02Plausible is not correct
The dangerous output is not the obviously wrong kind. It is the kind that reads exactly right.
Nonsense is easy. It announces itself, somebody laughs, it gets thrown away. The expensive failures are the ones that look like competent work, survive a skim, get approved, and surface weeks later attached to a decision somebody has already made.
Every organization now producing machine output at scale is quietly accumulating these, and almost none of them can tell you how many.
03Trust is infrastructure
Confidence is not a feeling. It is something you build, and somebody has to build it.
Every serious field solved this at some point, slowly and unglamorously, and then forgot it had. The machinery that made work trustworthy became invisible precisely because it worked. Machine output arrived with an enormous amount of speed and none of that machinery at all.
We think the missing layer gets rebuilt, that it will look nothing like a chat window, and that building it well will matter more than owning the largest model. That is the bet. The rest we are keeping to ourselves for now.