I build AI integrations for a living, and the boring parts are now the important parts: least-privilege API keys, human approval before irreversible actions, audit logs, and a kill switch you have actually tested. At a hackathon this spring my team went fully offline with Ollama for exactly this reason - some data should never leave the building.