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International Public Notice: Take Notice!

We need to stop being sloppy, especially in international correspondence, but also in our thinking.

The thing calling itself the United States of America should properly be calling itself the United States of America, Incorporated.

It is a British Crown Commercial Corporation in the business of providing essential government services. It's a military services vendor.

This British Crown Corporation is supposed to provide limited services on the High Seas and Navigable Inland Waterways and is obligated to operate under The Constitution of the United States of America to exercise the related delegated powers.

The operators of the aforementioned commercial corporation have purposefully omitted the word "Incorporated" from the name of their business, so as to facilitate confusion about the nature and identity of this commercial corporation.

This confusion has facilitated and expedited many crimes of impersonation and barratry and credit theft, which is why the Perpetrators don't disclose and add the word "Incorporated" to the name of their business.

We, however, and the International Public, need to discern the nature and identity of this British Crown Corporation as a privately owned foreign services vendor with extremely limited legitimate "powers" related to our actual American Government.

This corporation and similar corporations that operated under the even more confusing name of The United States of America, Incorporated --- which again, omits the word "Incorporated" from the actual business name --- have caused no end of death, destruction, criminality, and misery as they have mindlessly sought unjust enrichment and profit for themselves.

These corporations have impersonated The United States of America which is the actual Proper Name of this country when our sovereign nation-states independently operate in International Jurisdiction.

Take home message: these various deceptively named British Crown Corporations, both the United States of America (Incorporated) and The United States of America (Incorporated) have been used to impersonate our actual American Government and our Federation of States of the Union: The United States of America (Unincorporated).

Donald Trump is presently operating as "President" of "the United States of America" (Incorporated). He is operating in the International Jurisdiction of the Sea as a "Commander in Chief" -- exactly as a ship's captain operates on "the High Seas and Navigable Inland Waterways".

This is how he can issue "Executive Orders" and use them to form his own brand of "law" for Federal Employees and franchise corporations.

Anyone who thinks about this for five minutes can see that "Commander" is a Naval Office and that the "ship" under his command is a "ship made of paper" --- a corporation "floated" in Maritime ("Navigable Inland Waterways" ) and Admiralty (High Seas) jurisdictions.

So when you wish to communicate about these matters, it is important to add the word "Incorporated" or the word "Unincorporated" to the written communication or verbal representation, because otherwise, it is impossible for anyone to be absolutely sure what "United States of America" you are talking about.

The same thing applies to the United States, Incorporated, which is a foreign Municipal Corporation incorporated in the District of Columbia. They use the same kind of semantic deceit and confusion and deliberately neglect to add the word "Incorporated" to the business name, thereby expediting a constructive fraud that allows the United States, Incorporated, another foreign services vendor, to be mistaken for The United States (Unincorporated).

Please note: The United States is the correct Proper Name for this country in National Jurisdiction.

It is necessary in all communications, written or verbal, to add the word "Incorporated" or "Unincorporated" and so ensure that everyone knows which "United States" is being discussed.

This deliberate confusion promoted by two government services vendors for a very long time has resulted in the creation, embezzlement, and plundering of public trusts, the promotion of an illegal administrative district court system operating in the States of the Union, theft of assets, illegal confiscation of assets, impersonation of our American Government and People, illegal access to our credit, inland piracy, organized extortion, and many other crimes too numerous to mention being promoted on our shores by institutions and persons who are supposed to be here providing us with "essential government services" and doing so "in good faith".

Please do not confuse the nature and identity of our lawful American Government and its instrumentalities in both National and International jurisdictions with foreign incorporated Service Vendors that exercise a limited number of our delegated powers.

The various incorporated British Crown Commercial Corporations are obligated to function in the Jurisdiction of the Sea. The various Municipal Corporations dba "United States" (Incorporated) function in the Jurisdiction of the Air.

The British Crown Corporations do business under The Constitution of the United States of America. The foreign Roman Municipal Corporations do business under The Constitution of the United States and all their delegated duties are in the Jurisdiction of the Air.

There is a missing American Services Vendor popularly called The Federal Republic that should actually be operating as the States of America under The Constitution for the united States of America -- and should be exercising our delegated "Powers" in the International Jurisdiction of the Land --- but this entity has been "dead" and awaiting reconstruction for over 160 years and is a uniquely American institution.

The take home point is that neither the British Crown corporation Services Vendors nor the Holy Roman Municipal Services Vendors have any granted delegated powers related to our Land Jurisdiction.

They are required by contract and treaty to keep their dirty paws off our Federal Republic's identity and good name. It does not belong to them. We never granted them any "powers" -- delegated or direct -- to manage any aspect of our land jurisdiction and we do not provide them any permission to impersonate our Federal Republic and assume such powers now.

With respect to the long-vanished Federal Republic, we exercise our option to operate the delegated land jurisdiction functions and receive them back to ourselves and to such new Service Vendors as we engage to do the work of the Federal Republic. We do not leave those duties and delegated powers on the table to be seized upon or assumed by either one of the other two (2) Federal Service Vendors.

Mr. Trump is in receipt of approximately two million tons of gold that were released to him and to his British Crown Corporation entity doing business as "the United States of America" (Incorporated).

These are physical assets naturally derived from and belonging to our People; these and other physical assets of this country belong under the administration of our own Land Jurisdiction Government --- and it is precisely because Mr. Trump's corporation has no granted authority or delegated powers related to our land jurisdiction that he and his watery Administration are attempting to launch a British Territorial "Federal Republic".

They hope, once again, to confuse and bilk and defraud the American People and American Government, which has in the past been trusting and dormant, and which has been presumed to accept such "offers" by a process of unopposed acquiescence.

