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Stanford researchers mathematically tested artificial intelligence software in less than half a day and for under $500

Stanford researchers used AI to complete a formal software verification process in under half a day for under $500.

The development highlights shifting approaches to mathematical code correctness, alongside new tools like Harmonic's Aristotle and startup funding for universal language verification.


How they test software with mathematics

Formal verification is based on mathematical proofs and is considered difficult and time-consuming. Large companies and organizations, such as Boeing, Amazon and Apple, already use it for critical pieces of their software.

Companies are developing new tools

&Truth raised $70 million to develop tools that can verify mathematical programs written in any programming language.

Harmonic announced its “Aristotle” tool, which verifies software written in C and hardware designs written in Verilog. Meanwhile, Anthropic and Theorem announced a partnership to use artificial intelligence to detect bugs in open source software. They also announced a plugin for Claude.

Verification does not replace testing

Critics of the method argue that mathematical verification is no substitute for exhaustive software testing. Will Wilson of Antithesis says that both ways of checking are needed.

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