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
Mile 0 · 2% of the road to BUILD
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 · data-driven waypoint layer · animated progress marker · 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 →