Vitalik Buterin is trying to fix crypto’s biggest blind spot: ‘The goal is to…’

ambcryptoPublished on 2026-02-23Last updated on 2026-02-23

Abstract

Vitalik Buterin, co-founder of Ethereum, is shifting the focus of crypto conversations from price and performance to a more fundamental issue: the gap between user intent and a system's actual behavior. He argues that true security is about minimizing this divergence, as even simple actions involve complex human assumptions that are difficult to encode. Buterin extends this concern to the broader internet and AI, noting that the core challenge is not the ability to generate content or execute code, but the need for quality, judgment, and context. He envisions Ethereum evolving into a neutral coordination layer where AI agents can transact, prove actions, and build verifiable trust on-chain. This framework aims to create systems that don't just execute commands blindly but safely interpret human intent, making trustless and private interactions possible in an increasingly automated world.

Most conversations in crypto focus on price, performance, and security. The common belief is that once the technology becomes secure enough, everything else will fall into place.

But recently, Ethereum co-founder Vitalik Buterin has been bringing the discussion back to a more basic question.

Are these systems actually working in the user’s best interest?

Security is about intent

In his latest X post, Buterin noted that security is about reducing the gap between what users want and what the system actually does.

As he puts it,

“The goal is to minimize the divergence between the user’s intent, and the actual behavior of the system.”

Source: X

That sounds obvious, but it also moves the conversation in an important way. Security today is about understanding that human intent is often impossible to fully encode.

Even a simple action like sending an Ether [ETH] involves hidden assumptions. Is the address correct? Is it really controlled by the right person? If there’s a fork, which version of ETH is the “real” one?

Much of what we rely on falls under common sense. That’s not so easily done by machines, is it? However, there are limits too.

Buterin made sure to note that,

“‘Perfect security’ is impossible… because ‘the user’s intent’ is fundamentally an extremely complex object.”

The internet has the same problem

Buterin sees a similar issue in today’s creator economy. AI can generate unlimited content. Publishing is easy. Execution is easy. The bottleneck is judgment.

“The problem is quality. And so your goal is not incentivizing content, it’s surfacing good content.”

This is the same problem he identified in crypto security. The internet publishes everything; crypto executes everything. Neither inherently understands context.

This is why platforms like Substack stand out to him. Their value comes from elevating the right content through curation, judgment, and alignment.

Increasingly, the challenge is building systems that understand what is worth working on.

This question of intent…

…becomes far more serious in the age of AI. It acts, decides, and interacts on its own.

Buterin recently mentioned that the real issue is not how powerful AI becomes, but who controls it and how its behavior is verified. The goal is to shape its direction.

Warning against systems that concentrate power or operate beyond human oversight, he wrote,

“I want an AI future where we foster human freedom and empowerment…”

Source: X

This is where Ethereum fits in, as infrastructure around it. A neutral layer where AI systems can make payments, prove actions, and build reputation transparently.

Think of this.  AI agents could pay for services, interact with other agents, or post security deposits on-chain. These actions create accountability, the behavior of which, becomes traceable. Trust, in turn, becomes verifiable.

As Buterin explained, the goal is to make “trustless and/or private interaction with AIs possible.”

AMBCrypto previously reported that Buterin has proposed personal AI agents to address DAO voting fatigue.

Instead of users manually voting on every proposal, private AI models trained on their preferences could vote on their behalf.

He noted that “the usual solution, delegation, is disempowering,” especially when participation drops and power concentrates with large holders.

As AI expands what machines can do, who ensures they act the way users actually would?

When systems optimize the wrong things

Here’s a different example of the same vein.

Prediction markets were supposed to solve a very specific problem. They were designed to aggregate collective intelligence and help make better decisions. But Buterin now worries they are drifting away from that purpose.

Instead of helping people manage real-world risk, many prediction markets are dominated by short-term bets on crypto prices, sports, and viral events. These markets generate activity, but not necessarily insight.

As he put it, 

“(teams often) capitulate to these things because they bring in large revenue during a bear market where people are desperate.”

The system is working… but towards the wrong goal.

This is the same problem in crypto and the internet. Systems focus on what they can easily measure and not on what actually matters, like accuracy or real usefulness.

Buterin is of the belief that prediction markets could help. He suggests using them to track real-world costs like housing, food, or healthcare. AI tools could then help people automatically protect themselves against those rising costs.

“You have price indices on all major categories of goods and services… and prediction markets on each category…”

In that model, prediction markets become a tool for protection. The difference, again, comes down to intent.

From executing code to protecting intent

All of Buterin’s recent ideas describe a blueprint for how the future internet itself may work.

