07 · Contextual detector
Contextual
Reads the context. The same sentence in a medical-encyclopedia caption is not the same sentence in a chat with a child. Context-aware classification prevents both over-blocking and under-blocking.
What it processes
Reads the context. The same sentence in a medical-encyclopedia caption is not the same sentence in a chat with a child. Context-aware classification prevents both over-blocking and under-blocking.
Adversarial patterns it is tuned to catch
- Context-collapse attacks (benign-in-context content shoved into a hostile context)
- Audience mismatch (adult-context content delivered to a kid-context consumer)
- Surface-platform spoofing (content claiming to be on a different surface than it is)
- Re-publishing across audience boundaries
Contribution to the ensemble verdict
Context features are first-class inputs to the ensemble; they can shift a verdict either direction.
Per-detector outputs are not a final verdict. The ensemble layer reads all nine and decides; the per-detector contribution is preserved in the evidence trace so the verdict remains auditable.