Start with the human job.
AI matters only when it helps someone learn, decide, create, organize, or act.
Principles
AI should make people more capable.
Human AI Duet products are designed around useful collaboration, not automation for its own sake.
Use AI for momentum.
Let AI draft, remember, structure, suggest, check, and practice with the user.
Keep humans near trust.
When the problem needs judgment, care, accountability, or nuance, humans matter.
Make escalation natural.
The best systems know when to move from AI assistance to human connection.