Gap

Most urban design frameworks (e.g. 15-minute city) optimize for efficiency but neglect serendipity.

There is no operationalized, data-driven way to measure or map serendipity at scale.

The emerging “experiential city” demands new metrics that account for pleasure, discovery, ambiguity, and play.