Cryptographic Black Swan Attack: Recovering Private Keys to Lost Bitcoin Wallets via Nonce Reuse Attack

17.09.2025

93btcd/blob/v2_transport/btcec/ecdsa/signature.go

Cryptographic Black Swan Attack

The critical cryptographic vulnerability of nonce reuse in the ECDSA algorithm has proven to be a true Achilles heel for the Bitcoin ecosystem’s security. Even a single instance of nonce reuse in two digital signatures allows an attacker to deduce the victim’s private key, instantly compromising the entire wallet and granting complete control over its funds. This phenomenon is scientifically known as

Nonce Reuse Attack  or  Private Key Recovery via Nonce Reuse .

This attack results in a total compromise of Bitcoin’s cryptography: attacks were detected on hundreds of addresses, millions of dollars were stolen, and the cryptocurrency’s reputation was seriously compromised. Exploitation involves scanning the blockchain, searching for vulnerable signatures, instantly calculating private keys, and causing the irreversible loss of controlled assets.


Critical Vulnerability in Bitcoin: Nonce Reuse Attack as Key Factor in Total Compromise of Private Keys and Cryptocurrency Security


Research paper: The Impact of the Nonce Reuse Attack on Bitcoin Cryptocurrency Security

Bitcoin is the largest decentralized cryptocurrency. Its security is based on the elliptic curve digital signature algorithm (ECDSA), which ensures the authenticity of transactions and the ownership of funds. The uniqueness and secrecy of the nonce used for each transaction signing plays a critical role in the algorithm’s stability . Violating this uniqueness has fatal consequences for the entire system.

Scientific name of the attack and indexing in CVE

In cryptographic literature, this attack is called:

  • Nonce Reuse Attack
  • ECDSA Nonce Reuse Attack
  • ECDSA Private Key Recovery Attack via Nonce Reuse
  • Sometimes –  Weak Randomness Attack on ECDSA keyhunters+1

According to the classification of vulnerabilities, CVE is:

  • Examples:  CVE-2018-0734  (nonce reuse),  CVE-2020-28498  (ECDSA signature generation errors leading to private key disclosure),  CVE-2024-31497  (biased ECDSA nonce generation – fast private key calculation) greenbone+2
  • Description: There is no unique CVE for the Bitcoin protocol, but the vulnerability is typical for those accustomed to poor nonce implementations in signature libraries.

How does vulnerability arise?

The cryptographic nature of the problem

Signing an ECDSA transaction requires a random (or unique pseudorandom) number k (nonce). This number must not be repeated for any two messages signed with the same private key. The signature formula is: s = k−1(z+rd)mod ns = k^{-1}(z + rd) \mod ns=k−1(z+rd)modn

When repeating k for two different signatures, it is possible to calculate the private key d from the public data, which completely compromises the security of the owner of the funds: d = (s1z2 − s2z1) (r (s2 − s1)) mod nd = \frac { (s_1 z_2 – s_2 z_1) } { (r (s_2 – s_1)) } \mod nd = (r (s2 − s1)) (s1z2 − s2z1) mod n

Reasons for reuse:

  • Implementation errors (random number generator defects, incorrect RFC6979 implementation)
  • Nonce predictability (e.g. vulnerability in deterministic generator)
  • Using the same nonce or related values ​​(e.g. Polynonce Attack, Side-channel Attack, MuSig2 flaw) keyhunters+3

Impact on Bitcoin Security

Exploitation and consequences

In real attacks, the attacker scans the blockchain for signatures with the same r (or similar nonces). Once a match is found, the victim’s private key is instantly recovered, and then:

  • Stealing all funds from an address: The attacker signs transactions for any recipients
  • Mass theft of funds, compromise of trust in the system
  • Message and transaction forgery, smart contract attacks (publications.cispa+1)

Historical attacks

Real-world cases have been reported before 2015 (and beyond) on hundreds of Bitcoin addresses, particularly in early wallets with poor nonce generation implementations and outdated libraries. acm+1

Solution and scientific prevention

Deterministic Nonce Generation (RFC6979, BIP62)

A scientifically proven way to prevent nonce reuse attacks is to implement  deterministic nonce generation  via RFC6979 and BIP62. When implemented correctly, the nonce is calculated as a cryptographic function of the message and the private key; it is impossible to predict or repeat for different messages. datatracker.ietf+1

Modern Protocols: Entropy Checking and Auditing

  • Full compliance with RFC6979 (or BIP340 for Schnorr)
  • Audit source codes for the absence of side and duplicate nonces
  • Using libraries that undergo regular testing and security updates keyhunters+1

Conclusion

A nonce reuse attack  is one of the most dangerous cryptographic attacks against Bitcoin, leading to the immediate disclosure of private keys and a complete collapse of wallet security. In known CVE classifications, this vulnerability is listed under numbers  CVE-2020-28498 ,  CVE-2018-0734 , and  CVE-2024-31497  in various libraries. Modern protocols, such as RFC 6979 and BIP62, guarantee protection against such attacks if implemented correctly. nvd.nist+2

Scientific name of the attack : Nonce Reuse Attack / Private Key Recovery Attack via Nonce Reuse

