Methods, systems, and apparatuses for proactively protecting a computing network are disclosed. A proactive security mechanism is disclosed, among other things, with the ability to monitor a protected domain in real-time and safely identify inoculation procedures for responding to threats introduced to the protected domain via malware. The proactive security mechanism includes an Artificial Neural Network Interface (ANNI) configured to execute at least some features of the proactive security mechanism.