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A Deep Dive Into the Conspiracy Theory That Governments Are Controlling Us with Fluoride ☣️

(Dinarian Note: How many different times do things labeled as conspiracies be proven to be true, before we wakeup? JFK Jr is currently working on getting flouride, which is technically both a medicine 💊 as well as a toxin, out of our water, food and air.)

On the World Wide Web, there are few black holes more enticing to fall down than the great fluoride conspiracy. Some would call it the ramblings of paranoid truth gurus who spend too much time maintaining their dreads and making YouTube videos about Atlantis. Others insist that it’s the largest mass control experiment of our times.

Where does the truth lie in an argument taken up by both sides with near religious conviction? It’s almost impossible to decipher. Perhaps it’s somewhere between the two.

The idea, in a nutshell, is that governments put fluoride in our water supply in order to negatively affect huge populations, for their own financial gains. That fluoride is actually a strong tranquilliser in disguise. That the US want their citizens to be zombies. That Kellogg’s, Nestle, Crest and other food companies – known as “The Fluoride Mafia” – are all in on it. That fluoride dumping is secretly wrapped up in Illuminati interests.

If you dig into why water fluoridation began, you find a convoluted, suspicious mess. According to the conspiracy theory, the name of the company with the biggest profit to be made from water fluoridation was ALCOA.

The ALCOA Company had an unlimited supply of toxic waste – a byproduct of aluminium, AKA fluoride. At their lab, an ALCOA-sponsored biochemist did a test on rats that showed cavities were reduced with the fluoridated water and concluded that: “The case should be regarded as proved.”

In this historic moment in 1939, so the story goes, the first public proposal that the US should fluoridate its water supplies wasn’t made by a doctor or a dentist, but an industry scientist working for a company that was also threatened by fluoride damage claims.

Another part of the theory is that, during the Second World War, industrial fluoride pollution increased because of the production and extensive use of ALCOA aluminium in aircraft manufacturing. It was after the Second World War that many governments began to put fluoride in our water supplies to protect people against cavities. Coincidence!?

Currently, about 372 million people (around 5.7 percent of the world’s population) receive artificially fluoridated water in about 24 countries, including Australia, Canada, Ireland, the US and the UK. Since the 1950s, there has been relentless debate over whether there’s any real reason to do this. Early conspiracy theorists declared that it was a communist plot to weaken American public health.

Many have argued from a moral and ethical view that the public haven’t chosen to be consuming it and so it’s against individual will. From an economic standpoint, public money is being used on something without definitive proof of benefits. Some dentists and medical professionals have even said fluoridation of water isn’t the best way to reduce tooth decay.

The tangled conspiracy gets even darker with comments on Reddit threads such as “Hitler used fluoride first!!” and “They got this from the Nazis! Illuminati scum.” The so-called “fact” that Hitler gave people in concentration camps fluoride water to keep them docile and unable to resist Nazi power is used often by the anti-fluoridation brigade. Many say this treatment was then repeated in Russian gulags.

Ian E Stephens, a writer for the Australian “alternative news” magazine Nexus (which covers “health breakthroughs, future science and technology, suppressed news, free energy, religious revisionism, conspiracy, the environment, history and ancient mysteries, the mind, UFOs, paranormal and the unexplained”) claims he was told by chemist and researcher Charles E Perkins, who wrote the book The Truth About Water Fluoridation, that the Nazis envisioned a far-reaching plan of mass control and reduced population by using a medication in water that could cause sterility in women.

“Repeated doses of infinitesimal amounts of fluoride will in time reduce an individual’s power to resist domination, by slowly poisoning and narcotising a certain area of the brain, thus making him submissive to the will of those who wish to govern him,” Perkins wrote.

He goes on to say: “I say this with all the earnestness and sincerity of a scientist who has spent nearly 20 years’ research into the chemistry, biochemistry, physiology and pathology of fluorine – any person who drinks artificially fluorinated water for a period of one year or more will never again be the same person mentally or physically.” There is no trace of a credible living source on Nazi history coming out in support of this theory.

To many in the new age community, this doesn’t matter. They believe fluoride is instrumental in mind control because, they insist, it blocks the “third eye”. Mystics and spiritual masters have concluded that the pineal gland, situated in the centre of the brain, is a connection between the body and the soul.

