn’t had a new calf in two years because of the constant noise and vibration. It’s not just the humming you can hear. The real problem is the ultra-low frequency infrasound below 20 Hz that humans can’t detect. It travels through walls, floors, and the ground. Experts link it to chronic fatigue, headaches, sleep destruction, spiked stress hormones, and even cardiovascular damage. Some residents are reporting higher rates of early health issues and calling the situation a nightmare. The companies, they say, want people to feel like it’s inevitable so they give up. Would you live next to a data center after hearing what it’s doing to the animals and the people… or is this the cost of AI that no one warned you about?

HustleBitch

17,364 views • 1 day ago

A massive 350,000 square foot data center in Massachusetts is nicknamed “The Dungeon” by residents The data center promised it would provide lots of new jobs to the community. Only about 12 people work there…. The data center is causing constant visible pollution and a lot of noise to residents It’s using about 120,000 gallons of water per day and using as much power as 40,000 American homes Residents were lied to Get this, the data center is buying nearby homes and properties to expand….
3:57

A massive 350,000 square foot data center in Massachusetts is nicknamed “The Dungeon” by residents The data center promised it would provide lots of new jobs to the community. Only about 12 people work there…. The data center is causing constant visible pollution and a lot of noise to residents It’s using about 120,000 gallons of water per day and using as much power as 40,000 American homes Residents were lied to Get this, the data center is buying nearby homes and properties to expand….

Wall Street Apes

105,761 views • 1 month ago

David Friedberg: Michael Burry’s Datacenter Math is Wrong “I actually think Michael Burberry's got this wrong.” “What Michael Burry is saying is that all of these hyperscalers have extended their depreciation schedule or the useful life of their data centers by roughly 2x, which cuts the operating costs in half when they report it in earnings. And so it's making their earnings inflate.” “So he's claiming they're cooking the books. Google first made this change in Q1 of 2021, where they said the servers are now going from 3 to 4 years. Separately in 2021, Google took networking equipment from 3 to 5 years. And then in 2023, they took it from 5 to 6 years.” “And so this is a result of this effort where they went in and did an analysis. So what happened?” “What happened in the data centers is that the data centers transitioned from being primarily data storage and data transfer systems, where you would use hard drives and RAM and memory to store data and then transmit it back out, to being data processing centers because of the AI boom.” “So as AI became more important in the data center, more of the dollars that are going into data centers were allocated towards chips from data storage, which initially was hard drives.” “And then suddenly, when you put these processors in to process the data to do AI, the majority of the spend and the majority of the energy is going towards the processors.” “I made some calls and I checked around with some other friends, and everyone says the same thing: that these 7-8 year old TPUs and GPUs that are sitting in the data centers are still being used and they're being used at 100% utilization.” “So that actually justifies and validates the depreciation schedule being much longer versus shorter.”
1:33

David Friedberg: Michael Burry’s Datacenter Math is Wrong “I actually think Michael Burberry's got this wrong.” “What Michael Burry is saying is that all of these hyperscalers have extended their depreciation schedule or the useful life of their data centers by roughly 2x, which cuts the operating costs in half when they report it in earnings. And so it's making their earnings inflate.” “So he's claiming they're cooking the books. Google first made this change in Q1 of 2021, where they said the servers are now going from 3 to 4 years. Separately in 2021, Google took networking equipment from 3 to 5 years. And then in 2023, they took it from 5 to 6 years.” “And so this is a result of this effort where they went in and did an analysis. So what happened?” “What happened in the data centers is that the data centers transitioned from being primarily data storage and data transfer systems, where you would use hard drives and RAM and memory to store data and then transmit it back out, to being data processing centers because of the AI boom.” “So as AI became more important in the data center, more of the dollars that are going into data centers were allocated towards chips from data storage, which initially was hard drives.” “And then suddenly, when you put these processors in to process the data to do AI, the majority of the spend and the majority of the energy is going towards the processors.” “I made some calls and I checked around with some other friends, and everyone says the same thing: that these 7-8 year old TPUs and GPUs that are sitting in the data centers are still being used and they're being used at 100% utilization.” “So that actually justifies and validates the depreciation schedule being much longer versus shorter.”

