What 1,000 anonymous answers about your friends actually look like
We read the first thousand mirrors. The patterns weren't what we expected — and they say more about how people see each other than any quiz ever has.
Writing
Notes from the people building Mirror Test.
Essays on honest feedback, anonymous reflection, and the strange, specific things friends notice about each other.
The case against asking your friends "how am I doing?" directly
Direct feedback fails not because people are dishonest, but because the question is structurally wrong. Here's the structural fix we've been testing.
On the ethics of an AI portrait of you, made from your friends' words
The product has a real ethical question at its center. Here's how we think about it, what we do, and what we won't do.