AI is enabling faster attack to cyberspace. Traditional patch cycles and manual response cannot keep pace with automated, industrialized intrusion workflows where vulnerabilities can now be exploited in hours. Defender response time is reduced extremely up to zero. Techniques to identify, verify the attack in real time is necessary to combat.