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International Proclamation of Restoration

In the spirit of the First Thanksgiving the American Federation of States and the Lakota Nation today bring forth for Public and International Cognizance the Restoration of our country and our American Government and our people returning to their rightful places among the nations of the world.

This marks the end of the Great Fraud perpetrated against our country and our nations by the British Crown and the Government of Westminster and the Holy Roman Empire acting in breach of treaties, trusts, and service contracts.

The Federation of American States has resumed operational command of the United States and has taken control of the remaining governmental services corporation assets as the Priority Creditors and Delegators as of midnight, November 21st, 2025.

This is a reversionary trust and contractual obligation, a matter of Law and inheritance, not politics, and has been reviewed and approved by the Trustees and the International Court of Justice. For purposes of inheritance the number of inheritors does not matter, and settlement does not preclude the existence of additional heirs.

We look forward to a peaceful reintegration and restoration of respect for the Federal Constitutions that are still in effect, and we remind President Donald Trump that his organization however stiled is acting as a Successor to Contract with respect to The Constitution of the United States of America, and does not have our permission to interfere with domestic communications systems or cause any other undue drama or unrest within the States of the Union while he and his Administration continue their efforts to apprehend criminals and secure the borders of this country.

We do not wish to be bombarded with evil and disturbing images of tortured children and women, nor do we wish to suffer any power grid failures or deliberately induced "days of darkness" nor any public displays of civilian-military personnel being hung or addressed by firing squads as a result of military tribunals taking place offshore.

Deliberately and arbitrarily causing public unrest and disturbance, particularly when your parent corporation, the British Crown Corporation, has recently been made aware of its own insurmountable debts to average people around the world, is strictly prohibited.

Your Predecessors, Mr. Trump, sat on their rumps and allowed the filthy trade in adrenochrome and organ harvesting to proliferate under their noses; various Congresses gutted the Federal Marshals program and left our international land jurisdiction wide open to crimes ranging from counterfeiting to human trafficking, interstate bank fraud to interstate racketeering. That is, members of Congress promoted crime in this country and deliberately expedited its proliferation by defunding our Federal Marshals.

All that happened on the watch of the United States of America, Incorporated. We thank you for paying attention to your actual service contract, but that gratitude would not excuse any False Flag activity like the September 11th disaster or promotion of any other Civil Unrest calculated to create a smokescreen for more bank fraud and theft of gold reserves.

Do your job and honor your contract, Mr. Trump, It's that simple. If the British Crown Corporation goes down the drain with a giant sucking sound as a result of 300 years of breach of trust, violence, piracy, and other crimes too numerous to mention --- that's their problem.

We will be working with the British Crown Corporation and the Bank of England and other Parties to establish discharge of odious debts and resolve numerous other fiscal, financial, and economic issues.

Chief among those concerns will be balancing the accounts of each country so that the National Debts are discharged and the National Credits are returned to the benefit of the living people.

Off ledger assets will be brought forward; so-called "legacy" and "historic" trusts that have been seized upon and misrepresented and often misused, will be returned to the actual owners whenever possible, and in those cases where no true Inheritor remains, will accrue to the nation(s) of the intended beneficiaries. All effort to honor and respect the intentions of the trust donors will be made.

At the present time, Donald Trump's Administration has received a very large quantity of physical gold belonging to the people of this country. This gold represents the asset-backing that gave rise to the system of peonage and enslavement promoted by taxation of our labor and other intellectual and energetic assets.

It is not appropriate for the British Territorial Service Providers, who have no land jurisdiction empowerments related to this country, to latch onto these gold reserves which are land jurisdiction assets that belong to the States and people of this country. The gold and land titles and intellectual property assets that have been purloined must be returned to the actual owners for the benefit of the living people, the restoration of the land and infrastructure, and future generations.

We remind the Trump Administration and the Principals, Pope Leo XIV and Charles III and the present Lord Mayor of the Inner City of London, that Alaska, like all the other Territories formed during and after the so-called American Civil War, is no longer a Territorial Administrative State and has not been a Territorial Administrative State since October 1st 2020.

