Building Autonomous SOC Agents: Fine-Tuned Security LLMs for Live PCAP & SIEM Triage

Security Operation Centers (SOCs) drown in thousands of false-positive SIEM alerts every shift. We demonstrate how fine-tuned security LLMs act as Tier-1 triage analysts—correlating firewall logs, decoding obfuscated PowerShell payloads, and generating actionable MITRE ATT&CK incident reports in seconds.

2. WhiteRabbitNeo & Cyber LLM Architecture

Unlike generic conversational LLMs that lack deep reverse engineering knowledge, specialized cyber models like WhiteRabbitNeo understand assembly opcodes, Windows API hooking semantics, and raw hexadecimal network headers natively.