Most people on Earth speak more than one language and often switch languages in the same chat, but AI tools aren’t tested well on this real behavior.
ProGuard is a safety guard for text and images that doesn’t just spot known problems—it can also recognize and name new, never-seen-before risks.
EditThinker is a helper brain for any image editor that thinks, checks, and rewrites the instruction in multiple rounds until the picture looks right.
The paper shows how a vision-language model (VLM) can train itself to be a fair judge of answers about images without using any human preference labels.