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Google reports 40-fold error cut on Willow chip; Alphabet upside looks muted

Google says its Willow chip cut magic state errors about 40-fold, a research milestone that stops short of making quantum computers practical.

16/10/2026 02:1913 min read

The outcome marks a research milestone, not a revenue event, so any persistent impact on Alphabet's stock is apt to be modest, given the company's value is anchored in search, cloud and AI. Smaller quantum pure-plays are more responsive to sector headlines and may see larger sentiment-driven swings. The encryption issue could resurface in crypto markets, but the distance between this result and what code-breaking would need is vast. The more important signal is competitive: it puts Google in a stronger position in the race for error-corrected quantum computing.

Google has made quantum computing's priciest ingredient far cheaper to produce, though the operation remains closer to a test kitchen than a factory.

Summary:

  • Google says magic state cultivation lowered errors on its Willow chip by about 40-fold.
  • The work, reported in Science, delivered magic states with 99.99% fidelity.
  • Magic states are a central bottleneck; by some estimates, they could consume up to 95% of a machine's capacity.
  • The trial used at most 54 of Willow's 105 qubits, and only about 8% of attempts cleared all checks.
  • Google says larger demonstrations are still needed and has set no timeline.
  • Breaking RSA-2048 encryption would require magic states roughly a million times purer.

According to Google, it has found a workaround for one of the biggest bottlenecks in quantum computing, cutting errors in a crucial resource by about 40-fold on its Willow chip. The development moves practical, error-corrected machines a step forward, but it is far from making them imminent.

On Thursday, Google's Quantum AI team laid out the work in a paper in the journal Science and in a blog post. It focuses on so-called magic states, a special type of quantum state needed for a quantum computer to perform the full range of calculations that would make it useful. Producing high-quality magic states has been very costly; by some estimates, they could consume up to 95% of a machine's capacity.

The technique, called magic state cultivation, was proposed by Google's own researchers in 2024 but had previously been tested only in theory and simulation. It grows a rough magic state in a small portion of the chip and repeatedly runs error checks, rejecting any attempt in which a defect is found. On Willow, errors fell by roughly 40 times relative to states produced without the technique, and the magic states came out with 99.99% fidelity.

Efficiency is the point. If magic states can be created cheaply and consistently, more of a future quantum computer's capacity can go to actual calculations, lowering the size and cost of machines needed to handle useful tasks.

The caveats are considerable. At most 54 of Willow's 105 qubits were used in the experiment, and only about 8% of cultivation attempts passed all checks. Google itself noted that the method must still be proven at larger scale, that many technical challenges remain, and it offered no timeline for commercially useful machines.

The findings also feed into questions about quantum threats to encryption, including the cryptography that secures bitcoin and online banking. That risk is still distant: defeating the widely used RSA-2048 standard would take magic states about a million times purer than those Google produced.

From an investor's perspective, the development is a research achievement rather than a commercial catalyst, and Alphabet's outlook is unlikely to change because its value depends mainly on search, cloud and AI. It nonetheless bolsters Google's position in the effort to build error-corrected quantum systems. Announcements of this type have tended to trigger sharp swings in smaller quantum pure-plays.

The next key signs will be whether Google can show cultivation at larger scale and whether outside researchers corroborate the results.

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Disclaimer: this article comes from third-party media and is provided for reference only. It does not constitute investment advice. Crypto and other financial products carry significant price volatility risk, so please make your own decisions carefully.

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