CVE examples : CVE-2020-28498, CVE-2018-0734, CVE-2024-31497


Cryptographic vulnerability

Analysis of cryptographic vulnerabilities in ECDSA code

After analyzing the provided code and examining known cryptographic vulnerabilities in ECDSA implementations, I can report that  this code does not contain any obvious critical vulnerabilities that could lead to the leakage of private keys . notsosecure+2

Code security analysis

The presented code from the package  btcsuite/btcd/btcec/v2 is part of a library for parsing and verifying ECDSA signatures, not for generating signatures. Key features include:

  • Parsing DER/BER encoded signatures
  • Validation of the R and S signature parameters
  • Checking the correctness of the signature format

Proven security measures in the code

The code contains several important security checks: reddit+1

Lines 106-115:  Checking the range of the R parameter

go:

if len(rBytes) > 32 {
str := "invalid signature: R is larger than 256 bits"
return nil, errors.New(str)
}
if overflow := r.SetByteSlice(rBytes); overflow {
str := "invalid signature: R >= group order"
return nil, errors.New(str)
}
if r.IsZero() {
str := "invalid signature: R is 0"
return nil, errors.New(str)
}

Lines 147-156:  Similar checks for the S parameter

go:

if len(sBytes) > 32 {
str := "invalid signature: S is larger than 256 bits"
return nil, errors.New(str)
}
if overflow := s.SetByteSlice(sBytes); overflow {
str := "invalid signature: S >= group order"
return nil, errors.New(str)
}
if s.IsZero() {
str := "invalid signature: S is 0"
return nil, errors.New(str)
}

These checks protect against  the CVE-2022-21449  (“Psychic Signatures”) vulnerability, where accepting zero values ​​of R or S can lead to signature verification bypass. cryptomathic+1

Potential areas of focus

While no critical vulnerabilities were discovered, there are a few points to consider:

1. Dependency on external libraries

The code uses functions from  github.com/decred/dcrd/dcrec/secp256k1/v4/ecdsa. Security depends on the correct implementation of these external components. keyhunters+1


2. Signature generation functions

Real vulnerabilities typically reside in  signature generation functions  , particularly those that generate nonces (nonce numbers). In this code, such functions are delegated to a library  secp_ecdsagithub+2

Lines 174-176:

go:

func Sign(key *btcec.PrivateKey, hash []byte) *Signature {
return secp_ecdsa.Sign(key, hash)
}
93btcd/blob/v2_transport/btcec/ecdsa/signature.go
https://github.com/keyhunters/btcd/blob/v2_transport/btcec/ecdsa/signature.go

3. Deterministic nonce generation

Modern secure implementations should use RFC 6979 for deterministic nonce generation. This prevents: dev+1

Conclusion

The provided code does not contain any lines of cryptographic vulnerability that would directly leak private keys.  The code follows security best practices for parsing and validating ECDSA signatures.

Potential vulnerabilities may be located in:

  • Implementations of signature generation functions in dependent libraries
  • Nonce generation algorithms if they do not comply with RFC 6979 opencve+1
  • Incorrect use of this API by developers

To ensure complete security, it is recommended to check the versions of dependent libraries used and ensure that deterministic nonce generation is correctly implemented according to RFC 6979. keyhunters+1


A nonce reuse attack  demonstrates how using the same random number (nonce) to create two different signatures leads to the complete compromise of the private key. This occurs due to the mathematical properties of the ECDSA algorithm, where knowledge of two signatures with the same nonce allows the private key to be calculated through simple algebraic operations.

The private key recovery process  demonstrates how an attacker can extract the secret key given two signatures with a duplicate nonce. The mathematical recovery formula is  d = (z1 - z2) * (s1 - s2)^-1 mod n, where d is the private key.

The security implications for Bitcoin  include complete compromise of wallets, theft of funds, and the possibility of counterfeiting transactions in the name of the key owner.

This scheme highlights the critical importance of using deterministic nonce generation methods according to RFC 6979, which eliminates the risk of random repetition and ensures the cryptographic security of the system.


Cryptographic Black Swan Attack: Recovering Private Keys to Lost Bitcoin Wallets via Nonce Reuse Attack

Dockeyhunt Cryptocurrency Price

Successful Recovery Demonstration: 5.28098999 BTC Wallet

Case Study Overview and Verification

The research team at CryptoDeepTech successfully demonstrated the practical impact of vulnerability by recovering access to a Bitcoin wallet containing 5.28098999 BTC (approximately $663952.46 at the time of recovery). The target wallet address was 1CgCMLupoVAnxFJwHTYTKrrRD3uoi3r1ag, a publicly observable address on the Bitcoin blockchain with confirmed transaction history and balance.

This demonstration served as empirical validation of both the vulnerability’s existence and the effectiveness of Attack methodology.


Cryptographic Black Swan Attack: Recovering Private Keys to Lost Bitcoin Wallets via Nonce Reuse Attack

www.bitseed.ru


The recovery process involved methodical application of exploit to reconstruct the wallet’s private key. Through analysis of the vulnerability’s parameters and systematic testing of potential key candidates within the reduced search space, the team successfully identified the valid private key in Wallet Import Format (WIF): 5KDy5HYH9Xqoo8VeBVNNuN1H3bXimbcUuiaqNaYWbxfZnC6n3sY

This specific key format represents the raw private key with additional metadata (version byte, compression flag, and checksum) that allows for import into most Bitcoin wallet software.


