Most security tools return a verdict. EAIVP returns a verdict and a reason. Three-lens forensic analysis — byte-space entropy, pixel-space structure, and spectral frequency — fused into a single verdict with a plain-English AI narrative explaining exactly what was found. 97.9% detection across 422 real malware samples, 21 families. 16 at 100%. Built by one developer on a Chromebook. EU AI Act Article 15 compliant by design.