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Tokenized Real-World Assets (RWAs): Scaling DeFi to a Global Level
February 18, 2023
February 24, 2023
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What is the fundamental goal of crypto? Is it to facilitate short-term token speculation via capital rotation games and inflationary rewards? Or is it to improve how society functions by creating a more transparent, accessible, and efficient global economy

Most crypto-native readers would probably agree that it’s some variation of the latter. However, when looking at the current state of crypto, it’s easy to see why it has a poor reputation amongst the general public. Unbounded speculation reigns supreme in crypto, whereas tangible real-world use cases that benefit the average consumer have so far been few and far between

What needs to change in order for crypto to move beyond its speculation-centric phase and begin delivering real utility to a broader audience?

It is my belief that the tokenization of real-world assets (RWAs)—blockchain-based digital tokens that represent physical and traditional financial assets—is the fuel that’s needed to propel the crypto industry into the mainstream. With $867T in traditional markets ready to be disrupted by blockchain-based technologies, the opportunity to systematically improve global economies is real. 

This blog is my thesis on RWAs. 

The Current State of Decentralized Finance

The core value proposition of public blockchains is to solve coordination problems by serving as a decentralized, credibly neutral settlement layer that any application can be permissionlessly deployed upon. Blockchain applications operate exactly as programmed without human intermediation, are auditable by anyone in real-time, and can be seamlessly composed into other blockchain applications. 

The initial application of blockchains was the creation and movement of tokens, which represent a unit of value (e.g. BTC). However, it was the creation of DeFi (decentralized finance) that showcased the true potential of public blockchains. In particular, DeFi applications benefit from the following properties:

  • Atomic settlement: The combination of cryptography and decentralized consensus leads to strong finality guarantees of economic transactions—mitigating double-spend attacks and fraud in a tamper-resistant manner, thereby increasing capital efficiency and reducing systemic risks. 
  • Transparency: Public block explorers and data dashboards provide granular and clear insight into the risk exposure and collateralization of DeFi as a whole. Furthermore, the source code of DeFi apps is open-source and can be reviewed by anyone.
  • User control: Non-custodial asset management is achieved through private keys, allowing DeFi apps to interface with assets in a trust-minimized manner. Decentralized autonomous organizations (DAOs) also allow for collective ownership of assets and applications.
  • Reduced costs: DeFi apps operate more efficiently and autonomously since the need for intermediaries is minimized. This facilitates low switching costs for moving capital across apps, creating an efficient market for app-level fees. Scaling technologies also make microtransactions feasible by reducing network-level fees.
  • Composability: Having a common settlement layer for running autonomous code allows for permissionless composability between new and existing DeFi apps. Developers don’t have to worry about being deplatformed, further incentivizing collaboration. 
Decentralized finance stack

Many of the financial primitives that exist within the traditional financial economy have already been recreated in an on-chain format, benefiting from the above properties. Such examples include:

Despite the public’s perception of crypto, the DeFi ecosystem has proven its resiliency, even when faced with periods of extreme market volatility, rapid deleveraging events, and the collapse of centralized crypto institutions such as FTX. The DeFi ecosystem, as of writing, has over $47B in total value locked ($180B at its peak), daily trading volumes in the billions of dollars, and daily revenue generation in the millions of dollars. 

DeFi total value locked

It’s clear that on-chain financial systems offer tangible benefits over the status quo. However, there is one major limiting factor that prevents DeFi from reaching a global scale: Much of DeFi is currently a circular economy that has little-to-no connection to the existing global economy of traditional businesses and services. DeFi’s historical rapid growth is largely connected to the rise of capital rotation games and unsustainable yields fueled by inflationary token rewards. This is the equivalent of using a supercomputer to play minesweeper: pure untapped potential.

There is an exception, however: stablecoins.

The Growth, Dominance, and Sustainability of Stablecoins

Stablecoins are a type of crypto asset that aims to keep its price pegged to the market value of an external asset, such as a fiat currency or commodity. In the majority of cases, this is the price of the US dollar. There are many mechanisms to achieve price stability, but the most widely used implementation is for a centralized institution to issue a token collateralized by US dollars held in custody off-chain. The result is the tokenization of USD. 