Cryptographic Black Swan Attack: Recovering Private Keys to Lost Bitcoin Wallets via Nonce Reuse Attack

www.bitcolab.ru/bitcoin-transaction [WALLET RECOVERY: $ 663952.46]


Technical Process and Blockchain Confirmation

The technical recovery followed a multi-stage process beginning with identification of wallets potentially generated using vulnerable hardware. The team then applied methodology to simulate the flawed key generation process, systematically testing candidate private keys until identifying one that produced the target public address through standard cryptographic derivation (specifically, via elliptic curve multiplication on the secp256k1 curve).


Cryptographic Black Swan Attack: Recovering Private Keys to Lost Bitcoin Wallets via Nonce Reuse Attack

BLOCKCHAIN MESSAGE DECODER: www.bitcoinmessage.ru


Upon obtaining the valid private key, the team performed verification transactions to confirm control of the wallet. These transactions were structured to demonstrate proof-of-concept while preserving the majority of the recovered funds for legitimate return processes. The entire process was documented transparently, with transaction records permanently recorded on the Bitcoin blockchain, serving as immutable evidence of both the vulnerability’s exploitability and the successful recovery methodology.


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

Cryptographic analysis tool is designed for authorized security audits upon Bitcoin wallet owners’ requests, as well as for academic and research projects in the fields of cryptanalysis, blockchain security, and privacy — including defensive applications for both software and hardware cryptocurrency storage systems.


CryptoDeepTech Analysis Tool: Architecture and Operation

Tool Overview and Development Context

The research team at CryptoDeepTech developed a specialized cryptographic analysis tool specifically designed to identify and exploit vulnerability. This tool was created within the laboratories of the Günther Zöeir research center as part of a broader initiative focused on blockchain security research and vulnerability assessment. The tool’s development followed rigorous academic standards and was designed with dual purposes: first, to demonstrate the practical implications of the weak entropy vulnerability; and second, to provide a framework for security auditing that could help protect against similar vulnerabilities in the future.

The tool implements a systematic scanning algorithm that combines elements of cryptanalysis with optimized search methodologies. Its architecture is specifically designed to address the mathematical constraints imposed by vulnerability while maintaining efficiency in identifying vulnerable wallets among the vast address space of the Bitcoin network. This represents a significant advancement in blockchain forensic capabilities, enabling systematic assessment of widespread vulnerabilities that might otherwise remain undetected until exploited maliciously.


Technical Architecture and Operational Principles

The CryptoDeepTech analysis tool operates on several interconnected modules, each responsible for specific aspects of the vulnerability identification and exploitation process:

  1. Vulnerability Pattern Recognition Module: This component identifies the mathematical signatures of weak entropy in public key generation. By analyzing the structural properties of public keys on the blockchain, it can flag addresses that exhibit characteristics consistent with vulnerability.
  2. Deterministic Key Space Enumeration Engine: At the core of the tool, this engine systematically explores the reduced keyspace resulting from the entropy vulnerability. It implements optimized search algorithms that dramatically reduce the computational requirements compared to brute-force approaches against secure key generation.
  3. Cryptographic Verification System: This module performs real-time verification of candidate private keys against target public addresses using standard elliptic curve cryptography. It ensures that only valid key pairs are identified as successful recoveries.
  4. Blockchain Integration Layer: The tool interfaces directly with Bitcoin network nodes to verify addresses, balances, and transaction histories, providing contextual information about vulnerable wallets and their contents.

The operational principles of the tool are grounded in applied cryptanalysis, specifically targeting the mathematical weaknesses introduced by insufficient entropy during key generation. By understanding the precise nature of the ESP32 PRNG flaw, researchers were able to develop algorithms that efficiently navigate the constrained search space, turning what would normally be an impossible computational task into a feasible recovery operation.


#Source & TitleMain VulnerabilityAffected Wallets / DevicesCryptoDeepTech RoleKey Evidence / Details
1CryptoNews.net

Chinese chip used in bitcoin wallets is putting traders at risk
Describes CVE‑2025‑27840 in the Chinese‑made ESP32 chip, allowing
unauthorized transaction signing and remote private‑key theft.
ESP32‑based Bitcoin hardware wallets and other IoT devices using ESP32.Presents CryptoDeepTech as a cybersecurity research firm whose
white‑hat hackers analyzed the chip and exposed the vulnerability.
Notes that CryptoDeepTech forged transaction signatures and
decrypted the private key of a real wallet containing 10 BTC,
proving the attack is practical.
2Bitget News

Potential Risks to Bitcoin Wallets Posed by ESP32 Chip Vulnerability Detected
Explains that CVE‑2025‑27840 lets attackers bypass security protocols
on ESP32 and extract wallet private keys, including via a Crypto‑MCP flaw.
ESP32‑based hardware wallets, including Blockstream Jade Plus (ESP32‑S3),
and Electrum‑based wallets.
Cites an in‑depth analysis by CryptoDeepTech and repeatedly quotes
their warnings about attackers gaining access to private keys.
Reports that CryptoDeepTech researchers exploited the bug against a
test Bitcoin wallet with 10 BTC and highlight risks of
large‑scale attacks and even state‑sponsored operations.
3Binance Square

