My working AI forecast

I expect AI to make building and research much faster. I also expect trust to become harder to earn. The useful systems will show their work, invite correction and leave people in control of consequential choices. That is a working view, not a timetable. I will update it as the tools and my experience change.

Compiled from dated project records and working views. This is a reflection published today, not a diary entry from an earlier date.