Anthropogenic Artificial Intelligence Breaks HAWK-256 in 60 Hours, Sparking Concerns Over Bitcoin

cryptonews.ruPublished on 2026-07-30Last updated on 2026-07-30

Abstract

An unpublished Anthropic AI model, Claude Mythos Preview, broke the post-quantum signature scheme HAWK-256 in about 60 hours at a cost of roughly $100,000. The AI uncovered a previously unknown symmetry in HAWK's design, reducing its security effectiveness by 50% and slashing the required work from ~2^64 to ~2^38 operations. The algorithm, a candidate in NIST's post-quantum cryptography evaluation, was subsequently withdrawn by its creators. This event does not pose an immediate threat to Bitcoin, as Bitcoin never used HAWK-256. Bitcoin currently relies on ECDSA and Schnorr signatures on the secp256k1 elliptic curve, which are unrelated. However, the incident significantly changes a key assumption in Bitcoin's post-quantum roadmap: AI is making the testing and potential breaking of complex cryptographic systems faster and more affordable. The development intensifies the debate on when Bitcoin should begin its transition to quantum-resistant cryptography. Proposals like BIP-360 (introducing P2QRH outputs using NIST-approved ML-DSA/SLH-DSA) and BIP-361 (phasing out ECDSA) are already in motion, having bypassed HAWK. The core challenge is whether AI-assisted cryptanalysis could compromise these intended replacement algorithms before the network completes its migration. Analysts warn that AI is accelerating cryptanalysis, compressing security timelines. Combined with quantum computing advances, this underscores the urgency for Bitcoin's transition. Reports estimate roughly 6.7...

An unreleased anthropogenic AI model broke a post-quantum signature scheme in roughly 60 hours, raising anew a question Bitcoin developers have yet to answer: when should the network begin transitioning to quantum-resistant cryptography?

The findings pose no immediate threat to Bitcoin. HAWK-256 has never been used on the network, and no existing wallets are affected. But it changes an important assumption underlying Bitcoin's post-quantum roadmap: artificial intelligence is making testing and potentially breaking complex cryptographic systems faster and cheaper.

What Mythos Did to Hawk and What It Cost

On July 28, Anthropic announced that its Claude Mythos Preview model, available to a select group of approved users, discovered an attack on HAWK-256, the final candidate for a lattice-based signature still under evaluation in NIST's third round of post-quantum cryptography, which had not been previously documented.

The AI uncovered a hidden symmetry in HAWK's design that experts had overlooked, leading to a security reduction that cut the algorithm's effective strength in half and reduced the estimated work factor from approximately 2^64 to 2^38 operations. According to Anthropic's research blog, the attack took about 60 hours and cost an estimated $100,000 in compute, and was executed by a researcher without formal cryptography training.

The cryptographic community's response was swift. Sophie Schmieg of Google stated, "Effectively, with this paper, the HAWK algorithm is dead." Matthew Green of Johns Hopkins University noted that while the research contained no groundbreaking math, it represented a new combination of existing techniques. Ars Technica reported that HAWK's creators pulled the algorithm from public access the next day.

Why All Bitcoin Wallets Remain Unaffected

The result does not affect Bitcoin.

Bitcoin uses the ECDSA algorithm on the secp256k1 elliptic curve, which is unrelated to HAWK. This algorithm was never implemented in Bitcoin, any blockchain, or commercial software. Its failure occurred during a verification process designed to find flaws before deployment.

Bitcoin's anticipated migration has already moved past HAWK. In February 2026, BIP-360 was submitted to the Bitcoin Improvement Proposal repository, introducing a new output type known as P2QRH, which uses ML-DSA and SLH-DSA—two algorithms finalized by NIST in 2024 after years of public vetting. Furthermore, in April 2026, Jameson Lopp and others presented BIP-361—a proposal for phasing out ECDSA in Bitcoin. HAWK was not included in either BIP-360 or BIP-361.

The Test That Will Define the Start of the Migration

As discussed on TFTC, the key question is whether AI-powered cryptanalysis could ultimately crack the algorithms Bitcoin hopes to use, namely ML-DSA or SLH-DSA. If either of these algorithms is found vulnerable before the network completes its migration, the strategy of waiting for mature standards may become moot.

The economics are also changing. Anthropic reported that significant cryptanalysis can now be conducted in roughly 60 hours for about $100,000, making this type of testing far more reproducible. Intelligence agencies like the NSA or GCHQ are almost certainly conducting similar work behind the scenes, meaning public results likely lag private ones.

Researchers drew parallels between this case and AGU, another post-quantum contender that withstood years of research but was ultimately attacked within an hour on a laptop in 2022. AI seems to be accelerating this trend.

