We Aren't Ready For AI Agent Computing Demands
Photo by Kirill KUDRYAVTSEV / AFP) (Photo by KIRILL KUDRYAVTSEV/AFP via Getty Images
AI agents are transforming Web3's landscape in ways most people haven't noticed.
These autonomous programs scan markets, optimize yields, and secure protocols across chains — but they're hitting the wall of computing power.
While Twitter threads buzz about AI agents revolutionizing DeFi and governance, engineers face a harder truth: running these agents at scale across decentralized networks demands unprecedented computational resources. Yet a handful of projects have cracked this infrastructure puzzle, building systems that make AI agents truly viable in Web3.
Understanding this infrastructure evolution matters for anyone building or investing in decentralized systems because the next wave of Web3 innovation depends on getting these foundations right.
Drop an AI agent into a blockchain environment and you'll quickly discover why traditional approaches fail. That's because these aren't your typical automation tools. AI agents are specialized programs dealing with unique Web3 constraints that involve different levels of complexity.
Every decision requires calculating gas costs across multiple chains. Each trade needs verification through zero-knowledge proofs. And unlike centralized systems, these agents can't just spin up more cloud servers when demand spikes.
Take a DeFi trading bot. On the surface, it looks similar to traditional algorithmic trading. But dig deeper and you'll find it juggling cross-chain liquidity pools, predicting gas wars, and maintaining decentralization while making split-second decisions. The computational demands balloon when you factor in real-time market data from multiple chains, smart contract interactions, and cryptographic proofs for every transaction.
This complexity explains why early Web3 AI agents failed. They either compromised on decentralization or choked on processing demands. The real breakthrough came when teams stopped trying to force traditional AI architectures into blockchain environments. Instead, they built new systems from the ground up, designed specifically for Web3's unique challenges.
Web3 projects have finally moved past theoretical discussions of AI agents. Several teams have deployed working solutions that showcase the practical potential of this technology.
In the DeFi space, EXE is taking an unexpected approach. Their platform leverages AI agents to monitor market conditions across multiple chains simultaneously. When volatility increases, these agents calculate optimal lending strategies and adjust collateral requirements faster than any human trader could react. The system processes massive amounts of cross-chain data to predict market movements, often spotting opportunities hours before they become obvious to manual traders.
Inference Labs demonstrates another crucial application in the verification space. The team developed a system that combines zero-knowledge proofs with AI inference engines. Each decision made by their AI agents generates a cryptographic proof, creating an auditable trail without sacrificing computational efficiency. For DeFi protocols, this breakthrough enables the confident deployment of AI-driven decisions while maintaining security standards.
The computational demands of running AI agents at scale exposed a critical weakness in Web3's infrastructure. io.net recognized this early, understanding that traditional cloud services would buckle under the unique requirements of decentralized networks.
Their solution emerged from a simple observation: massive amounts of computing power sit idle in personal devices around the world. By building DePIN networks to harness this untapped resource, io.net created an infrastructure layer that reduces operational costs significantly compared to centralized providers. The system grows organically as demand increases, with new nodes joining the network to provide additional computing power.
Why did this distributed setup work? It tackled core problems head-on. For example, when an AI agent needs to process complex calculations across multiple chains, the workload spreads across the network rather than overwhelming a single node. The architecture ensures consistent performance globally while maintaining the censorship resistance that makes Web3 valuable.
Across Web3, teams feel the impact of these infrastructure upgrades. AI agents can now handle more sophisticated tasks, from real-time market analysis to complex risk assessments, without compromising on decentralization principles. Teams building new applications no longer need to choose between performance and staying true to Web3's core values.
The recent success of projects like Inference Labs and EXE stems directly from these infrastructure advances. Their AI agents operate effectively because the underlying computational framework finally matches their requirements. This shift from theoretical possibility to practical implementation represents years of work solving fundamental technical challenges.
Web3's infrastructure evolution creates unique possibilities for AI agent deployment. Early experiments focus on obvious use cases such as trading, security monitoring, and yield optimization. But the real transformation lies in unexplored territory.