They say: wake up, sheeple, the government-slash-Illuminati-slash-powers-that-be want us to stay on this spiritual plane. It’s not in their best interests that we are conscious. If people get conscious, they’ll stop turning up to their horrible jobs, eating meat and wasting food, and they’ll live in collectives and spoil their ballot papers.

This might sound ridiculous to some, but it has a degree of basis in science. In the 1990s, a British scientist, Jennifer Luke, discovered that by old age, the pineal gland contains about the same amount of fluoride as teeth, and we now know that calcification of the pineal gland gets worse with age and can occur in children as young as two.

This gland is in the brain – it maintains the body’s sleep-wake cycle, regulates the onset of puberty in females and helps protect the body from cell damage. A huge review on fluoride toxicity published by the National Research Council in 2006 reported a range of negative side effects from fluoride, including “decreased melatonin production” and “other effects on normal pineal function, which in turn could contribute to a variety of effects in humans”.

Go on YouTube and you’ll find plenty of people sharing “knowledge” of the spiritual dangers of fluoride and how to reverse the effects of a “calcified” pineal gland (many say you can’t; it’s too late).

They say stop drinking tap water. Stop using regular toothpaste and find a fluoride-free one. Get a shower filter to cut the fluoride from your shower. Cut out meat because you can be sure as heck they’ve been guzzling the fluoride water, too. Tell your dentist you don’t want fluoride-based products used. And after all that, detox.

However, there are more serious scientific objections to fluoride, and many are far removed from the assertions of David Icke disciples. Numerous studies researched by Harvard and China Medical University in Shanghai have shown that fluoride may be linked to reduced IQ in children, and even suggest that it could be toxic to a developing brain.

Fluoride at high levels has been shown to destroy the male reproductive system in rabbits. Fluoride lowers the thyroid function. One study linked it to bone cancer in boys. A 2007 Nuffield Council on Bioethics report reached a conclusion that the benefit-to-risk ratio on water fluoridation is unclear due to lack of good evidence, that alternatives to water fluoridation exist and that the role of consent gets priority when there are potential harms.

Professors doing this research have been met with numerous attempts to discredit them. Stephen Peckham – director of the Centre for Health Services at the University of Kent, and professor at the London School of Hygiene and Tropical Medicine at the University of Toronto – has had his research of water fluoridation rejected from dental health journals.

He’s spoken out about being accused of “statistics-hacking” and for research that made the link between fluoride and hypothyroidism. Catherine Carstairs, a professor who wrote about the history of water fluoridation, was attacked and the Journal of Public Heath had to defend itself for publishing “strong… research even when [it does] not fit well with our preconceived ideas”.

Why are efforts to uncover the effects of fluoride so vilified, and why is the atmosphere so toxic?

In fact, there has been a sea change in attitudes towards water fluoridation. About 10 years ago, York University found that tooth decay in children across Europe had fallen, regardless of whether or not there was fluoride in the water. The countries showing the biggest decrease – Sweden, Netherlands, Finland and Denmark – don’t fluoridate their supplies.

Increasingly, water fluoridation is being rejected in local British areas. In 2014, Bolton refused to add fluoride to their water supply, with David Crausby, MP for Bolton North East, likening it to “mass medication”. That same year, Public Health England had to drop plans to fluoridate water in Southampton and parts of Hampshire because of fierce opposition from Southampton City Council. But still, Public Health England encourages fluoridation and the NHS website states that fluoride provides no significant health risk. Millions around the country still drink fluoridated water.

But what do the water companies think? I called United Utilities, who said that most water companies have to have a “neutral position” on fluoridation. “The water company is just obliged to fluoridate where asked,” a spokesperson said. “We’re just a contractor.” But have they heard the conspiracies? I asked a Severn Trent Water spokesperson, who laughed and said: “Oooh yes, don’t worry, we’ve heard all sides of the story very loudly, but to be honest we try and stay out of it. We don’t want to get involved because then it makes it much too complicated.” Complicated indeed.

In countries like Brazil, China and, unsurprisingly, the US, fluoridation still has a stronghold. Significantly, 194 million Americans are supplied with this water, including those who live in 43 of its 47 largest cities. It’s there that the “truth” is being spread with most fervour.