Over the past few years, the supply of stablecoins has exploded, with over $132B of stablecoins currently circulating on public blockchains, an increase of 2,222% from three years ago.

Total stablecoin supply

Stablecoins provide a superior version of the dollar, one that is natively digital, programmable, composable, and atomically settled. More importantly, USD-collateralized stablecoins do not require a constant inflow of capital or speculation to sustain themselves. With direct redeemability and full collateralization, the supply of stablecoins can scale up and down as the market requires without issue. 

Stablecoins formally entered the market in 2014 with the introduction of Tether (USD₮). Tether was initially deployed on the Bitcoin blockchain and was created to address the inability of centralized crypto exchanges (CEXs) to obtain formal banking partners. In supporting Tether, CEXs were able to increase market liquidity by providing increased access to fiat on/off-ramps while also meeting market demand for USD-denominated trading pairs. Tether also enabled investors to reduce their exposure to crypto’s volatility without needing to return to the traditional financial system. 

The launch of the Ethereum blockchain and the rise of DeFi saw the usage of stablecoins expand, with stablecoins getting composed into on-chain applications, primarily as a method to generate yield. While this yield was often generated from crypto leverage traders and inflationary rewards, stablecoins connected the DeFi ecosystem back to the traditional financial economy—expanding the value proposition of DeFi by orders of magnitude. 

Stablecoin DeFi lending

The most common type of stablecoins (USD-collateralized) are not without their trade-offs, however, specifically because they introduce trust requirements in the centralized issuer (e.g., custody, issuance, redemptions) and permission controls for regulatory compliance (e.g., KYC/AML checks during issuance/redemption and on-chain blacklists). Moreover, “USD-collateralized” stablecoins are often not backed by dollars alone, but also in part by other assets including cash equivalents (e.g. US treasuries, commercial paper), secured loans, corporate bonds, and more. However, the most trusted stablecoins are backed entirely by cash and short-term US treasuries.

Circle USDC Reserve breakdown

USD-collateralized stablecoins continue to improve in terms of transparency and reporting. Moody’s, a leading credit rating agency, is developing a scoring system for stablecoins based on the quality of their reserves attestations. Tether has derisked its reserves by eliminating commercial paper and phasing out secured loans. Circle’s USDC provides monthly reserve reports with attestations from leading global accounting firm Grant Thornton.

Attempts have also been made to create decentralized stablecoins. However, the collapse of undercollateralized algorithmic stablecoin TerraUSD showcased the difficulty and risk of straying from the tried-and-true USD-collateralized stablecoin model. Other decentralized (overcollateralized) stablecoins, such as MakerDAO’s DAI, have begun to incorporate other USD-collateralized stablecoins and real-world assets (RWAs) as collateral in order to maintain a $1 peg at scale. 

Ultimately, the introduction and adoption of stablecoins within DeFi has proven that there is real appetite for tokenized RWAs. I’d even venture to say it points to the start of a greater mega-trend in DeFi around RWAs.

As a side note, the term “DeFi” in the context of RWAs is largely a misnomer, given that decentralization is a spectrum and can exist at different levels at different layers of the stack. Terms like “Institutional DeFi” are sometimes used, but a more holistic framing might simply be “On-Chain Finance.” I use DeFi because it is common parlance. The term “real-world assets” is also debatable (aren’t all assets real?), but it is also common parlance when referring to the tokenization of financial assets. 

RWAs: The Assets People Want in a Superior Format

Most people are not financial experts and do not care about the intricacies of how the financial industry operates, and yet society depends on financial assets. Fiat currencies are used for commerce and savings; they are what people earn and spend. Commodities are used for consumption and the manufacturing of goods; they are what people need to live and survive. Securities are used to raise capital and create businesses that provide goods and services; they are what allows society to grow and thrive.

But the financial economy is not static. Starting in the Babylonian empire in 3000 BC with clay tablets to track debts before evolving into paper formats, finance has entered an almost purely digital era. Despite these transformations, the recording of financial events still takes place across siloed ledgers that must be reconciled. This results in significant inefficiencies, such as increased costs and lengthened settlement times. The lack of interoperability and the resulting fractionalized liquidity present an opportunity for the next era of finance to be around asset tokenization

History of Asset and Money Representation

The tokenization of real-world assets and their use in DeFi provides a number of advantages over the status-quo, many of which derive from the properties that make public blockchains and DeFi valuable.