The All-In Podcast

304,297 views • 9 months ago

“This is going to be a BIG flash point… and I’m standing with the hardworking people of this state.” Ron DeSantis is exactly right about the impact of these massive AI data centers - he’s 100% spot on. ⬇️
0:46

“This is going to be a BIG flash point… and I’m standing with the hardworking people of this state.” Ron DeSantis is exactly right about the impact of these massive AI data centers - he’s 100% spot on. ⬇️

Casey DeSantis

401,735 views • 10 months ago

MoistCr1TiKaL comes out strongly against data centers in recent video and ponders if they're making people sicker due to hoarding clean water "AI data centers are actually the boogeyman..a scourge on this planet and a stain on civilized society..no normal ppl with functioning frontal lobes want data centers in their community, it is bad for them" "I've been getting conspiratorial..I was reading something that someone was sharing about like when a AI data center came through, and the impact it had on their water, cause that's a very common thing" "I'm not fully bought into it..but it's an interesting theory..what if the reason there's been seemingly so much more sickness, like it feels like ppl are getting sick more frequently now and a wide variety of illnesses just seem more common..what if AI data centers are hoarding all of the clean water..what if all the clean water is being diverted to the AI data centers and the normal civilians are just getting the sludge runoff..I don't think it's out of the realm of possibility..they are evil enough to do that" (Via penguinz0 on YT)
2:50

MoistCr1TiKaL comes out strongly against data centers in recent video and ponders if they're making people sicker due to hoarding clean water "AI data centers are actually the boogeyman..a scourge on this planet and a stain on civilized society..no normal ppl with functioning frontal lobes want data centers in their community, it is bad for them" "I've been getting conspiratorial..I was reading something that someone was sharing about like when a AI data center came through, and the impact it had on their water, cause that's a very common thing" "I'm not fully bought into it..but it's an interesting theory..what if the reason there's been seemingly so much more sickness, like it feels like ppl are getting sick more frequently now and a wide variety of illnesses just seem more common..what if AI data centers are hoarding all of the clean water..what if all the clean water is being diverted to the AI data centers and the normal civilians are just getting the sludge runoff..I don't think it's out of the realm of possibility..they are evil enough to do that" (Via penguinz0 on YT)

yeet

3,022,942 views • 1 month ago

Jolly: Byron Donalds’ real plan to bring down property taxes is to devalue your house by building a hyperscale data center next door to you. Byron Donalds is doing something that Donald Trump is doing and every other conflicted politician is doing who’s on all sides of this issue now. So big tech wants to come in and bring in the hyperscale data centers. Politicians like Byron Donalds have said, “Yeah, come on in. Build on our pristine lands. Give me the money in my campaign account, and I’ll let you do it.” Voters said, “Whoa, whoa, whoa. We don’t want hyperscale data centers.” And so now the position of the White House and Byron Donalds has pivoted to the following: “Ratepayer protection.” Ratepayer protection is what they’re saying to make it look like they’re pushing back. Now, understand what that means. That means that big tech and utilities have to pay their own way. They’re allowed to plunder as long as they pay for the plundering. Well, voters are saying, “We don’t want you to plunder.” And by the way, paying your own way should have been the baseline. That’s not a big reform. That’s just because they got caught subsidizing the development of these hyperscale data centers. Now, their position is, “We’re going to make them pay their own way,” and they’re taking a victory lap as though it’s some important consumer protection. No, it’s not. Look who’s cheering on the Trump-Donalds plan for hyperscale data centers. Who is cheering it on? Big tech and big utilities. Who’s against it? Voters. And so, it is a bold-faced lie when you hear Byron Donalds say, “I’m protecting the people of Florida.” No, he’s not. He’s allowing big tech and hyperscale data centers to come into your backyard, plunder our environment, devalue your property, destabilize your community, and then pat himself on the back all the way on his road to what he thinks is going to be a November victory. He’ll be proven wrong.
2:09

Jolly: Byron Donalds’ real plan to bring down property taxes is to devalue your house by building a hyperscale data center next door to you. Byron Donalds is doing something that Donald Trump is doing and every other conflicted politician is doing who’s on all sides of this issue now. So big tech wants to come in and bring in the hyperscale data centers. Politicians like Byron Donalds have said, “Yeah, come on in. Build on our pristine lands. Give me the money in my campaign account, and I’ll let you do it.” Voters said, “Whoa, whoa, whoa. We don’t want hyperscale data centers.” And so now the position of the White House and Byron Donalds has pivoted to the following: “Ratepayer protection.” Ratepayer protection is what they’re saying to make it look like they’re pushing back. Now, understand what that means. That means that big tech and utilities have to pay their own way. They’re allowed to plunder as long as they pay for the plundering. Well, voters are saying, “We don’t want you to plunder.” And by the way, paying your own way should have been the baseline. That’s not a big reform. That’s just because they got caught subsidizing the development of these hyperscale data centers. Now, their position is, “We’re going to make them pay their own way,” and they’re taking a victory lap as though it’s some important consumer protection. No, it’s not. Look who’s cheering on the Trump-Donalds plan for hyperscale data centers. Who is cheering it on? Big tech and big utilities. Who’s against it? Voters. And so, it is a bold-faced lie when you hear Byron Donalds say, “I’m protecting the people of Florida.” No, he’s not. He’s allowing big tech and hyperscale data centers to come into your backyard, plunder our environment, devalue your property, destabilize your community, and then pat himself on the back all the way on his road to what he thinks is going to be a November victory. He’ll be proven wrong.