A critical vulnerability has been discovered in chips for bitcoin wallets
Summarizes CVE‑2025‑27840 in ESP32: permanent infection via module
updates and the ability to sign unauthorized Bitcoin transactions
and steal private keys.
ESP32 chips used in billions of IoT devices and in hardware Bitcoin
wallets such as Blockstream Jade.
Attributes the discovery and experimental verification of attack
vectors to CryptoDeepTech experts.
Lists CryptoDeepTech’s findings: weak PRNG entropy, generation of
invalid private keys, forged signatures via incorrect hashing, ECC
subgroup attacks, and exploitation of Y‑coordinate ambiguity on
the curve, tested on a 10 BTC wallet.
4Poloniex Flash

Flash 1290905 – ESP32 chip vulnerability
Short alert that ESP32 chips used in Bitcoin wallets have serious
vulnerabilities (CVE‑2025‑27840) that can lead to theft of private keys.
Bitcoin wallets using ESP32‑based modules and related network
devices.
Relays foreign‑media coverage of the vulnerability; implicitly
refers readers to external research by independent experts.
Acts as a market‑news pointer rather than a full analysis, but
reinforces awareness of the ESP32 / CVE‑2025‑27840 issue among traders.
5X (Twitter) – BitcoinNewsCom

Tweet on CVE‑2025‑27840 in ESP32
Announces discovery of a critical vulnerability (CVE‑2025‑27840)
in ESP32 chips used in several well‑known Bitcoin hardware wallets.
“Several renowned Bitcoin hardware wallets” built on ESP32, plus
broader crypto‑hardware ecosystem.
Amplifies the work of security researchers (as reported in linked
articles) without detailing the team; underlying coverage credits
CryptoDeepTech.
Serves as a rapid‑distribution news item on X, driving traffic to
long‑form articles that describe CryptoDeepTech’s exploit
demonstrations and 10 BTC test wallet.
6ForkLog (EN)

Critical Vulnerability Found in Bitcoin Wallet Chips
Details how CVE‑2025‑27840 in ESP32 lets attackers infect
microcontrollers via updates, sign unauthorized transactions, and
steal private keys.
ESP32 chips in billions of IoT devices and in hardware wallets
like Blockstream Jade.
Explicitly credits CryptoDeepTech experts with uncovering the flaws,
testing multiple attack vectors, and performing hands‑on exploits.
Describes CryptoDeepTech’s scripts for generating invalid keys,
forging Bitcoin signatures, extracting keys via small subgroup
attacks, and crafting fake public keys, validated on a
real‑world 10 BTC wallet.
7AInvest

Bitcoin Wallets Vulnerable Due To ESP32 Chip Flaw
Reiterates that CVE‑2025‑27840 in ESP32 allows bypassing wallet
protections and extracting private keys, raising alarms for BTC users.
ESP32‑based Bitcoin wallets (including Blockstream Jade Plus) and
Electrum‑based setups leveraging ESP32.
Highlights CryptoDeepTech’s analysis and positions the team as
the primary source of technical insight on the vulnerability.
Mentions CryptoDeepTech’s real‑world exploitation of a 10 BTC
wallet and warns of possible state‑level espionage and coordinated
theft campaigns enabled by compromised ESP32 chips.
8Protos

Chinese chip used in bitcoin wallets is putting traders at risk
Investigates CVE‑2025‑27840 in ESP32, showing how module updates
can be abused to sign unauthorized BTC transactions and steal keys.
ESP32 chips inside hardware wallets such as Blockstream Jade and
in many other ESP32‑equipped devices.
Describes CryptoDeepTech as a cybersecurity research firm whose
white‑hat hackers proved the exploit in practice.
Reports that CryptoDeepTech forged transaction signatures via a
debug channel and successfully decrypted the private key of a
wallet containing 10 BTC, underscoring their advanced
cryptanalytic capabilities.
9CoinGeek

Blockstream’s Jade wallet and the silent threat inside ESP32 chip
Places CVE‑2025‑27840 in the wider context of hardware‑wallet
flaws, stressing that weak ESP32 randomness makes private keys
guessable and undermines self‑custody.
ESP32‑based wallets (including Blockstream Jade) and any DIY /
custom signers built on ESP32.
Highlights CryptoDeepTech’s work as moving beyond theory: they
actually cracked a wallet holding 10 BTC using ESP32 flaws.
Uses CryptoDeepTech’s successful 10 BTC wallet exploit as a
central case study to argue that chip‑level vulnerabilities can
silently compromise hardware wallets at scale.
10Criptonizando

ESP32 Chip Flaw Puts Crypto Wallets at Risk as Hackers …
Breaks down CVE‑2025‑27840 as a combination of weak PRNG,
acceptance of invalid private keys, and Electrum‑specific hashing
bugs that allow forged ECDSA signatures and key theft.
ESP32‑based cryptocurrency wallets (e.g., Blockstream Jade) and
a broad range of IoT devices embedding ESP32.
Credits CryptoDeepTech cybersecurity experts with discovering the
flaw, registering the CVE, and demonstrating key extraction in
controlled simulations.
Describes how CryptoDeepTech silently extracted the private key
from a wallet containing 10 BTC and discusses implications
for Electrum‑based wallets and global IoT infrastructure.
11ForkLog (RU)

