AI Advances Bring Formal Verification to Bitcoin and Software Security

  • Formal verification uses mathematical logic to check if software code is correct.
  • Experts say these methods could prevent disasters caused by software bugs, such as the crash of a rocket.
  • Cloud computing companies, including AWS, are hiring experts in formal verification to make their systems safer.
  • Researchers are developing ways to use formal verification for code created by AI tools.
  • Bitcoin‘s protocol relies on strict and deterministic logic, helping it avoid major software bugs for over 15 years.

Formal verification, a branch of computer science that uses mathematical logic to confirm code accuracy, is gaining attention as companies look for better ways to prevent software problems. The field, once considered niche, is now being applied more widely as advances in Artificial Intelligence speed up the creation of new code.

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Professor Clark Barrett of Stanford described how a software bug involving the conversion of a number format led to a rocket explosion. He stated that such incidents can be avoided with formal verification, which checks the underlying logic of code rather than just running tests.

Regular code testing often misses critical errors, according to Barrett. For example, a function dividing two numbers could crash if given a zero as the denominator. While most routine tests would overlook this, formal verification would identify the logic problem before the software is used.

The process of formal verification is still complex and has not been widely adopted outside of specialized cases like the Mars rover project. However, with more customers customizing queries on services like AWS, even a minor logical mistake—such as typing "or" instead of "and"—could risk exposing massive amounts of data. This has led companies to hire hundreds of specialists in formal verification to improve cloud service safety.

A large focus now is verifying code written by AI. As AI-generated code becomes more common, researchers are working to create scalable tools that can verify this code efficiently. The goal is to reduce or eliminate software bugs quickly and at lower cost.

Bitcoin could be directly impacted by these developments. Its protocol is built on strict logical rules, such as nodes checking digital signatures and requiring miners to meet specific criteria to add blocks to the blockchain. A transaction in Bitcoin is valid only if its input values are greater than its output, making the process fully deterministic and leaving little room for errors.

Despite its strong design, experts note that Bitcoin is still a form of social computing, meaning it relies on cooperation among network participants. If all miners chose to act in concert, they could technically make changes to the protocol, though economic interests make this unlikely.

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For more background on formal verification in cloud services, see this related Amazon.com/security/”>AWS resource.

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