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‘Wow, it’s a real discovery’: Claude cracks a 25-year NSA number mystery

Until Claude entered the picture. This month, an Anthropic employee asked an internal research model to investigate, without sharing the old theory that the seeds came from a forgotten phrase.

Shaurya Malwa

Publisher CoinDesk

Oct 17, 2026 at 6:39 AM UTC · Updated 5일 전 · 1 분 소요

‘Wow, it’s a real discovery’: Claude cracks a 25-year NSA number mystery
Image via CoinDesk

Key Signal

1,842nd P-256 seed match

Last Updated

5일 전

번역 중…

Claude goes digging

Until Claude entered the picture. This month, an Anthropic employee asked an internal research model to investigate, without sharing the old theory that the seeds came from a forgotten phrase.

It took the model less than half an hour to trace five NIST curve seeds to lrand48, a random-number generator found in older C software libraries.

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Claude reproduced the sequence behind P-256, a widely used curve, and found an exact match for its published seed at the 1,842nd candidate.

“This is astonishing: it solves the 25-year-old mystery,” the model wrote in its recorded reasoning, after briefly questioning whether it was working inside a simulated test. “Hmm, is it plausible in reality? As of my knowledge … the bounty was unsolved. … All top bits clear—20 bits, chance 1e-6. So indeed real-world.”

“Wow, it's a real discovery.”

Why this matters

The finding concerns the provenance of parameters in NIST elliptic-curve cryptography, a widely used piece of security infrastructure. Reproducible seeds could reduce concerns that those values concealed a hidden weakness, though unanswered questions about skipped candidates and other curve choices suggest the review is not complete. The article also highlights that predictable random-number generation in wallet key creation could enable fund theft.

How Claude solved the NSA’s 25-year-old number mystery. (Shaurya Malwa/CoinDesk)

Anyone can now rerun the program and get the numbers the NSA supplied. Anthropic says that makes a hidden weakness much less likely, though the team still cannot explain why the program passed over some usable candidates or how other parts of the curves were chosen.

That predictability is what let Claude rebuild the numbers, and it would be a disaster inside a wallet. A secret key generated with lrand48 could be recreated by anyone who worked out roughly when it was made, giving them everything needed to drain the funds.

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Originally reported by CoinDesk

NewsLayer coverage based on externally reported material.

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