AI-Guided Security Incident Response for Non-Specialists
P6/10March 26, 2026
WhatAn AI copilot that walks non-security engineers through real-time vulnerability discovery, triage, and responsible disclosure step-by-step.
SignalThe author is an ML engineer, not a security researcher, yet was able to discover and report a serious supply chain attack because an AI walked him through exactly who to contact and what time-critical actions to take — suggesting a massive untapped workforce of developers who could catch vulnerabilities if given the right guidance.
Why NowLLMs are now capable enough to serve as real-time security advisors, and supply chain attacks are accelerating faster than the security community can scale hiring.
MarketEvery software company with developers who aren't security specialists — tens of millions of engineers. Compete with Snyk and Semgrep on detection but differentiate on guided human-in-the-loop response. TAM $5B+ in application security.
MoatAccumulating a proprietary dataset of real incident response transcripts and resolution patterns creates a flywheel — each incident handled makes the guidance better.
My minute-by-minute response to the LiteLLM malware attackView discussion ↗ · Article ↗ · 395 pts · March 26, 2026
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