Multimodal safety scoring on children's video — transcript, frames, and family values aligned.
Inputs include speech transcripts, key frames, and metadata. Outputs are calibrated 0–100 scores with explainable sub-dimensions parents can configure.
We measure cross-modal agreement, false negatives on subtle risks, and alignment drift when family profiles change. Every content score in Lemu Kids is regression-tested here before release.