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Metadata, provenance & privacy

Technical explainers on what AI generators embed in your files, and what you can actually do about it.

What is C2PA, and what does it actually record?

Content Credentials are showing up in output from DALL-E, Firefly, Sora and more. Here is what is actually inside that manifest.

The difference between rewriting a container and re-encoding an image is the difference between lossless and lossy. Most tools get this wrong.

A privacy policy is a promise. A missing upload endpoint is a fact. The difference matters when you are handling someone else's media.

Different generators leave different traces. Some embed your entire prompt. Here is what to expect from each.