We have not acquiesced to Mr. Trump's plan to front a British Territorial "Federal Republic" and use it to usurp delegated land jurisdiction "Powers" that were not and are not granted to any British business interest or incorporated entity whatsoever.

Mr. Trump and his Administration are under demand to return and release the so-called Vatican Gold referenced above to the lawful American Government and its unincorporated instrumentality, The United States of America, the Delegator of all Federal Enumerated Powers in International Jurisdictions.

Called into Session in 2019, all fifty States of the Union are populated and all members of each State Assembly have properly declared their birthright political standing as Nationals of their respective States of the Union.

Let all nations and all states and all corporations and all corporation officers and all privately elected corporation Presidents and managers and administrators of all kinds, take notice and bear solemn witness to these facts and demands and protestations against any further pretensions, presumptions, unilateral actions, assumptions, or usurpations by the British Crown Corporation and its affiliates against our sovereign nation-states and People, and their own treaties and constitutional service contract obligations owed to us.

Mr. Trump needs to negotiate with and take his lead from the actual civilian government of this country; it may be the first time that a British Crown Corporation "President" has done so in over 160 years, but his obligation to recognize the American Government and to operate in good faith is clear and stands upon the public international record, precisely where it has stood for very nearly 250 years.

Notice to Agents is Notice to Principals; Notice to Principals is Notice to Agents.

Issued by:
Anna Maria Riezinger - Fiduciary
The United States of America
In care of: Box 520994
Big Lake, Alaska 99652
November 26th 2025

http://www.paulstramer.net/2025/11/international-public-notice-take-notice.html

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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
September 13, 2026
RFK Jr: "The Pandemics are coming from labs. ALL OF THEM... Lyme, COVID, RSV, HIV & Spanish Flu came out of a vaccine lab." ☠️ 💉

"Gain-of-Function Vaccine research has created the worst plagues in our history."

"We can go down the whole list of diseases... It’s just a disaster. It’s given us no benefits. It’s given us everything from Lyme disease to Covid, and many many other diseases. RSV, which is now one of the biggest killers of children, came out of a vaccine lab."

"There’s strong evidence that even Spanish flu came from vaccine research."

"There’s plenty of evidence that HIV also came from a vaccine gain-of-function lab program. "

"The 'PANDEMICS' are coming from labs... ALL OF THEM."

00:04:00
September 13, 2026
🚀The industry has gotten incredible at teaching robots

🚀The industry has gotten incredible at teaching robots to move, sprint, and imitate body dynamics. But as Michael Parker (@bittensormax) points out in The UMI Thesis, there’s still a massive missing piece in Physical AI: Motion Understanding.

✨ Key Takeaways:

🔹Looking Human vs. Understanding Humans: Robots can execute impressive physical feats, but they still struggle to reliably read non-verbal human cues in context.

🔹Motion is Meaning: A gesture, hesitation, or glance changes completely depending on posture, timing, and surrounding context.

🔹Beyond Pixels: True intelligence requires mapping human intent and sequence across time—not just processing raw frames.

🔹The UMI Intelligence Layer: As robots enter hospitals, factories, homes, and stores, Bittensor’s SN78 @umi_sn78 UMI (Universal Motion Intelligence) aims to own the critical layer that translates human movement into real meaning.

The future of robotics isn't just about how machines move—it's about how ...

00:04:54
🚨 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

Taiwan equities are now live on Pvth Pro

Pyth Pro is Pyth's real-time market-data service, giving exchanges, fintechs, trading platforms, and financial applications one consistent way to access prices across asset classes, regions, and local market sessions.
This launch is the next step in Pyth Pro's broader Asian equities expansion, bringing six Taiwan-listed companies into the same market-data laver used across Pyth Pro's cross-asset catalog:

• TSMC
• Foxconn
• Quanta Computer
• Wistron
• MediaTek
• Unimicron Technology

Each feed follows Taiwan's local market schedule, sc applications can access Taiwan equity data during regular trading hours through the same integration used across Pyth Pro.

For teams building global products, this makes it simpler to add Taiwan market data alongside other assets without creating a separate workflow for every new market
Taiwan, in real time

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⚙️ Refinery turns Bittensor Subnet 125 into an optimizer research market ⚙️

Refinery (SN125) is creating a competitive marketplace where miners develop optimization techniques for AI systems, while validators evaluate how much those improvements increase speed, efficiency, or model performance.

🔑 Key points

🔹 Optimization is the product: Miners compete to improve models, workloads, algorithms, and infrastructure rather than simply producing larger systems.

🔹 Multiple objectives can be tested: Optimizers may target speed, cost, memory usage, accuracy, energy consumption, or hardware efficiency.

🔹 Validators measure real gains: Submissions must be evaluated against consistent workloads to determine whether improvements are genuine.

🔹 Competition encourages discovery: Independent contributors can explore optimization strategies that a centralized research team may overlook.

🔹 Results can benefit other subnets: Better optimization could improve inference, training, robotics, scientific ...

⚡ While frontier labs debate AI’s pace, Bittensor is accelerating through open competition ⚡

As major AI labs debate timelines, safety, and the limits of scaling, Bittensor is taking a different path: allowing independent subnet teams to build, test, and deploy specialized AI systems in parallel.

🔑 Key points

🔹 Parallel experimentation: Bittensor allows multiple teams to work on inference, compute, robotics, cybersecurity, scientific research, data, and agent systems at the same time.

🔹 No single roadmap controls the network: Progress does not depend entirely on one company deciding which research direction deserves funding.

🔹 Subnets specialize: Each subnet can target a narrow problem and compete using its own evaluation rules and incentives.

🔹 Real products are emerging: Recent subnet activity includes AI models, GPU rentals, autonomous drones, confidential computing, scientific research tools, and security services.

🔹 Competition accelerates iteration: Miners and developers are ...

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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