Despite various claims by “truth gurus” being torn down – it’s unlikely that Margaret Thatcher pumped fluoride into Northern Ireland to control the rebels or that pharmaceutical companies are pumping us full of fluoride via Prozac – the conspiracy rages ahead, while science slowly erodes fluoride’s reputation.

Will this be the next formaldehyde? The next lead? Don’t forget that dentists and doctors once promoted cigarettes. Should we listen to YouTubers? What if this became the greatest public health conspiracy of our time – of all times?

https://www.vice.com/sv/article/why-are-governments-putting-fluoride-in-our-water-sheeple/

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​🚨 BREAKING: The Final Clarity Act Bill Text is Official! 🇺🇸🔥

​After more than a year of back-and-forth, the final draft is here—incorporating 126 last-minute amendments requested by Democrats just 24 hours before the vote. 🤯

​Key updates in the final text:

​Strict Ethics Oversight: Expanded restrictions now cover federal officials, judges, and spouses, with Senator Lummis noting Trump opted in voluntarily.
​Banking Safeguards: Treasury gains authority to step in if high-yield stablecoins start draining liquidity from community banks.

​Builder Protections: Civil safe harbor provisions have been strengthened to explicitly cover crypto miners and network validators.

​Market Integrity: Added guardrails target conflicts of interest and affiliate trading while leaving state consumer protection laws intact.

​Does it have enough momentum to secure 60 votes tomorrow? 👀

00:00:09
🚨 BREAKING CRYPTO NEWS 🚨

According to CNBC, SEC Chair Paul Atkins is set to announce NEW crypto rules this Friday! ⚡️🇺🇸

Here is what’s on the horizon for the digital asset space:

🔹 Project Crypto Unleashed: The SEC is moving forward with a dedicated framework for crypto assets, transfer agent updates, and adviser custody guidelines.

🔹 Regulatory Clarity: After years of uncertainty, official rules of the road are finally arriving for token issuers, exchanges, and institutional investors.

🔹 Moving Independent of Congress: Whether or not legislative bills like the CLARITY Act pass, federal regulators are taking direct action to build a modern market architecture.

This could mark a massive turning point for innovation and compliance in the U.S. crypto industry! 🚀📊

Will this ignite the next market rally? Drop your predictions below! 👇🔥

#Crypto #SEC #PaulAtkins #CryptoNews #Bitcoin #Ethereum #Web3 #Regulation

00:00:53
🙉Sign → perceive → understand🙉

Proof, not a promise.

Real ASL video.
Real recorded landmarks.
Real model output.

We took what we’ve been building inside UMI and put it into the first bitsign iOS product concept.

Sign → perceive → understand.

This is recorded playback, not live translation yet.

The next milestone is making this happen live.

bitsign.ai

00:00:14
🚨 Chutes is being framed as a Hyperliquid-style breakout for decentralized AI inference, with live revenue, verified GPU infrastructure, and a direct challenge to centralized cloud AI 🚨

Chutes is gaining attention as a decentralized AI inference platform that claims to combine real usage, cryptographic verification, confidential computing, and open-source infrastructure into a working production system. The thesis is simple: instead of trusting Big Tech clouds with AI workloads, users get a distributed compute layer built around verification and privacy.

🔑 Key points

🔹 Chutes is live in production and reportedly scaled to more than 1,170 active GPU nodes, including large numbers of Nvidia H200s and Blackwell-class hardware.

🔹 The platform says it has processed nearly 38 trillion tokens since launch across 53 deployed applications and more than 700,000 registered users.

🔹 The team reportedly cut unprofitable usage programs, reduced total token volume, and still improved revenue efficiency, with revenue per GPU rising sharply after removing subsidized traffic.

🔹 Chutes is using post-quantum cryptography, trusted execution environments, and Nvidia confidential ...

🚨 Chutes is being framed as a Hyperliquid-style breakout for decentralized AI inference, with live revenue, verified GPU infrastructure, and a direct challenge to centralized cloud AI 🚨
🚨 JPMorgan’s criticism of the CLARITY Act is fueling a fresh power struggle over who gets to write America’s crypto rules 🚨

A new clash is emerging between legacy finance and crypto legislation after JPMorgan CEO Jamie Dimon reportedly warned that the CLARITY Act could let crypto firms offer bank-like products without bank-level oversight. The dispute is quickly turning into a larger fight over regulation, competitiveness, and who controls the future architecture of digital finance in the United States.

