What we're shipping this week

Every week we run two or three builds in parallel. This week, one of them hit an inflection point we've been waiting for.

The pattern is always the same: the first few days feel slow. You're mapping the workflow, understanding the edge cases, negotiating with the data. Then something clicks, and the system starts doing what you imagined it would.

We're not ready to share specifics yet, but the shape of the work is worth noting. When you build AI systems that sit inside existing tools, the hardest part isn't the model. It's the plumbing. And once the plumbing works, everything accelerates.