# The ‘Pain in the Ass’ Math That Could Save Vibe Coding From Itself

- URL: https://talkfuse.com/story/the-pain-in-the-ass-math-that-could-save-vibe-coding-from-itself/
- Published: 2026-10-29T15:00:00+00:00
- Updated: 2026-10-29T16:06:26+00:00
- Original publisher: Wired
- Original article: https://www.wired.com/story/software-verification-is-the-hot-new-answer-to-the-ai-safety-crisis/
- Topics: Art, Business, Celebrity, Companies, Culture, Entertainment, Software, Technology

## Key points

- Start-ups are using AI to make mathematical code checks more practical.
- &Truth raised $70 million; Harmonic has raised $295 million.
- Experts say verification offers assurance but cannot catch every bug.

## Summary

AI companies are trying to make formal software verification, which uses mathematics to check whether code meets precise requirements, faster and easier to use. The approach could improve software reliability and security, but it remains uncertain whether AI can make it practical beyond high-risk systems.

&Truth has raised $70 million and used AI to verify part of the code that encrypts Signal conversations; rival Harmonic has raised $295 million and says its Aristotle agent can verify C software and Verilog hardware designs. Anthropic and Theorem also used AI to find bugs missed by extensive testing. Experts caution that verification can be costly and cannot catch every problem, including those caused by user error or hardware failure.

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Summarised by TalkFuse (https://talkfuse.com/). Quote the original publisher for the reporting and link this page for the summary and discussion.