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Will Google Quantum AI publish a peer-reviewed paper claiming to have crossed Milestone 3 before 31 December 2027?

deadline 2027-12-31 confidence low tier 4 evidence
48%Asturna estimate
⚠ Evidence cap applied: the model proposed 65%, brought back to 48% for lack of sources solid enough to justify the departure from the base rate.

Resolution criterion

Yes if Google publishes in a peer-reviewed journal a result that Google itself presents as reaching Milestone 3 of its error-correction roadmap (a logical qubit with a lifetime substantially better than the best physical qubit).

Verified starting state

Google validated Milestones 1 (2019) and 2 (2023–2024, below-threshold correction on Willow, 105 qubits). Milestones 3 and 4 remain active research targets, with no peer-reviewed publication. In March 2026 Google opened a second modality in neutral atoms. Google is targeting 2029 for the useful machine and took close to five years between M1 and M2.

What pushes it up

What pushes it down

What would move this number most

Whether the 'bottleneck' breakthrough announced in October 2026 refers specifically to the break-even point required for Milestone 3 or a different technical optimization.

How this number is built

Deadline2027-12-31
Base rate40%
Best evidencetier 4 · 5 article(s) used
Independent runs30 · 33 · 48 · 48 · 53 (spread 23 pts)
Confidencelow
Evidence capapplied: 65% brought back to 48%
Last revised2026-10-18 12:03
Modelgemini-3-flash-preview

Sources consulted

Google Quantum AI & DeepMind Exhibit Modular Hyperbolic Codes for Over 30x QEC Overhead Aidtier 4 · Quantum Frontier · 2026-10-16Google Quantum AI Demonstrates Magic State Cultivation on Willow Processor in Science Milestonetier 4 · Quantum Frontier · 2026-10-16Google Quantum AI Introduces Virtual Error Cancellation for Universal Logical Circuitstier 4 · Quantum Computing Report · 2026-10-13Google Quantum AI: The Complete 2026 Guide To Chips, Willow And The Roadmaptier 4 · Quantum Zeitgeist · 2026-06-27Google Quantum AI: Willow And Sycamoretier 4 · Quantum Zeitgeist · 2026-06-27

Probability history

2026-10-18 12:03 48% 9 article(s) on file · gemini-3-flash-preview
  • What pushes it up. Google's official blog announced a major breakthrough in a quantum computing 'bottleneck' on 2026-10-15 [1].
  • What pushes it up. Reports indicate Google is already demonstrating 'Magic State Cultivation' on the Willow processor, a step that typically follows or coincides with achieving Milestone 3 [3].
  • What pushes it up. The Willow processor (105 qubits) has already demonstrated below-threshold error correction, providing the necessary hardware foundation for M3 [1, 5].
  • What pushes it up. Google's 2029 target for a useful quantum computer necessitates reaching M3 by 2027 to allow time for scaling and logical operations [1].
  • What pushes it down. The peer-review process for major scientific papers can take 6 to 12 months, meaning the experiment must be completed by early 2027 at the latest [2].
  • What pushes it down. Milestone 3 requires the logical qubit to perform 'substantially better' than the best physical qubit, a high bar that has historically proven difficult to clear [1].
  • What pushes it down. The transition from M1 to M2 took nearly five years, suggesting that progress in error correction is slower than hardware iterations [1].
  • What would move this number most. Whether the 'bottleneck' breakthrough announced in October 2026 refers specifically to the break-even point required for Milestone 3 or a different technical optimization.
2026-10-10 12:44 29% 6 article(s) on file · gemini-3.8-flash
  • What pushes it up. Google's demonstration of below-threshold error suppression on the Willow chip (Milestone 2) established the necessary physical error rates to make a net-positive logical qubit feasible [tier 1].
  • What pushes it down. With only 14 months remaining until 31 December 2027, the standard 6 to 12-month peer-review publication pipeline at journals like Nature or Science leaves a very narrow window if a paper has not already been submitted [tier 1].
  • What pushes it down. The step between Milestone 1 (2019) and Milestone 2 (2023–2024) took nearly five years, making peer-reviewed delivery of Milestone 3 by late 2027 significantly faster than Google's prior cadence [tier 1].
  • What would move this number most. Whether Google has already submitted a manuscript demonstrating break-even logical memory or will need another hardware spin beyond Willow to achieve substantial lifetime improvement.
2026-09-27 09:15 8% 4 article(s) on file · openai/gpt-oss-20b (Groq)
  • What pushes it up. Google’s recent expansion into neutral‑atom qubits suggests potential acceleration of error‑correction progress [tier 4]
  • What pushes it down. No peer‑reviewed milestone 3 result yet; Google’s own timeline targets 2029 for a useful machine, implying a 5‑year gap similar to M1→M2 [tier 1]
  • What pushes it down. The lack of any announced or published milestone 3 evidence in the last year pushes the probability down [tier 4]
  • What would move this number most. Whether Google’s neutral‑atom program will deliver a logical qubit with lifetime exceeding the best physical qubit before the end of 2027.
2026-09-26 09:22 15% 4 article(s) on file · qwen/qwen3.8-27b (Groq)
  • What pushes it up. Google has successfully validated M1 and M2, demonstrating a track record of hitting quantum milestones, though the time gap between M1 and M2 was ~5 years [tier 1 context].
  • What pushes it up. The opening of a second modality (neutral atoms) in March 2026 suggests accelerated R&D capacity [tier 1 context].
  • What pushes it down. The hand-verified state explicitly states M3 remains an active research target with no peer-reviewed publication as of the current date [tier 1 context].
  • What pushes it down. Google's official target for a 'useful machine' is 2029, suggesting M3 (a key step toward utility) is unlikely to be fully published and peer-reviewed by end of 2027 [tier 1 context].
  • What pushes it down. The provided recent press articles are mostly tier 4 aggregators or unrelated tier 2 news, providing no new tier 1 or 2 evidence of imminent M3 breakthroughs [tier 2/4].
  • What would move this number most. Whether the 'substantially better' lifetime threshold for M3 has been achieved in internal labs but is being held back for a larger 2028/2029 announcement, or if the technical barrier is still unsolved.
2026-09-20 09:09 31% 3 article(s) on file · gemini-3.5-flash

Reasons not recorded for this revision (detailed history has only been kept since recently).