COMPARE

Context layer vs. model alone

Put the same decision question into two illustrative paths. One gives a fluent general answer; the other refuses to skip place resolution and evidence.

This comparison is a product-design sample, not a benchmark or live model evaluation.

question

What should move this candidate out of the shortlist?

locationcoordinates

general modelwithout place tools

Choose a scenario and run the sample.

Arcwise proposalreviewable context

The same question is evaluated through a proposed, clearly bounded place workflow.