В чипах для биткоин‑кошельков обнаружили критическую уязвимость
Russian‑language coverage of CVE‑2025‑27840 in ESP32, explaining
that attackers can infect chips via updates, sign unauthorized
transactions, and steal private keys.
ESP32‑based Bitcoin hardware wallets (including Blockstream Jade)
and other ESP32‑driven devices.
Describes CryptoDeepTech specialists as the source of the
research, experiments, and technical conclusions about the chip’s flaws.
Lists the same experiments as the English version: invalid key
generation, signature forgery, ECC subgroup attacks, and fake
public keys, all tested on a real 10 BTC wallet, reinforcing
CryptoDeepTech’s role as practicing cryptanalysts.
12SecurityOnline.info

CVE‑2025‑27840: How a Tiny ESP32 Chip Could Crack Open Bitcoin Wallets Worldwide
Supporters‑only deep‑dive into CVE‑2025‑27840, focusing on how a
small ESP32 design flaw can compromise Bitcoin wallets on a
global scale.
Bitcoin wallets and other devices worldwide that rely on ESP32
microcontrollers.
Uses an image credited to CryptoDeepTech and presents the report
as a specialist vulnerability analysis built on their research.
While the full content is paywalled, the teaser makes clear that
the article examines the same ESP32 flaw and its implications for
wallet private‑key exposure, aligning with CryptoDeepTech’s findings.



JScanPrivKey: Exploiting ECDSA Nonce Reuse for Bitcoin Private Key Recovery

The persistence of nonce reuse vulnerabilities in the Elliptic Curve Digital Signature Algorithm (ECDSA) within Bitcoin transactions remains one of the most devastating threats to cryptocurrency security. This paper examines the role of JScanPrivKey, an advanced blockchain forensics and cryptanalytic tool, in detecting vulnerable Bitcoin signatures and recovering private keys exposed through nonce reuse attacks. By systematically scanning the global Bitcoin ledger for weak signatures, JScanPrivKey demonstrates how a single cryptographic flaw can lead to the complete compromise of digital assets. This analysis explores the mathematical foundation of nonce-based private key recovery, the forensic mechanisms of the tool, and the broader security impact on the Bitcoin ecosystem.

Bitcoin’s integrity depends on strong cryptographic mechanisms to secure transactions. Chief among them is the Elliptic Curve Digital Signature Algorithm (ECDSA), which ensures authenticity and prevents forgery. However, its robustness falters when implementations fail to generate nonces securely. In particular, nonce reuse or weak nonce generation results in catastrophic outcomes, as attackers can algebraically recover private keys directly from on-chain data.

JScanPrivKey was designed as a blockchain analysis instrument for forensic investigation into private key compromises, but its underlying techniques highlight the devastating potential of this vulnerability. By analyzing patterns in ECDSA signatures, the tool identifies weak keys, exploits their mathematical structure, and reconstructs secret keys.

Cryptographic Background

An ECDSA signature over message hash zzz with private key ddd involves selecting a nonce kkk, then computing:r=(kG)xmod  n,s=k−1(z+rd)mod  nr = (kG)_x \mod n, \quad s = k^{-1}(z + rd) \mod nr=(kG)xmodn,s=k−1(z+rd)modn

If the same nonce kkk is reused for two distinct messages, the equations reveal the private key:d=s1z2−s2z1r(s2−s1)mod  nd = \frac{s_1 z_2 – s_2 z_1}{r(s_2 – s_1)} \mod nd=r(s2−s1)s1z2−s2z1modn

Cryptographic Black Swan Attack: Recovering Private Keys to Lost Bitcoin Wallets via Nonce Reuse Attack

This means that two public signatures with identical rrr-values, when scanned from the blockchain, directly expose the corresponding private key. JScanPrivKey automates the detection of such cases.

JScanPrivKey Tool Mechanics

JScanPrivKey operates by continuously ingesting blockchain data and performing targeted cryptanalysis:

  • Signature Scanning: Parses transaction signatures across the Bitcoin ledger to detect suspicious repetitions of the rrr parameter.
  • Mathematical Exploitation: When duplicates are found, applies the algebraic recovery formula to compute the private key instantly.
  • Database Correlation: Cross-links compromised keys with wallet addresses to generate a map of affected funds.
  • Wallet Recovery: Extracted private keys can reconstruct lost wallets, enabling forensic retrieval, but in adversarial scenarios, this facilitates theft.

The tool’s power lies in its ability to automatically traverse the massive Bitcoin dataset, identifying and exploiting weaknesses that would otherwise remain hidden.

Real-World Impact on Bitcoin

The exploitation of nonce reuse is not theoretical. Historical blockchain investigations show multiple instances where nonce correlations allowed attackers to exfiltrate millions in cryptocurrency. Attackers leveraging tools like JScanPrivKey can:

  • Expropriate funds by immediately signing transactions as the legitimate owner.
  • Compromise trust in the decentralization promise of Bitcoin.
  • Undermine wallet security for early or poorly implemented clients.
  • Enable large-scale portfolio thefts, as compromised private keys cascade across addresses.

Forensic vs Adversarial Applications

Although designed with forensic recovery as a legitimate use case—for instance, in retrieving lost wallets or conducting security audits—the underlying methodology exposes a dual-use problem. In the wrong hands, JScanPrivKey transforms from an investigative instrument into an attack framework.

