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An internal Anthropic research model's chain of thought after cracking the 26-year-old NSA elliptic curve seed mystery in under 30 minutes

Reddit r/singularity ↗ · 2026-10-16

An internal Anthropic research model reportedly solved the 26-year-old mystery behind the NSA's elliptic curve seed constants in under 30 minutes, with the article showcasing the model's chain-of-thought reasoning.

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#elliptic-curves

The NIST Elliptic Curves Seeds Bounty Has Been Claimed

Hacker News Top ↗ · 2026-10-16 Cached

Anthropic researchers cracked the 25-year-old mystery of how NIST's elliptic curve seeds were generated — they came from the POSIX drand48 RNG seeded with UNIX timestamps, not hashed sentences — claiming Filippo Valsorda's full bounty and donating it to ISRG/Let's Encrypt.

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FrontierMath has now officially marked the elliptic curve rank problem as solved

Reddit r/singularity ↗ · 2026-08-27 Cached

Claude, an internal Anthropic AI model, has solved the elliptic curve rank problem by finding curves of rank 30 and 31, surpassing the previous record of 29. The solution is part of the FrontierMath challenge and is credited to Claude along with researchers Levent Alpöge and Ava Howell.

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An elliptic curve of rank ≥ 30

Hacker News Top ↗ · 2026-08-20 Cached

An elliptic curve with rank at least 30 has been discovered, setting records in conductor, naive height, and other invariants on the Elliptic Curve Rank Leaderboard.

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Transformers Learn the Mestre-Nagao Heuristic

arXiv cs.LG ↗ · 2026-06-16 Cached

This paper trains a two-layer transformer encoder to classify rational elliptic curves by rank from Frobenius traces, achieving >99% accuracy. Mechanistic interpretability reveals the model learns the Mestre-Nagao heuristic and concentrates attention on prime positions, demonstrating that transformers can learn number-theoretic algorithms.

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