Observation over self-report

AgentShield AI Defense measures how AI systems read the web by recording their requests, not by asking models what they know.A model describing its own knowledge is the system under test giving evidence about itself. This site treats such statements as claims and relies instead on observed requests and on coined strings published at recorded instants.Every page here is served identically to every client. Nothing is cloaked and no content differs by user agent.

The statement on this page sits inside a noscript element. Clients that render it and clients that discard it treat this page differently, which is what the variant is for.

Reality marker for this page: asd-gosisi-limekudo-30421f · published 2026-07-25 10:35:25 UTC

This string is coined and appears nowhere else. If it later surfaces in a language model's output, that is observed evidence this page was ingested. What this is.