🔑 Key points

🔹 Jamie Dimon reportedly called the CLARITY Act a threat to the financial system, arguing it could allow crypto firms to offer yield-like products while avoiding the capital, reserve, and oversight burdens traditional banks face.

🔹 Senator Cynthia Lummis pushed back publicly, framing the issue as a global strategic race and warning that if the U.S. does not set digital asset standards, other powers will.

🔹 The core tension is whether the bill creates legitimate regulatory clarity or simply opens the door to regulatory arbitrage for crypto platforms operating outside the traditional banking...

🚨 JPMorgan’s criticism of the CLARITY Act is fueling a fresh power struggle over who gets to write America’s crypto rules 🚨
👉 Coinbase just launched an AI agent for Crypto Trading

Custom AI assistants that print money in your sleep? 🔜

The future of Crypto x AI is about to go crazy.

👉 Here’s what you need to know:

💠 'Based Agent' enables creation of custom AI agents
💠 Users set up personalized agents in < 3 minutes
💠 Equipped w/ crypto wallet and on-chain functions
💠 Capable of completing trades, swaps, and staking
💠 Integrates with Coinbase’s SDK, OpenAI, & Replit

👉 What this means for the future of Crypto:

1. Open Access: Democratized access to advanced trading
2. Automated Txns: Complex trades + streamlined on-chain activity
3. AI Dominance: Est ~80% of crypto 👉txns done by AI agents by 2025

🚨 I personally wouldn't bet against Brian Armstrong and Jesse Pollak.

👉 Coinbase just launched an AI agent for Crypto Trading
🌎 Schumann Resonance Today 9/15 🌎

Right now the Schumann resonance fundamental sits at 7.83 Hz, with geomagnetic activity unsettled (Kp 3.0).

Quiet Field, Clear Signal
A Kp of 3.00 and slow solar wind keep Earth's electromagnetic environment unusually settled today — a window worth using.

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⚖️ CLARITY Act ethics fight centers on Trump-linked crypto concerns ahead of September 15 vote ⚖️

Senate Democrats have demanded major changes to the CLARITY Act’s crypto-ethics provisions before supporting Tuesday’s cloture vote. Republicans say the latest text includes 126 Democratic-requested changes, but seven Democratic votes are still needed.

🔑 Key points

🔹 State AG enforcement: Democrats want state attorneys general to prosecute violations alongside the DOJ if federal officials refuse to act.

🔹 Family coverage must expand: The current language covers officials and spouses. Democrats want it extended to children and other family members involved in crypto ventures.

🔹 Ethics rules should be permanent: The current provisions sunset on January 20, 2029. Democrats want the restrictions to continue beyond the current presidential term.

🔹 Existing holdings must be divested: Democrats oppose allowing officials to place significant crypto interests in a blind trust instead of selling ...

🛒 How to buy Bittensor subnet tokens using TaoStats 🛒

TaoStats provides a simplified way to acquire Bittensor subnet tokens by connecting a wallet, selecting a subnet, and swapping TAO for the corresponding alpha token.

🔑 Key points

🔹 Connect a compatible wallet: Users begin by linking a Bittensor-supported wallet containing TAO.

🔹 Choose a subnet: TaoStats displays available subnet information, including alpha prices, market capitalization, liquidity, and emissions.

🔹 Review the market first: Users should check liquidity, trading volume, price movement, circulating supply, and recent emissions before swapping.

🔹 Enter the TAO amount: The platform calculates the estimated amount of subnet alpha the user will receive.

🔹 Slippage matters: Thin liquidity can cause the final execution price to differ significantly from the quoted price.

🔹 Confirm the transaction: Users review the exchange rate, network fee, price impact, and receiving wallet before signing.

🔹 Alpha tokens remain ...

September 13, 2026
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Revolut Leak Shows the Cost of Constant ID Collection
Revolut’s mistake is the news, but the bigger problem is the growing number of companies being encouraged or required to keep copies of our most sensitive identity documents.

Online bank Revolut has revealed that it gave out sensitive personal and financial information of an undisclosed number of its customers in response to a fake government request.

The information that was handed over to an “unauthorized third party” reportedly includes names, dates of birth, occupations, addresses, phone numbers, account numbers, transaction histories (including Bitcoin), and even copies of government-issued IDs and onboarding verification selfies.