Why the Timeline Keeps Shrinking

Cryptopolitan previously reported that AI cryptanalysis is lowering expectations for when quantum attacks may become viable. A 2026 Forrester quantum security report makes a similar claim, warning that novel algorithms are "overnight" shrinking security timelines by minimizing the computing resources needed to solve complex encryption problems. It predicts alarming Q-Day related security threats by 2030.

Google has also accelerated its efforts, setting a goal to phase out RSA and elliptic-curve cryptography in its systems by 2029 and expressing a desire for other companies to follow suit.

For Bitcoin, the situation is critical, as analysts cited by TheStreet estimated that approximately 6.7 million Bitcoin worth nearly $600 billion sitting in wallets could potentially be vulnerable to a sufficiently advanced quantum computer. Additionally, a study titled "Quantum Horizon" claims that about 2.3 million Bitcoin would be lost forever to quantum attacks, and that there is a one-in-six chance a quantum computer capable of breaking cryptography will be operational by 2035. Therefore, the authors argue Bitcoin's main challenge is no longer hardware, but whether the network can successfully transition before the technology becomes available.

What Cryptography Does Bitcoin Use?

Bitcoin uses several different cryptographic primitives, each serving its purpose. Importantly, Bitcoin does not encrypt transactions. Instead, it relies on cryptography for authentication, integrity, and achieving consensus. Here is a detailed breakdown:

Function Cryptography Used Purpose Vulnerable to Quantum Computing?
Digital Signatures Signatures ECDSA (legacy) and Schnorr (Taproot) on the secp256k1 elliptic curve Prove ownership of bitcoin Yes (Shor's Algorithm)
Hashing (Proof-of-Work) SHA-256 Mining and block hashing Significantly less affected (Grover's algorithm offers only quadratic speedup)
Address Generation RIPEMD-160 + SHA-256 Create Bitcoin addresses from public keys Not directly vulnerable like signatures
Merkle Trees SHA-256 Verify transaction inclusion in blocks Much less impacted

Concerns focus on Bitcoin's digital signatures (ECDSA and Schnorr) being vulnerable to future quantum computers using Shor's algorithm. Therefore, developers and researchers are exploring how Bitcoin could transition to post-quantum signature schemes, such as hash-based or lattice-based alternatives, through future protocol upgrades. Any such transition would require broad consensus in Bitcoin due to its impact on wallets, transactions, and consensus rules.

The HAWK attack did not directly affect Bitcoin because Bitcoin does not use HAWK. However, the result demonstrates how AI can accelerate cryptanalysis and shorten the time required to evaluate or break new cryptographic schemes. Combined with recent advances in quantum algorithms, these developments underscore the urgency of Bitcoin developers' efforts to prepare for a transition to a post-quantum architecture.

Trending Cryptos

Related Questions

QWhat algorithm did the AI successfully attack and why is this significant for Bitcoin?

AThe AI successfully attacked HAWK-256, a lattice-based signature scheme candidate undergoing NIST evaluation. This is significant for Bitcoin because, while HAWK-256 is not used by Bitcoin, the event demonstrates how AI can drastically accelerate the analysis and potential breaking of complex cryptographic systems. It underscores the pressure on Bitcoin to transition to quantum-resistant cryptography before such AI-accelerated attacks, or quantum computers themselves, threaten its current signature algorithms (ECDSA/Schnorr).

QAccording to the article, why are existing Bitcoin wallets currently unaffected by the attack on HAWK-256?

AExisting Bitcoin wallets are unaffected because Bitcoin uses the ECDSA (and Schnorr) digital signature algorithm on the secp256k1 elliptic curve. HAWK-256 has never been implemented or used in the Bitcoin network or any blockchain software. The algorithm's failure occurred during the public vetting process designed to find flaws before any deployment.

QWhat are the names of the proposed Bitcoin Improvement Proposals (BIPs) mentioned for quantum resistance, and which algorithms do they propose?

AThe article mentions BIP-360 and BIP-361. BIP-360 proposes a new output type (P2QRH) using the ML-DSA and SLH-DSA algorithms, which were finalized by NIST in 2024. BIP-361 proposes a phased deprecation of ECDSA in Bitcoin. HAWK-256 is not included in either proposal.

QHow did the capabilities of AI, as shown in the HAWK-256 attack, change the economics and feasibility of cryptographic testing?

AThe AI-powered attack on HAWK-256 was completed in about 60 hours at a cost of approximately $100,000. This makes significant cryptanalysis far more reproducible and accessible. It suggests that intelligence agencies and other entities can conduct similar testing more easily and privately, potentially discovering vulnerabilities faster than the public research community.

QBased on the article, what is the primary threat timeline and concern for Bitcoin regarding quantum computing, and what is the main challenge for the network?

