
How Large Language Models Are Transforming Log Analysis, Incident Response, and Threat Hunting Introduction Modern Security Operations Centers (SOCs) face an overwhelming challenge. Every day, organizations generate millions of security events from firewalls, cloud platforms, identity providers, endpoint protection tools, applications, databases, and network devices. While security technologies have become increasingly sophisticated, the volume…

In any distributed system, logs are the only surviving witnesses when something goes wrong. Code can fail silently, containers can restart, agents can hang, and monitoring dashboards can mislead, but logs capture ground truth — or at least, that’s the assumption. In reality, logs are frequently the weakest security link, and adversaries know this.…