For instance, with decentralized identity systems, AI agents could analyze cross-chain reputation data while preserving privacy through zero-knowledge proofs. Projects are developing frameworks where these agents help assess creditworthiness without accessing sensitive personal information. The computational demands for this kind of analysis would have made it impossible even a year ago.
Community governance represents another frontier. AI agents are beginning to assist DAOs with treasury management and proposal analysis. For example, when a DAO considers a complex DeFi strategy, AI agents simulate potential outcomes across multiple market scenarios. The results help token holders make more informed decisions while maintaining decentralized control.
The success of AI agents in Web3 hinges on more than raw computing power. Infrastructure providers face ongoing challenges around data availability, cross-chain communication, and scalability. Solutions require a careful balance between automation efficiency and decentralization principles.
Theoretical models shatter when they hit mainnet. Ask any dev team about how these models break down under real-world conditions. Market volatility, network congestion, and evolving security threats create edge cases that even sophisticated AI agents struggle to handle. Each failure provides valuable lessons, pushing development toward more robust solutions.
The next phase of development focuses on standardization and interoperability. As more projects deploy AI agents, the need for common frameworks becomes clear. Infrastructure providers recognize that long-term success depends on creating systems that work together seamlessly, rather than competing isolated solutions.
These foundations might not generate exciting headlines, but they determine which projects succeed in bringing AI agents from concept to production. The teams solving these fundamental challenges today shape how Web3 will function tomorrow.
Try Our AI Features
Explore what Daily8 AI can do for you:
Comments
No comments yet...
Related Articles
Business Upturn
an hour ago
- Business Upturn
XRP News: Vaultro Finance Presale on XRP Is Set to End in 7 Days, Already Sold Out 72% of Its Allocation — Join $VLT Presale Now
By GlobeNewswire Published on June 21, 2025, 23:50 IST SINGAPORE, June 21, 2025 (GLOBE NEWSWIRE) — Vaultro Finance has smashed through another milestone, announcing today that its $VLT token presale has sold over 70% of its total allocation, with just seven days left before the sale ends. In under a week, commitments have soared from 62% to 72%, underscoring an extraordinary rush among investors to secure positions in Vaultro's fully decentralized index fund protocol on the XRP Ledger. Participate in $VLT Presale Vaultro Finance delivers an on-chain investing breakthrough. Its dashboard at replaces complex fund-building steps with a simple, intuitive interface. Users can browse thematic portfolios, spanning artificial intelligence tokens, capital-preserving stablecoins, emerging DeFi projects, and leading XRPL assets—then customize allocations and monitor performance in real time. A built-in staking module allows $VLT holders to lock their tokens and earn passive rewards proportional to protocol usage. All transactions settle on chain via XRPL Hooks and Escrow, ensuring speed, security, and full transparency. Join $VLT Presale Now At the heart of Vaultro's ecosystem is the $VLT token itself. Early backers recognize that $VLT unlocks every protocol feature. Token ownership grants the exclusive right to create and launch custom index funds, vote on fund listings and protocol upgrades, and enjoy reduced fees when minting, rebalancing, or withdrawing fund positions. Staking $VLT not only generates yield for long-term supporters but also helps secure network liquidity and governance. $VLT Presale Details: Price: 1 XRP = 8 VLT Listing Price: 1 XRP = 6.15 VLT Hardcap: 60,000 XRP (72% already sold) $VLT Presale Portal: With over 70% of tokens now claimed and exactly seven days left, the window to participate is closing fast. Prospective buyers will need an XRP-native wallet and must set up a $VLT trustline. A minimum contribution of 200 XRP ensures broad accessibility, while the official presale portal at remains open. Don't miss your final chance to claim $VLT at presale pricing. Join the rush now and help shape the future of on-chain index fund investing on the XRP Ledger. For more details on Vaultro Finance and the $VLT presale visit; Website Join $VLT Presale X fka Twitter Telegram Community Whitepaper Blog Channel Contact:Lee Wang [email protected] Disclaimer: This is a paid post and is provided by Vaultro Finance. The statements, views, and opinions expressed in this content are solely those of the content provider and do not necessarily reflect the views of this media platform or its publisher. We do not endorse, verify, or guarantee the accuracy, completeness, or reliability of any information presented. We do not guarantee