Operations
Why the first system should break within two days
The early breakage tells you where the real workflow is. A clean demo teaches much less.
Writing
Field notes on making AI useful in regulated admin work.
Short, practical notes for operators deciding where AI belongs and where it absolutely does not.
Compliance
PII isolation is not a prompt instruction
Privacy needs architecture: tokenisation, storage boundaries, logs, and human approval.
SME economics
When AI beats the next admin hire
The useful comparison is not software cost. It is the fully loaded cost of recurring admin work.