how to test software with adversarial or hostile clients

Recorded probes across gemini, nova during 2026-08-03. Brand cited 0 of 2 attempts; rivals included claude.ai, arxiv.org, learn.microsoft.com. All statements assembled from live citation logs without model interpolation.

Rival URLs recorded