Acyn

64,781 views • 9 days ago

🚨WATCH: The push for green energy is running head first into the push for data centers. Spotsylvania County, Virginia is home to the largest solar panel development east of the Rockies. But despite its large 6,300+ acre footprint, it doesn’t provide enough power for one large data center complex in Loudoun County. Loudoun County has more than 200 data centers, and Virginia has more than 600 data centers. More data centers are on the way.
2:47

🚨WATCH: The push for green energy is running head first into the push for data centers. Spotsylvania County, Virginia is home to the largest solar panel development east of the Rockies. But despite its large 6,300+ acre footprint, it doesn’t provide enough power for one large data center complex in Loudoun County. Loudoun County has more than 200 data centers, and Virginia has more than 600 data centers. More data centers are on the way.

Nick Minock

164,525 views • 1 month ago

Here’s the thing about the data centers that not enough people are talking about: They are being built on top of farmland. THEY ARE REPLACING OUR FOOD SUPPLY WITH MASS SURVEILLANCE CENTERS. Humans cannot survive without food or water. Two things data centers are taking away. So why are they doing this? Because the billionaire class knows AI is going to replace millions of human jobs so they are deliberately reducing our food supply. Their plan is to let millions of us die to usher in their AI techno-capitalist dystopia. That is why the fight against these data centers is an existential fight for humanity’s survival.
0:40

Here’s the thing about the data centers that not enough people are talking about: They are being built on top of farmland. THEY ARE REPLACING OUR FOOD SUPPLY WITH MASS SURVEILLANCE CENTERS. Humans cannot survive without food or water. Two things data centers are taking away. So why are they doing this? Because the billionaire class knows AI is going to replace millions of human jobs so they are deliberately reducing our food supply. Their plan is to let millions of us die to usher in their AI techno-capitalist dystopia. That is why the fight against these data centers is an existential fight for humanity’s survival.

Power to the People ☭🕊

87,767 views • 3 months ago

Georgia is basically turning into one large data center Get ready for this, there is no legal obligation for data centers to disclose how much water they will be using - Georgia currently has about 162 data centers already - They have an additional 141 new data centers planned - Combined these data centers will use 12+ GW or more of power, this is equivalent to the usage of 10 MILLION homes - Combined water usage estimate of 35+ billion gallons per year or higher Absolutely insane There is no comprehensive federal requirement for data centers to publicly report detailed water usage. A bill was introduced called “the Data Center Water and Energy Transparency Act” to mandate reporting of energy and water consumption to states and the EPA This is an issue, here’s one example The Quality Technology Services data center in Fayette County used 29–30 million gallons of water went unmetered and unbilled for months without initial detection. Residents complained about low pressure during drought conditions. The company later paid retroactively $150,000 but faced no fines
1:48

Georgia is basically turning into one large data center Get ready for this, there is no legal obligation for data centers to disclose how much water they will be using - Georgia currently has about 162 data centers already - They have an additional 141 new data centers planned - Combined these data centers will use 12+ GW or more of power, this is equivalent to the usage of 10 MILLION homes - Combined water usage estimate of 35+ billion gallons per year or higher Absolutely insane There is no comprehensive federal requirement for data centers to publicly report detailed water usage. A bill was introduced called “the Data Center Water and Energy Transparency Act” to mandate reporting of energy and water consumption to states and the EPA This is an issue, here’s one example The Quality Technology Services data center in Fayette County used 29–30 million gallons of water went unmetered and unbilled for months without initial detection. Residents complained about low pressure during drought conditions. The company later paid retroactively $150,000 but faced no fines

Wall Street Apes

147,412 views • 3 months ago

There is a real connection to the huge increase in rapid data centers being built in America to mass surveillance Some of the largest data centers being built have direct CIA ties We might be witnessing the rise of the surveillance state right now and be thinking it’s about AI, but really it’s about monitoring every aspect of every American’s life and building profiles on them
3:56

There is a real connection to the huge increase in rapid data centers being built in America to mass surveillance Some of the largest data centers being built have direct CIA ties We might be witnessing the rise of the surveillance state right now and be thinking it’s about AI, but really it’s about monitoring every aspect of every American’s life and building profiles on them