These former Territories have been properly enrolled as States of the Union under the provisions of the Northwest Ordinance and are now in possession of their inheritance and responsibility.

All Federal Military and Federal Civil Service Members are asked to report for duty as usual, with the exception of District Courts and DISTRICT COURTS of any kind operating outside the physical boundaries of the District of Columbia.

These Courts/COURTS are instructed to close their doors and begin reviewing and exonerating cases involving named entities that superficially appear to be the names of individual people. The long-standing presumption of Dual Federal Citizenship obligation has been reversed.

Any cases prosecuted under these False Presumptions within the last ten (10) years must be exonerated and any property seized must be returned unharmed to the former owners or their next of kin heirs to the extent possible, any fines and or jail time imposed must be compensated, and any other damages attendant to each case must be paid in full and as soon as possible to prevent injustice, unjust enrichment, illegal takings prohibited by the Constitutions and inland piracy.

The Municipal Government franchises are presently being audited and many are being subsumed while others are being redirected to perform other tasks; for example, the Municipal FBI is directed to limit its activities to the Continental United States and United States Territories and Possessions; the Municipal CIA is being directed to limit its activities to foreign locations outside the Continental United States and United States Territories and Possessions.

This traditional allocation of work functions serves to focus the FBI on crimes of an international nature taking place within The United States and puts the Municipal Bureau resources and personnel in support of the new Continental Marshals Service and Treasury Agents assigned to detect and prevent interstate crimes including interstate bank fraud, counterfeiting, interstate human and drug trafficking, interstate smuggling of controlled substances, interstate obstruction of trade, interlocking trust directorates, and other unfair monopolistic business practices.

Any organizations caught preying upon American home and land owners, title theft rings, "tax units" that do not provide validated claims and do not provide written return addresses for Due Process, and similar organizations operating at the State and Federal levels, are to be investigated and arrested and prosecuted to the fullest extent of the law.

Complaints against actual foreign corporations operating within the States of the Union must be brought before our American Common Law Courts and prosecuted under the Law of the Land. Maritime and Admiralty claims impacting American shipping must be addressed under American Admiralty Law.

At all times and in all jurisdictions all courts operating in this country must exercise due diligence in correctly and without bias first determining the identity and nature of the parties to each case. Living people born in this country or properly naturalized to a State of the Union may not be addressed as foreign persons or be presumed to be Enemies of any kind.

In order to minimize the disruption to the lives of the victims of administrative District and DISTRICT COURTS, these cases will be reviewed in reverse order with the last cases reviewed first and the older cases reviewed last. Cases older than ten (10) years will be brought forward on a claim-by-claim basis once the first ten years-worth of cases are exonerated.

This action is necessary because the District and DISTRICT courts operated by "Judicial Court" organizations have been caught engaging in armed trespass and racketeering, illegal confiscation of private property, aggravated identity theft, illegal takings prohibited by the Federal Constitutions, false claims of debt, alteration of public records, and other crimes resulting from gross misadministration of justice.

All Law Enforcement and Peacekeeping Personnel are specifically instructed to ignore judicial orders, writs, and similar instruments requesting assistance enforcing evictions and foreclosures against Americans who are not naturally British Subjects; and they are directly advised that they are not bonded in the public and are acting on their own personal and commercial liability.

Any District Court or DISTRICT COURT caught willfully misaddressing Americans will not only be shut down, but they, together with their Officers and the offending District Attorneys, will be arrested and prosecuted; moreover, any Judge failing to do the accounting associated with any case, so as to make it appear that the Creditor is the Debtor, will be fired, not eligible for rehire, fined, possibly jailed and publicly disgraced.

Any Bar Association or Judicial Council or Commission acting in support of these or any similar crimes involving personage and barratry on our shores stands in equal jeopardy and without excuse.

The full resources of the law enforcement and peacekeeping forces are to be deployed to prevent crimes against Americans, especially major property crimes impacting homes, ranches, businesses and public property interests. Offending non-domestic (with respect to the States of the Union) corporations are to be nationalized, subjected to liquidation, or forfeiture under new management.

