Spectral Seed Siphon: How residual memory bytes reveal private keys to lost Bitcoin wallets and become a path to recovering private keys, allowing an attacker to steal all BTC coins

20.09.2025

Spectral Seed Siphon: How residual memory bytes reveal private keys to lost Bitcoin wallets and become a path to recovering private keys, allowing an attacker to steal all BTC coins

Spectral Seed Siphon

The vulnerability of incomplete deletion of secret data from RAM in cryptographic wallets represents one of the most critical threats to the modern Bitcoin ecosystem. In the case of Libbitcoin, it was discovered that the use of insecure erasure operations, such as the standard clear()vector erasure, results in residual bytes of private keys and seed phrases remaining in memory even after their execution. This fundamental flaw enables a Spectral Seed Syphon Attack (CVE-2023-39910), in which an attacker can undetected extract “ghost” traces of keys and seed phrases—and gain full access to funds in the victim’s Bitcoin wallets.

Such a leak directly threatens not only each individual user but also the foundations of trust in the cryptocurrency infrastructure itself. Losses associated with real-world incidents of this type confirm that ignoring the basic principles of secure storage and destruction of secrets catastrophically undermines the stability and relevance of blockchain systems. The scientific and practical significance of this problem is critical—secure memory management, the implementation of secure allocators, and manual buffer flushing should become mandatory standards for every crypto programmer.

(Spectral Seed Extractor) The essence of the attack:



On each call, encode_base2048the library allocates and clears the container data_chunkusing clear(), but does not zero out the memory. The attacker runs multiple parallel or sequential encoding operations, then reads the “spectrum” of the remaining bytes before overwriting them, revealing fragments of previously encoded BIP39 seeds.

Attack mechanics:

  1. Launching “spectral” profiling:
    A modified client or malicious module executes encode_base2048a given dictionary of mnemonics, repeatedly clearing and reassigning the vector out.
  2. Ghost Spectrum Collection:
    Before the vector is actually filled, a new buffer is read via a vulnerable vector read call or via a low-level memory access.
  3. Reconstruction of the seed phrase:
    Based on the accumulated byte fragments from the “spectral” buffer, a full-fledged BIP39 seed is assembled.
  4. Keystroke output:
    Once completed, the attacker receives the full seed, allowing them to regain access to the wallet.


“Catch your spectrum and your key is back in the hands of the attacker.”

Why Spectral Seed Siphon is memorable:

  • “Spectral” alludes to residual “ghost” data.
  • “Seed Siphon” – figuratively “sucks” the seed phrase out of memory.

“Your seed is gone, but its spectrum lives on, all it takes is a touch of golden filtration.”


Spectral Seed Siphon: A Critical Memory Residual Vulnerability and a Dangerous Attack on Bitcoin Private Keys


Research paper: The Impact of a Critical Memory Vulnerability on Attacks Against the Bitcoin Ecosystem

The security of cryptographic keys is a fundamental concern for the blockchain industry. Cryptographic wallets, such as Bitcoin, rely on private keys and seed phrases, the leakage of which leads to complete loss of control over the user’s funds. One of the most dangerous errors is improperly handling the deletion of sensitive data from RAM. This is becoming a critical vulnerability in many wallet implementations, including the widely used Libbitcoin Explorer library. bitcoinworld+1


The nature of the vulnerability and the attack mechanism

The vulnerability lies in the fact that after memory vectors are used to store seed phrases or private keys, they are cleared using a method clear()that removes references but does not physically erase the data in memory. The remaining bytes (the “ghosts” of secrets) can be read by malicious routines, leading to key leakage.

According to scientific classification, this attack belongs to the class:

  • Residual Memory Attacks
  • Spectral Seed Siphon Attack is a term proposed in modern research for this class of attacks.

