12,000+ API Keys and Passwords Found in Public Datasets Used for LLM Training
A dataset used to train large language models (LLMs) has been found to contain nearly 12,000 live secrets, which allow for successful authentication
Stolen credentials can enable account takeover and lateral movement; phishing-resistant MFA, password managers, and rapid revocation reduce the risk.
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Background for this topic.
Credentials are the data used to verify a user's identity to a system, commonly including usernames, passwords, security tokens, or biometric identifiers. They serve as gatekeepers for access to accounts, applications, and sensitive information. Attackers target credentials to impersonate users, escalate privileges, or gain unauthorized system access.
Compromise of credentials can occur through phishing, credential stuffing, or theft from insecure storage. Effective defenses include enforcing strong, unique passwords, implementing multi-factor authentication (MFA), and securely storing credentials using hashing or encryption. Monitoring for unusual login patterns and promptly revoking compromised credentials are also critical to limit attacker impact.
A dataset used to train large language models (LLMs) has been found to contain nearly 12,000 live secrets, which allow for successful authentication
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A malicious PyPi package named 'automslc' has been downloaded over 100,000 times from the Python Package Index since 2019, abusing hard-coded credentials to pirate music from the Deezer streaming service. [...]
A malware campaign dubbed GitVenom uses hundreds of GitHub repositories to trick users into downloading info-stealers, remote access trojans (RATs), and clipboard hijackers to steal crypto and credentials. [...]
Sly like a PRC cyberattack A Chinese government-backed group is spoofing legitimate medical software to hijack hospital patients' computers, infecting them with backdoors, credential-swiping keyloggers, and cryptominers.…
A massive botnet of over 130,000 compromised devices is conducting password-spray attacks against Microsoft 365 (M365) accounts worldwide, attempting to confirm credentials. [...]
Michigan man indicted for dark web credential fraud, purchased 2,500 logins from Genesis Market
Chinese Nation-State Hackers Used a Custom Utility to Capture PacketsChinese hackers who infiltrated U.S. telecoms likely only used one, known Cisco vulnerability, says Cisco's threat analysis unit. Otherwise, the Chinese nation-state cyberespionage operation known as Salt Typhoon used stolen login credentials living-off-the-land techniques, says Cisco Talos.