Things I build, break, fix, and write about

1 September 2026
Privacy boundaries when AI touches government records

AI governance gets awkward fast when government records are involved, because the model is rarely the problem. The problem is the sloppy boundary around it, the sort I have seen quietly turn a harmless prompt into a route through records nobody meant to expose.

1 September 2026
Metadata schema choices for content libraries

Structured metadata only works when it matches how people actually retrieve content. I have seen neat schemas fail as soon as the library meets real...

31 August 2026
Federation trade-offs in self-hosted social feeds

Federation looks tidy until you let it touch the edges, and then the odd cases arrive fast. I prefer self-hosted social feeds that stay explicit about...

31 August 2026
FireAvert Z-Wave stove shutoffs for offline safety

FireAvert’s setup does the part that matters without asking Home Assistant to babysit it, which is exactly how I want stove protection to behave. The...

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