Road to BUILD 2026 · BUILD with Mapbox · Sept 15–17

How places move and live.

Habitus is a place-intelligence engine — one intake, many lenses, one map layer. This is the 90-day, built-in-public road to showing it at BUILD with Mapbox. Every product here is the same engine seen a different way, and every one is rendered, routed, and searched with Mapbox.

Santa Monica → Chicago · the build, west to east
2% of the build shipped
The live route map renders here in production, on the Mapbox token. Drop your dev pk. token into the fallback in this file to preview it locally — the itinerary below is live either way.
★ Mapbox GL JS v3 · GeoJSON route line · segments coloured by build status · fitBounds camera
▶ Take the scrollymap tour — fly the route, chapter by chapter
One engine · three lenses · one dataset

The same places, read three ways.

The first collection on the engine is Americana Century — a hundred years of Route 66 and its neon, for the 2026 Centennial. Three products, one tileset underneath. The differences are a lens and a style, not a codebase.

The honest spine — what's real and demoable

Raw data to a map you can talk to.

The talk walks one repeatable pipeline on the Mapbox stack. The fuller engine — the temporal graph, Observe at scale — is marked as what comes next, not promised here.

01 · Aggregate

ETL

Messy, multi-source roadside data standardized and resolved to a canonical place id.

★ Search Box · Uploads API
02 · Correct

Data Workbench

Fix attributes, add the signs no basemap has, QA in the map, publish a tileset.

★ Data Workbench
03 · Render

Studio + GL JS

One tileset, styled three ways — day, neon-night, archive — instead of three codebases.

★ Studio · GL JS
04 · Converse

MCP

A natural-language search over the data, and an AI-assisted build — both on the Mapbox MCP servers.

★ MCP Server · DevKit
Why in public

The first version stalled. That's the useful part.

A frozen demo, a planner that only pretended to route, a naming fog. Every dead end maps to a fix now in the architecture — and the rethink is what made the real thing possible.

Read what we tried →