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BeInCrypto • October 9th 2026, 11:57 AM

Top Cryptographer Warns AI Could Break the Math Behind Crypto Wallets

Key Summary

A top cryptographer warns that artificial intelligence could break the math behind Bitcoin and Ethereum wallets, potentially compromising public key cryptography and putting online banking and secure internet communications at risk. Researchers question whether AI can discover a shortcut that allows hackers to break encryption and digital signatures, despite no publicly demonstrated AI attack yet. The concern raises questions about the industry's ability to upgrade security quickly enough if AI discovers a weakness.

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Crypto Math Vulnerable to AI Threat

The Threat to Public Key Cryptography

The mathematics protecting Bitcoin and Ethereum could face an unexpected threat from artificial intelligence. Researchers are questioning whether AI might discover a shortcut that allows hackers to break the encryption and digital signatures protecting the internet and cryptocurrencies. The concern follows OpenAI's October 6 announcement that an unreleased AI model had produced 722 mathematical manuscripts, covering 372 groups of results. The model attempted roughly 4,000 unsolved problems. The findings are still being evaluated. The breakthrough prompted a warning from Johns Hopkins cryptographer Matthew Green.

The Impact on Bitcoin and Ethereum Wallets

Bitcoin and Ethereum rely on elliptic-curve cryptography to protect transactions. A complex mathematical problem makes it practically impossible to work backward from a public key to its private key. If AI discovered a much faster way to solve that problem, attackers could potentially recover private keys and steal funds. Bitcoin wallets with exposed public keys would be particularly vulnerable. Ethereum accounts that have signed transactions could also face risks.

The Broader Consequences

The potential consequences extend to online banking and secure internet communications. Modern cryptography is generally designed around extremely high security levels. Green suggested AI-driven discoveries could reveal that some systems believed to offer 128-bit security actually provide only 96 or 108 bits. A reduction of 20 bits would make an attack roughly one million times cheaper. Increasing key sizes could help, but Green questioned how security experts would determine the right size. The concern also reaches the systems being developed to protect against quantum computers. In 2024, the US National Institute of Standards and Technology approved new post-quantum standards, including ML-KEM and ML-DSA. If AI finds substantially better attacks against those problems, some of the industry's planned protections could require changes.

The Industry's Response

Blockstream CEO Adam Back called the warning 'dubious.' Blockstream researchers have developed SHRINCS, a hash-based signature system using SHA-256. Its compact signatures start at 324 bytes, and the technology has been demonstrated on Bitcoin's Liquid sidechain. Bitcoin would still require a protocol upgrade to adopt it. Hash-based signatures also cannot directly replace public-key encryption and key exchange. Some investors are already taking precautions. Charles Edwards, founder of Capriole Investments and a BeInCrypto Market Intelligence Expert Council member, said he has stopped using DeFi and reduced his number of wallets and accounts. If AI compromises mainstream encryption in any way, there will be chaos.

The Waiting Game

For now, there is no publicly demonstrated AI attack capable of breaking Bitcoin or Ethereum's core cryptography. The question is whether the industry can upgrade its security quickly enough if AI eventually discovers one.
#Bitcoin#Ethereum#US#Crypto#AI#Mathematics

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