# Chinese doctor stuns maths world by cracking decades-old problem using ChatGPT

> Source: <https://www.scmp.com/tech/tech-trends/article/3363966/chinese-doctor-stuns-maths-world-cracking-decades-old-problem-using-chatgpt?utm_source=rss_feed>
> Published: 2026-08-14 02:00:12+00:00

# Chinese doctor stuns maths world by cracking decades-old problem using ChatGPT

Jin Shanmu, a Beijing-based neurosurgeon, was trying to solve a problem related to brain ultrasounds. Instead, he made mathematical history

When Beijing-based neurosurgeon Jin Shanmu pulled up a chair at his computer, he was not looking to make mathematical history. He was simply trying to crack a problem related to brain ultrasounds.

[OpenAI’s latest flagship artificial intelligence (AI) model](https://www.scmp.com/tech/tech-trends/article/3362568/openai-blinks-face-chinese-rivals-drops-pricing-some-models-80?module=inline&pgtype=article), solved a two-decade-old mathematical puzzle that had frustrated experts around the world since 2004.

Jin, a postdoctoral researcher and resident at the Peking Union Medical College Hospital, managed to prove Crouzeix’s conjecture, a problem in numerical linear algebra.

His tool? A 16-hour autonomous run on GPT-5.6-Sol, operating on the ChatGPT Work platform.

Proposed by French mathematician Michel Crouzeix, the conjecture posits that the norm of applying any function to a matrix is no larger than twice the function’s maximum value on that matrix’s numerical range.

While abstract, it has long been an intriguing problem in matrix analysis – a field Jin stumbled into while undertaking research on transcranial ultrasounds.