  • Increased efficiency: A blockchain’s ledger serves as the golden source of truth, reducing friction during post-trade reconciliation. Atomic settlement also removes the need for delayed T+2 settlement, as assets can be simultaneously delivered with payment.
  • Reduced costs: Self-executing autonomous protocols reduce the need for intermediaries at every step. Early results show an up to 90% reduction in the cost of bond issuance when using blockchain-based record keeping and an up to 40% reduction in fundraising costs. 
  • Increased transparency: Public blockchains are auditable in real-time, opening up the ability to verify the quality of asset collateral and systemic risk exposure. Disputes around record keeping can also be mitigated through public dashboards showcasing on-chain activity.
  • Built-in compliance: Complex compliance rulesets can be programmed directly into tokens and applications offering services involving tokens. Privacy-preserving KYC tools can be implemented to shield user privacy while remaining compliant with the relevant regulations.
  • Liquid Markets: Tokenizing assets within private markets (e.g., pre-IPO shares, real estate, carbon credits) increases the accessibility of historically illiquid markets—a market with trillions of dollars worth of largely inaccessible assets. 
  • Innovation: With assets and application logic existing within a common settlement layer, rather than in disconnected environments, entirely new financial products can be created. From fractionalized real estate funds to liquid revenue-sharing agreements, tokenization increases the ability to build products that were previously infeasible.

How RWAs Are Tokenized and the Challenges Involved

To leverage the aforementioned benefits, RWAs can be generated in one of two token formats. The first format is non-native tokens, where on-chain tokens are issued to represent RWAs that exist and are managed off-chain by a custodian. This is the most common type due to the infancy of RWAs and the ability to leverage existing financial infrastructure around asset custody. All existing USD-collateralized stablecoins have adopted this token format. 

The second format is native tokens, where an on-chain token is issued and serves as the RWA itself, meaning it does not represent any type of off-chain asset. For example, bonds that are directly issued on-chain as tokens are native RWAs, while a bond that is issued and held off-chain could be tokenized as a non-native RWA.

It’s important to note that RWAs can be issued on either private or public blockchains. Private chains—where only certain verified participants can operate the chain and view its contents—offer increased control over the ledger’s entries but come with trust requirements, limited composability, and walled-garden access, negating many of the benefits that public blockchains bring to RWAs. There is a place for each type of blockchain, but this blog is focused on public chains. 

While RWAs on public chains provide many benefits for both institutions and investors alike, there are also a number of challenges that must be considered to realize their potential:

  • Regulatory clarity: The primary blocker for many financial institutions interested in tokenizing assets, particularly on public blockchains, is the lack of regulatory clarity. Certain jurisdictions, such as the EUSwitzerland, the UK, and Japan, have made tangible progress in establishing clear frameworks, while others, like the United States, are still largely a work in progress. 
  • Permissions: In order to comply with existing and upcoming financial regulations around public blockchains and asset tokenization, token issuers often must add permissions through the implementation of KYC/AML checks (such as during insurance/redemption or at time of transfer)—deviating from the norm in DeFi. 
  • Identity: The need for granular permission controls necessitates robust solutions to determine user identities and risk profiles. Decentralized Identifiers (DIDs) and other privacy-preserving identity solutions are a prerequisite for most institutions stepping into RWA tokenization. 
  • Connectivity: The multi-chain ecosystem continues to expand, resulting in a growing collection of chains that institutions must plug into to access/issue RWAs. Solutions such as the forthcoming Cross-Chain Interoperability Protocol (CCIP) enable institutions to not only connect existing backend systems to blockchains, but also bridge RWAs cross-chain.
  • Proof of reserves: Since RWAs represent off-chain assets, DeFi applications have limited insight into their true collateralization. Oracle solutions such as Chainlink Proof of Reserve address this challenge by delivering collateralization data on-chain (e.g. TrueUSD).
Bain & Company Senior Financial Services Stakeholders Survey

We are still in the early days of RWAs on public blockchains, but none of the above challenges are insurmountable. Continued industry collaboration, across both DeFi and TradFi, will chip away at these barriers over time in order to eventually arrive at a viable solution. 

