We perform synchronized PCM extraction and SHA-256 hashing on audio signatures to fingerprint assets across platforms. This allows high-fidelity, court-ready correlation of media provenance.
Using these methods, our crawlers and evidentiary engines have traced 936,000,000 infringing posts with deterministic linkage to original human creators.
Our thesis describes systemic deconstruction, remix, and unauthorized monetization of human-originated signals across the synthetic web. DAIR provides the forensic anchor back to the source.

Defines systemic unauthorized signal processing patterns across platforms.

Spectral identity feature used to distinguish authentic human-originated signals.

Deterministic matching across platform mirrors for auditable infringement counts.