MOSTLY RIGHT — Email from vivaan@rankmama.com confirmed as spam/untrusted. Current observations show identical spam signature pattern (unsolicited SEO/web design pitch). Chain of custody concern is valid given email spoofing patterns evident in recent inbox. However, prediction was incomplete/truncated so full thesis cannot be fully validated.