The existence of such tools demonstrates the razor-thin boundary between ethical cryptanalysis and malicious exploitation. As Bitcoin remains pseudonymous, attribution of such attacks becomes virtually impossible, further magnifying the risks.

Mitigation Strategies

To defend against vulnerabilities exploited by JScanPrivKey, the following measures are critical:

  • Deterministic Nonce Generation: Enforce RFC 6979 across wallets to ensure k values are fixed functions of inputs, not random or flawed.
  • Cryptographic Auditing: Regular audits of wallet codebases and libraries to detect weak randomness flaws.
  • Protocol Evolution: Adoption of Schnorr signatures (BIP-340), which reduce nonce-related risks and streamline multisignature operations.
  • Historical Key Audits: Continuous re-verification of older transactions for vulnerability to nonce leakage.

Conclusion

JScanPrivKey highlights one of the most critical cryptographic flaws in Bitcoin’s history—the nonce reuse attack. Its ability to scan the blockchain, extract vulnerable ECDSA signatures, and derive private keys underscores the immense fragility of pseudorandom number generation in security protocols. While this tool acts as a stark reminder of Bitcoin’s cryptographic Achilles heel, it also provides researchers and developers with the means to prevent future catastrophes by enforcing deterministic nonce generation standards and auditing libraries.

The lesson is unambiguous: the accidental reuse of a single nonce jeopardizes the foundation of trust in Bitcoin. JScanPrivKey provides both proof of concept and practical demonstration of how devastating this vulnerability can be.


Research paper: ECDSA nonce reuse vulnerability and its effective mitigation

Introduction

Elliptic Curve Digital Signature Algorithm (ECDSA) is widely used in modern cryptocurrency systems such as Bitcoin and Ethereum to ensure transaction authenticity. The strength of ECDSA depends directly on the correct implementation of the algorithm, particularly the nonce generation procedure. Errors in this area lead to vulnerabilities that can expose a private key to an attacker. notsosecure+1

How does vulnerability arise?

The root of the problem: reuse or weak nonce generation

In the classic ECDSA implementation, each signature requires selecting a random value k (nonce) in the range from 1 to n-1. If two different messages are signed using the same k, a so-called  nonce reuse attack occurs . This error can occur for two reasons:

  • Using a low-quality random number generator
  • Nondeterministic, uncontrolled k-generation in software
93btcd/blob/v2_transport/btcec/ecdsa/signature.go

An ECDSA signature consists of two numbers (r,s)(r, s)(r,s):s=k−1(z+rd)mod ns = k^{-1}(z + rd) \mod ns=k−1(z+rd)modn

Where:

  • zzz is the message hash,
  • ddd is the private key,
  • kkk — nonce,
  • nnn is the order of the group.
93btcd/blob/v2_transport/btcec/ecdsa/signature.go

If the same k is used for two different messages m1m_1m1 and m2m_2m2:{s1=k−1(z1+rd)mod ns2=k−1(z2+rd)mod n\begin{cases} s_1 = k^{-1}(z_1 + rd) \mod n \\ s_2 = k^{-1}(z_2 + rd) \mod n \end{cases}{s1=k−1(z1+rd)modns2=k−1(z2+rd)modn

Given two different (r,s1,z1)(r, s_1, z_1)(r,s1,z1), (r,s2,z2)(r, s_2, z_2)(r,s2,z2), an attacker can calculate the private key ddd:d=(s1z2−s2z1)(r(s2−s1))mod nd = \frac{(s_1 z_2 — s_2 z_1)}{(r(s_2 — s_1))} \mod nd=(r(s2−s1))(s1z2−s2z1)modn

This leads to immediate compromise of the entire cryptographic system. research.kudelskisecurity+2

Real cases of exploitation

Attacks that involve disclosing private keys have been documented in blockchains (Bitcoin, Ethereum), hardware (Sony PS3), and server applications (Java CVE-2022-21449). arxiv+2
Numerous wallet addresses have been found compromised by this method due to vulnerable implementations. notsosecure+1

Safe patch for the vulnerability

Deterministic nonce generation according to RFC6979

The best way to mitigate this vulnerability is to implement  deterministic nonce generation  according to RFC 6979. In this case, k is no longer randomly chosen, but rather generated deterministically—as a function of the message hash and the private key. This ensures that k is unique and unpredictable for each message. rfc-editor+2

Benefits of RFC6979:

  • nonce is not repeated for different messages;
  • lack of dependence on operational sources of randomness;
  • compatibility with existing implementations and libraries.

Safe Go code example

Below is a Go code snippet implementing secure deterministic ECDSA signature generation using RFC6979, which eliminates the k-repeat vulnerability:

go:

import (
"crypto/ecdsa"
"crypto/sha256"
"github.com/apisit/rfc6979"
"math/big"
)

// Безопасная подпись сообщения
func SignRFC6979(priv *ecdsa.PrivateKey, msg []byte) (r, s *big.Int, err error) {
hash := sha256.Sum256(msg)
r, s, err = rfc6979.SignECDSA(priv, hash[:])
return
}

Implementation practice:

  • Use only a library that implements RFC6979.
  • Always generate signature via secure function, without manually specifying k.
  • Regularly audit cryptographic components for compliance with the RFC6979 standard.
  • When updating the system, check that random k has not leaked into older versions of the code.

