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ECB Raising Rates Is Europe's Last Chance To Avoid Ground Zero

No matter what happens, as long as Davos feels they have control over US foreign policy they will continue to act as if everything is coming up roses for them as they trash the global economy.

This is why I find the myriad attacks against a mostly clueless Joe Biden so interesting right now. Is there a Davos pivot in the offing or is this another signal that sovereigntist forces within the US power structure are gaining the upper hand?

With that question in mind let’s put some context on recent European events and what they say about the global story unfolding in front of us.

The ECB finally raised rates for the first time since 2011, bringing the deposit facility rate to 0.0%, because I guess it would be beneath ‘European values’ for banks to have to pay to borrow money stolen from savers.

Some would be shocked (SHOCKED, I SAY!) that the ECB went up by 50 basis points (0.5%) today, but given the dramatic events in Italy just yesterday, how could they have really done otherwise without looking like the out of touch midwits they, in fact, are.

They just lost their top man in Italy and it looks like the populist right is set to take power in a core EU country in a couple of months without any of the Davos poison pill legislation getting passed.

Sound familiar? The same thing happened in the US last year and we’re now staring down the barrel of an historic wipeout of the Democrats in November’s mid-terms.

This is a real, serious loss for Davos, as I outlined in last week’s article on Draghi’s first resignation attempt.

But at the same time that the ECB raised interest rates, it also announced a new ‘without limit’ QE program called the Transmission Protection Instrument, because, as Zerohedge rightly points out, calling it “Italy specific QE sounds a little gauche.” I’d add it’s also against core European values like telling the truth.

ECB President Christine Lagarde was in full control in trying to outline this new experiment in monetary policy, clearly now more “art than science,” to quote Lagarde from the Before Time, you know, last week.

“We have everything under control,” has been the theme of all the headlines coming out of Europe this week. No matter the subject, even little things like the collapse of Mario Draghi’s Davos-backed government in Italy, can derail the European project.

It’s all good, we just have to stay the course, be ‘data-driven,’ and not yield on Europe’s core values, which, at this point amount to, trusting the arsonists to run the fire department.

To give you an idea of how deeply embedded this controlling idea is, earlier this week it was the statement from EU “Foreign Minister” Josep Borrell. Europe, he said, must keep the pressure on Russia. It cannot “afford sanctions fatigue.” It needs to keep pressuring Russia’s economy for the long haul. We must keep up the saturation bombing of Russia’s financial system no matter how many of those bombs land in Rome, Athens or Berlin rather than Moscow.

The unstated goal of these sanctions is to keep advanced technology out of Russia’s hands to domestically produce the weapons it will need to fight off NATO, not next month, but next year or in 2024.

This is a long term plan. In an episode of RT’s Crosstalk I taped earlier in the week, host Peter Lavelle brought up the Biden Administration quotes about this being a 20-year war against Russia and/or China.

Pompeo’s “Three Lighthouses” speech was the same conclusion; a generation of Americans are going to have to fight a holy war against the East for control over global energy. Too bad no one wants to sign up to join, Mike.

They only have the existing plan and they were put in place to execute it, even if others counter it effectively. Biden is also on the same script, but he’ll be gone soon because he’s no longer a credible messenger. Then we’ll bring in Kamala “We Gathered here, because here is where we are gathered” Harris to be the Moron-in-Chief at the White House.

Because, they remind us constantly, those uncouth Yanks can’t be allowed to run anything.

With that in mind, look at what else the EU put out this week:

When’s the last time you saw any set of economic indicators come in perfectly in line with expectations like this? Seriously? This would be the first forecast by a European agency that they ever got right?

Moreover, if this is true, why did this CPI print push the ECB to raise rates by 50 bps versus 25 bps? I mean, they expected this CPI print, right? So shouldn’t they have been communicating 50 bps the entire time?

There is logic and then there is the E.C.B.

It’s just a desperate narrative to keep up appearances they have everything under control, that they are on top of the economic situation and there is no reason for anyone to panic.

Because panic, or ‘unwanted and unwarranted’ (Lagarde’s words) changes in credit spreads will prompt the use of the TPI to keep the Central Bank That Davos Built from going bankrupt.

For the EU however, the clock is ticking down fast. It’s the Fed’s turn next week and with this 50 bps raise, you almost have to expect 100 bps from Powell.