Revolut claims that derived biometric face data was not.

The company said that the data was handed over in response to an email that came from a real government agency’s domain, but was not actually sent or authorized by that agency.

The email passed several authentication checks (SPF, DKIM, and DMARC) that are designed to establish the authenticity of a message’s origin and integrity, but do not verify the legitimacy of the legal request itself.

Revolut said that it complied with the request “under the reasonable belief that it was an authentic government agency request” – and only later found out that it was not.

Revolut said it later realized its mistake, blocked the email address, and reported the incident to the relevant authorities.

Revolut said that only a “limited” number of its customers were affected by the data leak, and that the company’s systems were not hacked, nor was any money stolen.

The story broke on September 11 when Revolut customers started receiving an email notice about a data leak, and the news was picked up by media outlets the following day.

Revolut notice explaining customer identity and financial data was shared after an unauthorized government email request.

The reason this is a recurring problem is that companies are keeping highly sensitive information about their customers’ identities, and sometimes even financial transactions, for a long time, and this data is then available to be disclosed to third parties – either in response to valid legal requests, or, as in the case of Revolut, fake ones.

One reason for this is know your customer (KYC) and anti-money laundering (AML) rules. Revolut’s current UK customer privacy notice spells it out: the company generally keeps personal data of UK customers for no more than seven years after the relationship ends, and sometimes longer – for legal reasons.

This means that even if you close your account, your identity documents don’t disappear.

And while the incident with Revolut happened in the financial sector, it’s by no means the only one that requires customers to hand over sensitive identity information. Discord, a popular chat service, said in an October 9, 2025 security update that government ID photos of approximately 70,000 users may have been exposed after a third-party customer service provider got hacked.

This was not a financial service, nor the same type of attack. But the result was similar – because the underlying business process was the same: requiring and storing sensitive identity documents. In the case of Discord, these were used to review age-related appeals.

It’s hard to do anything about a copy of your old passport, or a photo of your face, or a record of your past transactions. These can be used to identify and profile you, and can be used to carry out targeted fraud. And this can happen even if the initial disclosure didn’t result in financial loss.

The more companies are forced to collect and store such information, and the more of it they have, the more opportunities there are for this data to be leaked, either by the company itself or a third party it works with. That's what makes governments' push for more ID checks just to access ordinary parts of life so reckless.

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This Is The Income A Family Needs To Live Comfortably In Every US State

Here’s the short version of what it takes for a family of four to live comfortably in 2026 by state:

In Massachusetts, you’d need nearly $330,000 a year - the highest figure in the entire country. Only three states clear the $300,000 mark: Massachusetts, Hawaii, and California. At the other end of the spectrum, Mississippi is the most affordable at about $188,000. That’s a full $142,000 less than what you’d need in Massachusetts.

So… how much does a family of four need in your state?

This map shows the pre-tax income a household with two working adults and two kids needs to live comfortably in every U.S. state.

The numbers come from SmartAsset (as of February 2026). They’re based on the familiar 50/30/20 budget: 50% for necessities, 30% for discretionary spending, and 20% for savings or other goals. These aren’t bare-minimum survival numbers—they’re what it takes to live pretty well while still putting money aside.

And as Visual Capitalist notesMassachusetts sits at the very top of that list. Massachusetts tops the ranking, with a family of four needing $329,555 per year to meet the 50/30/20 benchmark.

Hawaii follows at $313,165, while California ranks third at $302,682.

Rank State Income needed for family of four (2026)