His core principle is that no single signal should be trusted completely. Not a signature, an AI agent, or even a user’s click. Systems should rely on multiple overlapping checks to approximate what a person actually meant to do.

This is how humans already build trust.

Crypto, in its early days, focused on “trustless” execution. But Buterin seems to recognize that code can execute perfectly and still produce the wrong outcome if intent is misunderstood.

The next phase is trust-minimized interpretation. Systems that don’t blindly execute commands, but interpret them safely. In that world, Ethereum could ideally be a coordination layer.

In an internet run increasingly by machines, the scarcest resource will be the certainty that systems do what humans actually mean.


Final Summary

  • Vitalik Buterin says crypto’s biggest risk is the growing gap between what users intend and what systems actually execute.
  • Ethereum could evolve into a coordination layer where AI agents vote, transact, and act.
Next: Dollar stablecoin for Gaza? Trump advisers’ proposal draws scrutiny
Share
  • Share
  • Tweet

Trending Cryptos

Related Questions

QWhat is the core issue that Vitalik Buterin is trying to address in crypto systems according to the article?

AHe is addressing the growing gap between what users intend to do and what the system actually executes, moving the focus beyond just price, performance, and security.

QHow does Buterin define the goal of security in his X post?

AHe defines it as 'to minimize the divergence between the user's intent, and the actual behavior of the system.'

QWhat role does Buterin propose for Ethereum in the future of AI, as mentioned in the article?

AHe proposes Ethereum as a neutral coordination layer where AI agents can make payments, prove actions, build reputation transparently, and enable trustless and/or private interactions.

QWhat problem does Buterin identify with current prediction markets, and what alternative does he suggest?

AHe identifies that they have drifted from their purpose of aggregating collective intelligence and are dominated by short-term bets. He suggests using them to track real-world costs like housing and food, so AI tools can help people automatically protect themselves against rising costs.

QWhat does the article state is the 'scarcest resource' in an internet increasingly run by machines?

AThe scarcest resource is the certainty that systems do what humans actually mean.

Related Reads

Must-Watch Events Next Week|CLARITY Act Could Face Senate Vote; SpaceX, Circle to Report Earnings (8.3-8.9)

**Summary: Key Events and Developments to Watch (August 3-9)** The upcoming week is marked by significant financial disclosures, key legislative deadlines, and notable product updates. **Major Financial Events:** Several companies are scheduled to release their Q2 2026 earnings. American Bitcoin (ABTC) will report on August 3, followed by SpaceX and Hut 8 Mining Corp. on August 4, and Circle on August 5. Notably, a significant portion of SpaceX shares (up to 12% of total shares) will be unlocked on August 6 following their earnings release. **Key Legislative Deadline:** The U.S. Senate faces an August 7 deadline to secure 60 votes for the CLARITY Act, a bipartisan bill aiming to establish a federal regulatory framework for cryptocurrencies. The Senate may hold a full vote on the bill during the week. **Economic Data:** The U.S. July Non-Farm Payrolls report will be released on August 7, providing crucial labor market data. **Technology & Product Updates:** * **Shutdowns:** DeFi portfolio tracker Zapper and wallet app Ctrl Wallet will cease operations on August 3. * **Upgrades:** LayerZero will deprecate its v1 relayers on August 3. XRP Ledger's new version 3.3.0, featuring five new functions, is expected next week. * **AI:** Elon Musk announced that the advanced Grok 4.6 AI model is set for release around August 7. * **Bitcoin:** The BIP-110 forced signaling for a potential Bitcoin network change is scheduled to begin around August 8. **Other Notable Events:** Chinese robotics firm Unitree Tech has set its preliminary price inquiry for its IPO for August 5. South Korean exchange Upbit will delist AQT and AERGO tokens on August 3.

marsbit31m ago

Must-Watch Events Next Week|CLARITY Act Could Face Senate Vote; SpaceX, Circle to Report Earnings (8.3-8.9)

marsbit31m ago

Stocks Are Plummeting More Sharply Than Cryptocurrencies. Where Has the Money Gone?

