# Designing more efficient quantum circuits with Claude

Source: https://www.anthropic.com/research/designing-efficient-quantum-circuits
Published: 2026-10-16
Status: unreviewed source report

## Source excerpt (up to 25 words)

> Working largely on its own, Claude designed quantum circuits that improve on the best published versions, in some cases by an order of magnitude or

## Review question

Check the problem size, uniformity, resource measure, reduction and approximation factor. A claim in one restricted model should not be promoted to a statement about every algorithm.

No independent proof check or claim of peer review.