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The Next Wave of AI Is Mobile
AI is moving beyond tech giants as everyday smartphones take on complex computing tasks, says Mitch Liu, CEO of Theta Labs.
October 03, 2024
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By Mitch Liu (Ceo Theta Network)

AI has an insatiable appetite for resources. It consumes vast amounts of power and data, with estimates of 460 terawatt hours in 2022 that are projected to increase sharply by 2026 to somewhere between 620 and 1,050 TWh. But, its most voracious demand is for compute: the processing power that fuels the training of complex models, the analysis of massive datasets, and the execution of large-scale inferences.

This computational hunger has reshaped many of our professional landscapes. In 2024, the global AI market surpassed $184 billion, with projections suggesting it could pass $800 billion by 2030 – a value comparable to the current GDP of Poland. ChatGPT, the industry’s most well-known product, famously reached 100 million active users within just two months of its launch in November 2022.

Yet, as AI products like ChatGPT multiply and grow, our perception of how AI operates is quickly becoming outdated. The popular image of AI – with sprawling data centers, enormous energy bills, and controlled by tech giants – no longer tells the whole story. This view has led many to believe that meaningful AI development is the exclusive domain of well-funded corporations and major tech companies.

A new vision for AI is emerging, one that looks to the untapped potential in our pockets. This approach aims to democratize AI by harnessing the collective power of billions of smartphones worldwide. Our mobile devices spend hours idle each day, their processing capabilities dormant. By tapping into this vast reservoir of unused compute power, we could reshape the AI landscape. Instead of relying solely on centralized corporate infrastructure, AI development could be powered by a global network of everyday devices.

Untapped potential

Smartphones and tablets represent an enormous, largely untapped reservoir of global compute power. With 1.21 billion units predicted to be shipped in 2024 alone, the true potential of spare compute this offers is hard to, well, compute.

Initiatives  like Theta EdgeCloud for mobile aims to harness this distributed network of consumer-grade GPUs for AI computation. This shift from centralized computing to edge computing is a technical evolution that is capable of completely reinventing the way people interact with and power AI models.By processing data locally on mobile devices, the industry stands to achieve far lower latency, enhanced privacy, and reduced bandwidth usage. This approach is particularly crucial for real-time applications like autonomous vehicles, augmented reality and personalized AI assistants. The edge is where new AI use cases will take off, especially those for personal usage. Not only will powering these programs become more affordable on the edge, but it will also become more reactive and customizable, a win-win for consumers and researchers alike.

Blockchains are designed perfectly for this distributed AI ecosystem. Their decentralized nature aligns seamlessly with the goal of harnessing idle compute power from millions of devices worldwide. By leveraging blockchain technology, we can create a secure, transparent, and incentivized framework for sharing computational resources.

The key innovation here is the use of off-chain verification. While on-chain verification would create bottlenecks in a network of millions of parallel devices, off-chain methods allow these devices to work together seamlessly, regardless of individual connectivity issues. This approach enables the creation of a trustless system where device owners can contribute to AI development without compromising their security or privacy.

This model draws on the concept of "federated learning," a distributed machine learning method that can scale to vast amounts of data across mobile devices while protecting user privacy. Blockchain provides both the infrastructure for this network and the mechanism to reward participants, incentivizing widespread engagement.

The synergy between blockchain and edge AI is fostering a new ecosystem that's more resilient, efficient, and inclusive than traditional centralized models. It's democratizing AI development, allowing individuals to participate in and benefit from the AI revolution directly from their mobile devices.

 

Overcoming tech challenges

AI training and inference can be done on a range of GPU types, including consumer grade GPUs in mobile devices. The hardware that powers our mobile devices has been steadily improving since smartphones hit the market, and shows no signs of slowing down. Industry leading mobile GPUs such as Apple’s A17 Pro and Qualcomm’s Adreno 750 (used in high-end Android devices like Samsung Galaxy and Google Pixel) are redefining what AI tasks can be completed on mobile devices.

Now, new chips known as Neural Processing Units (NPUs) are being produced that are specifically designed for consumer AI computation, enabling on-device AI use cases while managing the heat and battery power limitations of mobile devices. Add intelligent system design and architecture that can route jobs to the optimal hardware for that job, and the created network effect will be extremely powerful.