any claims, statements, or promises made in this article. This content is for informational purposes only and should not be considered financial, investment, or trading advice. Investing in crypto and mining-related opportunities involves significant risks, including the potential loss of capital. It is possible to lose all your capital. These products may not be suitable for everyone, and you should ensure that you understand the risks involved. Seek independent advice if necessary. Speculate only with funds that you can afford to lose. Readers are strongly encouraged to conduct their own research and consult with a qualified financial advisor before making any investment decisions. However, due to the inherently speculative nature of the blockchain sector—including cryptocurrency, NFTs, and mining—complete accuracy cannot always be guaranteed. Neither the media platform nor the publisher shall be held responsible for any fraudulent activities, misrepresentations, or financial losses arising from the content of this press release. In the event of any legal claims or charges against this article, we accept no liability or responsibility. Globenewswire does not endorse any content on this page. Legal Disclaimer: This media platform provides the content of this article on an 'as-is' basis, without any warranties or representations of any kind, express or implied. We assume no responsibility for any inaccuracies, errors, or omissions. We do not assume any responsibility or liability for the accuracy, content, images, videos, licenses, completeness, legality, or reliability of the information presented herein. Any concerns, complaints, or copyright issues related to this article should be directed to the content provider mentioned above. A photo accompanying this announcement is available at Disclaimer: The above press release comes to you under an arrangement with GlobeNewswire. Business Upturn takes no editorial responsibility for the same. Ahmedabad Plane Crash GlobeNewswire provides press release distribution services globally, with substantial operations in North America and Europe.
Business Upturn
an hour ago
- Business Upturn
Kaanch Network Presale Positions Project Among Top Altcoins and Best Crypto Opportunities of 2025
DUBAI, United Arab Emirates, June 21, 2025 (GLOBE NEWSWIRE) — Kaanch Network's token is set to be listed on BitMart and LBank exchanges on June 30th, an important milestone in the project's mission to revolutionize decentralized finance and asset management. Built on a scalable and affordable Layer 1 blockchain with real-world applications, Kaanch offers developers, business owners, and investors a compelling platform for growth in 2025 and beyond. Why Kaanch Presale Signals Opportunity The current presale of Kaanch Network is in stage 6 and the tokens are sold at 0.32, with the next stage doubling the value to 0.64. With more than 2.38 million raised, the project is a good indicator of demand by investors, which is attributed to the limited supply of 58 million tokens. During the presale, investors may buy $KNCH with ETH or USDT, and live staking is available, with an APY of up to 30 percent. Kaanch is audited by SpyWolf and VerifyLab, which increases the level of trust and security. Investors who want to invest in Kaanch presale are advised to visit the Kaanch presale site to get tokens before the price rises. Unmatched Technology Driving 17600% Growth Kaanch Network is the most promising crypto and Layer 1 solution in 2025, and the top traders estimate that it will jump by 17600 percent after listing. It can handle 1.4 million transactions per second (TPS) with finality in 0.8 seconds, which guarantees instant trade execution and the efficient running of smart contracts. It is suitable to use in decentralized applications (dApps), microtransactions, and payment because of its near-zero gas fees. With 3,600 decentralized nodes, Kaanch provides safe and scalable solutions, which outperform competitors, such as Ethereum and Solana, in terms of performance and cost-effectiveness. Real-World Asset Tokenization Advantage Kaanch is unique in the blockchain industry because it aims to tokenize real-world assets, such as high-value items, such as gold and property. The strategy will allow businesses and individuals to make secure, instant payments, and meet real-world requirements in regulated DeFi and digital identity. Its architecture is enterprise- and developer-friendly and is easily integrated with the most popular blockchains, such as Ethereum, Solana, and Binance Smart Chain, promoting mass adoption. Such a combination of functional usefulness and technical excellence is what makes Kaanch an outstanding investment option among investors who want the finest crypto opportunity. Community Governance and BitMart Listing The community-based approach adopted by Kaanch enables holders of $KNCH to have power over governance and a simple staking dashboard, which guarantees the long-term commitment and stability of