AAnalysts cited in the article suggest a quantum computer capable of breaking current cryptography could be operational by 2035 (with a 1-in-6 chance). The primary concern is that approximately 6.7 million Bitcoin (worth nearly $600 billion) in vulnerable wallets could be at risk. The main challenge for the Bitcoin network is not necessarily the hardware timeline, but whether it can successfully execute a coordinated transition to post-quantum cryptographic standards before such a powerful quantum computer becomes available.

Related Reads

SemiAnalysis on the Epic Plunge: It's Not Over Yet

SemiAnalysis Weekly discusses the recent sharp correction in the semiconductor market after a historic first half. Analysts Doug O'Loughlin and Dylan note that despite healthy fundamentals, markets like South Korea's KOSPI have plunged 40%, wiping out leveraged retail investors. A core debate focuses on AI demand versus supply constraints. Dylan cites SemiAnalysis's internal use of AI coding agents, leading to a 100x increase in AI spending, as evidence of powerful demand. Doug agrees demand is strong but questions its exact magnitude, calling it a "trillion-dollar question." His primary concern is physical and financial bottlenecks: a shortage of 100,000 electricians in the US, massive $450B in corporate debt issuance by hyperscalers (funded by a shrinking pension pool), and labor/scale limits in regions like Taiwan, where TSMC constitutes 20% of GDP. The conversation covers market dynamics, including the typical semiconductor cycle where over-ordering leads to crashes, China's growing memory capacity, and the potential for older chips like the H100 to lose value as models scale. Politically, AI is seen as a likely scapegoat in upcoming elections, though not a top-tier voter priority. The analysts conclude that while the long-term potential is significant, the scaling path is narrowing. The challenge is matching exponential compute demands with real-world constraints on capital, labor, and permits, risking scenarios where massive investment outpaces near-term revenue generation.

marsbit11m ago

SemiAnalysis on the Epic Plunge: It's Not Over Yet

marsbit11m ago

After Robinhood's Aggressive Entry, Why is PUMP Defying the Trend and Rising?

Amid a prolonged crypto bear market that has strained many projects, Pump.fun stands out by maintaining strong profitability. Despite a major token unlock in mid-July that was expected to cause selling pressure, its native token PUMP has risen nearly 48% over the past month. Analysis shows only a small portion of unlocked tokens were sold, with 92% of investor allocations still held. A buyback-and-burn mechanism has also supported the price, though daily回购 funds have declined by 77.5% from their peak, partly due to a change in tokenomics and lower platform revenue. Pump.fun remains a top revenue generator in crypto, with annualized revenue of around $450 million, ranking just behind giants like Tether and Circle. However, its daily revenue is down about 69% from its all-time high, reflecting dependence on meme coin market cycles. The platform also faces a class-action lawsuit alleging market manipulation and securities violations. New competition has emerged with Robinhood Chain's launchpad, which recently saw higher weekly volume and active addresses than Pump.fun. While Pump.fun's metrics haven't declined yet, it has responded with a new token launch mechanism called BOOST to improve liquidity. This has increased platform activity but raised community concerns about potential exploitation for short-term pumps. Ultimately, Pump.fun's success remains tightly linked to meme coin speculation and broader market sentiment.

marsbit11m ago

After Robinhood's Aggressive Entry, Why is PUMP Defying the Trend and Rising?

marsbit11m ago

China Business Journal Unveils Cryptocurrency Extortion Scheme

China Business Journal, a state-run Chinese newspaper, has issued a warning about scammers using its name to extort cryptocurrency from companies. According to the publication, fraudsters are sending emails impersonating its journalists. These emails threaten to publish damaging information about a company unless a Bitcoin payment is made. The scammers, using Proton Mail addresses, claim to possess compromising material from a secretive investigation. The newspaper's representatives have clarified that it has no involvement with these messages. They emphasized that the publication does not engage in such practices, never demands payment to suppress stories, and does not negotiate in this manner. The editorial team believes the criminals are exploiting the newspaper's authoritative reputation to pressure companies into making hasty decisions under threat of reputational harm. China Business Journal stated it is collecting evidence of this brand misuse, analyzing the fraudulent emails, and preparing materials for law enforcement. It reserves the right to pursue both civil and criminal liability against the scheme's organizers. Companies are urged to carefully verify any communication purportedly from the newspaper, avoid transferring cryptocurrency to unknown recipients, and report such incidents to the authorities. The newspaper confirmed it will continue its own investigation into the matter.

