So What Is 'Provably Fair' Anyway?
A deep dive into the cryptography that lets users verify outcomes for themselves, without trusting the platform.
an independent research project
We write about licensing, verification systems, privacy policies, and UX patterns. No advocacy — just trying to explain things clearly.
Start with who we are or jump into the full archive.
A deep dive into the cryptography that lets users verify outcomes for themselves, without trusting the platform.
That little license badge you see everywhere — here's what's behind it, and why it matters (or doesn't).
Identity verification protects platforms from fraud. But who protects users from data breaches?
Tracking how interactive web services evolved — the tech, the design, the whole shift.
Not all 'transparent' systems are created equal. Some technical notes on what actually works.
UI tricks that nudge users toward decisions they might not otherwise make. And what honest design looks like instead.
"The question isn't whether platforms should be transparent. It's how that transparency can be meaningful — not just a checkbox."
— from our notes, somewhere