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Google Quantum Computing Achieves Breakthrough: Error Rate Reduced by 40 Times, Overcoming Key Resource Bottleneck

Google Quantum Computing Achieves Breakthrough: Error Rate Reduced by 40 Times, Overcoming Key Resource Bottleneck

华尔街见闻华尔街见闻2026/10/15 20:26
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By:华尔街见闻

Google has validated a technology called "motaic cultivation" on its Willow processor, reducing quantum error rates by about 40 times and achieving a T-state logical fidelity of 99.99%, setting a new record in the field. If this breakthrough can be successfully scaled, it will greatly reduce the hardware requirements for building fault-tolerant quantum systems, which holds significant implications for the commercialization of quantum computing.

Google's Quantum AI team has made a key breakthrough in the field of quantum computing, which promises to significantly reduce the hardware cost required to build practical quantum systems.

The related research was published Thursday in the journal Science. Google validated a technology called "magic state cultivation" on its Willow processor, reducing quantum error rates by approximately 40 times and achieving a T-state logical fidelity of 99.99%. This is the highest record in the field to date.

Magic state production has long been seen as the core bottleneck for scaling quantum computing—estimates suggest that up to 95% of a quantum computer's capability could be devoted exclusively to generating magic states, leaving extremely limited resources for actual computation.

If this breakthrough can be successfully scaled up, it would significantly reduce the hardware required for building fault-tolerant quantum systems and carry important implications for the commercialization path of quantum computing.

At the same time, Google stated, the feasibility of this technology must still be validated at a larger scale, and practical quantum computing remains a considerable distance away.

As of this writing, Google's stock price rose 0.24% on Thursday.

Google Quantum Computing Achieves Breakthrough: Error Rate Reduced by 40 Times, Overcoming Key Resource Bottleneck image 0

Magic States: The Resource Black Hole of Quantum Computing

Magic states are a crucial element for achieving "universal" quantum computation. For quantum processors to execute complex computations that surpass classical computers, they must rely on magic states to generate the necessary set of quantum operations. However, once used, magic states cannot be reused, making them a scarce resource.

The greater challenge lies in their production cost. Some studies estimate that quantum computers may need to devote up to 95% of their total computational power to magic state production, leaving very limited resources for practical computational tasks.

This bottleneck was foreseen by researchers as early as 2004. Over the next two decades, the academic community has continuously explored ways to reduce the cost of magic state production, but progress has been slow.

Proposing the Magic State Cultivation Approach, Greatly Improving Resource Efficiency

In 2024, Google's Quantum AI researchers Craig Gidney, Noah Shutty, and Cody Jones proposed a magic state cultivation approach based on existing literature.

The central idea is to design the magic state production process into a filtering mechanism: inject noisy quantum states into a small region of the chip, then apply a series of highly coordinated measurement operations to detect and eliminate faulty attempts, thereby "cultivating" high purity, low error-rate quantum states which are then simultaneously encoded into a larger usable form.

However, the transition from theory to hardware implementation was not smooth. Research scientist Emma Rosenfeld consistently obtained data in early tests that "seemed to violate the laws of physics."

After months of investigation, the team discovered the root issue was a mistaken assumption in the benchmarking technique—environmental noise from electrical equipment drift and temperature fluctuations in the lab interfered with the validity of their benchmarking.

To address this, the team not only added extra controls to the system to suppress noise effects but also invented a new benchmarking technique, using the cultivation process itself as a tool for self-calibration.

Both Fidelity and Error Rate Set New Records

On the Willow processor, the proposed approach achieved an approximately 40-fold reduction in error rates compared to uncultivated quantum states, with T-state logical fidelity reaching 99.99%, setting a new record for the field.

The Google team also completed another critical demonstration: verifying that the cultivated magic states could be smoothly transferred between two different quantum error-correction schemes—specifically, transferring quantum states from distance-3 color code (a newer error-correction method well-suited for cultivation operations) to distance-5 surface code (a more mature error-correction technique).

This "grafting" operation demonstrated that purified quantum states can survive stably within the hardware and be transferred smoothly, paving the way for integrating magic state cultivation technology into Google's existing quantum computing architecture.

Despite these advances, Google clearly states that magic state cultivation technology must still be validated at a much larger scale before it can be truly applied to practical quantum computing tasks, with many technical challenges remaining.

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