While the potential of edge AI is immense, it still comes with its own set of challenges. Optimizing AI algorithms for the diverse array of mobile hardware, ensuring consistent performance across varying network conditions, addressing latency issues, and maintaining security are all critical hurdles. However, ongoing research in AI and mobile technology are steadily addressing these challenges, paving the way for this vision to become reality.

 

Corporations to communities

One of the biggest complaints, and most just, as it relates to the development of AI is the incredible amount of power it consumes. Large data centers also require huge swaths of land for their physical infrastructure, and incredible amounts of power to stay online. The mobile model can alleviate many of these environmental impacts by using spare GPU in pre-existing devices – rather than relying on GPU in centralized data centers – is more efficient, and will produce less carbon emissions. The potential impacts as it relates to our environment cannot be understated.

The shift to edge computing in AI will also fundamentally change who can participate in supporting AI networks and who can profit off them. The corporations that own the data centers will no longer be in a walled garden. Instead, the gates will be open and access will be proliferated for individual developers, small businesses, and even hobbyists that will be empowered to run AI networks.

Empowering a much larger pool of users and supporters will also enable more rapid and open development, helping to curb the much discussed and much feared idea of stagnation in the industry. This increase in accessibility will also lead to more diverse applications, addressing niche problems and underserved communities that may be otherwise overlooked.

The economic impact of this shift will be profound. By allowing individuals and small to medium sized organizations to monetize their devices' idle computing power, new revenue streams will run deep. It also opens up new markets for consumer-grade AI hardware and edge-optimized software.

The future of AI innovation lies not in building larger data centers, but in harnessing the power that already exists in our pockets and homes. By shifting focus to edge computing, a more inclusive, efficient, and innovative AI ecosystem can emerge. This decentralized approach not only democratizes AI but also aligns with global sustainability goals, ensuring that the benefits of AI are accessible to all, not just a privileged few.

 

👉 Start earning $Tfuel, Download your Theta Edge Node in the Google Play store today!

 

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Fund Tokenization Prepares Asset Managers for ‘Perfect Storm’

Synopsis:

  • Great Wealth Transfer will see $84 trillion of intragenerational asset transfer over the next 20 years
  • Gen Y and Z investors favor investment in alternative asset types, which tokenization makes more investable for HNW clients
  • Tokenization encourages platform changes, and will ultimately bring additional operational benefits

A triumvirate of large-scale market changes are set to transform the asset management industry over the next decade.

With trillions of dollars worth of assets set to flow into the wallets of Gen X, Y, and Z investors, much of which will accumulate onchain, asset managers who move first to serve this new market will gain an advantage in capturing this revenue opportunity. The immediate opportunity is similar to when the ETF format was introduced in 1993, with first-mover State Street launching the SPY (SPDR S&P 500 ETF)—now one of the largest ETFs globally. The tokenized asset format is today’s generational opportunity.

Tokenization can unlock accessibility to alternative asset types and more composable assets and structures, enabling a significant change in how investors manage portfolios. With greater automation and rules-based investment allocations, entirely new strategies could also become economically viable. Integrating existing platforms with next-generation digital systems will enable the industry to modernize in stages, ultimately allowing for the adoption of new asset types at scale.

The forthcoming vicennial transformation of the industry will enable it to transform and emerge triumphant. Those at the forefront of this technology evolution stand to dominate and shape the future of asset management.

 

Great Wealth Transfer prompts global investment shake-up

The asset management industry is on the cusp of the largest wealth transfer event ever, set to last for the next two decades. Consulting firm Cerulli Associates estimates $84 trillion in assets is set to change hands as wealth passes from the baby boomer generation to Gen X, Y, and Z investors.

However, the investment behavior of these younger benefactors differs significantly from their forebears in two ways. Holding Web3 wallets and accounts on Robinhood, rather than brokerage accounts like their parents, millennials are opting for a more self-service model in their long-term holdings. Add to that the shift in risk appetite, searching for higher growth through less conventional asset types like private markets and crypto, and the need for the industry to transform quickly is clear.

Whilst the industry is not currently set up to offer this new investor class more customization, as opposed to one-size-fits-all product offerings, an 80% majority of asset managers believe customization for the masses will be an important investment strategy in the next five years.