It has been discovered that owing to the operation of the Federal Reserve System and its iterations over the past 112 years, and the misadministration of the Bretton Woods Agreements from 1946 onward, there is absolutely no possibility whatsoever that any American has ever owed a debt of any kind. This includes tax debts of all kinds.

All Americans are tax prepaid and exempt from levy. They are not debtors and cannot be accused of being debtors with respect to any public or quasi-public commercial. municipal, or administrative debt.

No foreign citizenship status may be presumed against any American on the basis of undisclosed registration of American babies as British Subjects under the Sheppard-Towner Act or any similar legislation at the State of State level, nor can Municipal citizenship of the United States be conferred on anyone born in this country without proof of full disclosure, and conscious, voluntary, fully informed consent.

As a result all tax claims and cases addressed to individual Americans, including American Federal Employees in the military and civil service, must be dropped and disallowed. Taxes which have been collected under force and false legal presumption, must be returned to the victims, plus interest.

This means all taxes dependent upon administration under the Sixteenth Amendment -- federal income taxes, mortgages, state-of-state and incorporated county property taxes, sales taxes, utility taxes, gas taxes, franchise taxes, etc., are all disallowed, unnecessary, and unprofitable.

Likewise, no taxes are allowed on Social Security income, SSI, or other public assistance or pension payments, military pensions, military disability payments and similar disbursements. All such deductions, withholdings, tax assessments and collections must be stopped without exception.

Payroll kickback taxes, conscriptions and press ganging have been illegal for over a hundred years and will be prosecuted to the fullest extent of the Public Law.

The Internal Revenue Service and IRS are instructed to dismiss all cases involving named individuals appearing to be living people without exception and to limit their prosecutions to actual foreign corporations that have ratings and DUNS numbers and listed officers and Boards of Directors.

Unincorporated small businesses and living people and churches contributing to the Public Good have always been tax free and from now on that tax free status will be honored.

Effective immediately no baby born on the land and soil of a State of the Union will be registered. Birth events can and should be recorded in public using the local newspapers and the name, date, parentage and place of birth should be permanently recorded with the State Assembly Land Recording Office or similar Recording Service.

British Subjects working in America and having children here and wishing to register their infants as British Subjects are instructed to contact the nearest British Embassy for instructions.

All hospital managers and personnel are strictly instructed to cease and desist all registration of infants and are ordered to remove anyone engaged in these activities from the premises on pain of death; unlawful conversion of a baby's natural political status and nationality is a capital crime under both the Geneva and Hague Conventions. Anyone caught registering American babies as British Subjects will be prosecuted to the fullest extent of the international law and any organization caught seizing-upon and copyrighting the Given Names of American babies will be deemed accomplices.

Read on 👇

http://www.paulstramer.net/2025/11/international-proclamation-of.html

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🚨 Major alpha dropped during yesterday’s @_redteam_ AMA 🚨

#Redteam just revealed they are currently working on 3 contracts with heavyweights in the top 10% of Fortune 500 banking companies. 🏦💼

Why this is massive news for the #Bittensor ecosystem:

💎 Top-Tier Institutional Interest: We aren't talking about mid-market tech startups; these are elite financial powerhouses looking at Bittensor's subnets.

🛡️ Real-World Utility: Redteam’s enterprise-grade security capabilities are proving out decentralized AI’s value in high-stakes, highly regulated financial environments.

📈 Enterprise Acceleration: Moves like this bridge the gap between speculative tech and full-scale institutional adoption.

The enterprise momentum is building fast. Redteam is executing on a whole different level. 👁️⚡🔥

#SN61

Listen 👇

00:03:39
David Schwartz said banks have started using $XRP!

🚨 BIG RIPPLE NEWS: Banks are officially using $XRP! 🏦⚡

Ripple CTO David Schwartz dropped a massive update on the future of cross-border finance.

🔹 Full XRPL Integration: Banks adopting Ripple’s technology aren't just testing the waters—they are set to handle all payment flows directly through $XRP and the XRP Ledger.

🔹 Unlocking Trillions: By swapping out slow, legacy pre-funded accounts (Nostro/Vostro) for instant XRPL settlement, this shift could liberate trillions of dollars in trapped global capital.

