Skip to content

Invest Independently confirmed2 publishers 3 min read Published

More than 100 researchers with AI agents cut Bitcoin's quantum-attack benchmark sevenfold in two months

Eigen Labs' ECDSA.Fail leaderboard took the resource score for one step of a quantum key recovery from 10.75 billion to 1.496 billion by July 26, while the defense side works to fixed dates in 2029 and 2030.

The Investor · Invest desk

Send a correction

Illustration accompanying More than 100 researchers with AI agents cut Bitcoin's quantum-attack benchmark sevenfold in two months
Generated illustration

What happened

  • Eigen Labs launched ECDSA.Fail in late May 2026 as an open leaderboard that ranked evaluator-checked quantum circuits for reversible point addition on the secp256k1 curve used by Bitcoin and Ethereum.
  • By the July 26 cutoff, more than 100 participants working with AI coding agents had taken the leading score from the contest's 10.75 billion baseline down to roughly 1.496 billion, a drop of 86.1 percent.
  • The preprint went up on arXiv on September 9, 2026, with lead author Jieyi Long of Theta Labs and co-authors from the Ethereum Foundation, StarkWare, the Starknet Foundation, Trail of Bits, Brevis and Sei Labs.
  • The authors say the result is not a working attack, and that no present-day quantum computer can run the full algorithm at cryptographic scale.

Why it matters

  • What it limits constraint Migration runs on calendar dates while the benchmark runs on submissions, and the December 2029 target leaves about 39 months from the preprint to convert transactions, validators and storage.
  • What it costs cost The publicly committed defense money is about $5 million a year across nine firms plus Galaxy Digital's up-to-$5 million, and each further cut in the benchmark widens what that spending has to cover.
  • What doesn't add up contradiction The same result is a 7.2x cut against the contest's own baseline and more than 50 percent below Google Quantum AI's March figure, and with different accounting conventions on each side, the multiple quoted depends on the baseline chosen.
  • What it sets up precedent A verifier-gated leaderboard with AI agents is now a demonstrated way to move any benchmark with a checkable objective, and this one published its circuits where Google's estimate came with a zero-knowledge proof.

The score is a product, so which factor moved matters. Contest entries were ranked by peak logical qubit width multiplied by average executed Toffoli-gate count [6]. At the July 26 cutoff the leading circuit ran 1,151 logical qubits against about 1.30 million Toffoli gates, and 1,151 times 1.30 million is 1.496 billion [2][18]. Submissions kept coming after the cutoff. One later design got the gate count under a million and another got the qubit width down to 813, each at the expense of other resources [11]. Multiplying those two records together would give 813 million, a further 46% off the published figure, but the paper describes them as separate designs that each gave up something elsewhere [26][11].

What 1.496 billion counts is one arithmetic step: reversible point addition over secp256k1, the operation Shor's algorithm repeats many times to get from a public key to a private one [7]. The paper excludes error correction, magic-state factories and the other hardware costs a complete end-to-end break would require [5]. A second circuit, adapted to the single-call interface used in windowed versions of Shor's algorithm, scored about 1.96 billion after adjusting for measured success probability on random inputs [20].

The defense side is working to calendar dates. The Ethereum Foundation set a December 2029 deadline to make transactions, validators and storage quantum-resistant [21]. The researchers wrote that "NIST has standardized post-quantum replacements, and the initial public draft of NIST IR 8547 proposes deprecating classical public-key algorithms at the 112-bit security level after 2030 and disallowing them after 2035" [14]. From the September 9 preprint, December 2029 is about 39 months out [25]. The committed money is smaller than those horizons. Galaxy Digital committed up to $5 million in July, and nine firms including BlackRock, Coinbase and Strategy pledged $15 million over three years for broader Bitcoin security research including quantum defenses [17]. That is $5 million a year across nine names, or roughly $555,000 each per year if split evenly [24].

Tyler Warner writes Decrypt's Morning Minute, and Decrypt says his opinions are his own. He wrote that "every timeline in this space was built assuming attack research moves at human speed, and this is the first hard evidence it might not" [23]. Warner also wrote that no funds are at risk today [8]. I would put the finding narrower. A leaderboard with a verifier attached moved a defined score by 86% in about two months [12][9], and the score it moved sits above the hardware layer that dominates the cost of a real break [5]. None of the three accounts puts a date on Q-Day. The exposure the paper points to is public-key reuse and older address formats, which the authors say leave large amounts of value exposed once a sufficiently large fault-tolerant machine exists [22].

I would be wrong if the same verifier-gated process is aimed at error correction and magic-state distillation and takes comparable percentages off those. Then 2029 and 2030 are the wrong dates to be planning against. The other way this runs is that the contest found most of the available structure in point addition in its first two months. Later entries trade one resource for another, and the curve flattens well above what any machine can reach.

What to watch

  • Whether the Ethereum Foundation's December 2029 deadline for quantum-resistant transactions, validators and storage holds once post-cutoff submissions are scored.
  • Whether Google Quantum AI publishes point-addition circuit details under accounting that can be compared with the contest's score.
  • Whether further commitments follow Galaxy Digital's up-to-$5 million and the nine-firm $15 million pledge.

Information, not investment advice. This story is general information about companies and markets, drawn from cited reporting. It is not a recommendation to buy, sell or hold any security; check the cited sources before acting.

Clarity's read

What the record supports and how the coverage leans. The claims behind it follow.

Reality

Evidence62
Adoption44
Hype gap+28
Incentives66
Confidence63
Why these scores

Claim ledger

Ranked by verification strength, evidence, and original report placement.

