determinism
2 posts · all writing
Don't make the model rank it
Two findings arrive looking the same, and one is a leaked private key. Left to a model, the choice of which to fix first comes out differently every time.
Why we didn't build an AI pentester
Models find bugs in code they have never seen. That leaves untouched what tooling is for: the same answer every time, cheap enough for every commit.