🔹 Real-World Utility: We are moving past pure speculation into full-scale enterprise adoption on public ledger rails.

The institutional financial architecture is shifting in real time. 🚀🌐

00:00:36
September 10, 2026
🤖 Generative AI is evolving into agentic AI—and blockchain could rebuild the financial system 🤖

🤖 Generative AI is evolving into agentic AI—and blockchain could rebuild the financial system 🤖

Sandy Kaul discusses how the transition from generative AI to autonomous agents could create a new financial architecture, replacing legacy systems built around infrastructure from the 1970s.

🔑 Key points

🔹 Generative AI creates content: Today’s models primarily respond to prompts by generating text, images, code, and analysis.

🔹 Agentic AI takes action: AI agents can plan, make decisions, use tools, execute workflows, and operate with greater autonomy.

🔹 Finance needs an infrastructure rebuild: Legacy banking, settlement, identity, custody, and payment systems were not designed for autonomous digital agents.

🔹 Blockchain could provide the coordination layer: Smart contracts, digital identity, tokenized assets, and programmable payments could allow agents to transact within defined rules.

🔹 Agents may become economic actors: AI systems could eventually manage payments, negotiate ...

00:02:44
🚨 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
Nasdaq Invests $100M in Kraken Parent Payward $21B Valuation 💰

It shows that maior market operators are starting to treat crypto firms as distribution and infrastructure partners for the next version of securities markets. Nasdag gets a route into on-chain markets. Payward gets a stronger bridge to regulated equities, issuers and institutional liquidity

The important detail is the reported plan for tokenized Nasdag shares to carry the same voting rights as the underlying stock Tokenization has often offered price exposure without ful shareholder participation. That limits its value for investors and makes it harder for issuers to take the model seriously.

In my conversation with Mark Greenberg, Payward's CCO, he argued that tokenized stocks can matter most in markets where opening a brokerage account remains difficult. The ability to buy $5 or $10 of an equity through an app or wallet changes access for users across Asia, Latin America, Africa and Central Asia. Payward is already offering tokenized equities in roughly 80 to 90 countries.

Nasdag's ...

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Commercial banks are rapidly upgrading global money rails, moving trillions of dollars from legacy ledger systems to Tokenized Deposits. 🏦⚡

Top Bank Programs

  • JPMorgan (Kinexys / JPM Coin): The current heavyweight leader, processing ~$7B daily with over $4T in cumulative volume while bridging private chains to public networks like Base. 💰

  • Citi (Citi Token Services): Focused on 24/7 near-instant USD clearing and global treasury movement across key markets like the US, UK, and APAC. 🌐

  • DBS Token Services: Driving Asia's 24/7 programmable value transfers and treasury liquidity management on permissioned rails. 🌏

  • HSBC (Tokenised Deposit Service): Delivering the broadest multi-currency coverage (USD, EUR, GBP, SGD, HKD, CNY) for cross-border corporate treasury. 💱

Major Industry Consortia

  • The Clearing House (US): Building a shared tokenized deposit network across major US banks, targeting an H1 2027 launch to protect $6.6T in bank deposits. 🇺🇸

  • UK Finance (GBTD): ...

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💸 Verathos undercuts OpenRouter’s GLM-5.2 rates by 27% 💸

Verathos is reportedly offering GLM-5.2 inference at approximately 27% below OpenRouter’s listed rates, adding another price-based advantage to its verified AI-inference network.

🔑 Key points

🔹 27% lower pricing: Verathos’ quoted GLM-5.2 rates reportedly undercut OpenRouter’s comparable pricing.

🔹 Lower inference costs: Developers may be able to reduce spending on model calls, especially for high-volume applications and AI agents.

🔹 Verified inference is included: Verathos aims to provide evidence that the requested model and workload were executed as claimed.

🔹 Decentralized providers supply capacity: The network can route inference across participating compute operators.

🔹 Price is only one comparison: Developers must also evaluate latency, uptime, output quality, rate limits, privacy, and support.

🔹 Model pricing can change: Provider costs, demand, GPU availability, token economics, and marketplace competition can ...

