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SQLi and other injection attacks remain the top OWASP and CERT vulnerability. Current detection attempts frequently involve a myriad of regular expressions which are not only brittle and error-prone but also proven by Hanson and Patterson at Black Hat 2005 to never be a complete solution. LibInjection is a new open-source C library that detects SQLi using lexical analysis. With little upfront knowledge of what SQLi is, the algorithm has been trained on tens of thousands of real SQLi attacks and hundreds of millions of user inputs taken from a Top 50 website for high precision and accuracy.

This Joint Cybersecurity Advisory uses the MITRE Adversarial Tactics, Techniques, and Common Knowledge (ATT&CK®) framework, Version 9. See the ATT&CK for Enterprise for all referenced threat actor tactics and techniques. The Cybersecurity and Infrastructure Security Agency (CISA) and the Federal Bureau of Investigation (FBI) are engaged in addressing a spearphishing …

SharpML is a proof of concept file share data mining tool using Machine Learning in Python and C#. The tool is discussed in more detail on this blog here, but is summarised below also. SharpML performs a number of operations with a view to mining file shares, querying Active Directory for users, dropping an ML model and associated rules, performing Active Directory authentication checks, with a view to automating the process of hunting for passwords in file shares by feeding the mined data into the ML model.

Vulhub is an open-source collection of pre-built vulnerable docker environment for learning to hack. No pre-existing knowledge of docker is required, just execute two simple commands and you have a vulnerable environment.