the community. The listing on BitMart and LBank with a fixed price of 30 dollars per token will generate a lot of liquidity and market presence at the end of June 2025. This is a huge premium over the prevailing presale price which highlights the exponential growth potential of Kaanch. Investors who want to invest in this project are advised to visit the Kaanch presale site and purchase the rapidly selling presale to take advantage of this high-potential project before it goes to public trading. Conclusion The presale of Kaanch Network is the strategic entry point of investors who want to take advantage of the best crypto and Layer 1 blockchain of 2025. Its innovative technology, emphasis on practical asset tokenization, and strong community governance make it a top player in the blockchain industry. The presale is in the last stages and significant exchanges are about to list, so it is time to act. To get your allocation and become a part of a project that will change the face of decentralized finance, visit the Kaanch presale site. For more information about Kaanch Network ) visit the links below: Website: Whitepaper: Twitter/X: Telegram: Win 1M: How to buy : Frequently Asked Questions (FAQ) What is the best crypto to consider right now? Kaanch Network is emerging as one of the top crypto opportunities for 2025, with a strong Layer 1 architecture and promising potential for growth. What are the top altcoins to watch right now? Among emerging altcoins, Kaanch Network is generating attention as a project with significant upside potential in the coming months. Which crypto projects under $1 have strong potential? With its presale price offering entry below $1, Kaanch Network is being seen as one of the best cryptos under $1 for long-term potential. What are some of the best Layer 1 crypto projects to follow? Kaanch Network stands out among new Layer 1 blockchain projects, thanks to its innovative design, scalability, and community-driven development. Can Kaanch Network achieve 100x or 1000x gains? While no investment is guaranteed, Kaanch Network's strong fundamentals and market positioning have led some analysts to suggest it could be one of the Layer 1 projects capable of significant returns over time. Why is Kaanch considered one of the best crypto opportunities for 2025? With unique technology, an active presale, and growing community interest, Kaanch is viewed by many as one of the most promising crypto opportunities heading into 2025. Disclaimer: This is a paid post and is provided by Kaanch Network. The statements, views, and opinions expressed in this content are solely those of the content provider and do not necessarily reflect the views of this media platform or its publisher. We do not endorse, verify, or guarantee the accuracy, completeness, or reliability of any information presented. We do not guarantee any claims, statements, or promises made in this article. This content is for informational purposes only and should not be considered financial, investment, or trading advice. Investing in crypto and mining-related opportunities involves significant risks, including the potential loss of capital. It is possible to lose all your capital. These products may not be suitable for everyone, and you should ensure that you understand the risks involved. Seek independent advice if necessary. Speculate only with funds that you can afford to lose. Readers are strongly encouraged to conduct their own research and consult with a qualified financial advisor before making any investment decisions. However, due to the inherently speculative nature of the blockchain sector—including cryptocurrency, NFTs, and mining—complete accuracy cannot always be guaranteed. Neither the media platform nor the publisher shall be held responsible for any fraudulent activities, misrepresentations, or financial losses arising from the content of this press release. In the event of any legal claims or charges against this article, we accept no liability or responsibility. Globenewswire does not endorse any content on this page. Legal Disclaimer: This media platform provides the content of this article on an 'as-is' basis, without any warranties or representations of any kind, express or implied. We assume no responsibility for any inaccuracies, errors, or omissions. We do not assume any responsibility or liability for the accuracy, content, images, videos, licenses, completeness, legality, or reliability of the information presented herein. Any concerns, complaints, or copyright issues related to this article should be directed to the content provider mentioned above. Photos accompanying this announcement are available at Disclaimer: The above press release comes to you under an arrangement with GlobeNewswire. Business Upturn takes no editorial responsibility for the same. Ahmedabad Plane Crash
USA Today
6 hours ago
- USA Today
Changes in U.S. Regulation Are Simplifying the Growth of Web3 Business