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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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Navigating the world of blockchain 🧭
Navigating the world of blockchain can feel like learning a completely foreign language. Between technical jargon and fast-moving Web3 terminology, getting started can be overwhelming.

Whether you are exploring digital assets, building on-chain, or simply trying to understand decentralized technology, here is your foundational glossary of essential blockchain terms every beginner should know.

🏛️ 1. Core Architecture: The Base Layer

  • Blockchain: A distributed, immutable digital ledger that records transactions across a peer-to-peer network of computers. Once data is written to a block and added to the chain, it cannot be altered without altering all subsequent blocks.
  • Block: A collection of verified transactions grouped together. Once filled, the block is cryptographically linked to the previous one, forming a chronological "chain."
  • Node: An individual computer connected to a blockchain network that helps validate transactions, store ledger data, and maintain network consensus.
  • Consensus Mechanism: The set of rules and algorithms that network nodes use to agree on the validity of transactions.

    • Proof of Work (PoW): Requires miners to solve complex mathematical puzzles using computational power (e.g., Bitcoin).
    • Proof of Stake (PoS): Requires validators to lock up ("stake") native tokens as collateral to participate in block validation (e.g., Ethereum).

🔑 2. Ownership & Security: Wallets and Keys

  • Public Key (Address): An alphanumeric string that acts like your bank account number or email address. It is safe to share publicly so others can send you digital assets.
  • Private Key: A secret cryptographic passphrase or key that grants full access and control over your wallet assets. Never share your private key or seed phrase with anyone.
  • Seed Phrase (Recovery Phrase): A sequence of 12 to 24 random words generated when you set up a wallet. It acts as the master backup key to restore your wallet and access your funds on any device.
  • Hot Wallet vs. Cold Wallet:

    • Hot Wallet: A software-based crypto wallet connected to the internet (e.g., browser extensions, mobile apps), making it convenient for frequent transactions but higher risk.
    • Cold Wallet: An offline hardware device (e.g., Ledger, Coldcard) designed to isolate private keys from internet-connected threats.

⚙️ 3. Execution & Functionality: Smart Contracts and Apps

  • Smart Contract: Self-executing code stored on a blockchain that automatically enforces agreement terms once predetermined conditions are met—eliminating the need for intermediaries.
  • dApp (Decentralized Application): Applications built on top of a blockchain network that run via smart contracts rather than centralized cloud servers.
  • Gas Fees: Network transaction fees paid to validators or miners to cover the computational energy required to process actions on a blockchain.
  • Layer 1 vs. Layer 2:

    • Layer 1 (L1): The underlying primary blockchain network (e.g., Bitcoin, Ethereum, Solana) that handles base security and finality.
    • Layer 2 (L2): Secondary frameworks or companion networks built on top of an L1 to increase transaction speeds and lower gas fees (e.g., Arbitrum, Optimism, Base).

💰 4. Financial & Market Concepts

  • Tokenomics: The economic design, supply dynamics, utility, and distribution model of a cryptocurrency or token project.
  • DeFi (Decentralized Finance): Financial services—such as lending, borrowing, trading, and earning interest—built on smart contracts without traditional banks or financial intermediaries.
  • Liquidity: The ease with which an asset can be bought or sold in a market without significantly impacting its price.
  • DYOR (Do Your Own Research): A foundational golden rule in the Web3 space reminding users to independently verify technical code, whitepapers, and team backgrounds before making any capital commitments.

💡 Quick Cheat Sheet

"Not your keys, not your coins."

If you do not hold the private keys or seed phrase to your digital wallet, you do not truly own the assets inside it—a centralized entity or exchange does. Always prioritize security first as you explore the space.

🙏To support my work, Helping to keep the signal high and the noise low:

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👉 PayPal: Scan the QR code below 📲 or Click Here

👇 Crypto Donations 👇

XRP: r9pid4yrQgs6XSFWhMZ8NkxW3gkydWNyQX
XLM: GDMJF2OCHN3NNNX4T4F6POPBTXK23GTNSNQWUMIVKESTHMQM7XDYAIZT
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