  • 1 - Massachusetts - $329,555
  • 2 - Hawaii - $313,165
  • 3 - California - $302,682
  • 4 - Connecticut - $298,189
  • 5 - New Jersey - $295,110
  • 6 - New York - $291,533
  • 7 - Colorado - $283,213
  • 8 - Washington - $281,798
  • 9 - Oregon - $280,966
  • 10 - Vermont - $280,384
  • 11 - Alaska - $272,064
  • 12 - New Hampshire - $267,904
  • 13 - Rhode Island - $264,659
  • 14 - Minnesota - $263,078
  • 15 - Maryland - $257,837
  • 16 - Maine - $250,931
  • 17 - Montana - $249,434
  • 18 - Pennsylvania - $247,936
  • 19 - Illinois - $244,109
  • 20 - Virginia - $242,944
  • 21 - Nevada - $242,278
  • 22 - Indiana - $241,696
  • 23 - Wisconsin - $238,451
  • 24 - Arizona - $236,870
  • 25 - Utah - $235,789
  • 26 - Delaware - $228,134
  • 27 - Ohio - $226,221
  • 28 - Idaho - $226,054
  • 29 - Florida - $223,392
  • 30 - New Mexico - $223,142
  • 31 - Nebraska - $223,059
  • 32 - Missouri - $217,734
  • 33 - Georgia - $214,573
  • 34 - Michigan - $214,323
  • 35 - South Carolina - $212,909
  • 36 - North Carolina - $212,410
  • 37 - Wyoming - $212,410
  • 38 - Oklahoma - $211,910
  • 39 - North Dakota - $210,496
  • 40 - Kansas - $207,917
  • 41 - Iowa - $204,422
  • 42 - Texas - $203,424
  • 43 - West Virginia - $202,592
  • 44 - South Dakota - $201,760
  • 45 - Alabama - $198,931
  • 46 - Louisiana - $197,933
  • 47 - Tennessee - $197,267
  • 48 - Arkansas - $195,437
  • 49 - Kentucky - $194,854
  • 50 - Mississippi - $187,533

Connecticut, New Jersey, and New York aren't far behind, bringing the number of states with comfortable-income thresholds above $290,000 to six.

Colorado and Vermont Make the Top 10

As expected, many of the highest income thresholds are concentrated in the Northeast and along the West Coast.

However, Colorado has the seventh-highest threshold in the country at $283,213, ranking above Washington and Oregon.

Vermont rounds out the top 10 at $280,384, despite having the second-smallest population of any U.S. state. Meanwhile, nearby states like New Hampshire, Maine, and Rhode Island all fall outside the top 10.

Just Six States Come in Below $200,000

Despite the wide range in living costs across the country, only six states have a comfortable-income threshold below $200,000 for a family of four.

Mississippi ranks lowest at $187,533, followed by Kentucky. The states of Arkansas, Tennessee, Louisiana, and Alabama also fall below the $200,000 mark.

The gap between Massachusetts and Mississippi exceeds $142,000 per year, meaning the Massachusetts benchmark is about 76% higher.

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🤖Can Decentralized AI Stop Big Tech from Owning the Future of Robotics?🤖
The race to build the future of robotics is no longer just about robots. It's about who controls the intelligence behind them.
 
Over the last three years, a small group of companies has emerged as the backbone of the AI revolution. Microsoft provides cloud infrastructure. NVIDIA supplies the chips. Google, OpenAI, Anthropic, Meta, and others develop the models. Together, they control much of the compute, data, and software stack powering modern AI.
 
Now that AI is moving into the physical world, many are asking a bigger question:
 
Will these same companies end up controlling robotics too?
 
It's a valid concern.
 
The latest generation of robots relies on enormous amounts of compute, simulation, training data, and foundation models. Many robotics startups today are built on infrastructure provided by large technology companies. NVIDIA's Omniverse is becoming a key simulation environment for robot training. Microsoft Azure is powering the training of robotics foundation models. Physical AI startups increasingly depend on hyperscale cloud infrastructure to train and deploy intelligent systems. Recent partnerships across the industry show just how central Big Tech has become to robotics development.
But while Big Tech is building the highways, another movement is trying to ensure it doesn't own every destination.
 
That movement is decentralized AI.
 
Why Decentralized AI Exists
 
The idea behind decentralized AI is simple. Instead of a handful of companies owning the models, compute infrastructure, data pipelines, and intelligence networks, these resources are distributed across thousands of participants.
 
This means anyone can contribute compute, contribute models, validate outputs and can participate.
The most visible example today is the decentralized AI network known as Bittensor (@bittensor). The network has evolved into a large ecosystem of specialized AI markets called subnets, where participants compete to provide useful machine intelligence and are rewarded based on performance. Rather than relying on a single company, intelligence is generated and validated by a distributed network of miners and validators.
 
Think of it as an attempt to build an open marketplace for AI instead of a world where intelligence is rented from a few centralized providers.
 
Why This Matters for Robotics
 
Robotics has a unique problem. Unlike chatbots, robots operate in the physical world. They need to perceive environments, make decisions, move safely and they need to learn continuously.
 
