From “Collective Wisdom” to “Super Individuals”: How AI is Reshaping DAOs and the Ethereum Ecosystem?

For over a decade, the Web3 world has believed that collective intelligence can create fairer organizational structures, and DAOs are the most typical embodiment of this concept, where strangers from around the world collaborate openly to participate in decision-making and governance.

However, the emergence of AI is quietly influencing this premise.

When one person can simultaneously possess multiple AI Agents capable of automatically conducting research, executing trades, managing assets, and even participating in governance, the work that originally required a DAO or a team is being compressed into a new unit: “Individual + AI.”

This also raises a new question: Will this benefit DAOs and the entire Crypto world?

1. AI Exponentially Amplifies “Individual Capability”

Over the past year, the evolution speed of AI has been almost exponential.

From initial chat assistants to today’s AI Agents that can write code, conduct research, and automatically execute tasks, a clearer trend is emerging: individual capabilities are being amplified exponentially.

It can be said that today, an ordinary person, with the help of AI, can accomplish many tasks that previously required team collaboration, such as analyzing on-chain data, compiling research information, and even automatically executing arbitrage or DeFi strategies.

In other words, AI is compressing much of the work that originally required teams into the “Individual + AI” unit. This also explains why more and more Web3 projects are beginning to discuss the new concept of “AI-native organizations”—in such organizational structures, humans are responsible for goals and judgment, while AI handles execution and collaboration.

And DAOs are essentially the earliest experimental ground for this model.

As is well known, since their inception, DAOs have attempted to solve one problem: how to enable collaboration among strangers globally. However, the reality is that DAO governance and operations have always faced several challenges: low information processing efficiency, complex decision-making processes, and high time costs for participants.

The emergence of AI precisely provides new solutions to these problems. For example, AI can automatically organize proposals and governance discussions, automatically generate voting analysis reports, automatically execute certain on-chain operational tasks, and automatically manage community information flows. Ultimately, by involving AI in the governance process, the core team size of a DAO can become extremely small, while overall efficiency is significantly improved.

This is also an important intersection point between AI and Web3: DAOs decentralize organizations, while AI automates execution.

2. The New Trend of AI Agent + Wallet

However, for AI to truly participate in the on-chain economy, it still requires three key capabilities: asset custody, trade execution, and trusted settlement.

And these three things are precisely what blockchain excels at.

As mentioned earlier, on September 15, 2025, the Ethereum Foundation established the AI team “dAI,” with the core mission of dedicating resources to デフィne standards, incentives, and governance structures for AI models on the blockchain, including model trustworthiness—that is, how to make AI’s behavior verifiable, traceable, and collaborative in a decentralized environment.

ERC-8004 is being advanced as one of the core standards in this context. Unlike payment protocols like x402, ERC-8004 does not directly solve “how money is transferred” but attempts to answer a more fundamental question: In the absence of platform endorsement, how can an AI Agent be identified, trusted, and participate in economic collaboration?

It is precisely for this reason that the driving force behind ERC-8004 appears particularly significant: led by the Ethereum Foundation’s dAI team and jointly developed with Google, Coinbase, and MetaMask, it almost encompasses the three key entry points of AI, trading, and wallets. This level of specification itself signals that it is not merely an application-layer experiment but a clear bet on long-term infrastructure (Extended reading: The New Ticket in the AI Agent Era: What is Ethereum Betting on by Pushing ERC-8004?)

A more intuitive analogy might help understand: if ERC-8004 is AI’s “ID card,” then the wallet is AI’s “account and execution terminal.” After all, for AI to truly participate in economic activities, it must be able to manage assets, pay fees, and sign authorizations.

Traditional wallet interfaces are designed for humans; we need to stare at screens and click confirmations. But interactions in the AI world are millisecond-level, high-frequency, and massive, giving rise to the new form of “Agent Wallet,” gradually turning the wallet into an asset interface and execution terminal for AI:

• Non-Custodial Authorization: You can create an independent, restricted sub-wallet for your AI Agent. It can autonomously trade within limits you set (e.g., single transactions not exceeding 500 USDC) without requiring your manual confirmation each time. The master key remains in your hands, and the AI is merely your authorized agent.
• Cross-Chain Asset Management: AI can query your assets across 100+ chains in real-time and perform rebalancing, staking, or arbitrage based on your set strategies, freeing you from tedious daily monitoring to focus on higher-level strategic decisions.
• Human-Machine Collaboration: This is not complete hands-off management but supports flexible confirmation mechanisms—for instance, automatic for small amounts, alerts for large amounts. AI is responsible for discovering opportunities and constructing trades; you are responsible for the final button. This model perfectly combines human judgment with AI’s execution efficiency.

From this perspective, it can be said that computing power is not the endgame for AI; the wallet is the true entry point to the AI economic system.

Because stablecoins like USDT and USDC are inherently currencies prepared for AI. They are borderless, programmable, and capable of instantaneous settlement, perfectly matching AI’s ultimate pursuit of “high speed, low cost, and frictionless.”

From this viewpoint, when AI’s economic activities begin to operate in milliseconds, the only things capable of bearing this rhythm are the on-chain currencies and wallets of the Crypto world.

3. Ethereum: The Forming AI Financial Infrastructure

It is precisely for this reason that more and more developers are beginning to view Ethereum as AI’s financial infrastructure.

A recent noteworthy data point is that Ethereum’s staking queue has exceeded 3.8 million ETH, meaning more and more capital is entering the network to maintain security and earn rewards.

In short, from DAO collaboration to on-chain intelligent agents, and to wallets as AI’s asset interface, Ethereum is gradually evolving into the underlying infrastructure for the AI economy.

In the AI era, such stable infrastructure is very important because AI Agents may need to automatically manage assets, automatically participate in DeFi, and automatically execute trades in the future, and these behaviors all rely on a trusted, decentralized settlement layer.

Currently, Ethereum remains the most mature choice.

The author has previously emphasized that what Ethereum is competing for here is a more subtle new label: the underlying clearing layer for AI collaboration. In this vision, AI Agents from different platforms, different chains, and different organizations can operate in their respective environments, but when they need to establish trust, custody value, and settle results, they ultimately return to a commonly recognized neutral layer.

It can be said that this new role aligns highly with the positioning Ethereum has gradually formed in the global financial system. It does not seek to be the fastest execution layer nor attempts to cover all application scenarios but occupies a more fundamental position in the long term: a trusted settlement and order layer.

Overall, under this structure, blockchain is not just a financial system but may also become the trusted infrastructure for the AI economy, with Ethereum likely standing at the center of the stage.

The integration of AI and the 暗号 world is far more than simple technological stacking. From the organizational form of DAOs to Ethereum’s infrastructure, and to the combination of AI Agents and wallets, a new path is gradually becoming clear: individual capabilities are amplified, organizational structures are reshaped, with AI responsible for execution and blockchain responsible for settlement.

In the coming years, we are likely to see more and more AI-driven on-chain economic activities, with Ethereum and wallets potentially becoming the key entry points connecting humans, AI, and the on-chain world.

We shall wait and see.

この記事はインターネットから得たものです。 From “Collective Wisdom” to “Super Individuals”: How AI is Reshaping DAOs and the Ethereum Ecosystem?

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