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Hum listens to people who communicate without words, names the sound (90% accurate on unseen data) and gives an honest, personal hint at its meaning. Runs on your phone; audio never leaves it.
Detect comet-like activity in NASA Zooniverse cutouts — logistic regression + ResNet18 baseline, honest rare-class eval
LensGuard protects vision-language agents from visual prompt injection, detecting suspicious instructions and blocking unauthorized actions while preserving useful visual context.
A sharper lens for every lab report.
