New research finds provenance signals change what models do, not just what they say.
The Austin startup's Series B lands as Gartner projects nearly $4.8B in AI security spend next year.
A five-lab study finds text color and contrast alone can shift vision-language model verdicts, with Qwen2-VL most affected.
Zenity found about 20 flaws across AI browsers, including an Atlas trick that spams contacts.