Remember that Eurocrats like Borrell and Lagarde have no Plan B (but maybe a Plan R, sadly).

Reversals of Fortunes
I invoked Dr. Strangelove here for a reason. Watch the movie again structurally, note the myriad of ‘reversals’ in it. It’s a marvel of screenwriting. It shows you how clever humans are when they are single-minded in overcome obstacles to completing a task, operating as if the false is true.

There is no better metaphor for the current state of capital markets and political warfare than that.

I talk about reversals all the time in technical analysis of markets, but it’s an idea that is embedded deeply in storytelling. The first key to writing a great screenplay is knowing every scene has to have a ‘reversal of value.’

A reversal of value can be as simple as a cold person finding a hat, to a poor person finding a suitcase full of money.

The scene, no matter how small, has a controlling idea. That controlling idea has to change a value in some way or the scene has no purpose.

Good editors leave them out. Studios put them back in to sell ‘Director’s Cuts’ on Blu-Ray.

The EU is all about Director’s Cuts of unwatchable French ‘Cinema.’

Reversals are important, they create and release tension. Good writing constantly builds up small reversals to set the stage for larger ones (Scene Arcs) which impact bigger ones (Acts) and so on.

The Eurocrats and Davos don’t believe in reversals. They believe in inevitability and if they can just ‘stay on script’ no matter the complication which has negated their plan, they can still get to the finish line and win.

This is what happened at the ECB’s pivotal meeting this week. They are staying the course. 2% inflation is the goal. Lagarde dropped all forecasts and talk of inflation being ‘transitory.’ Even though circumstances have reversed against them and they finally admitted it publicly, they won’t give up the overall narrative that everything is fine.

Europe’s values can only be expressed through the EU and therefore anything to save the EU saves European values. Maybe Kamala can crib from that one.

Thank the gods we uncouth Yanks left those European values behind, only to have them constantly try and impose them on us at every turn.

To many investors the Fed had their pivotal meeting last month when they raised 75 bps, but that reversal of Fed policy was only in their minds. In fact, as I’ve been saying for more than a year now, the Fed’s pivotal meeting wasn’t this past June but the one from June 2021, when ‘stealth tightening’ through reverse repo payouts began.

That set in motion as series of complications for the ECB and Davos which have been piling up like those thrown in front of the people trying to stop Armageddon in Dr. Strangelove. The ECB finally realizes that there is nothing to do now but to accept the smoking ruin and face reality.

Stay on Target. Stay on TARGET
What we are seeing in the markets this week after the euro briefly broke parity with the US dollar is the predictable bounce which comes after a major scene arc was completed. The euro hit $1.03 and no further.

But it’s just that, a bounce, a brief comic interlude to release the tension.

Lagarde’s performance was her admission of a ‘credit-spread gap’ that is now unbridgeable. Italy’s debt is headed towards oblivion and the ECB just said they will spend every euro of German savings to avoid that for as long as possible.

So, we have this idea that the ECB is on top of everything. But, what about the war in Ukraine? What about the EU’s future?

The next headline is just as much of a stunner, in the face of a fracturing EU and Mario Draghi’s tenuous hold on power in Italy: EU Starts membership talks with Albania, North Macedonia

Translation: Don’t worry, the EU is healthy and everyone wants to be a member. We will only grow stronger, not weaker. We will absorb all of Europe, claim NATO from the Americans, force them to fight China while we starve Russia.

This is fine.

This is all part of the script. But, it’s clearly not.

This is what they want us in the West to see, what we’re only allowed to find in internet searches. Meanwhile, the Russians tell you what Europe is really doing, namely lifting sanctions and desperately trying to get the energy and food it needs to stay one step ahead of the hangmen outside of parliaments all across the ‘civilized world.’

The truth is, for the first time in a very long time, Davos is not calling the shots for the entire West. Italy’s government is gone because the populists were told they have US backing to end Draghi’s reign of terror.

Certified Ph.D. in Geography Liz Truss has even odds of becoming the next UK Prime Minister to keep US control over City of London strong and the UK in the game.

Canada raised rates by 1% the other day, prompting comments about it having to follow, if not one-up, the Fed. Clearly, the Canadian banks have had enough of Justin TrueDOH! and his Ukrainian Fifth Columnist, Davos chick Chrystia Freeland.

