Unknown = Stop
When outside the boundary or uncertain, always stop and ask.
Human declares in natural language → AI converts it into executable JSON → AI executes autonomously within that structure → AI stops at Unknown
Humans define the two things AI should not invent: intent and boundary
AI converts those declarations into structured execution conditions
AI operates freely within those conditions
When uncertain, it stops — it does not guess
AI is free within declared intent and boundary
Physical AI deployment becomes easier to scale
Regulatory review becomes simpler
Legal responsibility becomes easier to separate
Non-developers can design AI behavior through natural language
This is not “let’s control AI better.”
This is“let’s build a structure where AI can operate freely — under clearly separated responsibility and executable conditions.”
AI can run freely because there is a brake.
You need brakes to drive on a highway.
The title “If unsure, ask. Never guess.” looks like a constraint on AI.
But it is actually the prerequisite for AI to act freely and responsibly in the real world.