Designing more efficient quantum circuits with Claude

• Quantum computers will need carefully designed circuits to run useful algorithms on limited hardware.
• We gave Claude plain-language specifications for eight such circuits, drawn from chemistry, optimization, physics simulation, and number theory, along with an automated evaluator that checks and scores each design.
• Working largely on its own, Claude found designs that improve on the best published circuits, in some cases by an order of magnitude or more.