 
 

                                          Ryan Lovell, Chainlink Labs

 

While asset managers could build their own proprietary blockchain infrastructure and smart contract systems from the ground up, that approach would require significant resources and specialized engineers, extend time to market, and be at higher risk of technical vulnerabilities or implementation errors. On the other hand, fully outsourcing the implementation would leave them with limited roadmap control, interoperability, and customizability, along with dependency risks.

Ryan Lovell, director of capital markets at Chainlink Labs, commented: “That’s why leading asset managers are taking a hybrid approach, leveraging both existing systems and Chainlink’s decentralized infrastructure to implement modular solutions that can scale across multiple blockchains.”

 

Industry transformation through tokenization

The launch of tokenized funds by firms such as BlackRock, Franklin Templeton, and Fidelity International has created a need for the fund administration industry to evolve to an onchain format. However, nearly all, 93% of fund services firms, have not automated data inputs, data checks, and key workflows, so their operations are still manually intensive, leading to increased operational costs, reduced liquidity, and missed investment opportunities. Standard transfer agent processing can take between one and three days for routine transactions, and between five and seven days for complex cases requiring additional compliance checks, cross-border settlements, or manual document verification.

“Operational efficiency is just the starting point of tokenizing funds,” said Lovell. “The real value is meeting the needs of future investors who are increasingly accumulating wealth across multiple blockchain networks.”

In order to reach this new onchain world, asset managers and their service providers may not want to make a huge investment to completely change their infrastructure, but instead adapt their existing systems to make them compatible with multiple blockchains.

For example, in November 2024, SBI Digital Markets, UBS Asset Management, and Chainlink completed the implementation of a tokenized fund to demonstrate how existing fund administration processes can be successfully made compatible with tokenized funds.

SBI Digital Markets, as a custodian and fund distributor, used smart contracts, oracle networks, and multiple blockchains to automate its processes. One of the key components was the digital transfer agent smart contract, which used multiple oracle networks from Chainlink and its blockchain-agnostic architecture to create a unified golden record.

Lovell compared the digital transfer agent to an offchain/onchain coordinator that does everything that a traditional transfer agent does, but in digital form.

“It does not replace the existing system but enables firms to be compatible with blockchain and then offer a service that can scale to all their customers,” he said. “Asset managers should be demanding this from their service providers.”

The pilot showed that a tokenized fund could maintain its share register on one blockchain while using Chainlink’s Cross-Chain Interoperability Protocol (CCIP) to enable the processing of intensive fund lifecycle activities such as subscriptions and redemptions on different blockchains while meeting institutional security and compliance standards.

Swift, UBS Asset Management, and Chainlink also settled tokenized fund subscriptions and redemptions using the Swift network, which enables payments with fiat currencies across more than 11,500 financial institutions in over 200 countries.

                                     Winston Quek, SBI Digital Markets

Winston Quek, CEO at SBI Digital Markets, said in a statement: “This new way of launching fund structures and administering them via smart contracts empowers both fund managers and their service providers to deliver new onchain financial products and lower operational costs to investors, both things they are actively looking for.”

In addition to lowering costs, using blockchains increases transparency and allows real-time reconciliation between the fund distributor and the fund issuer. Lovell highlighted that Chainlink can also use the same architecture to enable investors who want to hold tokens that are backed by offchain assets, settle these tokens across any blockchain, incorporate data that is needed to process transactions onchain, such as NAV data, and coordinate payments between distributors and the asset managers.

In the U.S. there are requirements around private and public funds and Chainlink enables asset managers to consolidate and consume onchain record keeping while fulfilling regulatory obligations. U.S. funds also require the distributor to onboard users and buy and sell the fund while the custodian and fund accountant provide reporting data.

“We allow all of those service providers to coordinate outside of their firewalls,” said Lovell. “Chainlink’s goal is to enable the TradFi and DeFi worlds to seamlessly connect, which increases utility.”

 

The Great Wealth Transfer is driving asset management onchain

With $84 trillion set to flow from baby boomers to Gen X, Y, and Z, their demand for alternative asset types and customization will shape the future of asset management. While today’s systems may be prohibitively expensive to offer these benefits at scale, tokenization changes the economics.

Tokenized funds by BlackRock, Franklin Templeton, and Fidelity International have already proven the demand for onchain assets, while a solution by SBI Digital Markets, UBS Asset Management, and Chainlink has demonstrated the operational efficiencies of blockchain technology and how onchain assets can be provided at scale.