  1. [1]

    A collaborative research effort involving more than 100 participants and AI coding agents sharply lowered a widely cited measure of the quantum resources needed for a core arithmetic step in a theoretical attack on the elliptic-curve signatures used by Bitcoin and Ethereum.

    Reported SupportedView cited source
  2. [2]

    At the July 26 cutoff used in the paper, the leading circuit used 1,151 logical qubits and about 1.30 million Toffoli gates, for a combined score of roughly 1.496 billion, an 86.1 percent drop from the contest's starting baseline of 10.75 billion.

    Reported SupportedView cited source
  3. [3]

    Lead author Jieyi Long of Theta Labs and co-authors from the Ethereum Foundation, StarkWare, the Starknet Foundation, Trail of Bits, Brevis, Sei Labs and other groups stress that the result is not a working attack.

    Reported SupportedView cited source
  4. [4]

    No present-day quantum computer can run the full algorithm at cryptographic scale.

    Reported SupportedView cited source
  5. [5]

    The paper excludes the additional overhead of error correction, magic-state factories and other hardware costs that a complete end-to-end break would require.

    Reported SupportedView cited source
  6. [6]

    ECDSA.Fail, launched by Eigen Labs in late May 2026, treated circuit design as an open leaderboard contest; contributors submitted evaluator-checked designs ranked by a spacetime-style score equal to peak logical qubit width multiplied by average executed Toffoli-gate count.

    Reported SupportedView cited source
  7. [7]

    The work focuses on reversible point addition over the secp256k1 curve, an operation repeated many times inside Shor's algorithm when the goal is to recover a private key from a public key.

    Reported SupportedView cited source
  8. [8]

    Warner wrote that the result is not a prediction about Q-Day and that no funds are at risk today.

    Reported SupportedView cited source
  9. [9]

    The 86% reduction in the benchmark happened between late May and July 26, described by Decrypt as two months, and the paper landed later.

    Reported SupportedView cited source
  10. [10]

    The work was released as an arXiv preprint on September 9, 2026.

    Reported SupportedView cited source
  11. [11]

    Later submissions pushed the Toffoli count below one million in one design and the qubit count down to 813 in another, at the expense of other resources.

    Reported SupportedView cited source
  12. [12]

    "Beyond the resulting circuits, ECDSA.Fail provides a case study of Open Autoresearch: a verifier-gated research process in which human participants and AI agents iteratively generate, implement, test, and share candidate improvements against a common measurable objective," the researchers wrote.

    Reported SupportedView cited source
  13. [13]

    "Although its timing remains uncertain, migration away from vulnerable cryptography is already under way," the researchers wrote.

    Reported SupportedView cited source
  14. [14]

    "NIST has standardized post-quantum replacements, and the initial public draft of NIST IR 8547 proposes deprecating classical public-key algorithms at the 112-bit security level after 2030 and disallowing them after 2035," the researchers wrote.

    Reported SupportedView cited source
  15. [15]

    Relative to a Google Quantum AI point-addition benchmark published in March, the new score is more than 50 percent lower, though the authors emphasize that the two efforts use different interfaces and accounting conventions, so the comparison is not exact.

    Reported SupportedView cited source
  16. [16]

    Google's earlier estimates had been accompanied by a zero-knowledge proof instead of public circuit details.

    Reported SupportedView cited source
  17. [17]

    In July, Galaxy Digital committed up to $5 million to quantum defense work, while nine firms including BlackRock, Coinbase and Strategy pledged a combined $15 million over three years for broader Bitcoin security research, including quantum defenses.

    Reported SupportedView cited source
  18. [18]

    The leading circuit's two components multiply to the published score: 1,151 logical qubits times 1.30 million Toffoli gates is about 1.496 billion.

    Derived Supported
  19. [19]

    The fall from a 10.75 billion baseline to 1.496 billion is a factor of about 7.2.

    Derived Supported
  20. [20]

    A second circuit, adapted to the single-call interface used in windowed versions of Shor's algorithm, scored about 1.96 billion after adjusting for measured success probability on random inputs.

    Reported SupportedView cited source
  21. [21]

    The Ethereum Foundation set a hard December 2029 deadline to make transactions, validators and storage quantum-resistant.

    Reported SupportedView cited source
  22. [22]

    Public-key reuse and older address formats leave large amounts of value exposed once a sufficiently large fault-tolerant machine exists.

    Reported SupportedView cited source
  23. [23]

    Tyler Warner, who writes Decrypt's Morning Minute, wrote: "every timeline in this space was built assuming attack research moves at human speed, and this is the first hard evidence it might not". Decrypt states that the analysis and opinions in the newsletter are his own and do not necessarily reflect those of Decrypt.

    Reported SupportedView cited source
  24. [24]

    The nine-firm pledge of $15 million over three years is $5 million a year across the group, or about $555,000 per firm per year if split evenly.

    Derived Supported
  25. [25]

    From the September 9, 2026 preprint to the Ethereum Foundation's December 2029 deadline is about 39 months.

    Derived Supported
  26. [26]

    The two post-cutoff records, if they occurred in one circuit, would score about 813 million, roughly 46% below the published 1.496 billion; the paper describes them as separate designs that each gave up other resources.

    Derived Insufficient

Sources

2 independent publishers whose own reporting we read for this story.

  1. crowdfundinsider.com

    1 article · September 11, 2026

    Researchers and AI Agents Cut Quantum Resource Benchmark for Bitcoin, Ethereum Attack Step by More Than Half
  2. decrypt.co

    2 articles · September 11, 2026

    AI Agents Just Slashed the Cost of a Quantum Attack on Bitcoin

Topics and entities