The challenge is that collecting and training on real-world robotic data is incredibly expensive. That's one reason large companies have such an advantage. They can afford the compute, simulation environments, and data infrastructure needed to train robotics models at scale.
 
This is where decentralized systems become interesting.
 
Instead of one company collecting all the data and training all the models, decentralized networks could allow thousands of contributors to participate in building robotic intelligence.
 
Imagine a future where:
  • Warehouse robots contribute operational data.
  • Delivery robots contribute navigation data.
  • Factory robots contribute manipulation data.
  • Developers contribute models.
  • Validators evaluate performance.
The resulting intelligence becomes a shared network rather than a proprietary asset.
 
That vision is beginning to emerge.
 
Bittensor's Move Toward Physical AI
 
While many people associate Bittensor (@bittensor) with language models and AI services, parts of the ecosystem are increasingly exploring embodied intelligence and robotics.
 
One example is Kinitro, a subnet focused on incentivizing the training and evaluation of embodied AI systems. The goal is to create competitive environments where developers build robotic intelligence and are rewarded based on performance.
 
The broader Bittensor ecosystem has also expanded into compute marketplaces, distributed inference systems, bandwidth infrastructure, and AI coordination layers that could eventually support robotics workloads. Several subnets now focus on decentralized compute, confidential inference, data transfer, and model training, critical components for future robotic systems.
 
In other words, the pieces are starting to appear.
 
Not a decentralized robot network yet.
 
But the infrastructure that could support one.
 
Beyond Bittensor: The Rise of Physical AI Networks
 
Bittensor isn't alone.
 
Across the industry, researchers and builders are experimenting with decentralized approaches to physical AI.
 
New research published in 2026 introduced the concept of DAO-enabled decentralized physical AI, or DePAI. The idea combines robotics, decentralized infrastructure, AI models, governance systems, and human oversight into a single framework. Instead of centralized control, robots and physical infrastructure could be coordinated through transparent rules and distributed ownership models.
 
At the same time, developers are exploring decentralized operating systems for robots that allow machines to communicate directly with each other and with distributed compute resources. These architectures are designed to make robotic systems more resilient and less dependent on a single cloud provider.
 
The goal is not simply decentralization for its own sake.
 
The goal is resilience.
 
If one server fails, the system continues.
 
If one company disappears, the network survives.
 
If one participant leaves, innovation continues.
 
But Here's the Reality
 
Decentralized AI faces the same challenge every decentralized technology faces.
 
Big Tech has resources. A lot of resources.
 
Training advanced robotics models requires enormous compute budgets, sophisticated simulation environments, access to specialized hardware, and vast amounts of real-world data.
 
That's why many robotics startups still partner with major cloud providers and AI companies. It's often the fastest path to deployment.
 
And there are legitimate concerns about whether decentralized networks can maintain quality, reliability, and security at the scale required for industrial robotics. Even researchers studying decentralized AI systems have highlighted risks around concentration, incentives, governance, and network security.
 
The challenge isn't just decentralizing intelligence.
 
It's decentralizing intelligence while maintaining performance.
 
That's much harder.
 
The Most Likely Outcome
 
The future probably won't be fully centralized. And it probably won't be fully decentralized either. Instead, we're likely heading toward a hybrid model.
 
Large technology companies will continue providing chips, cloud infrastructure, simulation platforms, and foundational research.
 
At the same time, decentralized AI networks will emerge as alternative coordination layers where intelligence, data, and economic value can be shared more openly.
 
The companies building robots may use NVIDIA hardware.
 
Train on Azure.
 
Run foundation models from OpenAI.
 
But they may also participate in decentralized data networks, decentralized compute markets, and decentralized intelligence protocols.
 
The future of robotics could end up looking less like a monopoly and more like an ecosystem.
 
The Bigger Question
 
The real question isn't whether decentralized AI can eliminate Big Tech.
 
It can't.
 
At least not anytime soon.
 
The real question is whether decentralized AI can prevent a future where a handful of companies control every robot, every model, every dataset, and every decision made by the machines operating around us.
 
As robots become workers, assistants, delivery drivers, factory operators, and even economic agents, that question becomes increasingly important.
 
Because the battle for the future of robotics is no longer about hardware.
 
It's about who owns the intelligence.
 
And that battle is just getting started.
 
 

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