#guardrails

A small inline classifier appliance gates a printed sheet half-fed through its narrow slot on a bright lab bench, while a GPU training rack stands behind it with one accelerator tray drawn part-way out and a checkpoint drive caddy half-seated in its bay

Comparing the Main Approaches to AI and Cybersecurity

Guardrails, alignment training, sandboxed isolation, formal verification, human review and AI-driven SOC tooling each defend a different point in the system — and the evidence for one is rarely evidence for another.

By Brecht Corbeel · September 21, 2026 · 20 min read

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