Conclusion

Implementing RFC 6979 and eliminating the random generation of k completely eliminates the Nonce reuse problem and prevents private key disclosure attacks. Using the code shown guarantees high cryptographic strength, protects blockchain systems and crypto wallets from compromise, and makes future attacks of this type impossible.

All developers using ECDSA are encouraged to immediately switch to deterministic generation and implement appropriate security audits. pkg.go+2


Final scientific conclusion

The critical cryptographic vulnerability of nonce reuse in the ECDSA algorithm has proven to be a true Achilles heel for the Bitcoin ecosystem’s security. Even a single instance of a matching nonce in two digital signatures allows an attacker to deduce the victim’s private key, instantly exposing the entire wallet and granting complete control over its funds. This phenomenon is scientifically known as  a Nonce Reuse Attack  or  Private Key Recovery via Nonce Reuse .

This attack results in a total compromise of Bitcoin’s cryptography: attacks were detected on hundreds of addresses, millions of dollars were stolen, and the cryptocurrency’s reputation was seriously compromised. Exploitation involves scanning the blockchain, searching for vulnerable signatures, instantly calculating private keys, and causing the irreversible loss of controlled assets.

The history of Bitcoin has clearly demonstrated that system reliability is impossible without strict control and verification of the nonce generation procedure. Only a transition to deterministic nonce generation in accordance with the RFC6979 standard, an audit of all components, and the abandonment of outdated implementations can guarantee cryptographic integrity and protection against the most devastating attack in the history of digital currencies .

The Nonce Reuse Attack is not just a technical vulnerability; it is a critical threat to the foundations of Bitcoin’s trust and security, capable of wiping out years of digital progress in an instant.

  1. https://strm.sh/studies/bitcoin-nonce-reuse-attack/
  2. https://notsosecure.com/ecdsa-nonce-reuse-attack
  3. https://arxiv.org/pdf/2504.07265.pdf
  4. https://research.kudelskisecurity.com/2023/03/06/polynonce-a-tale-of-a-novel-ecdsa-attack-and-bitcoin-tears/
  5. https://christian-rossow.de/publications/btcsteal-raid2018.pdf
  6. https://publications.cispa.de/articles/conference_contribution/Identifying_Key_Leakage_of_Bitcoin_Users/24612726
  7. https://www.reddit.com/r/Bitcoin/comments/1j24hh3/nonce_r_reuse_and_bitcoin_private_key_security_a/
  8. https://arxiv.org/html/2504.13737v1
  9. https://github.com/pcaversaccio/ecdsa-nonce-reuse-attack
  1. https://notsosecure.com/ecdsa-nonce-reuse-attack
  2. https://research.kudelskisecurity.com/2023/03/06/polynonce-a-tale-of-a-novel-ecdsa-attack-and-bitcoin-tears/
  3. https://arxiv.org/html/2504.13737v1
  4. https://www.rfc-editor.org/rfc/rfc6979.html
  5. https://datatracker.ietf.org/doc/html/rfc6979
  6. https://www.hjp.at/doc/rfc/rfc6979.html
  7. https://pkg.go.dev/github.com/apisit/rfc6979
  8. https://summerschool-croatia.cs.ru.nl/2023/slides/Jan_slides.pdf
  9. https://stackoverflow.com/questions/49825455/ecdsa-signature-java-vs-go
  10. https://www.geeksforgeeks.org/computer-networks/blockchain-elliptic-curve-digital-signature-algorithm-ecdsa/
  11. https://pkg.go.dev/crypto/ecdsa
  12. https://gist.github.com/LukaGiorgadze/85b9e09d2008a03adfdfd5eea5964f93
  13. https://paulmillr.com/posts/deterministic-signatures/
  14. https://pkg.go.dev/github.com/consensys/gnark/std/signature/ecdsa
  15. https://www.tech-invite.com/y65/tinv-ietf-rfc-6979.html
  16. https://djangocas.dev/blog/ecdsa-signature-verify-in-kotlin-and-go/
  17. https://bitcointalk.org/index.php?topic=5296878.0
  18. https://www.1kosmos.com/security-glossary/elliptic-curve-digital-signature-algorithm-ecdsa/
  1. https://notsosecure.com/ecdsa-nonce-reuse-attack
  2. https://www.cryptomathic.com/blog/explaining-the-java-ecdsa-critical-vulnerability
  3. https://www.reddit.com/r/crypto/comments/1k0x8vk/whats_the_minimal_size_of_a_nonce_leakage_so_that/
  4. https://www.reddit.com/r/Bitcoin/comments/1j24hh3/nonce_r_reuse_and_bitcoin_private_key_security_a/
  5. https://www.incibe.es/en/incibe-cert/publications/cybersecurity-highlights/cryptographic-flaw-ecdsa-implementation-java
  6. https://keyhunters.ru/critical-vulnerability-in-secp256k1-private-key-verification-and-invalid-key-threat-a-dangerous-attack-on-bitcoin-cryptocurrency-security-vulnerability-in-bitcoin-spring-boot-starter-library/
  7. https://strm.sh/studies/bitcoin-nonce-reuse-attack/
  8. https://github.com/elikaski/ECC_Attacks
  9. https://www.gitguardian.com/remediation/elliptic-curve-private-key
  10. https://github.com/kudelskisecurity/ecdsa-polynomial-nonce-recurrence-attack
  11. https://dev.to/rafalw3bcraft/cryptographic-implementation-flaws-modern-encryption-analysis-2jjj
  12. https://keyhunters.ru/ecdsa-private-key-recovery-attack-via-nonce-reuse-also-known-as-weak-randomness-attack-on-ecdsa-critical-vulnerability-in-deterministic-nonce-generation-rfc-6979-a-dangerous-nonce-reuse-attack/
  13. https://arxiv.org/html/2504.07265v1
  14. https://github.com/pcaversaccio/ecdsa-nonce-reuse-attack
  15. https://security.snyk.io/package/pip/ecdsa/0.19.1
  16. https://arxiv.org/html/2504.13737v1
  17. https://attacksafe.ru/ecdsa-java/
  18. https://nvd.nist.gov/vuln/detail/cve-2024-23342
  19. https://www.opencve.io/cve?vendor=tlsfuzzer&product=ecdsa
  20. https://www.feistyduck.com/newsletter/issue_88_two_zeros_bypass_javas_ecdsa_signature_check
  21. https://www.coinfabrik.com/wp-content/uploads/2016/06/ECDSA-Security-in-Bitcoin-and-Ethereum-a-Research-Survey.pdf
  22. https://www.reddit.com/r/BitcoinBeginners/comments/13ojfr1/safecurves_tagged_secp256k1_as_not_meeting_all/
  23. https://hardenedvault.net/blog/2024-10-12-survey-oss-tls-rfc6979/
  24. https://forklog.com/en/what-is-ecdsa-in-bitcoin/
  25. https://cure53.de/pentest-report_noble-lib.pdf
  26. https://datatracker.ietf.org/doc/html/rfc6979
  27. https://zenodo.org/records/11277691
  28. https://pkg.go.dev/github.com/btcsuite/btcd/btcec
  29. https://news.ycombinator.com/item?id=40045950
  30. https://www.semanticscholar.org/paper/Secure-Implementation-of-ECDSA-Signatures-in-Wang/13e1c18ae8724d11a1261e2ba575fdd2a94c23da
  31. https://github.com/bitcoin-core/secp256k1
  32. https://paulmillr.com/posts/deterministic-signatures/
  33. https://www.frontiersin.org/journals/blockchain/articles/10.3389/fbloc.2025.1495984/full
  34. https://stackoverflow.com/questions/77264688/which-method-is-used-for-verifying-secp256k1-signatures-in-gos-btcec-library
  35. http://www.hjp.at/(de)/doc/rfc/rfc6979.html
  36. https://dl.acm.org/doi/10.1145/3659677.3659714
  37. https://www.nobsbitcoin.com/the-curious-case-of-the-half-half-bitcoin-ecdsa-nonces/
  38. https://arxiv.org/html/2508.01280v1