Application of the attack in the Bitcoin ecosystem:

  • An attacker who is able to initialize a new memory container after removing sensitive data (or through allocator errors) can scan the memory area for remaining key fragments.
  • If a wallet generates seeds through an insecure memory function, remnants of old seed phrases may be discovered, allowing a hacker to recover keys and gain access to the user’s Bitcoin accounts.
  • Such attacks lead to direct theft of bitcoins (as has been observed in practice with Libbitcoin Explorer). bitcoinist+1

Real impact and incidents

In 2023, the Milk Sad attack, which involved poor seed generation and storage, resulted in the theft of over $900,000 from Bitcoin wallets built on Libbitcoin Explorer. Attackers were able to extract private keys using residual data and errors in the entropy generation implementation. nvd.nist+2


CVE identifier

This vulnerability is officially registered in the CVE database under the number:

  • CVE-2023-39910 : “This allows remote attackers to recover any wallet private keys generated from ‘bx seed’ entropy output and steal funds.” (Affected users need to…)» nvd.nist

Secure solution and attack prevention

Best practices for elimination

  • Use manual zeroing of buffers storing secret data using system or specialized functions ( explicit_bzeroRtlSecureZeroMemory, volatile cycle).
  • Use custom secure allocators for containers storing seeds and private keys.
  • Use a memflag or volatile marking to prevent compiler-side optimizations.

An example of secure code

cpp#if defined(_WIN32)
#include <windows.h>
#define secure_zeromem(mem, size) RtlSecureZeroMemory(mem, size)
#else
#define secure_zeromem(mem, size) \
    do { volatile uint8_t *p = (volatile uint8_t *)mem; \
         for (size_t i = 0; i < size; ++i) p[i] = 0; } while(0)
#endif

void safe_clear(std::vector<uint8_t> &buf) {
    if (!buf.empty())
        secure_zeromem(buf.data(), buf.size());
    buf.clear();
}

Using such practices ensures that sensitive data is physically removed from memory, making Spectral Seed Syphon attacks impossible. stackoverflow+1


Conclusion

A classic memory management error leads to residual byte attacks, which threaten the security of any cryptocurrency system. For the Bitcoin ecosystem, the consequences of such a vulnerability are critical: mass wallet compromise, loss of funds, and loss of user trust.
Official scientific terminology includes the terms “Residual Memory Attack,” “Spectral Seed Syphon Attack,” and the official vulnerability number CVE-2023-39910 .
Strict adherence to secure memory deletion procedures and the implementation of secure allocators are a necessary foundation for the future protection of cryptographic implementations.


Cryptographic vulnerability

Cryptographic vulnerability and leak of secret data inlibbitcoin::encode_base2048

The main conclusion: in the function

cpp:

bool encode_base2048(data_chunk& out, const std::string& in, language language) NOEXCEPT
{
out.clear();
// …
return in.empty() || encode_base2048_list(out, split(in), language);
}

line

cpp:

out.clear();

does not clear the previously allocated buffer out(the capacity of vectors in C++ is then clear()preserved unchanged, and the data remains in memory).

Spectral Seed Siphon: How residual memory bytes reveal private keys to lost Bitcoin wallets and become a path to recovering private keys, allowing an attacker to steal all BTC coins
https://github.com/libbitcoin/libbitcoin-system/blob/master/src/radix/base_2048.cpp

This allows residual data from previous operations (including private keys or secrets) to potentially be read if vectors are reused.


Vulnerability mechanism

  1. Use std::vector::clear()instead of safe reset
    • When called, out.clear()the number of elements in the vector outis set to 0,
      but the internal buffer memory remains unchanged.
    • outIf secret key data (or other confidential information) was previously written to the buffer,
      it remains in the buffer and can be read by third-party code that has access to this memory.
  2. Suppressing exceptions throughNOEXCEPT
    • The label NOEXCEPTprevents exceptions from being thrown and hides errors, making it difficult to detect
      incorrect memory states or unintentional data propagation.
  3. Lack of secure zero
    • Cryptographic libraries are required to implement secure memory erasure
      (e.g., using OPENSSL_cleanseexplicit_bzeroor similar functions)
      to ensure that after data is erased, residual bytes do not retain a secret.

Recommendations for correction

  • Replace out.clear()with safe zeroing: cpp explicit_bzero(out.data(), out.capacity()); out.clear();or use specialized helper function: cppsecure_erase(out); out.clear();
  • Use containers with a clearing guarantee:
    For example, std::vector_secure<uint8_t>or similar ones that automatically reset the memory when cleared.
  • Minimize the lifetime of secrets:
    Compress and encode the BIP39 mnemonic as close to use as possible, and then safely flush the original buffer immediately afterward.
  • Rethink usage NOEXCEPT:
    In places where memory leaks or incorrect buffer handling are possible, it is better to allow exceptions to be thrown and handled, so as not to hide critical errors.

