multimodal

Uploads bring classic file-handling bugs into AI products. The scored answer covers the parsers, fetchers and storage around the model, not only what the model reads.

Trace actual text, image and audio inputs, then distinguish extraction errors, unauthorized influence and completed effects. Build a useful test plan without inventing success rates.

Two different attacks hide in 'malicious images'. One writes instructions a model can read; the other optimises pixels to push the model's internal representation. They need different tests and different defences.