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Ethereum’s Vitalik Buterin puts 60% odds on a cryptography breakthrough that could weaken Wall Street middlemen

WeMaple AI by WeMaple AI
September 7, 2026
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Vitalik Buterin sees a 60% chance that advanced cryptography becomes cheap enough to reshape Ethereum privacy.

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On Sept. 6, the Ethereum co-founder said there is a 60% probability that SNARKs, fully homomorphic encryption and indistinguishability obfuscation will eventually operate at less than 10 times the cost of ordinary computation. He put the odds at 33% that all three could approach near-zero additional overhead at sufficient scale.

The forecast reaches well beyond hiding transactions.

Cheap SNARKs could make private proofs easier to generate. Fully homomorphic encryption (FHE) could let applications compute directly on encrypted data. Indistinguishability obfuscation (iO) aims to let software run without exposing its internal logic.

Together, the technologies could move privacy from a specialized feature toward a default layer for financial and computational systems.

Buterin’s timeline is more cautious than the probability headline suggests. He said there is a good chance that at least one of the three, probably SNARKs, reaches single-digit overhead by the end of the decade. He did not assign a probability to that specific deadline.

Ethereum can improve privacy before the big breakthrough

Ethereum does not need all three technologies to become cheap before meaningful privacy improvements arrive.

Its roadmap separates privacy into private reads, private writes, and private proving, allowing progress in one area without waiting for a universal cryptographic cost collapse.

Anonymous RPC systems, private information retrieval, oblivious RAM, and light clients can improve how users access blockchain data without exposing as much information about who they are or what they are querying.

Infographic mapping Buterin’s 60% cryptography forecast to Ethereum privacy capabilities that can still advance and those constrained by high overhead

Private transactions have their own constraints. A transfer can still be censored before inclusion, linked through its fee payer or correlated through sequential account nonces.

Ethereum researchers have proposed frame transactions that separate fee payment from the account performing an action, inclusion lists that force builders to include eligible transactions seen by validator committees, and keyed nonces that make activity harder to correlate. Those mechanisms remain proposals rather than guaranteed upgrades.

Application-specific zero-knowledge systems are further ahead.

SNARKs already allow users to prove that a private computation or statement is valid without revealing the underlying information.

Ethereum’s existing design patterns can support uses such as anonymous voting, private claims, and shielded withdrawals, though privacy can still leak through wallet reuse, RPC providers, public inputs, or weak anonymity sets.

That makes SNARKs the most mature part of Buterin’s three-way bet.

FHE and iO could take privacy beyond transactions

The more consequential leap for decentralized finance would come from making FHE substantially cheaper.

Unlike application-specific proofs, FHE allows multiple users to interact with shared data while keeping that state encrypted.

That capability is essential for applications such as private automated market makers, confidential lending pools, and sealed-bid auctions, where the system must process several users’ inputs without revealing them.

However, the obstacle is cost.

One 2026 benchmark required multi-gigabyte cryptographic artifacts and more than six hours of encrypted computation for a small BERT workload. The result reflects a single application rather than a universal performance measure, but it illustrates how far some FHE workloads remain from ordinary computation.

Developers can work around those constraints with specialized coprocessors, narrower workloads, or threshold-decryption systems. Those approaches can make encrypted applications practical today, but they add infrastructure and, in some cases, new trust assumptions.

Bringing FHE into single-digit overhead would change that tradeoff. Shared encrypted state could become a routine application primitive rather than something reserved for specialized systems, making confidential financial applications cheaper and easier to deploy.

The third technology, indistinguishability obfuscation, pushes that idea further.

FHE seeks to keep data private while it is being processed. iO aims to conceal the program itself, allowing users to execute software and verify its behavior without exposing the underlying logic.

That capability remains much further away. Buterin has previously described this rigorous approach as carrying “galactic” runtimes, while newer methods remain promising but unproven.

If practical iO eventually emerges, software could begin performing roles now assigned to trusted intermediaries without revealing how it makes decisions internally. Potential applications include more coercion-resistant voting, tightly controlled encrypted protocols and systems that disclose only authorized outputs.

Those possibilities extend beyond the private-read, private-write and private-proving tools currently emphasized in Ethereum’s privacy roadmap. They also broaden the implications beyond Ethereum itself.

Christopher Inks, founder of Texas West Capital, said cheaper cryptography could allow proprietary financial models to run on outside infrastructure without exposing private data, model mechanics or intellectual property.

He argued that such systems could eventually weaken the role of intermediaries including auditors, custodians, clearinghouses and exchanges, whose businesses partly depend on serving as trusted observers or validators.

The progression is therefore from hiding user data to hiding shared financial state and, eventually, the logic of the programs operating on it. If the cost of those protections falls far enough, the result could be a new class of financial infrastructure rather than simply more private blockchain transactions.

The privacy roadmap does not depend on one outcome

Ethereum’s privacy path is therefore better understood as a progression rather than a single breakthrough.

Anonymous access, censorship resistance, shielded transfers and specialized proofs can advance with technologies that already exist. Cheaper SNARKs would expand those capabilities. FHE would determine whether confidential shared-state applications can become practical at scale. iO would open a much more distant class of encrypted software.

Buterin’s 60% scenario would accelerate all three layers, potentially making privacy far cheaper and more composable.

The remaining 40% does not imply Ethereum privacy fails. It means progress would likely stay uneven, with useful protections arriving through specialized systems while general encrypted computation remains expensive.

The post Ethereum’s Vitalik Buterin puts 60% odds on a cryptography breakthrough that could weaken Wall Street middlemen appeared first on CryptoSlate.

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