Yage Zhang

LLMs asked to redact private data routinely sabotage their own edits, leaking the withdrawn secret in 13% of deliverables simply by helpfully stating what they just removed.

Female-oriented gaming communities experience starkly divergent hostility across platforms—reaching nearly six times higher toxicity on Weibo than Reddit—with the majority of coordinated harassment campaigns directed at developers rather than players.

Shadow APIs promising access to top LLMs like GPT-5 and Gemini 2.5 often deliver significantly degraded performance (down to 47.21% accuracy) and fail identity verification, casting doubt on research relying on them.