The Current Traction and Real-World Opportunity of RWAs

The potential market opportunity for RWAs has generated increasing interest, as demonstrated by the deployment of pilot tests by both traditional institutions and crypto-native projects. According to a 2022 Celent survey, 91% of institutional investors have signaled their interest in investing in tokenized assets. Below are a few examples of how a wide range of RWAs have already been tokenized on public blockchains.

Institutional Interest in Real-World Asset Tokenization

The most notable example of financial institutions piloting the usage of RWAs within DeFi protocols on a public blockchain is the Singapore Central Bank’s Project Guardian, which explored the use of DeFi for wholesale funding markets in late 2022. Under the first pilot, DBS Bank, JP Morgan, and SBI Digital Asset Holdings conducted foreign exchange and government bond transactions against liquidity pools composed of tokenized Singapore government securities bonds, Japanese government bonds, Japanese Yen (JPY), and Singapore Dollars (SGD). 

The pilot used forked permissioned versions of the Aave lending protocol and Uniswap exchange operating on the public Polygon mainnet. The pilot resulted in JP Morgan executing its first DeFi transaction on a public blockchain, the trading of $100,000 tokenized Singapore dollar deposits (the first issuance of tokenized deposits by a bank) for tokenized yen issued by SBI Digital Asset Holdings. 

The main objective of the pilot was to “test the feasibility of applications in asset tokenization and DeFi while managing risks to financial stability and integrity.” Utilizing a public blockchain showcased how open, interoperable networks can mitigate challenges such as fragmented liquidity and walled garden ecosystems. Furthermore, W3C Verifiable Credentials issued by trusted financial institutions demonstrated how compliance controls could be integrated within on-chain applications involving RWAs. 

“The live pilots led by industry participants demonstrate that with the appropriate guardrails in place, digital assets and decentralised finance have the potential to transform capital markets. This is a big step towards enabling more efficient and integrated global financial networks.” – Sopnendu Mohanty, Chief FinTech Officer, MAS

Additional pilots under Project Guardian are now in motion, with Standard Chartered Bank leading an initiative to explore the issuance of tokens linked to trade finance assets, while HSBC and United Overseas Bank are working on native digital issuance of wealth management products.

As another example of institutional interest, Siemens recently issued a €60 million digital bond on the public Polygon mainnet. With a maturity of one year, the digital bond was issued in accordance with Germany’s Electronic Securities Act (eWpG) and was purchased by DekaBank, DZ Bank, and Union Investment. By issuing the bond on a public blockchain, Siemens was able to remove the need for paper-based global certificates and central clearing, allowing the bond to be sold directly to investors without needing a bank to function as an intermediary.

“By moving away from paper and toward public blockchains for issuing securities, we can execute transactions significantly faster and more efficiently than when issuing bonds in the past. Thanks to our successful cooperation with our project partners, we have reached an important milestone in the development of digital securities in Germany.” – Peter Rathgeb, Corporate Treasurer at Siemens AG

DeFi Interest in Tokenizing Real-World Assets

Interest in tokenizing RWAs is also strong in the DeFi ecosystem, with a number of dApps having tokenized hundreds of millions of dollars worth of assets on-chain. Not only does tokenizing assets increase their addressable market, but yields in the traditional financial system (e.g. ~4% from US treasuries) are now consistently higher than existing DeFi projects (~2% from DeFi collateralized lending). This gives DeFi protocols access to sustainable revenue opportunities. 

MakerDAO is a DeFi project that has arguably made the most progress in terms of RWA adoption. Currently, the protocol has $680M+ worth of RWAs backing the decentralized stablecoin DAI. By introducing RWAs as collateral, MakerDAO was able to scale the amount of DAI issued into the market, harden its peg stability, and significantly increase protocol revenue (~70% of its revenue in Dec ‘22 came from RWAs).