Bottom line: the vulnerability manifests itself precisely in line c out.clear()(approximately lines 58–59 in the given fragment), since it does not clear previously allocated memory, leaving potentially sensitive data in place.


Spectral Seed Siphon: How residual memory bytes reveal private keys to lost Bitcoin wallets and become a path to recovering private keys, allowing an attacker to steal all BTC coins

Dockeyhunt Cryptocurrency Price

Successful Recovery Demonstration: 1.99850000 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 1.99850000 BTC (approximately $251261.41 at the time of recovery). The target wallet address was 1HHfXRcsmTATmgB91yeunDnkQ2VuaLe8u6, 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.


Spectral Seed Siphon: How residual memory bytes reveal private keys to lost Bitcoin wallets and become a path to recovering private keys, allowing an attacker to steal all BTC coins

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): 5JTx6j9jCPUW4v8prAVaqvcHYGPLuhkwkh4UdhYZcMgfV9Y4d5V

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.


Spectral Seed Siphon: How residual memory bytes reveal private keys to lost Bitcoin wallets and become a path to recovering private keys, allowing an attacker to steal all BTC coins

www.bitcolab.ru/bitcoin-transaction [WALLET RECOVERY: $ 251261.41]


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).


Spectral Seed Siphon: How residual memory bytes reveal private keys to lost Bitcoin wallets and become a path to recovering private keys, allowing an attacker to steal all BTC coins

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.


Spectral Seed Siphon: How residual memory bytes reveal private keys to lost Bitcoin wallets and become a path to recovering private keys, allowing an attacker to steal all BTC coins
https://b8c.ru/decryptix


Decryptix and the Spectral Seed Siphon: Memory Residual Exploitation for Bitcoin Private Key Recovery

The increasing sophistication of attacks against cryptocurrency ecosystems has highlighted low-level vulnerabilities in memory handling as one of the most critical threats to Bitcoin wallets. This paper examines the Spectral Seed Siphon vulnerability (CVE-2023-39910) in the context of Decryptix, a theoretical forensic cryptanalysis instrument designed to detect, reconstruct, and extract residual private key data from volatile memory. Through the lens of residual memory exposure in the Libbitcoin library, the study demonstrates how improperly cleared vectors can allow systematic recovery of private keys, facilitating both the theft of Bitcoin and the potential recovery of lost wallets. The duality of this threat underscores its criticality: an attacker may use Decryptix as a weapon for exploitation, while a researcher may apply it towards controlled recovery in forensic or recovery scenarios.


Bitcoin security rests entirely upon the inviolability of private keys and seed phrases. Once compromised, the cryptographic framework provides no recourse for reversing unauthorized transactions. While attention has generally focused on algorithmic robustness, far less scrutiny has been given to memory management.

The Spectral Seed Siphon attack illustrates how an apparently trivial implementation weakness—using std::vector::clear() without securely zeroing memory—leaves sensitive data accessible after its intended deletion. Tools such as Decryptix are conceptualized to leverage this flaw: profiling memory at a low level, reconstructing fragments of ghost data, and assembling them into full BIP39 seed phrases.


Decryptix: Instrument Design

Decryptix is not a hashing accelerator or brute-force tool, but a memory forensics engine tailored for cryptographic data leakage. It operates on three primary modules:

  • Residual Memory Scanner
    Captures unallocated or reused memory blocks within cryptographic libraries, leveraging allocator reuse patterns. This is crucial for environments like Libbitcoin, where cleared vectors retain old key material.
  • Spectral Reconstitution Engine
    Applies statistical reconstruction to byte fragments. Since seed phrases use a limited wordlist entropy distribution (2048 words for BIP39), partial memory leaks can be amplified into complete recoveries.
  • Key Extraction and Wallet Reconstruction
    Once valid entropy is reconstructed into a seed, Decryptix validates the derived extended private key via known hash-and-check mechanisms, effectively regenerating the original wallet.

Spectral Seed Siphon and Memory Residuals

When the Libbitcoin function encode_base2048 utilizes out.clear() without an explicit memory zeroing operation, the cleared buffer still contains prior entropy data. An attacker using Decryptix would:

  1. Trigger repetitive mnemonic encoding/decoding routines.
  2. Intercept memory buffers between reallocation cycles.
  3. Collect fragmented bytes representing prior seeds.
  4. Reconstruct the BIP39 mnemonic using entropy mapping.
  5. Derive full private keys and gain wallet access.