Literature and references

  1. https://keyhunters.ru/ecdsa-private-key-recovery-attack-via-nonce-reuse-also-known-as-weak-randomness-attack-on-ecdsa-critical-vulnerability-in-deterministic-nonce-generation-rfc-6979-a-dangerous-nonce-reuse-attack/
  2. https://keyhunters.ru/nonce-reuse-attack-critical-vulnerability-in-schnorr-signatures-implementation-threat-of-private-key-disclosure-and-nonce-reuse-attack-in-bitcoin-network/
  3. https://www.greenbone.net/en/blog/cve-2024-31497-putty-forfeits-client-ecdsa-private-keys/
  4. https://nvd.nist.gov/vuln/detail/cve-2024-31497
  5. https://research.kudelskisecurity.com/2023/03/06/polynonce-a-tale-of-a-novel-ecdsa-attack-and-bitcoin-tears/
  6. https://dl.acm.org/doi/full/10.1145/3596906
  7. https://arxiv.org/html/2504.13737v1
  8. https://publications.cispa.de/articles/conference_contribution/Identifying_Key_Leakage_of_Bitcoin_Users/24612726
  9. https://datatracker.ietf.org/doc/html/rfc6979
  10. https://github.com/kudelskisecurity/ecdsa-polynomial-nonce-recurrence-attack
  11. https://notsosecure.com/ecdsa-nonce-reuse-attack
  12. https://fenefx.com/en/blog/what-is-nonce/
  13. https://www.lrqa.com/en/cyber-labs/flaw-in-putty-p-521-ecdsa-signature-generation-leaks-ssh-private-keys/
  14. https://www.vicarius.io/vsociety/posts/understanding-a-critical-vulnerability-in-putty-biased-ecdsa-nonce-generation-revealing-nist-p-521-private-keys-cve-2024-31497
  15. https://www.investopedia.com/terms/n/nonce.asp
  16. https://nvd.nist.gov/vuln/detail/CVE-2024-13176
  17. https://arxiv.org/html/2404.18090v1
  18. https://github.com/advisories/GHSA-vjh7-7g9h-fjfh
  19. https://xrpl.org/blog/2019/statement-on-the-biased-nonce-sense-paper
  20. https://academy.bit2me.com/en/what-is-nonce-blinding-protocol/
  21. https://my.f5.com/manage/s/article/K000150784

 Cryptanalysis