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Month: May 2026

Forensic analysis on a photo of a book reveals a thumb print
Blog / Digital Forensics · 27 May 2026

Your camera’s fingerprint survives EXIF stripping — here’s how

Stripping EXIF metadata doesn’t make a photo anonymous. DQT quantisation tables and Huffman coding tables are baked into the JPEG compression — a permanent camera fingerprint that survives every standard metadata strip. Two of the 60+ forensic checks snapWONDERS reads from every image.

DQT finger printing
Blog / Digital Forensics · 20 May 2026

How I built a JPEG encoder fingerprint database from scratch

How I built the DQT encoder fingerprint database inside snapWONDERS — deriving libjpeg tables mathematically from the ISO standard, and running a live accumulation pipeline with a trust model to guard against faked metadata. And what this has to do with Vaultify.

Huey — the inspiration behind Hueyify and Vaultify
Accessibility / Blog / Our Story · 18 May 2026

Huey’s vision — and the decade of work to honour it

The story behind Vaultify — a father building a steganography platform in memory of his son Huey, who lost his sight at four and dreamed of photos that carry hidden stories.

Recent Posts

  • Building steganography detection: what statistical analysis looks for
  • Think Twice Before Claiming AI Work as Your Own — What C2PA Content Credentials Prove
  • A Complete Guide to JPEG Forensic Analysis
  • How to Forensically Detect AI-Generated Images — No Detection Model Required
  • Can you get metadata from a photo someone sent you?

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