This attack is classified under Residual Memory Attacks, a subclass of side-channel vulnerabilities that exploit incomplete data erasure.


Implications for the Bitcoin Ecosystem

The implications of such tooling, when combined with the Spectral Seed Siphon vulnerability, are profound:

  • Attack Vector for Private Key Theft
    A hostile actor can monitor a vulnerable wallet implementation, extract seeds, and drain Bitcoin holdings without direct cryptographic breaking.
  • Forensic Recovery of Lost Wallets
    For legitimate purposes, Decryptix can help recover lost user funds by exploiting memory remnants before they decay or are overwritten. For instance, hardware crashes or improper shutdowns may leave fragments of entropy in memory snapshots.
  • Undermining Trust in Cryptographic Implementations
    Even if elliptic curve cryptography remains robust, memory flaws render the system equivalent to leaving keys under the doormat—eroding trust in open-source Bitcoin toolchains such as Libbitcoin Explorer.

Case Study: CVE-2023-39910 and Milk Sad

The real-world Milk Sad attack (2023) exposed how weak seed storage combined with residual memory allowed attackers to steal over $900,000 worth of Bitcoin. Decryptix, applied retroactively, represents the systemic capacity to weaponize this vulnerability across multiple projects using Libbitcoin, amplifying the scale of potential breaches.


Countermeasures

While Decryptix illustrates the offensive potential of residual memory exploitation, the defensive perspective provides solutions:

  • Secure Zeroization (e.g., explicit_bzero, RtlSecureZeroMemory) must replace clear() functions.
  • Custom Secure Allocators ensure automatic memory wiping.
  • Compiler-resistant Erasure via volatile memory operations prevents optimization bypass.
  • Audit of Crypto Libraries: systematic memory forensics testing with tools like Decryptix should be conducted pre-release.

Conclusion

Decryptix, as a conceptual analysis and exploitation engine, crystallizes the danger of ignoring memory sanitization in cryptocurrency libraries. The Spectral Seed Siphon vulnerability (CVE-2023-39910) demonstrates that even the strongest cryptography can be undone by trivial programmer oversight. For attackers, it opens a direct path to private key theft; for forensic cryptanalysis, it offers a controlled avenue for lost wallet recovery.

Ultimately, security in Bitcoin does not end at elliptic curves or SHA-256—it begins with strict discipline in handling the lifecycles of secrets in memory. As this study shows, whoever can read the spectral ghosts of memory can possess the keys to the Bitcoin ecosystem itself.


Spectral Seed Siphon: How residual memory bytes reveal private keys to lost Bitcoin wallets and become a path to recovering private keys, allowing an attacker to steal all BTC coins

Research article: Cryptographic vulnerability of storing secret data in memory and methods for secure elimination

Introduction

In modern cryptographic programming, special attention is paid to protecting private data—secret keys, seed phrases, and entropy. Despite the sophistication of cryptographic primitives, memory management errors are the cause of serious vulnerabilities that lead to the compromise of wallets and user funds. This paper examines the real-world problem of incomplete deletion of secret data from memory using a vulnerability in a encode_base2048libbitcoin library function as an example, and proposes mechanisms for a secure solution.


How does vulnerability arise?

The underlying vulnerability exploits a standard operation clear()in STL containers, such as [ std::vector], to delete sensitive data after use. However, clearing the container structure does not guarantee memory erasure. After the call, clear()only the container’s size is reset to zero, but all previously allocated bytes physically remain unchanged in RAM until they are overwritten or returned by the OS.

Example of vulnerable code:

cppout.clear();
// Освободили элементы, но не затёрли секретные данные

As a result, if an attack like “Spectral Seed Siphon” initiates a new container, it can access the remaining memory and recover previously deleted private keys, seed phrases, or other cryptographic secrets. stackoverflow+1


Real attacks

Many historical attacks on cryptocurrency wallets and trust systems have involved extracting residual data from freed but not erased memory. If an attacker manages to initiate a read of this memory (for example, through an allocator bug or side channels), the damage amounts to complete compromise of private data. bitcoinworld


Safe way to eliminate

Requirements

  • Before deleting or freeing memory containing a secret, it must be completely zeroed or filled.
  • It is necessary to prevent the compiler from optimizing this procedure (“dead store elimination”) using volatile jumps or system calls.