And next week, the Fed will raise the stakes again on Lagarde regardless of what she said today. TPI is unusable garbage which traders will front-run her into oblivion over. If she wants to know what that feels like maybe she should talk with Kuroda over at the Bank of Japan rather than her data-driven experts in Brussels.

My last point is the one so many people do NOT want to hear, but better consider very carefully. Anti-American commentators do not understand what is happening.

They cannot wrap their brains around the idea that there are forces within the US hierarchy who see the Imperial Trap for what it is and that if it continues it will be the end of the US. That the Fed is facing an existential threat to its survival and that they have far more wiggle room than they think.

Maybe, just maybe, the giants are fighting and we ants have a hard time distinguishing between not only who’s winning but whose footsteps we should avoid.

At some point the whole illusion will come crashing down. Europe is the old whore who still thinks she’s a hot twentysomething. The Fed is the guy at the bar who’d rather drink alone.

One only has to really look at the image Lagarde and EU Commission President Ursula Von der Leyen project to the world to see exactly what I’m talking about. Thank the gods Merkel left the scene.

These ladies will stay on script while riding the bomb to ground zero thinking they have dance partners the entire time.

https://www.zerohedge.com/geopolitical/ecb-raising-rates-europes-last-chance-avoid-ground-zero

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September 15, 2026
🚨 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
September 15, 2026
🙉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
September 14, 2026
​🚨 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
🚨 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

🤖 How Bittensor SN61 RedTeam is building an autonomous cybersecurity immune system 🛡️

Cybersecurity has always been a constant cat-and-mouse game—until now. By incentivizing miners to discover novel ways to break bot detection, device fingerprinting, and geolocation systems, RedTeam transforms attacker ingenuity into fuel for an adaptive defense network.

Every exploit submitted becomes an input into an autonomous "immune system" that:

  • 🛠️ Reverse-engineers miner techniques
  • 🔍 Identifies the underlying exploit
  • 🧬 Generates new attack variants
  • 🛡️ Develop realtime detection mechanism

In this deep dive, Oscar and Javokhir unpack how RedTeam evolved from manually breaking competing security products into a commercial cybersecurity platform now protecting over 125 million daily active users across its customer base. 🚀

🔥 Key topics covered in this episode:

  • 📱 Device Fingerprinting & Proxy Detection: Catching sophisticated VPNs and residential proxy networks.

  • 🤖 ...

🏦 Three Fortune 500 banks reportedly enter RedTeam’s cybersecurity pipeline 🏦

RedTeam (SN61) says three Fortune 500 banks are now in its commercial pipeline, signaling growing interest in its AI-driven approach to adversarial security testing.

🔑 Key points

🔹 Three major banks are evaluating RedTeam: The institutions are reportedly considering SN61 for fraud detection, bot defense, device intelligence, and security testing.

🔹 Pipeline is not revenue: Being in a sales pipeline does not mean the banks have signed contracts or deployed the product.

🔹 RedTeam attacks detection systems: Its network of security researchers and miners searches for ways to bypass fraud and identity protections.

🔹 AI agents expand testing: Automated systems can generate and test attack variations faster than traditional manual security teams.

🔹 Financial institutions are high-value targets: Banks face constant threats involving bots, account takeover, synthetic identities, credential theft, and payment fraud.

...

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🤖 Nepher Robotics (SN49) unifies robot validation for enterprise deployments 🤖

Nepher Robotics is building a unified validation platform designed to help enterprises test, compare, and deploy robotic systems across different hardware and operating environments.

🔑 Key points

🔹 One validation layer: Enterprises can evaluate robots through a common platform instead of maintaining separate testing systems for each hardware vendor.

🔹 Hardware abstraction is central: SN49 aims to separate robot intelligence and evaluation from the specific machine running the workload.

🔹 Real-world performance matters: Robots can be tested across navigation, manipulation, perception, safety, and task-completion scenarios.

🔹 Simulation and physical testing can connect: Models may be evaluated in virtual environments before being validated on real robotic hardware.

🔹 Standardized benchmarks improve comparison: A common framework helps enterprises compare different models, robots, and deployment strategies.

🔹 ...

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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