The choice is clear for asset managers and service providers: embrace the tokenization revolution and lead the next era of finance or risk being left behind. Those who act now will not only gain a first-mover advantage but also shape the future of the industry.

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Stellar's Ecosystem Surges Forward: Smart Contracts, Lightning Speed, and Real-World Impact in 2025

The Stellar blockchain ecosystem is experiencing remarkable momentum in 2025, with groundbreaking technical achievements and expanding real-world adoption that position it as a major player in the decentralized finance landscape. From lightning-fast transaction speeds to innovative smart contract capabilities, Stellar is demonstrating that blockchain technology can deliver both performance and practical utility.

Technical Breakthroughs Drive Performance

The Stellar Development Foundation's Q1 2025 quarterly report reveals impressive technical milestones that showcase the network's maturation. The platform now processes an astounding 5,000 transactions per second with remarkably fast 2.5-second block times, putting it among the fastest blockchain networks in operation today.

This performance leap isn't just about raw numbers—it represents Stellar's commitment to creating infrastructure that can handle real-world demand. Whether it's cross-border payments, asset tokenization, or decentralized applications, the network's enhanced capabilities provide the foundation for scalable blockchain solutions.

Smart Contracts Get Smarter with Soroban

One of the most significant developments has been the launch and continued evolution of Soroban, Stellar's smart contract platform. The introduction of Contract Copilot represents a major advancement in developer experience, enabling faster and safer smart contract development through enhanced tooling and guidance.

This focus on developer experience is crucial for ecosystem growth. By lowering barriers to entry and improving the development process, Stellar is positioning itself to attract innovative projects and talented developers who might otherwise choose competing platforms.

New Token Standards Meet Market Needs

The Stellar Development Foundation has introduced new token standards developed specifically based on feedback from developers and institutional users. This responsive approach to platform development demonstrates Stellar's commitment to building technology that meets actual market needs rather than theoretical requirements.

These standards are particularly important as institutional adoption continues to grow, with organizations requiring robust, compliant, and flexible token frameworks for their blockchain initiatives.

Global USDC Integration Expands Utility

The integration of USDC across Stellar's global network represents a significant milestone for practical cryptocurrency adoption. Stablecoins like USDC provide the price stability necessary for everyday transactions and business operations, making them crucial for blockchain platforms seeking real-world utility.

This integration is particularly impactful in emerging markets, where access to stable digital currencies can provide financial services to underbanked populations and facilitate more efficient cross-border transactions.

Industry Events Build Community Momentum

The Stellar ecosystem's growing influence is evident in its presence at major industry events. The foundation's participation as a sponsor at Consensus 2025 in Toronto and Digital Assets Week in New York demonstrates its commitment to engaging with builders, investors, and institutional leaders across the blockchain space.

These events serve as crucial networking opportunities and platforms for showcasing innovative projects within the Stellar ecosystem. Recent Meridian events have highlighted creative projects like Skyhitz and HoneyCoin, illustrating the collaborative spirit and diverse applications being built on the platform.

Real-World Impact in Emerging Markets

Perhaps most importantly, Stellar's growth isn't just about technical metrics—it's about real-world impact. The platform's focus on emerging markets addresses genuine financial inclusion challenges, providing efficient payment rails and access to digital financial services where traditional banking infrastructure may be limited.

This practical approach to blockchain implementation sets Stellar apart from projects that focus primarily on speculative trading or theoretical use cases. By solving actual problems for real users, Stellar is building sustainable demand for its technology.

Looking Ahead: Enterprise-Grade Infrastructure

Stellar positions itself as offering enterprise-grade asset tokenization alongside its DeFi capabilities and payment infrastructure. This comprehensive approach makes it attractive to institutions looking for a single platform that can handle multiple blockchain use cases.

The combination of fast transactions, low costs, smart contract capabilities, and regulatory-conscious development creates a compelling value proposition for enterprises considering blockchain adoption.

The Road Forward

As 2025 progresses, Stellar's ecosystem appears well-positioned for continued growth. The technical infrastructure improvements, developer-focused enhancements, and real-world adoption initiatives create a strong foundation for expanding use cases and user adoption.

The blockchain industry has seen many projects promise revolutionary capabilities, but Stellar's focus on delivering measurable performance improvements and practical solutions suggests a mature approach to blockchain development. With transaction speeds that rival traditional payment systems and growing institutional adoption, Stellar is demonstrating that blockchain technology can move beyond experimental phases into mainstream utility.