Wall Street Apes

115,320 views • 2 months ago

This is only part of his answer but listen to how Governor Cox describes people who are genuinely opposed to data centers You are people “who are against virtually everything” who have “destroyed our country, our industrial base, our mining base, our housing base” I’ve talked to lots of people who oppose data centers. They don’t oppose all development. They oppose date centers because, for example, they don’t understand why there is water for data centers but not farmers. The overall question is whether this is a good use of resources? My view is no and that is based on my research. They suck massive amounts of water and power, and create noise and light pollution for very few jobs. Our elected officials are pushing these for their big donors. Unfortunately, the only way to stop them is to vote people out who approve them.
0:56

This is only part of his answer but listen to how Governor Cox describes people who are genuinely opposed to data centers You are people “who are against virtually everything” who have “destroyed our country, our industrial base, our mining base, our housing base” I’ve talked to lots of people who oppose data centers. They don’t oppose all development. They oppose date centers because, for example, they don’t understand why there is water for data centers but not farmers. The overall question is whether this is a good use of resources? My view is no and that is based on my research. They suck massive amounts of water and power, and create noise and light pollution for very few jobs. Our elected officials are pushing these for their big donors. Unfortunately, the only way to stop them is to vote people out who approve them.

GOUD Maragani

35,401 views • 3 months ago

Jensen Huang says there are no laws of physics that prevent scaling AI data centers to a million chips and although it is a hard problem, "the prize for reinventing intelligence altogether is too consequential not to attempt it"
1:39

Sensitive content

Jensen Huang says there are no laws of physics that prevent scaling AI data centers to a million chips and although it is a hard problem, "the prize for reinventing intelligence altogether is too consequential not to attempt it"

Tsarathustra

107,779 views • 1 year ago

Everyone is talking about AI models, but almost no one is talking about data ownership. For years, centralized systems have dominated data pipelines, opaque processes, hidden biases, and zero contributor visibility. We call it innovation…, but in reality, it’s a black box. And that’s exactly how we ended up facing model degradation risks today. Because here’s the truth: AI is only as good as the data it learns from. That’s why Sovereign AI Data matters. To me, it means control, traceability, and accountability. Perle Labs is approaching this differently: ◈ On-chain provenance → Every data point is verifiable ◈ Expert-driven input → Quality over quantity ◈ Reputation systems → Trust becomes measurable This isn’t just a technical upgrade. It’s a paradigm shift. Instead of: Anonymous contributors ➠Unverified datasets ➠Centralized ownership ➠We move toward: Transparent data flows, Credible expertise and Distributed value creation If AI is the brain, then data is the memory. And right now most systems are learning from memory, which they can’t verify. Perle is solving that. While others focus on scaling models… This is about fixing the foundation they stand on. And foundations decide everything. #PerleAI #ToPerle participating in Perle Labs community campaign
1:37

Everyone is talking about AI models, but almost no one is talking about data ownership. For years, centralized systems have dominated data pipelines, opaque processes, hidden biases, and zero contributor visibility. We call it innovation…, but in reality, it’s a black box. And that’s exactly how we ended up facing model degradation risks today. Because here’s the truth: AI is only as good as the data it learns from. That’s why Sovereign AI Data matters. To me, it means control, traceability, and accountability. Perle Labs is approaching this differently: ◈ On-chain provenance → Every data point is verifiable ◈ Expert-driven input → Quality over quantity ◈ Reputation systems → Trust becomes measurable This isn’t just a technical upgrade. It’s a paradigm shift. Instead of: Anonymous contributors ➠Unverified datasets ➠Centralized ownership ➠We move toward: Transparent data flows, Credible expertise and Distributed value creation If AI is the brain, then data is the memory. And right now most systems are learning from memory, which they can’t verify. Perle is solving that. While others focus on scaling models… This is about fixing the foundation they stand on. And foundations decide everything. #PerleAI #ToPerle participating in Perle Labs community campaign

Big_Wealth❤️‍🔥

11,486 views • 4 months ago

"The data that we've been working with as people now becomes extremely useful in a world of agents. You're having this rebirth of the file system." Aaron Levie on Navigators with Paul Klein IV on why unstructured data, the 90% of enterprise data that has always been the hardest to automate, is now the biggest unlock for AI agents. And why the real AI conversation is a context conversation.
2:40

"The data that we've been working with as people now becomes extremely useful in a world of agents. You're having this rebirth of the file system." Aaron Levie on Navigators with Paul Klein IV on why unstructured data, the 90% of enterprise data that has always been the hardest to automate, is now the biggest unlock for AI agents. And why the real AI conversation is a context conversation.

Box

66,225 views • 1 month ago