With regulatory changes gaining traction and Washington warming to digital assets, the U.S. is quickly reclaiming its place at the forefront of blockchain development. Story by OKX The United States has witnessed a remarkable revamp of its crypto industry in the past six months to become a fertile ground for innovation, startup growth, capital formation, and a founder's paradise. Read on to explore how regulatory changes are simplifying the growth of Web3 businesses. What's Fueling Business Growth? Various bills and acts have cleared the House, the majority of which are aimed at improving the regulation of virtual assets. One of those bills proposes a structured division of oversight between the Securities and Exchange Commission (SEC) and the Commodity Futures Trading Commission (CFTC), which hopes to build stronger clarity between startups and investors. In essence, this will streamline the process of achieving compliance while still innovating. Thanks to this, many founders and high-profile ventures who left the U.S. market are slowly returning. One of those, OKX, is relaunching in the U.S., while others like Deribit and Crossover Markets have already announced plans to set up operations in the country. The Best Time for Crypto Businesses to Thrive Seed rounds for Web3 infrastructure, AI-integrated blockchain platforms, RWAs, and tokenized finance startups are closing faster and becoming often oversubscribed. Insights suggest that blockchain-based startups raised $4.8 billion in Q1 2025, which is the highest amount since late 2022. The thaw is real, and investors are taking notice. The current administration has taken steps to refine policies for digital assets while implementing regulatory changes to how the federal government views the cryptocurrency sector. Moreover, the administration is engaging with digital asset firms and fintech leaders by opening communication lines with major players in the space, aiming to craft a national crypto strategy that is pro-business and globally competitive. The Ripple Effect New policies are expanding the definition of "dealers" to include certain DeFi participants. This time, regulation will come with dialogue. Recent testimony from SEC and CFTC leadership before Congress suggested a willingness to work within the scope of recently passed and upcoming bills, signaling a more cooperative stance. This has done the impossible quickly, translating into tangible ecosystem growth. The trend is consistent: founders are building, funds are deploying, and regulators are increasingly watching with open (not closed) eyes. The pivot is not without its critics. Some privacy advocates worry that regulation will compromise the ethos of decentralization. Others believe the sudden friendliness could evaporate with a single lawsuit or political scandal. But these voices acknowledge that, for now, the industry is experiencing renewed activity compared to levels observed prior to the Terra and FTX events. One exciting dimension of this resurgence is how it ties back to policy. The crypto sector is no longer a fringe issue and is slowly becoming embedded in national economic discussions, where policymakers now treat it accordingly. State governments across Nevada, California, Florida, and Colorado, among others, are experimenting with Web3 pilot programs that serve different sectors, ranging from land title registries to municipal stablecoins. The Return of Talent The United States has spoken of a 'crypto brain drain' for years as engineers, founders, and legal experts fled the U.S. for more welcoming environments. However, that trend has already reversed. Some of the biggest names in blockchain have announced U.S. headquarters, expansions, or relaunches in recent weeks. The crypto economy is returning—not just in capital, but in talent and infrastructure. Final Take The months coming are more critical too than the previous ones; the sector still expects the Senate to pass some more key legislation, and at the same time provide room for oversight authorities to be predictable. It's an important time in the history of crypto, a time when innovation is thriving across decentralized finance (DeFi), Real World Assets (RWAs), institutional adoption, and payments. The maturity of the industry will prove itself with time if it can demonstrate its resilience without veering away from its founding principles. Still, the crypto community has every reason to have faith in the industry. In the government, there is growing optimism, and for first-time founders and investors, they won't be waiting for permission but building with a clear purpose. While it cannot yet be called a victory lap, the developments are surely a restart not seen in years. OKX Exchange products are not yet available in the United States due to local laws and regulations. Investing in digital assets carries a high level of risk and may not be suitable for all investors. Potential investors should ensure that they have an understanding of the risks involved, seeking professional advice where appropriate.