For developers, institutions, and users looking for blockchain solutions that prioritize both performance and practical applicability, Stellar's 2025 developments represent significant progress toward a more accessible and useful decentralized financial ecosystem.

Source: The Dinarian ⚡ Claude AI

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Soroban Security Audit Bank: Raising the Standard for Smart Contract Security

The Stellar Development Foundation (SDF) is deeply committed to helping ensure that the highest security standards are available for projects building on the Stellar network. Last year SDF launched the Soroban Security Audit Bank, an initiative to provide projects access to auditing experts and tooling that are proven to help prevent hacks by catching potential bugs, inefficiencies, and security flaws before contracts go live. Through the Soroban Security Audit Bank, we’re empowering teams building on Soroban with comprehensive security audits from leading audit firms, enhanced readiness support, and robust tooling, significantly elevating the ecosystem’s safety and efficiency.

Since launch, the Soroban Security Audit Bank has successfully conducted over 40 essential audits, deploying over $3 million to support security of the smart contracts on Stellar. Check it out!

 

Ecosystem Success Stories: How the Soroban Audit Bank Drives Security Forward

By making automated formal verification available to developers, in addition to allocating significant budget for securing many of the top DeFi protocols built on top of Stellar, SDF has established a new security standard in the Web3 ecosystem. Mooly Sagiv, Co-Founder of Certora
SDF has been a strong partner as we’ve worked with teams across the Stellar ecosystem. SDF’s Audit Bank initiative allows for a smooth and streamlined review process, and is a clear reflection of the Stellar ecosystem’s enhanced commitment to security. Robert Chen, CEO of OtterSec
 

Leading projects within the Soroban ecosystem have highlighted the impact of the Audit Bank

Finding a good auditor is difficult, expensive, and high-stakes. The Audit Bank streamlines the process and supports ecosystem projects with security review at critical growth milestones. Markus Paulson, Co-Founder of Script3
The audit firms we worked with deeply understood the full ecosystem and the underlying protocols used. Their expertise and the tools from the Audit Bank strengthened our security and supported user and investor trust. Esteban Iglesias Manríquez, Co-Founder of Palta.Labs

What's New in 2025: Enhanced Audit Support for Soroban Builders

Teams building financial protocols, high-dependency data services, high-traction dApps funded by the Stellar Community Fund are able to request an audit and will typically be matched with a reputable audit firm within two weeks. We recently restructured the program for this year to enhance audit efficiency and incentivize accountability, and rapid and complete vulnerability remediation:

  • Complimentary Initial Audit: Projects will need to contribute 5% of the audit cost upfront, but this co-payment amount is eligible for a full refund, provided that critical, high, and medium vulnerabilities identified are swiftly remediated within 20 business days of receiving the initial audit report (learn more).
  • Incentivized Security at Key Traction Milestones: Complimentary, extensive follow-up audits are available as projects achieve critical traction milestones (e.g., $10M and $100M TVL). These audits include deeper assessments such as formal verification or competitive audits, significantly boosting project security at pivotal stages.
  • Advanced Security Tooling: Projects can enhance their security self-serve through complimentary or discounted access to specialized tooling, which provide vulnerability detection and formal verification capabilities (see full list of available tooling). These tools are encouraged to capture ‘easy-to-spot’ issues prior to audit as well as a final check post-audit to increase the effectiveness and thoroughness of audits.
  • Enhanced Audit Readiness Support: Projects receive structured preparation support, including the implementation of best practices and security standards based on the STRIDE threat modeling framework. This ensures project teams are thoroughly prepared, optimizing audit efficiency and minimizing delays.

Get Started Today

If you're already funded through the Stellar Community Fund, meet the criteria and ready to secure your smart contracts, check your email for an invitation to submit an audit request–if you haven’t received one, contact [email protected].

If you haven't built on Stellar yet, we encourage you to start your journey with the Stellar Community Fund to become eligible for future security audits and ecosystem support. For any broader questions on the program, contact [email protected].

Also, we’re organizing an exciting series of workshops–join us for the kick-off on Soroban Security Best Practices on Friday, May 30, 2025 at 2 PM ET on @StellarOrg. Together, we're shaping a secure and resilient future for smart contracts on Stellar.

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