Claude Mythos 5 生成椭圆曲线量子电路，门数减少 17x、qubit 多 12%
哈佛研究员拿 Claude 做量子电路设计，8 个任务里多数赢了人类纪录，写法是让模型写代码再让评估器打分迭代。
Anthropic 的 STEM Fellows Program 让哈佛物理研究员 Andi Gu 测试 Claude 能否在量子计算领域做真实研究。Claude Mythos 5 以代码形式写电路设计，由评估器打分并迭代修改，在 8 个任务中的大多数上超过人类设计纪录。最强的一项将 17x 更少的门用于多 12% 的 qubit，并首次让一个此前难以落地的经典数学捷径在量子硬件上运行，为此 Claude 证明了新恒等式并用形式化证明验证。
Claude Mythos 5 designed an elliptic-curve quantum circuit using 17x fewer gates for 12% more qubits.
Andi Gu, a Harvard physics researcher, ran it through Anthropic’s STEM Fellows Program, which pairs scientists with Anthropic staff to test whether Claude can do real research in their field.
Claude wrote circuit designs as code, an evaluator checked and scored them, and Claude kept revising until it beat human-designed records in most of the 8 tasks. Its strongest result made an elusive classical math shortcut work on quantum hardware for the first time, after Claude proved new identities and verified them with formal proofs.