cryptonews.ru47m ago

China Business Journal Unveils Cryptocurrency Extortion Scheme

cryptonews.ru47m ago

Trading

Spot

Hot Articles

What is $BITCOIN

DIGITAL GOLD ($BITCOIN): A Comprehensive Analysis Introduction to DIGITAL GOLD ($BITCOIN) DIGITAL GOLD ($BITCOIN) is a blockchain-based project operating on the Solana network, which aims to combine the characteristics of traditional precious metals with the innovation of decentralized technologies. While it shares a name with Bitcoin, often referred to as “digital gold” due to its perception as a store of value, DIGITAL GOLD is a separate token designed to create a unique ecosystem within the Web3 landscape. Its goal is to position itself as a viable alternative digital asset, although specifics regarding its applications and functionalities are still developing. What is DIGITAL GOLD ($BITCOIN)? DIGITAL GOLD ($BITCOIN) is a cryptocurrency token explicitly designed for use on the Solana blockchain. In contrast to Bitcoin, which provides a widely recognized value storage role, this token appears to focus on broader applications and characteristics. Notable aspects include: Blockchain Infrastructure: The token is built on the Solana blockchain, known for its capacity to handle high-speed and low-cost transactions. Supply Dynamics: DIGITAL GOLD has a maximum supply capped at 100 quadrillion tokens (100P $BITCOIN), although details regarding its circulating supply are currently undisclosed. Utility: While precise functionalities are not explicitly outlined, there are indications that the token could be utilized for various applications, potentially involving decentralized applications (dApps) or asset tokenization strategies. Who is the Creator of DIGITAL GOLD ($BITCOIN)? At present, the identity of the creators and development team behind DIGITAL GOLD ($BITCOIN) remains unknown. This situation is typical among many innovative projects within the blockchain space, particularly those aligning with decentralized finance and meme coin phenomena. While such anonymity may foster a community-driven culture, it intensifies concerns about governance and accountability. Who are the Investors of DIGITAL GOLD ($BITCOIN)? The available information indicates that DIGITAL GOLD ($BITCOIN) does not have any known institutional backers or prominent venture capital investments. The project seems to operate on a peer-to-peer model focused on community support and adoption rather than traditional funding routes. Its activity and liquidity are primarily situated on decentralized exchanges (DEXs), such as PumpSwap, rather than established centralized trading platforms, further highlighting its grassroots approach. How DIGITAL GOLD ($BITCOIN) Works The operational mechanics of DIGITAL GOLD ($BITCOIN) can be elaborated on based on its blockchain design and network attributes: Consensus Mechanism: By leveraging Solana’s unique proof-of-history (PoH) combined with a proof-of-stake (PoS) model, the project ensures efficient transaction validation contributing to the network's high performance. Tokenomics: While specific deflationary mechanisms have not been extensively detailed, the vast maximum token supply implies that it may cater to microtransactions or niche use cases that are still to be defined. Interoperability: There exists the potential for integration with Solana’s broader ecosystem, including various decentralized finance (DeFi) platforms. However, the details regarding specific integrations remain unspecified. Timeline of Key Events Here is a timeline that highlights significant milestones concerning DIGITAL GOLD ($BITCOIN): 2023: The initial deployment of the token occurs on the Solana blockchain, marked by its contract address. 2024: DIGITAL GOLD gains visibility as it becomes available for trading on decentralized exchanges like PumpSwap, allowing users to trade it against SOL. 2025: The project witnesses sporadic trading activity and potential interest in community-led engagements, although no noteworthy partnerships or technical advancements have been documented as of yet. Critical Analysis Strengths Scalability: The underlying Solana infrastructure supports high transaction volumes, which could enhance the utility of $BITCOIN in various transaction scenarios. Accessibility: The potential low trading price per token could attract retail investors, facilitating wider participation due to fractional ownership opportunities. Risks Lack of Transparency: The absence of publicly known backers, developers, or an audit process may yield skepticism regarding the project's sustainability and trustworthiness. Market Volatility: The trading activity is heavily reliant on speculative behavior, which can result in significant price volatility and uncertainty for investors. Conclusion DIGITAL GOLD ($BITCOIN) emerges as an intriguing yet ambiguous project within the rapidly evolving Solana ecosystem. While it attempts to leverage the “digital gold” narrative, its departure from Bitcoin's established role as a store of value underscores the need for a clearer differentiation of its intended utility and governance structure. Future acceptance and adoption will likely depend on addressing the current opacity and defining its operational and economic strategies more explicitly. Note: This report encompasses synthesised information available as of October 2023, and developments may have transpired beyond the research period.

1.1k Total ViewsPublished 2025.05.13Updated 2025.05.13

What is $BITCOIN

Discussions

Welcome to the HTX Community. Here, you can stay informed about the latest platform developments and gain access to professional market insights. Users' opinions on the price of BTC (BTC) are presented below.

活动图片