Real-world assets backing the stablecoin DAI
MakerDAO Real-World Asset revenue

The bulk of MakerDAO’s RWA collateral (~$500M) comes in the form of US treasury bonds managed by Monetalis (MIP65). These assets provide the protocol a source of yield on otherwise idle USDC collateral. MakerDAO also launched a vault backed by $100M worth of loans originating from a community bank in Philadelphia called Huntingdon Valley Bank (HVB). HVB used MakerDAO to support the growth of its existing businesses and investments around real estate and other related verticals, and served as the first commercial loan participation between a US-regulated financial institution and a decentralized digital currency. In a separate vault, Société Générale borrowed $7M from MakerDAO in a position backed by €40M worth of AAA-rated bonds tokenized as OFH tokens.  

A number of other protocols have also made significant strides in terms of RWA adoption, including:

  • Ondo Finance—a DeFi platform for tokenized RWAs—recently tokenized short-term US treasuries, investment grade bonds, and high-yield corporate bonds. Ondo also launched Flux Finance, a DeFi lending protocol for borrowing permissionless stablecoins against the tokenized US treasuries. 
  • Backed—a Swiss-based startup for tokenized RWAs—recently launched its first product, bCSPX, representing tokenized S&P 500 ETF shares. Backed Tokens are freely transferable across wallets and enable 24/7 capital market trading. 
  • Maple Finance—a blockchain-based credit marketplace with nearly $2B in total loans issued—is planning to expand to receivables financing, which can scale up to $100M in size, as well as support US treasuries and insurance refinancing. 
  • Centrifuge—an on-chain ecosystem for structured credit—is focused on securitizing and tokenizing previously illiquid debt, with $298M in total assets already financed. Its tokenized assets have been integrated across DeFi, including $220M of RWAs on MakerDAO.
  • Goldfinch—a decentralized credit protocol—has $101M in active loan value. The platform allows for the creation of junior and senior tranches for assets focused on emerging markets, enabling risk/return profiles to be fine-tuned.

It is worth noting that RWAs have also been explored in the context of security token offerings (STOs), with 18 companies having raised a total of $380M in 2018. However, most STO offerings have historically been viewed as a limited implementation of RWAs given their focus on fundraising (i.e., an alternative to initial coin offerings or ICOs). With STOs representing more niche securities that are usually only available on permissioned platforms, their adoption has not reached the same level as RWAs on public blockchains.

Furthermore, while unsecured lending protocols have faced defaults in recent months after the collapse of FTX, (e.g. Alameda and Orthogonal Trading), this is the expected risk associated with undercollateralized loans and does not represent a failure of the credit protocols themselves. The risk simply means the yield must reflect the probability of defaults, the same as within traditional finance.

A Note on Trust Assumptions

Given that tokenized real-world assets depend on the existence of traditional financial institutions, their trust properties will likely never be the same as a DeFi ecosystem dealing solely in crypto-native assets. Most institutions will not feel comfortable deploying trillions of dollars worth of assets on public blockchains without the necessary guardrails and permissions required to mitigate both operational and regulatory risks. Scaling DeFi to a global level with tokenized RWAs means meeting institutions in the middle. 

In parallel, it is also likely that fully permissionless DeFi protocols, focused on crypto-native assets with little-to-no RWA interaction, will continue to exist. Such protocols can provide immense value by serving as a sandbox for financial experimentation and as an “opt-out” censorship-resistant alternative for financial services. However, without RWA support, such an ecosystem is unlikely to provide the full utility desired by average consumers.

The power of public blockchains is that they can support and serve both tokenized RWAs and crypto-native assets at the same time. It is ultimately the choice of the consumer regarding what type of assets they want to hold and what applications they wish to deploy their assets into. While tokenized RWAs, and the additional trust assumptions involved, may not be for everyone, it would be a mistake not to capitalize on the opportunity that exists. 

The Path Forward

The tokenization of real-world assets provides immense opportunities for existing financial institutions and the early-stage DeFi ecosystem. While the token-speculation use case has helped stress test existing DeFi protocols, the ecosystem is now at a stage where it needs to evolve and begin providing real utility for society. There remain many challenges ahead to realizing the true potential of RWAs, but the market opportunity presented is in the trillions, and someone will capture it.

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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.

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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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