Let the model answer the smaller question.
The reliability in our HR capture system came from taking one question away from the model entirely.
Writing
Notes from systems that are actually running.
What we got wrong first, what the architecture had to become, and which numbers we would not put on a page without receipts.
Absence is the failure nobody instruments.
Systems built around inbound messages can only see what arrived. The expensive failure is the record that never came.
The number you cannot check is not a number.
Provenance is not an audit feature bolted on at the end. It is the thing that makes an output safe to send anywhere else.
Reliability is architecture, not prompting.
Point a model at messy operational data and it will be right most of the time — and wrong often enough that nobody trusts it.
Deployment is not a handoff.
The gap between a system that works in a demo and a system that works in June is staffed, or it is not closed.
What we mean when we say the judgment stays with your team.
We do not automate people out of decisions. We automate the gathering, matching, and chasing that surrounds them.