Stock Markets Plunge Deeper Than Cryptocurrencies: Where Did the Money Go? In late July, Seoul's Kospi index triggered circuit breakers for two consecutive days, plummeting over 40% from its June high. The collapse was led by heavyweight stocks like SK Hynix, whose record profits still disappointed investors, and devastating leveraged ETFs, with one major product losing over 83% of its value. This signaled a global, forced deleveraging targeting the most crowded trades. Interestingly, while stocks exhibited extreme volatility akin to crypto markets, Bitcoin rose nearly 15% in July after a prior steep drop. Analysis shows the money fleeing equities did not flow into Bitcoin. Instead, Bitcoin had already absorbed its sell-off in May-June, when U.S. spot Bitcoin ETFs saw historic outflows. The true safe-haven beneficiary was gold, whose price rose over 20% year-on-year, highlighting a decoupling between Bitcoin and gold as "digital gold." The sell-off was a targeted unwinding of leveraged positions in tech and semiconductors, accelerated by broker-dealer risk management and shifts in the AI narrative, including new competition from Chinese memory chipmakers. The retreat path was clear: from high-valuation tech stocks to cash and U.S. Treasuries, then to gold. For Bitcoin to attract sustained institutional inflows, conditions like eased global liquidity pressure, a "soft-landing" Fed rate cut, and U.S. regulatory clarity via legislation like the stalled CLARITY Act are needed. Currently, Bitcoin is not a safe haven but an already-cleared asset. Its low correlation with tech stocks, however, makes it a potential diversification play for institutional portfolios once the storm passes. The money isn't here yet, but the positioning is underway.

marsbit31m ago

Stocks Are Plummeting More Sharply Than Cryptocurrencies. Where Has the Money Gone?

marsbit31m ago

In Conversation with Ray Dalio: We Are Currently in an AI Bubble, with 1% of My Portfolio in Bitcoin

Ray Dalio, founder of Bridgewater Associates, warns in an interview that the current AI boom shows classic bubble characteristics, which could lead to significant economic downturns as seen in past cycles like 1929 or 2000. He explains that speculative enthusiasm, fueled by debt and overvaluation, often precedes a crash when rising rates or taxation force asset sales, causing widespread losses and recession. Dalio also outlines his "Big Cycle" theory, describing an approximate 80-year pattern where widening wealth gaps, massive government deficits, and shifting geopolitical power (like China's rise) create internal conflict and global instability. He emphasizes that we are in a late-cycle, transitional phase where traditional powers like the US and UK face decline. For personal wealth protection, Dalio advises diversification beyond cash into assets like stocks, bonds, real estate, and particularly gold, which he prefers over Bitcoin. While he holds about 1% of his portfolio in Bitcoin as a non-printable hard asset, he views gold as more secure from technological or governmental threats. Regarding AI's impact, Dalio believes it will disproportionately benefit capital owners, worsening inequality by replacing both physical and cognitive labor. He suggests that human intuition and emotional intelligence, combined with AI, will be key for future workers. On taxation, Dalio argues that wealth taxes are impractical and risk triggering asset sell-offs, reducing productive investment. He points to the UK as a cautionary example of debt, low productivity, and political strife. Geopolitically, Dalio foresees a more regionalized world, with the US showing weakness in prolonged conflicts like with Iran, akin to past imperial declines. The ideal outcome, he suggests, is coexisting powerful blocs (e.g., Americas, China-Asia Pacific) without major war.

marsbit4h ago

In Conversation with Ray Dalio: We Are Currently in an AI Bubble, with 1% of My Portfolio in Bitcoin

marsbit4h ago

Daily 7.2 Trillion KRW: Foreign Capital's Record Net Buying on Friday! Wall Street Says Headwinds for Korean Stock Fund Flows Have Subsided

South Korean stock market sees a dramatic shift in fund flows. On July 31, foreign investors made a record net purchase of approximately KRW 7.2 trillion in KOSPI stocks, marking a fundamental reversal from the persistent large-scale net outflows seen in previous months. This contributed to a significant narrowing of foreign net selling in July to KRW 9.8 trillion, down sharply from KRW 48.4 trillion in June and KRW 44.5 trillion in May. Simultaneously, domestic institutional pressure eased. South Korean pension funds and asset managers turned to a net buying position in July, purchasing KRW 1.0 trillion worth of KOSPI shares, contrasting with net sales in May and June. Market volatility is expected to be dampened by new financial regulations. Effective July 31, the Financial Services Commission tightened access for retail investors to single-stock leveraged ETFs by raising the minimum cash deposit requirement. Trading volumes for these products subsequently dropped to about 50% of their monthly average. Citigroup Research maintains its year-end KOSPI target of 10,000 points. The firm cites several supportive factors: the substantial easing of headwinds from capital outflows, a robust fundamental outlook for the semiconductor sector, historically low market valuations, strong economic fundamentals, and the potential for policy support from financial authorities if needed.

marsbit4h ago

Daily 7.2 Trillion KRW: Foreign Capital's Record Net Buying on Friday! Wall Street Says Headwinds for Korean Stock Fund Flows Have Subsided

marsbit4h ago

Trading

Spot

Hot Articles

Discussions

Welcome to the HTX Community. Here, you can stay informed about the latest platform developments and gain access to professional market insights. Users' opinions on the price of S (S) are presented below.

活动图片