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
Password security helps prevent unauthorized access, while weak or reused credentials can expose accounts, systems, and sensitive data.
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Background for this topic.
Passwords are secret strings used to verify identity and control access to accounts, devices, applications, and services. They remain a common authentication method, but their security depends mainly on secrecy, length, and uniqueness rather than predictable complexity rules. A password reused across services can expose multiple accounts if one service is compromised; short, common, or previously leaked passwords are more susceptible to guessing and automated credential-stuffing attacks.
Practical defenses include using a password manager to generate and store a distinct, long password for each service, blocking known compromised passwords, and enabling multi-factor authentication (MFA) where available. Organizations should protect stored passwords with slow, salted one-way hashing, restrict and monitor authentication attempts, and provide secure recovery processes. Password changes are most useful after suspected compromise or exposure, rather than as routine changes that encourage predictable variations. Security teams should also treat password databases and reset mechanisms as sensitive assets during vulnerability assessment and incident response.
A dataset used to train large language models (LLMs) has been found to contain nearly 12,000 live secrets, which allow for successful authentication
244M purloined passwords added to Have I Been Pwned thanks to govt tip-off A tip-off from a government agency has resulted in 284 million unique email addresses and plenty of passwords snarfed by credential-stealing malware being added to privacy-breach-notification service Have I Been Pwned (HIBP).…
'Have I Been Pwned' Flags Emails Found in Infostealer Malware Logs It ObtainsHow bad has the information stealing malware problem become? Here's a metric: The free breach-notification service Have I Been Pwned found a single infostealer service provided "284 million unique email addresses alongside the websites they were entered into and the passwords used."
HaveIBeenPwned has added over 500 million new passwords and email addresses lifted via infostealers
Passwords are rarely appreciated until a security breach occurs; suffice to say, the importance of a strong password becomes clear only when faced with the consequences of a weak one. However, most end users are unaware of just how vulnerable their passwords are to the most common password-cracking methods. The following are the three common techniques for cracking passwords and how to