OPERATOR FIELD GUIDE // V2
The 16 types do not
put people in a box.
The four letters describe habits that surfaced while you made AI-assisted calls. They are not a personality test, diagnosis, or credential. They are a starting point for making the next decision safer.
V verify the evidence · I keep a human able to intervene · C carry the context · A assign an owner.
The four letters always
follow the same order.
Evidence comes first, then intervention, context, and accountability. A letter on the right is not a verdict on you. It points to a safety mechanism that was easy to miss in that scenario.
Run VICA once
before a real decision.
Instead of reading an AI answer for longer, put these four questions into the decision record or meeting agenda. They make the human part of the workflow visible.
A type is not the result.
It is a clue for the next move.
Open a card to see what each letter means in that combination and one small adjustment you can make today.
Before you hand work to AI,
leave these four lines.
- EvidenceWhat are the source, generation time, and uncertainty?
- InterventionWho can stop, roll back, and hear an appeal?
- ContextWho could be harmed outside the average?
- AccountabilityWho owns the final call and remedy, by when?
This field guide is educational satire about AI-use habits. It does not diagnose people or grant a real qualification.
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