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This breakthrough demonstrates how hybrid human-AI collaboration can drastically optimize quantum-resistant cryptographic circuits, directly advancing the practical efficiency of post-quantum security protocols. By reducing spacetime complexity by over 86%, the Open Autoresearch framework proves that AI agents are now capable of solving high-level optimization problems previously reserved for manual expert intervention. This development is critical for scaling quantum-safe infrastructure without prohibitive hardware costs.
Researchers Reduce Circuit Size by over Eighty Percent in Shor’s Algorithm

A final spacetime complexity of 1. 259 billion defines new performance in elliptic-curve point addition circuits. This result represents an 86.
At a scale of 1.259 billion, a new approach called Open Autoresearch has dramatically improved the efficiency of circuits used in elliptic-curve cryptography. Previously, optimising these complex systems relied on traditional methods, but human expertise is now combined with artificial intelligence agents via a public leaderboard. This collaborative effort reduced the spacetime score, a measure combining circuit size and complexity, by 86.1 percent. A novel collaborative optimisation approach named Open Autoresearch unites human insight with artificial intelligence. The method sharply reduced the complexity of circuits used in elliptic-curve cryptography by 86.1 percent; these circuits…
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