detection
Deepfake detectors for crisis video collapse once the clip gets reshared News
A benchmark of 17,886 crisis videos found that a single round of ordinary resharing dropped the best purpose-built AI-video detectors from catching 46 percent of fakes to catching 1.4 percent.
Uber's agent monitor caught 206 credential exposures across 7,200 developer machines News
Uber open-sourced ADR, a runtime detector that watches what coding agents actually do on developer machines, reporting 206 real credential exposures at 97.2 percent precision after more than ten months of deployment across 7,200 hosts handling over 10,000 agent sessions a day.
Pangram Tool
The commercial AI-writing detector NeurIPS used to desk-reject 178 position papers - worth knowing precisely because its false-positive behaviour is now a live controversy among researchers.
GPTurk Tool
EPFL's released code for detecting language-model-assisted submissions in crowd work, combining keystroke logging with a synthetic-versus-real text classifier. Practical for anyone buying human-labeled data who needs to check whether the labels were actually written by people rather than pasted from a chatbot.