John Menerick
Signal over noise. Systems that think about risk before someone breaks them.
In most networks I work in, humans are outnumbered 700 to 1. Security engineering, incident response, and systems engineering for the other 699 — equal parts builder and breaker, for Fortune 500s, startups, and public-sector systems.
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Autonomous Incident Response at Scale: How Energy-Based Models & TAME Replace LLM Guessing in Security
Why do Fortune 10 SOCs with 15 people outpace teams 10x their size? They've stopped using autoregressive LLMs for threat modeling, response, and recovery. Instead, they deploy Energy-Based Models g...
How I work
Engineer first
Builds systems that detect and prevent threats, not just react to them.
No buzzwords
Communicates clearly — with engineers, executives, and everyone in between.
Open source
Writes tools, mentors defenders, and shares the work with the community.
Proven under pressure
High-tempo incident response and secure-by-default zero trust architecture.