Research & articles

Essays, research notes and evidence reconstructions about security, automation and verifiable operations.

Illustration of a lone person overlooking a futuristic city, a fragmented classical statue, server towers and a networked globe.

Featured · Essay ·

When Civilization Can No Longer Understand Itself

AI does not need to rebel to become dangerous. The deeper risk begins when humans can still operate civilization but can no longer independently understand, challenge, reconstruct, or recover it.

Latest

  1. Research note ·

    How to read a public exposure snapshot

    Why a completed check is not a security grade, how request attempts differ from collected responses, and where the evidence stops.

Research & articles | WitnessOps