I've been playing with a small browser-side prototype that tries to answer a boring but increasingly...
I've been playing with a small browser-side prototype that tries to answer a boring but increasingly important question:
Where did this piece of web content come from?
Not “is this AI-generated?” I think that question is already getting messy. Detectors can be useful sometimes, but I would not build trust on top of them alone.
The simpler question is: When was this page first seen? Who saw it?
Did it change? Can we still replay what was captured?
Crafting Digital DNA: A Tutorial on Verifiable Content Provenance ...
TL;DR: The most useful provenance is actionable provenance. Instead of storing prompts like a dusty...
Build AI output provenance for SaaS with answer receipts, source snapshots, prompt hashes, model metadata, citations, policy…
You can always tell when an AI built a UI. You can't always say why. I maintain StyleSeed — an...
I am prototyping a mobile web page from a high-fidelity AI-generated visual mockup. The visual style...
Two opposite strategies for synthetic media — detect the fake or authenticate the real — and precisely what a provenance manifest…