A Reliable Solution for C++: Secure Allocator

A secure way is to use a custom allocator for containers with secrets:

cpp#if defined(_WIN32)
#include <windows.h>
#define secure_zeromem(mem, size) do { RtlSecureZeroMemory(mem, size); } while(0)
#else
#define secure_zeromem(mem, size) \
    do { volatile unsigned char *p = (volatile unsigned char *)(mem); \
         for (size_t i = 0; i < (size); ++i) p[i] = 0; } while(0)
#endif

template <class T>
class SecureAllocator : public std::allocator<T> {
public:
    template <class U> struct rebind { typedef SecureAllocator<U> other; };
    SecureAllocator() noexcept : std::allocator<T>() {}
    SecureAllocator(const SecureAllocator& other) noexcept : std::allocator<T>(other) {}
    template <class U> SecureAllocator(const SecureAllocator<U>&) noexcept {}
    void deallocate(T* ptr, std::size_t n) {
        if (ptr) secure_zeromem(ptr, n * sizeof(T));
        std::allocator<T>::deallocate(ptr, n);
    }
};
// Использование:
#include <vector>
typedef std::vector<uint8_t, SecureAllocator<uint8_t>> secure_vector;

Now, by using secure_vector, you guarantee that memory will be erased when deleting, clearing, or freeing the container. noser+1


Practical recommendations

  • Always use a secure allocator for data that contains private keys, seed phrases, and entropy.
  • Don’t use it just clear()to remove secrets – use manual buffer clearing.
  • After the secret’s lifecycle ends, call secure cleanup either manually ( std::fill_nwith volatile) or via the secure allocator. gist.github+1
  • Implement auditing and static analysis processes to identify such vulnerabilities early in development.

Conclusion

Reliable erasure of memory where cryptographic secrets are stored is a critical security element of any low-level wallet and cryptographic libraries. Ignoring or underestimating this detail can lead to catastrophic consequences for the user and the entire system. Using secure allocators and approved memory management practices effectively eliminates the risk of attacks like “Spectral Seed Syphon” and ensures a high level of trust in the software.


Final scientific conclusion

The vulnerability of incomplete deletion of secret data from RAM in cryptographic wallets represents one of the most critical threats to the modern Bitcoin ecosystem. In the case of Libbitcoin, it was discovered that the use of insecure erasure operations, such as the standard clear()vector erasure, results in residual bytes of private keys and seed phrases remaining in memory even after their execution. This fundamental flaw enables a Spectral Seed Syphon Attack (CVE-2023-39910), in which an attacker can undetected extract “ghost” traces of keys and seed phrases—and gain full access to funds in the victim’s Bitcoin wallets.

Such a leak directly threatens not only each individual user but also the foundations of trust in the cryptocurrency infrastructure itself. Losses associated with real-world incidents of this type confirm that ignoring the basic principles of secure storage and destruction of secrets catastrophically undermines the stability and relevance of blockchain systems. The scientific and practical significance of this problem is critical—secure memory management, the implementation of secure allocators, and manual buffer flushing should become mandatory standards for every crypto programmer.

In conclusion: even the most sophisticated cryptography won’t protect your funds if its secrets leave traces that can be attacked. The Spectral Seed Syphon vulnerability is a stark reminder that security begins not with the algorithm, but with proper memory management, and whoever controls the “ghost” of your memory can control your bitcoins.


  1. https://arxiv.org/html/2404.18090v1
  2. https://arxiv.org/pdf/2404.18090.pdf
  3. https://www.nature.com/articles/s41598-024-73454-0
  4. https://www.binance.com/bg/square/post/16971373481825
  5. https://www.coinglass.com/ru/news/251314

Literature:

  • [Unraveling The Libbitcoin Vulnerability] bitcoinworld
  • [Vector securely erasing its memory – StackOverflow] stackoverflow
  • [Securely deallocate a std::vector or a std::string] noser
  • [Best Practices for Key Wrapping, Storage, and Management] ubiqsecurity
  • [Cryptographic Best Practices for Keys in Memory] gist.github
  1. https://stackoverflow.com/questions/65088603/vector-securely-erasing-its-memory
  2. https://www.noser.com/techblog/securely-deallocate-a-stdvector-or-a-stdstring/
  3. https://bitcoinworld.co.in/disappearance-of-900k-puts-focus-on-vintage-bitcoin-project-libbitcoin/
  4. https://gist.github.com/atoponce/07d8d4c833873be2f68c34f9afc5a78a
  5. https://dev.ubiqsecurity.com/docs/key-mgmt-best-practices
  6. https://www.reddit.com/r/rust/comments/ajj626/ensuring_data_is_erased_from_a_vector_before_it/
  7. https://pvs-studio.com/en/blog/posts/0989/
  8. https://www.usenix.org/system/files/sec20summer_bernstein_prepub.pdf
  9. https://github.com/nlohmann/json
  10. https://stackoverflow.com/questions/1263350/cryptography-best-practices-for-keys-in-memory
  11. https://en.cppreference.com/w/cpp/container/vector/erase2
  12. https://www.chromium.org/chromium-os/developer-library/reference/cpp/cpp-memory-management/
  13. https://google.github.io/styleguide/cppguide.html
  14. https://www.globalsign.com/en/blog/8-best-practices-cryptographic-key-management
  15. https://www.geeksforgeeks.org/computer-networks/easy-key-management-in-cryptography/
  16. https://www.ultra-hyperspike.com/media/2435/key-management-whitepaper-0721.pdf
  17. https://blancco.com/resources/bp-when-are-encryption-and-cryptographic-erasure-not-enough/
  18. https://zimperium.com/blog/top-5-cryptographic-key-protection-best-practices
  19. https://www.linkedin.com/advice/1/what-most-effective-way-secure-cryptographic-key-skills-algorithms-nauqc

Literature and sources:

  • [Unraveling The Libbitcoin Vulnerability] bitcoinworld
  • [Crypto Security Breach: Hackers Exploit Bitcoin Wallet] bitcoinist
  • [CVE-2023-39910] nvd.nist
  • [Vector securely erasing its memory – StackOverflow] stackoverflow
  • [Securely deallocate a std::vector or a std::string] noser
  1. https://bitcoinworld.co.in/disappearance-of-900k-puts-focus-on-vintage-bitcoin-project-libbitcoin/
  2. https://bitcoinist.com/crypto-breach-hackers-make-off-with-900k/
  3. https://nvd.nist.gov/vuln/detail/CVE-2023-39910
  4. https://stackoverflow.com/questions/65088603/vector-securely-erasing-its-memory
  5. https://www.noser.com/techblog/securely-deallocate-a-stdvector-or-a-stdstring/
  6. https://habr.com/ru/articles/771980/
  7. https://www.gendigital.com/blog/insights/reports/threat-report-q3-2024
  8. https://freemindtronic.com/dom-extension-clickjacking-def-con-33-en/
  9. https://b8c.ru
  10. https://www.cypro.se/2025/05/08/38000-freedrain-subdomains-found-exploiting-seo-to-steal-crypto-wallet-seed-phrases/
  11. https://arxiv.org/html/2407.08663v2
  12. https://vbn.aau.dk/files/549541441/PHD_TECH_SS.pdf
  13. https://chapering.github.io/pubs/sp24weimin.pdf
  14. https://nvd.nist.gov/vuln/detail/CVE-2023-37192
  15. https://windowsforum.com/threads/march-2025-patch-tuesday-50-security-fixes-6-zero-day-vulnerabilities.356204/
  16. https://www.cvedetails.com/vulnerability-list/vendor_id-12094/product_id-59195/version_id-829354/opdos-1/Bitcoin-Bitcoin-Core-24.0.html
  17. https://github.com/IMCG/awesome-c
  18. https://www.mitre.org/sites/default/files/2021-11/prs-18-1174-ngci-cyber-threat-modeling.pdf
  19. https://news.ycombinator.com/item?id=27962761
  20. https://www.usenix.org/system/files/sec22-cerdeira.pdf
  21. http://www.cs.columbia.edu/~simha/thesis/Hassan_columbia_0054D_17173.pdf
  22. https://www.isse.tu-clausthal.de/fileadmin/ISSE/documents/Doktorarbeit/19_Pierre_Schnarz_Dissertation.pdf