SOC AI is now production-grade
Microsoft Security Copilot, Google Threat Intelligence powered by Gemini, CrowdStrike Charlotte AI, SentinelOne Purple AI, Palo Alto Networks AI Copilot — every major SOC platform shipped an LLM-augmented analyst assistant in 2023-2024. Tier-1 alert triage that took an analyst 4-15 minutes now takes 30-90 seconds with an LLM doing the first pass. The job didn't disappear · the throughput multiplied.
Threat-intel synthesis got cheap
Vannevar Labs (defense OSINT), Recorded Future, Mandiant Threat Intelligence — all integrated LLMs into the analyst loop for synthesizing multi-source intelligence into briefings. The throughput gain is on the analyst side · the same human reviews and signs.
Reverse engineering and malware triage
Public RE tools (Ghidra, IDA Pro) ship LLM-assistance plugins. Malware analysts now use LLMs to summarize disassembly, suggest function names, identify cryptographic primitives. The 80% that's deterministic is faster · the 20% that's hard is still the human's job.
Vulnerability discovery (still controversial)
Mixed public results. Google Project Zero published in late 2024 a real CVE found by LLM-augmented fuzzing (Big Sleep). Anthropic, DeepMind, OpenAI all published cyber-related capability evals through 2024-2025. The field consensus: LLMs accelerate certain narrow vuln-discovery workflows · they don't replace senior researchers. The capability is real, the hype is overcorrected, the trajectory is upward.
Red-team automation
Microsoft PyRIT (Python Risk Identification Toolkit), Anthropic's published red-team frameworks, Lakera and Mindgard commercial offerings — the tooling for automated LLM red-teaming matured rapidly through 2024-2025. The red team's job didn't go away · the surface they need to cover did.